diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..633efd818ff7e0ed1e2f382742cecd1132385420 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +web/src/assets/svg/chunk-method/media-01.svg filter=lfs diff=lfs merge=lfs -text diff --git a/agent/README.md b/agent/README.md new file mode 100644 index 0000000000000000000000000000000000000000..7f0a45f4743ad384e9ac6216bf870ecd895ed508 --- /dev/null +++ b/agent/README.md @@ -0,0 +1,45 @@ +English | [简体中文](./README_zh.md) + +# *Graph* + + +## Introduction + +*Graph* is a mathematical concept which is composed of nodes and edges. +It is used to compose a complex work flow or agent. +And this graph is beyond the DAG that we can use circles to describe our agent or work flow. +Under this folder, we propose a test tool ./test/client.py which can test the DSLs such as json files in folder ./test/dsl_examples. +Please use this client at the same folder you start RAGFlow. If it's run by Docker, please go into the container before running the client. +Otherwise, correct configurations in conf/service_conf.yaml is essential. + +```bash +PYTHONPATH=path/to/ragflow python graph/test/client.py -h +usage: client.py [-h] -s DSL -t TENANT_ID -m + +options: + -h, --help show this help message and exit + -s DSL, --dsl DSL input dsl + -t TENANT_ID, --tenant_id TENANT_ID + Tenant ID + -m, --stream Stream output +``` +
+ +
+ + +## How to gain a TENANT_ID in command line? +
+ +
+💡 We plan to display it here in the near future. +
+ +
+ + +## How to set 'kb_ids' for component 'Retrieval' in DSL? +
+ +
+ diff --git a/agent/README_zh.md b/agent/README_zh.md new file mode 100644 index 0000000000000000000000000000000000000000..003ff4b7a477641b78dc79dd255c1c8f28b9b637 --- /dev/null +++ b/agent/README_zh.md @@ -0,0 +1,46 @@ +[English](./README.md) | 简体中文 + +# *Graph* + + +## 简介 + +"Graph"是一个由节点和边组成的数学概念。 +它被用来构建复杂的工作流或代理。 +这个图超越了有向无环图（DAG），我们可以使用循环来描述我们的代理或工作流。 +在这个文件夹下，我们提出了一个测试工具 ./test/client.py， +它可以测试像文件夹./test/dsl_examples下一样的DSL文件。 +请在启动 RAGFlow 的同一文件夹中使用此客户端。如果它是通过 Docker 运行的，请在运行客户端之前进入容器。 +否则，正确配置 conf/service_conf.yaml 文件是必不可少的。 + +```bash +PYTHONPATH=path/to/ragflow python graph/test/client.py -h +usage: client.py [-h] -s DSL -t TENANT_ID -m + +options: + -h, --help show this help message and exit + -s DSL, --dsl DSL input dsl + -t TENANT_ID, --tenant_id TENANT_ID + Tenant ID + -m, --stream Stream output +``` +
+ +
+ + +## 命令行中的TENANT_ID如何获得? +
+ +
+💡 后面会展示在这里： +
+ +
+ + +## DSL里面的Retrieval组件的kb_ids怎么填? +
+ +
+ diff --git a/agent/__init__.py b/agent/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/agent/canvas.py b/agent/canvas.py new file mode 100644 index 0000000000000000000000000000000000000000..566a2bf311c44db5222daef759b37136f6a1019c --- /dev/null +++ b/agent/canvas.py @@ -0,0 +1,302 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import importlib +import json +import traceback +from abc import ABC +from copy import deepcopy +from functools import partial + +import pandas as pd + +from agent.component import component_class +from agent.component.base import ComponentBase +from agent.settings import flow_logger, DEBUG + + +class Canvas(ABC): + """ + dsl = { + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": {}, + }, + "downstream": ["answer_0"], + "upstream": [], + }, + "answer_0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["retrieval_0"], + "upstream": ["begin", "generate_0"], + }, + "retrieval_0": { + "obj": { + "component_name": "Retrieval", + "params": {} + }, + "downstream": ["generate_0"], + "upstream": ["answer_0"], + }, + "generate_0": { + "obj": { + "component_name": "Generate", + "params": {} + }, + "downstream": ["answer_0"], + "upstream": ["retrieval_0"], + } + }, + "history": [], + "messages": [], + "reference": [], + "path": [["begin"]], + "answer": [] + } + """ + + def __init__(self, dsl: str, tenant_id=None): + self.path = [] + self.history = [] + self.messages = [] + self.answer = [] + self.components = {} + self.dsl = json.loads(dsl) if dsl else { + "components": { + "begin": { + "obj": { + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": [], + "upstream": [] + } + }, + "history": [], + "messages": [], + "reference": [], + "path": [], + "answer": [] + } + self._tenant_id = tenant_id + self._embed_id = "" + self.load() + + def load(self): + self.components = self.dsl["components"] + cpn_nms = set([]) + for k, cpn in self.components.items(): + cpn_nms.add(cpn["obj"]["component_name"]) + + assert "Begin" in cpn_nms, "There have to be an 'Begin' component." + assert "Answer" in cpn_nms, "There have to be an 'Answer' component." + + for k, cpn in self.components.items(): + cpn_nms.add(cpn["obj"]["component_name"]) + param = component_class(cpn["obj"]["component_name"] + "Param")() + param.update(cpn["obj"]["params"]) + param.check() + cpn["obj"] = component_class(cpn["obj"]["component_name"])(self, k, param) + if cpn["obj"].component_name == "Categorize": + for _, desc in param.category_description.items(): + if desc["to"] not in cpn["downstream"]: + cpn["downstream"].append(desc["to"]) + + self.path = self.dsl["path"] + self.history = self.dsl["history"] + self.messages = self.dsl["messages"] + self.answer = self.dsl["answer"] + self.reference = self.dsl["reference"] + self._embed_id = self.dsl.get("embed_id", "") + + def __str__(self): + self.dsl["path"] = self.path + self.dsl["history"] = self.history + self.dsl["messages"] = self.messages + self.dsl["answer"] = self.answer + self.dsl["reference"] = self.reference + self.dsl["embed_id"] = self._embed_id + dsl = { + "components": {} + } + for k in self.dsl.keys(): + if k in ["components"]:continue + dsl[k] = deepcopy(self.dsl[k]) + + for k, cpn in self.components.items(): + if k not in dsl["components"]: + dsl["components"][k] = {} + for c in cpn.keys(): + if c == "obj": + dsl["components"][k][c] = json.loads(str(cpn["obj"])) + continue + dsl["components"][k][c] = deepcopy(cpn[c]) + return json.dumps(dsl, ensure_ascii=False) + + def reset(self): + self.path = [] + self.history = [] + self.messages = [] + self.answer = [] + self.reference = [] + for k, cpn in self.components.items(): + self.components[k]["obj"].reset() + self._embed_id = "" + + def run(self, **kwargs): + ans = "" + if self.answer: + cpn_id = self.answer[0] + self.answer.pop(0) + try: + ans = self.components[cpn_id]["obj"].run(self.history, **kwargs) + except Exception as e: + ans = ComponentBase.be_output(str(e)) + self.path[-1].append(cpn_id) + if kwargs.get("stream"): + assert isinstance(ans, partial) + return ans + self.history.append(("assistant", ans.to_dict("records"))) + return ans + + if not self.path: + self.components["begin"]["obj"].run(self.history, **kwargs) + self.path.append(["begin"]) + + self.path.append([]) + ran = -1 + + def prepare2run(cpns): + nonlocal ran, ans + for c in cpns: + if self.path[-1] and c == self.path[-1][-1]: continue + cpn = self.components[c]["obj"] + if cpn.component_name == "Answer": + self.answer.append(c) + else: + if DEBUG: print("RUN: ", c) + if cpn.component_name == "Generate": + cpids = cpn.get_dependent_components() + if any([c not in self.path[-1] for c in cpids]): + continue + ans = cpn.run(self.history, **kwargs) + self.path[-1].append(c) + ran += 1 + + prepare2run(self.components[self.path[-2][-1]]["downstream"]) + while 0 <= ran < len(self.path[-1]): + if DEBUG: print(ran, self.path) + cpn_id = self.path[-1][ran] + cpn = self.get_component(cpn_id) + if not cpn["downstream"]: break + + loop = self._find_loop() + if loop: raise OverflowError(f"Too much loops: {loop}") + + if cpn["obj"].component_name.lower() in ["switch", "categorize", "relevant"]: + switch_out = cpn["obj"].output()[1].iloc[0, 0] + assert switch_out in self.components, \ + "{}'s output: {} not valid.".format(cpn_id, switch_out) + try: + prepare2run([switch_out]) + except Exception as e: + for p in [c for p in self.path for c in p][::-1]: + if p.lower().find("answer") >= 0: + self.get_component(p)["obj"].set_exception(e) + prepare2run([p]) + break + traceback.print_exc() + break + continue + + try: + prepare2run(cpn["downstream"]) + except Exception as e: + for p in [c for p in self.path for c in p][::-1]: + if p.lower().find("answer") >= 0: + self.get_component(p)["obj"].set_exception(e) + prepare2run([p]) + break + traceback.print_exc() + break + + if self.answer: + cpn_id = self.answer[0] + self.answer.pop(0) + ans = self.components[cpn_id]["obj"].run(self.history, **kwargs) + self.path[-1].append(cpn_id) + if kwargs.get("stream"): + assert isinstance(ans, partial) + return ans + + self.history.append(("assistant", ans.to_dict("records"))) + + return ans + + def get_component(self, cpn_id): + return self.components[cpn_id] + + def get_tenant_id(self): + return self._tenant_id + + def get_history(self, window_size): + convs = [] + for role, obj in self.history[window_size * -2:]: + convs.append({"role": role, "content": (obj if role == "user" else + '\n'.join(pd.DataFrame(obj)['content']))}) + return convs + + def add_user_input(self, question): + self.history.append(("user", question)) + + def set_embedding_model(self, embed_id): + self._embed_id = embed_id + + def get_embedding_model(self): + return self._embed_id + + def _find_loop(self, max_loops=2): + path = self.path[-1][::-1] + if len(path) < 2: return False + + for i in range(len(path)): + if path[i].lower().find("answer") >= 0: + path = path[:i] + break + + if len(path) < 2: return False + + for l in range(2, len(path) // 2): + pat = ",".join(path[0:l]) + path_str = ",".join(path) + if len(pat) >= len(path_str): return False + loop = max_loops + while path_str.find(pat) == 0 and loop >= 0: + loop -= 1 + if len(pat)+1 >= len(path_str): + return False + path_str = path_str[len(pat)+1:] + if loop < 0: + pat = " => ".join([p.split(":")[0] for p in path[0:l]]) + return pat + " => " + pat + + return False diff --git a/agent/component/__init__.py b/agent/component/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..ccd59f9e93cbf689db1c9fff47036bf4db6c433e --- /dev/null +++ b/agent/component/__init__.py @@ -0,0 +1,28 @@ +import importlib +from .begin import Begin, BeginParam +from .generate import Generate, GenerateParam +from .retrieval import Retrieval, RetrievalParam +from .answer import Answer, AnswerParam +from .categorize import Categorize, CategorizeParam +from .switch import Switch, SwitchParam +from .relevant import Relevant, RelevantParam +from .message import Message, MessageParam +from .rewrite import RewriteQuestion, RewriteQuestionParam +from .keyword import KeywordExtract, KeywordExtractParam +from .baidu import Baidu, BaiduParam +from .duckduckgo import DuckDuckGo, DuckDuckGoParam +from .wikipedia import Wikipedia, WikipediaParam +from .pubmed import PubMed, PubMedParam +from .arxiv import ArXiv, ArXivParam +from .google import Google, GoogleParam +from .bing import Bing, BingParam +from .googlescholar import GoogleScholar, GoogleScholarParam +from .deepl import DeepL, DeepLParam +from .github import GitHub, GitHubParam +from .baidufanyi import BaiduFanyi, BaiduFanyiParam +from .qweather import QWeather, QWeatherParam + +def component_class(class_name): + m = importlib.import_module("agent.component") + c = getattr(m, class_name) + return c diff --git a/agent/component/answer.py b/agent/component/answer.py new file mode 100644 index 0000000000000000000000000000000000000000..aedc0dd979332009697f109164517be88206353b --- /dev/null +++ b/agent/component/answer.py @@ -0,0 +1,79 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import random +from abc import ABC +from functools import partial + +import pandas as pd + +from agent.component.base import ComponentBase, ComponentParamBase + + +class AnswerParam(ComponentParamBase): + + """ + Define the Answer component parameters. + """ + def __init__(self): + super().__init__() + self.post_answers = [] + + def check(self): + return True + + +class Answer(ComponentBase, ABC): + component_name = "Answer" + + def _run(self, history, **kwargs): + if kwargs.get("stream"): + return partial(self.stream_output) + + ans = self.get_input() + if self._param.post_answers: + ans = pd.concat([ans, pd.DataFrame([{"content": random.choice(self._param.post_answers)}])], ignore_index=False) + return ans + + def stream_output(self): + res = None + if hasattr(self, "exception") and self.exception: + res = {"content": str(self.exception)} + self.exception = None + yield res + self.set_output(res) + return + + stream = self.get_stream_input() + if isinstance(stream, pd.DataFrame): + res = stream + answer = "" + for ii, row in stream.iterrows(): + answer += row.to_dict()["content"] + yield {"content": answer} + else: + for st in stream(): + res = st + yield st + if self._param.post_answers: + res["content"] += random.choice(self._param.post_answers) + yield res + + self.set_output(res) + + def set_exception(self, e): + self.exception = e + + diff --git a/agent/component/arxiv.py b/agent/component/arxiv.py new file mode 100644 index 0000000000000000000000000000000000000000..6b47ded9d15e872a49d2d524e4f343a7a9e7e000 --- /dev/null +++ b/agent/component/arxiv.py @@ -0,0 +1,69 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +import arxiv +import pandas as pd +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class ArXivParam(ComponentParamBase): + """ + Define the ArXiv component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 6 + self.sort_by = 'submittedDate' + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_valid_value(self.sort_by, "ArXiv Search Sort_by", + ['submittedDate', 'lastUpdatedDate', 'relevance']) + + +class ArXiv(ComponentBase, ABC): + component_name = "ArXiv" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return ArXiv.be_output("") + + try: + sort_choices = {"relevance": arxiv.SortCriterion.Relevance, + "lastUpdatedDate": arxiv.SortCriterion.LastUpdatedDate, + 'submittedDate': arxiv.SortCriterion.SubmittedDate} + arxiv_client = arxiv.Client() + search = arxiv.Search( + query=ans, + max_results=self._param.top_n, + sort_by=sort_choices[self._param.sort_by] + ) + arxiv_res = [ + {"content": 'Title: ' + i.title + '\nPdf_Url: \nSummary: ' + i.summary} for + i in list(arxiv_client.results(search))] + except Exception as e: + return ArXiv.be_output("**ERROR**: " + str(e)) + + if not arxiv_res: + return ArXiv.be_output("") + + df = pd.DataFrame(arxiv_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/component/baidu.py b/agent/component/baidu.py new file mode 100644 index 0000000000000000000000000000000000000000..0a866aab0c4faa2006ec0568fdcc5fefa54f9583 --- /dev/null +++ b/agent/component/baidu.py @@ -0,0 +1,69 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import random +from abc import ABC +from functools import partial +import pandas as pd +import requests +import re +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class BaiduParam(ComponentParamBase): + """ + Define the Baidu component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 10 + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + + +class Baidu(ComponentBase, ABC): + component_name = "Baidu" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return Baidu.be_output("") + + try: + url = 'https://www.baidu.com/s?wd=' + ans + '&rn=' + str(self._param.top_n) + headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.104 Safari/537.36'} + response = requests.get(url=url, headers=headers) + + url_res = re.findall(r"'url': \\\"(.*?)\\\"}", response.text) + title_res = re.findall(r"'title': \\\"(.*?)\\\",\\n", response.text) + body_res = re.findall(r"\"contentText\":\"(.*?)\"", response.text) + baidu_res = [{"content": re.sub('|', '', '' + title + ' ' + body)} for + url, title, body in zip(url_res, title_res, body_res)] + del body_res, url_res, title_res + except Exception as e: + return Baidu.be_output("**ERROR**: " + str(e)) + + if not baidu_res: + return Baidu.be_output("") + + df = pd.DataFrame(baidu_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df + diff --git a/agent/component/baidufanyi.py b/agent/component/baidufanyi.py new file mode 100644 index 0000000000000000000000000000000000000000..c1f1d246c70506745c5ae14007c359ddfc0cadab --- /dev/null +++ b/agent/component/baidufanyi.py @@ -0,0 +1,99 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import random +from abc import ABC +import requests +from agent.component.base import ComponentBase, ComponentParamBase +from hashlib import md5 + + +class BaiduFanyiParam(ComponentParamBase): + """ + Define the BaiduFanyi component parameters. + """ + + def __init__(self): + super().__init__() + self.appid = "xxx" + self.secret_key = "xxx" + self.trans_type = 'translate' + self.parameters = [] + self.source_lang = 'auto' + self.target_lang = 'auto' + self.domain = 'finance' + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_empty(self.appid, "BaiduFanyi APPID") + self.check_empty(self.secret_key, "BaiduFanyi Secret Key") + self.check_valid_value(self.trans_type, "Translate type", ['translate', 'fieldtranslate']) + self.check_valid_value(self.trans_type, "Translate domain", + ['it', 'finance', 'machinery', 'senimed', 'novel', 'academic', 'aerospace', 'wiki', + 'news', 'law', 'contract']) + self.check_valid_value(self.source_lang, "Source language", + ['auto', 'zh', 'en', 'yue', 'wyw', 'jp', 'kor', 'fra', 'spa', 'th', 'ara', 'ru', 'pt', + 'de', 'it', 'el', 'nl', 'pl', 'bul', 'est', 'dan', 'fin', 'cs', 'rom', 'slo', 'swe', + 'hu', 'cht', 'vie']) + self.check_valid_value(self.target_lang, "Target language", + ['auto', 'zh', 'en', 'yue', 'wyw', 'jp', 'kor', 'fra', 'spa', 'th', 'ara', 'ru', 'pt', + 'de', 'it', 'el', 'nl', 'pl', 'bul', 'est', 'dan', 'fin', 'cs', 'rom', 'slo', 'swe', + 'hu', 'cht', 'vie']) + self.check_valid_value(self.domain, "Translate field", + ['it', 'finance', 'machinery', 'senimed', 'novel', 'academic', 'aerospace', 'wiki', + 'news', 'law', 'contract']) + + +class BaiduFanyi(ComponentBase, ABC): + component_name = "BaiduFanyi" + + def _run(self, history, **kwargs): + + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return BaiduFanyi.be_output("") + + try: + source_lang = self._param.source_lang + target_lang = self._param.target_lang + appid = self._param.appid + salt = random.randint(32768, 65536) + secret_key = self._param.secret_key + + if self._param.trans_type == 'translate': + sign = md5((appid + ans + salt + secret_key).encode('utf-8')).hexdigest() + url = 'http://api.fanyi.baidu.com/api/trans/vip/translate?' + 'q=' + ans + '&from=' + source_lang + '&to=' + target_lang + '&appid=' + appid + '&salt=' + salt + '&sign=' + sign + headers = {"Content-Type": "application/x-www-form-urlencoded"} + response = requests.post(url=url, headers=headers).json() + + if response.get('error_code'): + BaiduFanyi.be_output("**Error**:" + response['error_msg']) + + return BaiduFanyi.be_output(response['trans_result'][0]['dst']) + elif self._param.trans_type == 'fieldtranslate': + domain = self._param.domain + sign = md5((appid + ans + salt + domain + secret_key).encode('utf-8')).hexdigest() + url = 'http://api.fanyi.baidu.com/api/trans/vip/fieldtranslate?' + 'q=' + ans + '&from=' + source_lang + '&to=' + target_lang + '&appid=' + appid + '&salt=' + salt + '&domain=' + domain + '&sign=' + sign + headers = {"Content-Type": "application/x-www-form-urlencoded"} + response = requests.post(url=url, headers=headers).json() + + if response.get('error_code'): + BaiduFanyi.be_output("**Error**:" + response['error_msg']) + + return BaiduFanyi.be_output(response['trans_result'][0]['dst']) + + except Exception as e: + BaiduFanyi.be_output("**Error**:" + str(e)) diff --git a/agent/component/base.py b/agent/component/base.py new file mode 100644 index 0000000000000000000000000000000000000000..ec26dc5b5728db0c2bb6c15b8e162e09f239d02d --- /dev/null +++ b/agent/component/base.py @@ -0,0 +1,494 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +import builtins +import json +import os +from copy import deepcopy +from functools import partial +from typing import List, Dict, Tuple, Union + +import pandas as pd + +from agent import settings +from agent.settings import flow_logger, DEBUG + +_FEEDED_DEPRECATED_PARAMS = "_feeded_deprecated_params" +_DEPRECATED_PARAMS = "_deprecated_params" +_USER_FEEDED_PARAMS = "_user_feeded_params" +_IS_RAW_CONF = "_is_raw_conf" + + +class ComponentParamBase(ABC): + def __init__(self): + self.output_var_name = "output" + self.message_history_window_size = 22 + + def set_name(self, name: str): + self._name = name + return self + + def check(self): + raise NotImplementedError("Parameter Object should be checked.") + + @classmethod + def _get_or_init_deprecated_params_set(cls): + if not hasattr(cls, _DEPRECATED_PARAMS): + setattr(cls, _DEPRECATED_PARAMS, set()) + return getattr(cls, _DEPRECATED_PARAMS) + + def _get_or_init_feeded_deprecated_params_set(self, conf=None): + if not hasattr(self, _FEEDED_DEPRECATED_PARAMS): + if conf is None: + setattr(self, _FEEDED_DEPRECATED_PARAMS, set()) + else: + setattr( + self, + _FEEDED_DEPRECATED_PARAMS, + set(conf[_FEEDED_DEPRECATED_PARAMS]), + ) + return getattr(self, _FEEDED_DEPRECATED_PARAMS) + + def _get_or_init_user_feeded_params_set(self, conf=None): + if not hasattr(self, _USER_FEEDED_PARAMS): + if conf is None: + setattr(self, _USER_FEEDED_PARAMS, set()) + else: + setattr(self, _USER_FEEDED_PARAMS, set(conf[_USER_FEEDED_PARAMS])) + return getattr(self, _USER_FEEDED_PARAMS) + + def get_user_feeded(self): + return self._get_or_init_user_feeded_params_set() + + def get_feeded_deprecated_params(self): + return self._get_or_init_feeded_deprecated_params_set() + + @property + def _deprecated_params_set(self): + return {name: True for name in self.get_feeded_deprecated_params()} + + def __str__(self): + + return json.dumps(self.as_dict(), ensure_ascii=False) + + def as_dict(self): + def _recursive_convert_obj_to_dict(obj): + ret_dict = {} + for attr_name in list(obj.__dict__): + if attr_name in [_FEEDED_DEPRECATED_PARAMS, _DEPRECATED_PARAMS, _USER_FEEDED_PARAMS, _IS_RAW_CONF]: + continue + # get attr + attr = getattr(obj, attr_name) + if isinstance(attr, pd.DataFrame): + ret_dict[attr_name] = attr.to_dict() + continue + if attr and type(attr).__name__ not in dir(builtins): + ret_dict[attr_name] = _recursive_convert_obj_to_dict(attr) + else: + ret_dict[attr_name] = attr + + return ret_dict + + return _recursive_convert_obj_to_dict(self) + + def update(self, conf, allow_redundant=False): + update_from_raw_conf = conf.get(_IS_RAW_CONF, True) + if update_from_raw_conf: + deprecated_params_set = self._get_or_init_deprecated_params_set() + feeded_deprecated_params_set = ( + self._get_or_init_feeded_deprecated_params_set() + ) + user_feeded_params_set = self._get_or_init_user_feeded_params_set() + setattr(self, _IS_RAW_CONF, False) + else: + feeded_deprecated_params_set = ( + self._get_or_init_feeded_deprecated_params_set(conf) + ) + user_feeded_params_set = self._get_or_init_user_feeded_params_set(conf) + + def _recursive_update_param(param, config, depth, prefix): + if depth > settings.PARAM_MAXDEPTH: + raise ValueError("Param define nesting too deep!!!, can not parse it") + + inst_variables = param.__dict__ + redundant_attrs = [] + for config_key, config_value in config.items(): + # redundant attr + if config_key not in inst_variables: + if not update_from_raw_conf and config_key.startswith("_"): + setattr(param, config_key, config_value) + else: + setattr(param, config_key, config_value) + # redundant_attrs.append(config_key) + continue + + full_config_key = f"{prefix}{config_key}" + + if update_from_raw_conf: + # add user feeded params + user_feeded_params_set.add(full_config_key) + + # update user feeded deprecated param set + if full_config_key in deprecated_params_set: + feeded_deprecated_params_set.add(full_config_key) + + # supported attr + attr = getattr(param, config_key) + if type(attr).__name__ in dir(builtins) or attr is None: + setattr(param, config_key, config_value) + + else: + # recursive set obj attr + sub_params = _recursive_update_param( + attr, config_value, depth + 1, prefix=f"{prefix}{config_key}." + ) + setattr(param, config_key, sub_params) + + if not allow_redundant and redundant_attrs: + raise ValueError( + f"cpn `{getattr(self, '_name', type(self))}` has redundant parameters: `{[redundant_attrs]}`" + ) + + return param + + return _recursive_update_param(param=self, config=conf, depth=0, prefix="") + + def extract_not_builtin(self): + def _get_not_builtin_types(obj): + ret_dict = {} + for variable in obj.__dict__: + attr = getattr(obj, variable) + if attr and type(attr).__name__ not in dir(builtins): + ret_dict[variable] = _get_not_builtin_types(attr) + + return ret_dict + + return _get_not_builtin_types(self) + + def validate(self): + self.builtin_types = dir(builtins) + self.func = { + "ge": self._greater_equal_than, + "le": self._less_equal_than, + "in": self._in, + "not_in": self._not_in, + "range": self._range, + } + home_dir = os.path.abspath(os.path.dirname(os.path.realpath(__file__))) + param_validation_path_prefix = home_dir + "/param_validation/" + + param_name = type(self).__name__ + param_validation_path = "/".join( + [param_validation_path_prefix, param_name + ".json"] + ) + + validation_json = None + + try: + with open(param_validation_path, "r") as fin: + validation_json = json.loads(fin.read()) + except BaseException: + return + + self._validate_param(self, validation_json) + + def _validate_param(self, param_obj, validation_json): + default_section = type(param_obj).__name__ + var_list = param_obj.__dict__ + + for variable in var_list: + attr = getattr(param_obj, variable) + + if type(attr).__name__ in self.builtin_types or attr is None: + if variable not in validation_json: + continue + + validation_dict = validation_json[default_section][variable] + value = getattr(param_obj, variable) + value_legal = False + + for op_type in validation_dict: + if self.func[op_type](value, validation_dict[op_type]): + value_legal = True + break + + if not value_legal: + raise ValueError( + "Plase check runtime conf, {} = {} does not match user-parameter restriction".format( + variable, value + ) + ) + + elif variable in validation_json: + self._validate_param(attr, validation_json) + + @staticmethod + def check_string(param, descr): + if type(param).__name__ not in ["str"]: + raise ValueError( + descr + " {} not supported, should be string type".format(param) + ) + + @staticmethod + def check_empty(param, descr): + if not param: + raise ValueError( + descr + " does not support empty value." + ) + + @staticmethod + def check_positive_integer(param, descr): + if type(param).__name__ not in ["int", "long"] or param <= 0: + raise ValueError( + descr + " {} not supported, should be positive integer".format(param) + ) + + @staticmethod + def check_positive_number(param, descr): + if type(param).__name__ not in ["float", "int", "long"] or param <= 0: + raise ValueError( + descr + " {} not supported, should be positive numeric".format(param) + ) + + @staticmethod + def check_nonnegative_number(param, descr): + if type(param).__name__ not in ["float", "int", "long"] or param < 0: + raise ValueError( + descr + + " {} not supported, should be non-negative numeric".format(param) + ) + + @staticmethod + def check_decimal_float(param, descr): + if type(param).__name__ not in ["float", "int"] or param < 0 or param > 1: + raise ValueError( + descr + + " {} not supported, should be a float number in range [0, 1]".format( + param + ) + ) + + @staticmethod + def check_boolean(param, descr): + if type(param).__name__ != "bool": + raise ValueError( + descr + " {} not supported, should be bool type".format(param) + ) + + @staticmethod + def check_open_unit_interval(param, descr): + if type(param).__name__ not in ["float"] or param <= 0 or param >= 1: + raise ValueError( + descr + " should be a numeric number between 0 and 1 exclusively" + ) + + @staticmethod + def check_valid_value(param, descr, valid_values): + if param not in valid_values: + raise ValueError( + descr + + " {} is not supported, it should be in {}".format(param, valid_values) + ) + + @staticmethod + def check_defined_type(param, descr, types): + if type(param).__name__ not in types: + raise ValueError( + descr + " {} not supported, should be one of {}".format(param, types) + ) + + @staticmethod + def check_and_change_lower(param, valid_list, descr=""): + if type(param).__name__ != "str": + raise ValueError( + descr + + " {} not supported, should be one of {}".format(param, valid_list) + ) + + lower_param = param.lower() + if lower_param in valid_list: + return lower_param + else: + raise ValueError( + descr + + " {} not supported, should be one of {}".format(param, valid_list) + ) + + @staticmethod + def _greater_equal_than(value, limit): + return value >= limit - settings.FLOAT_ZERO + + @staticmethod + def _less_equal_than(value, limit): + return value <= limit + settings.FLOAT_ZERO + + @staticmethod + def _range(value, ranges): + in_range = False + for left_limit, right_limit in ranges: + if ( + left_limit - settings.FLOAT_ZERO + <= value + <= right_limit + settings.FLOAT_ZERO + ): + in_range = True + break + + return in_range + + @staticmethod + def _in(value, right_value_list): + return value in right_value_list + + @staticmethod + def _not_in(value, wrong_value_list): + return value not in wrong_value_list + + def _warn_deprecated_param(self, param_name, descr): + if self._deprecated_params_set.get(param_name): + flow_logger.warning( + f"{descr} {param_name} is deprecated and ignored in this version." + ) + + def _warn_to_deprecate_param(self, param_name, descr, new_param): + if self._deprecated_params_set.get(param_name): + flow_logger.warning( + f"{descr} {param_name} will be deprecated in future release; " + f"please use {new_param} instead." + ) + return True + return False + + +class ComponentBase(ABC): + component_name: str + + def __str__(self): + """ + { + "component_name": "Begin", + "params": {} + } + """ + return """{{ + "component_name": "{}", + "params": {} + }}""".format(self.component_name, + self._param + ) + + def __init__(self, canvas, id, param: ComponentParamBase): + self._canvas = canvas + self._id = id + self._param = param + self._param.check() + + def run(self, history, **kwargs): + flow_logger.info("{}, history: {}, kwargs: {}".format(self, json.dumps(history, ensure_ascii=False), + json.dumps(kwargs, ensure_ascii=False))) + try: + res = self._run(history, **kwargs) + self.set_output(res) + except Exception as e: + self.set_output(pd.DataFrame([{"content": str(e)}])) + raise e + + return res + + def _run(self, history, **kwargs): + raise NotImplementedError() + + def output(self, allow_partial=True) -> Tuple[str, Union[pd.DataFrame, partial]]: + o = getattr(self._param, self._param.output_var_name) + if not isinstance(o, partial) and not isinstance(o, pd.DataFrame): + if not isinstance(o, list): o = [o] + o = pd.DataFrame(o) + + if allow_partial or not isinstance(o, partial): + if not isinstance(o, partial) and not isinstance(o, pd.DataFrame): + return pd.DataFrame(o if isinstance(o, list) else [o]) + return self._param.output_var_name, o + + outs = None + for oo in o(): + if not isinstance(oo, pd.DataFrame): + outs = pd.DataFrame(oo if isinstance(oo, list) else [oo]) + else: outs = oo + return self._param.output_var_name, outs + + def reset(self): + setattr(self._param, self._param.output_var_name, None) + + def set_output(self, v: pd.DataFrame): + setattr(self._param, self._param.output_var_name, v) + + def get_input(self): + upstream_outs = [] + reversed_cpnts = [] + if len(self._canvas.path) > 1: + reversed_cpnts.extend(self._canvas.path[-2]) + reversed_cpnts.extend(self._canvas.path[-1]) + + if DEBUG: print(self.component_name, reversed_cpnts[::-1]) + for u in reversed_cpnts[::-1]: + if self.get_component_name(u) in ["switch"]: continue + if self.component_name.lower() == "generate" and self.get_component_name(u) == "retrieval": + o = self._canvas.get_component(u)["obj"].output(allow_partial=False)[1] + if o is not None: + upstream_outs.append(o) + continue + if u not in self._canvas.get_component(self._id)["upstream"]: continue + if self.component_name.lower().find("switch") < 0 \ + and self.get_component_name(u) in ["relevant", "categorize"]: + continue + if u.lower().find("answer") >= 0: + for r, c in self._canvas.history[::-1]: + if r == "user": + upstream_outs.append(pd.DataFrame([{"content": c}])) + break + break + if self.component_name.lower().find("answer") >= 0: + if self.get_component_name(u) in ["relevant"]: + continue + else: + o = self._canvas.get_component(u)["obj"].output(allow_partial=False)[1] + if o is not None: + upstream_outs.append(o) + break + + if upstream_outs: + df = pd.concat(upstream_outs, ignore_index=True) + if "content" in df: + df = df.drop_duplicates(subset=['content']).reset_index(drop=True) + return df + return pd.DataFrame() + + def get_stream_input(self): + reversed_cpnts = [] + if len(self._canvas.path) > 1: + reversed_cpnts.extend(self._canvas.path[-2]) + reversed_cpnts.extend(self._canvas.path[-1]) + + for u in reversed_cpnts[::-1]: + if self.get_component_name(u) in ["switch", "answer"]: continue + return self._canvas.get_component(u)["obj"].output()[1] + + @staticmethod + def be_output(v): + return pd.DataFrame([{"content": v}]) + + def get_component_name(self, cpn_id): + return self._canvas.get_component(cpn_id)["obj"].component_name.lower() diff --git a/agent/component/begin.py b/agent/component/begin.py new file mode 100644 index 0000000000000000000000000000000000000000..037a8a057c202f254de748e1399c397d41ad1961 --- /dev/null +++ b/agent/component/begin.py @@ -0,0 +1,48 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from functools import partial +import pandas as pd +from agent.component.base import ComponentBase, ComponentParamBase + + +class BeginParam(ComponentParamBase): + + """ + Define the Begin component parameters. + """ + def __init__(self): + super().__init__() + self.prologue = "Hi! I'm your smart assistant. What can I do for you?" + + def check(self): + return True + + +class Begin(ComponentBase): + component_name = "Begin" + + def _run(self, history, **kwargs): + if kwargs.get("stream"): + return partial(self.stream_output) + return pd.DataFrame([{"content": self._param.prologue}]) + + def stream_output(self): + res = {"content": self._param.prologue} + yield res + self.set_output(res) + + + diff --git a/agent/component/bing.py b/agent/component/bing.py new file mode 100644 index 0000000000000000000000000000000000000000..14fce05559e63db60d7cef3be496fd3b35b10670 --- /dev/null +++ b/agent/component/bing.py @@ -0,0 +1,85 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +import requests +import pandas as pd +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class BingParam(ComponentParamBase): + """ + Define the Bing component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 10 + self.channel = "Webpages" + self.api_key = "YOUR_ACCESS_KEY" + self.country = "CN" + self.language = "en" + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_valid_value(self.channel, "Bing Web Search or Bing News", ["Webpages", "News"]) + self.check_empty(self.api_key, "Bing subscription key") + self.check_valid_value(self.country, "Bing Country", + ['AR', 'AU', 'AT', 'BE', 'BR', 'CA', 'CL', 'DK', 'FI', 'FR', 'DE', 'HK', 'IN', 'ID', + 'IT', 'JP', 'KR', 'MY', 'MX', 'NL', 'NZ', 'NO', 'CN', 'PL', 'PT', 'PH', 'RU', 'SA', + 'ZA', 'ES', 'SE', 'CH', 'TW', 'TR', 'GB', 'US']) + self.check_valid_value(self.language, "Bing Languages", + ['ar', 'eu', 'bn', 'bg', 'ca', 'ns', 'nt', 'hr', 'cs', 'da', 'nl', 'en', 'gb', 'et', + 'fi', 'fr', 'gl', 'de', 'gu', 'he', 'hi', 'hu', 'is', 'it', 'jp', 'kn', 'ko', 'lv', + 'lt', 'ms', 'ml', 'mr', 'nb', 'pl', 'br', 'pt', 'pa', 'ro', 'ru', 'sr', 'sk', 'sl', + 'es', 'sv', 'ta', 'te', 'th', 'tr', 'uk', 'vi']) + + +class Bing(ComponentBase, ABC): + component_name = "Bing" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return Bing.be_output("") + + try: + headers = {"Ocp-Apim-Subscription-Key": self._param.api_key, 'Accept-Language': self._param.language} + params = {"q": ans, "textDecorations": True, "textFormat": "HTML", "cc": self._param.country, + "answerCount": 1, "promote": self._param.channel} + if self._param.channel == "Webpages": + response = requests.get("https://api.bing.microsoft.com/v7.0/search", headers=headers, params=params) + response.raise_for_status() + search_results = response.json() + bing_res = [{"content": '' + i["name"] + ' ' + i["snippet"]} for i in + search_results["webPages"]["value"]] + elif self._param.channel == "News": + response = requests.get("https://api.bing.microsoft.com/v7.0/news/search", headers=headers, + params=params) + response.raise_for_status() + search_results = response.json() + bing_res = [{"content": '' + i["name"] + ' ' + i["description"]} for i + in search_results['news']['value']] + except Exception as e: + return Bing.be_output("**ERROR**: " + str(e)) + + if not bing_res: + return Bing.be_output("") + + df = pd.DataFrame(bing_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/component/categorize.py b/agent/component/categorize.py new file mode 100644 index 0000000000000000000000000000000000000000..ee398e493915a2b50c1d63d45f25a60f8d5e5af3 --- /dev/null +++ b/agent/component/categorize.py @@ -0,0 +1,87 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +from api.db import LLMType +from api.db.services.llm_service import LLMBundle +from agent.component import GenerateParam, Generate +from agent.settings import DEBUG + + +class CategorizeParam(GenerateParam): + + """ + Define the Categorize component parameters. + """ + def __init__(self): + super().__init__() + self.category_description = {} + self.prompt = "" + + def check(self): + super().check() + self.check_empty(self.category_description, "[Categorize] Category examples") + for k, v in self.category_description.items(): + if not k: raise ValueError(f"[Categorize] Category name can not be empty!") + if not v.get("to"): raise ValueError(f"[Categorize] 'To' of category {k} can not be empty!") + + def get_prompt(self): + cate_lines = [] + for c, desc in self.category_description.items(): + for l in desc.get("examples", "").split("\n"): + if not l: continue + cate_lines.append("Question: {}\tCategory: {}".format(l, c)) + descriptions = [] + for c, desc in self.category_description.items(): + if desc.get("description"): + descriptions.append( + "--------------------\nCategory: {}\nDescription: {}\n".format(c, desc["description"])) + + self.prompt = """ + You're a text classifier. You need to categorize the user’s questions into {} categories, + namely: {} + Here's description of each category: + {} + + You could learn from the following examples: + {} + You could learn from the above examples. + Just mention the category names, no need for any additional words. + """.format( + len(self.category_description.keys()), + "/".join(list(self.category_description.keys())), + "\n".join(descriptions), + "- ".join(cate_lines) + ) + return self.prompt + + +class Categorize(Generate, ABC): + component_name = "Categorize" + + def _run(self, history, **kwargs): + input = self.get_input() + input = "Question: " + ("; ".join(input["content"]) if "content" in input else "") + "Category: " + chat_mdl = LLMBundle(self._canvas.get_tenant_id(), LLMType.CHAT, self._param.llm_id) + ans = chat_mdl.chat(self._param.get_prompt(), [{"role": "user", "content": input}], + self._param.gen_conf()) + if DEBUG: print(ans, ":::::::::::::::::::::::::::::::::", input) + for c in self._param.category_description.keys(): + if ans.lower().find(c.lower()) >= 0: + return Categorize.be_output(self._param.category_description[c]["to"]) + + return Categorize.be_output(self._param.category_description.items()[-1][1]["to"]) + + diff --git a/agent/component/cite.py b/agent/component/cite.py new file mode 100644 index 0000000000000000000000000000000000000000..f50bc4e81394558bb4cb84884379b8210e886a5f --- /dev/null +++ b/agent/component/cite.py @@ -0,0 +1,75 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC + +import pandas as pd + +from api.db import LLMType +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.llm_service import LLMBundle +from api.settings import retrievaler +from agent.component.base import ComponentBase, ComponentParamBase + + +class CiteParam(ComponentParamBase): + + """ + Define the Retrieval component parameters. + """ + def __init__(self): + super().__init__() + self.cite_sources = [] + + def check(self): + self.check_empty(self.cite_source, "Please specify where you want to cite from.") + + +class Cite(ComponentBase, ABC): + component_name = "Cite" + + def _run(self, history, **kwargs): + input = "\n- ".join(self.get_input()["content"]) + sources = [self._canvas.get_component(cpn_id).output()[1] for cpn_id in self._param.cite_source] + query = [] + for role, cnt in history[::-1][:self._param.message_history_window_size]: + if role != "user":continue + query.append(cnt) + query = "\n".join(query) + + kbs = KnowledgebaseService.get_by_ids(self._param.kb_ids) + if not kbs: + raise ValueError("Can't find knowledgebases by {}".format(self._param.kb_ids)) + embd_nms = list(set([kb.embd_id for kb in kbs])) + assert len(embd_nms) == 1, "Knowledge bases use different embedding models." + + embd_mdl = LLMBundle(kbs[0].tenant_id, LLMType.EMBEDDING, embd_nms[0]) + + rerank_mdl = None + if self._param.rerank_id: + rerank_mdl = LLMBundle(kbs[0].tenant_id, LLMType.RERANK, self._param.rerank_id) + + kbinfos = retrievaler.retrieval(query, embd_mdl, kbs[0].tenant_id, self._param.kb_ids, + 1, self._param.top_n, + self._param.similarity_threshold, 1 - self._param.keywords_similarity_weight, + aggs=False, rerank_mdl=rerank_mdl) + + if not kbinfos["chunks"]: return pd.DataFrame() + df = pd.DataFrame(kbinfos["chunks"]) + df["content"] = df["content_with_weight"] + del df["content_with_weight"] + return df + + diff --git a/agent/component/deepl.py b/agent/component/deepl.py new file mode 100644 index 0000000000000000000000000000000000000000..50f27b82c9d4f5311f96c56aa954c9be43a8aa1a --- /dev/null +++ b/agent/component/deepl.py @@ -0,0 +1,62 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +import re +from agent.component.base import ComponentBase, ComponentParamBase +import deepl + + +class DeepLParam(ComponentParamBase): + """ + Define the DeepL component parameters. + """ + + def __init__(self): + super().__init__() + self.auth_key = "xxx" + self.parameters = [] + self.source_lang = 'ZH' + self.target_lang = 'EN-GB' + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_valid_value(self.source_lang, "Source language", + ['AR', 'BG', 'CS', 'DA', 'DE', 'EL', 'EN', 'ES', 'ET', 'FI', 'FR', 'HU', 'ID', 'IT', + 'JA', 'KO', 'LT', 'LV', 'NB', 'NL', 'PL', 'PT', 'RO', 'RU', 'SK', 'SL', 'SV', 'TR', + 'UK', 'ZH']) + self.check_valid_value(self.target_lang, "Target language", + ['AR', 'BG', 'CS', 'DA', 'DE', 'EL', 'EN-GB', 'EN-US', 'ES', 'ET', 'FI', 'FR', 'HU', + 'ID', 'IT', 'JA', 'KO', 'LT', 'LV', 'NB', 'NL', 'PL', 'PT-BR', 'PT-PT', 'RO', 'RU', + 'SK', 'SL', 'SV', 'TR', 'UK', 'ZH']) + + +class DeepL(ComponentBase, ABC): + component_name = "GitHub" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return DeepL.be_output("") + + try: + translator = deepl.Translator(self._param.auth_key) + result = translator.translate_text(ans, source_lang=self._param.source_lang, + target_lang=self._param.target_lang) + + return DeepL.be_output(result.text) + except Exception as e: + DeepL.be_output("**Error**:" + str(e)) diff --git a/agent/component/duckduckgo.py b/agent/component/duckduckgo.py new file mode 100644 index 0000000000000000000000000000000000000000..2ee011369dbb73c21d73054ae2bd8a075aeb8f7a --- /dev/null +++ b/agent/component/duckduckgo.py @@ -0,0 +1,66 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +from duckduckgo_search import DDGS +import pandas as pd +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class DuckDuckGoParam(ComponentParamBase): + """ + Define the DuckDuckGo component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 10 + self.channel = "text" + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_valid_value(self.channel, "Web Search or News", ["text", "news"]) + + +class DuckDuckGo(ComponentBase, ABC): + component_name = "DuckDuckGo" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return DuckDuckGo.be_output("") + + try: + if self._param.channel == "text": + with DDGS() as ddgs: + # {'title': '', 'href': '', 'body': ''} + duck_res = [{"content": '' + i["title"] + ' ' + i["body"]} for i + in ddgs.text(ans, max_results=self._param.top_n)] + elif self._param.channel == "news": + with DDGS() as ddgs: + # {'date': '', 'title': '', 'body': '', 'url': '', 'image': '', 'source': ''} + duck_res = [{"content": '' + i["title"] + ' ' + i["body"]} for i + in ddgs.news(ans, max_results=self._param.top_n)] + except Exception as e: + return DuckDuckGo.be_output("**ERROR**: " + str(e)) + + if not duck_res: + return DuckDuckGo.be_output("") + + df = pd.DataFrame(duck_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/component/generate.py b/agent/component/generate.py new file mode 100644 index 0000000000000000000000000000000000000000..c3f50f4de28a17a5284fae5314f07cd5d01b394d --- /dev/null +++ b/agent/component/generate.py @@ -0,0 +1,150 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +from functools import partial +import pandas as pd +from api.db import LLMType +from api.db.services.llm_service import LLMBundle +from api.settings import retrievaler +from agent.component.base import ComponentBase, ComponentParamBase + + +class GenerateParam(ComponentParamBase): + """ + Define the Generate component parameters. + """ + + def __init__(self): + super().__init__() + self.llm_id = "" + self.prompt = "" + self.max_tokens = 0 + self.temperature = 0 + self.top_p = 0 + self.presence_penalty = 0 + self.frequency_penalty = 0 + self.cite = True + self.parameters = [] + + def check(self): + self.check_decimal_float(self.temperature, "[Generate] Temperature") + self.check_decimal_float(self.presence_penalty, "[Generate] Presence penalty") + self.check_decimal_float(self.frequency_penalty, "[Generate] Frequency penalty") + self.check_nonnegative_number(self.max_tokens, "[Generate] Max tokens") + self.check_decimal_float(self.top_p, "[Generate] Top P") + self.check_empty(self.llm_id, "[Generate] LLM") + # self.check_defined_type(self.parameters, "Parameters", ["list"]) + + def gen_conf(self): + conf = {} + if self.max_tokens > 0: conf["max_tokens"] = self.max_tokens + if self.temperature > 0: conf["temperature"] = self.temperature + if self.top_p > 0: conf["top_p"] = self.top_p + if self.presence_penalty > 0: conf["presence_penalty"] = self.presence_penalty + if self.frequency_penalty > 0: conf["frequency_penalty"] = self.frequency_penalty + return conf + + +class Generate(ComponentBase): + component_name = "Generate" + + def get_dependent_components(self): + cpnts = [para["component_id"] for para in self._param.parameters] + return cpnts + + def set_cite(self, retrieval_res, answer): + answer, idx = retrievaler.insert_citations(answer, [ck["content_ltks"] for _, ck in retrieval_res.iterrows()], + [ck["vector"] for _, ck in retrieval_res.iterrows()], + LLMBundle(self._canvas.get_tenant_id(), LLMType.EMBEDDING, + self._canvas.get_embedding_model()), tkweight=0.7, + vtweight=0.3) + doc_ids = set([]) + recall_docs = [] + for i in idx: + did = retrieval_res.loc[int(i), "doc_id"] + if did in doc_ids: continue + doc_ids.add(did) + recall_docs.append({"doc_id": did, "doc_name": retrieval_res.loc[int(i), "docnm_kwd"]}) + + del retrieval_res["vector"] + del retrieval_res["content_ltks"] + + reference = { + "chunks": [ck.to_dict() for _, ck in retrieval_res.iterrows()], + "doc_aggs": recall_docs + } + + if answer.lower().find("invalid key") >= 0 or answer.lower().find("invalid api") >= 0: + answer += " Please set LLM API-Key in 'User Setting -> Model Providers -> API-Key'" + res = {"content": answer, "reference": reference} + + return res + + def _run(self, history, **kwargs): + chat_mdl = LLMBundle(self._canvas.get_tenant_id(), LLMType.CHAT, self._param.llm_id) + prompt = self._param.prompt + + retrieval_res = self.get_input() + input = (" - " + "\n - ".join(retrieval_res["content"])) if "content" in retrieval_res else "" + for para in self._param.parameters: + cpn = self._canvas.get_component(para["component_id"])["obj"] + _, out = cpn.output(allow_partial=False) + if "content" not in out.columns: + kwargs[para["key"]] = "Nothing" + else: + kwargs[para["key"]] = " - " + "\n - ".join(out["content"]) + + kwargs["input"] = input + for n, v in kwargs.items(): + # prompt = re.sub(r"\{%s\}"%n, re.escape(str(v)), prompt) + prompt = re.sub(r"\{%s\}" % n, str(v), prompt) + + downstreams = self._canvas.get_component(self._id)["downstream"] + if kwargs.get("stream") and len(downstreams) == 1 and self._canvas.get_component(downstreams[0])[ + "obj"].component_name.lower() == "answer": + return partial(self.stream_output, chat_mdl, prompt, retrieval_res) + + if "empty_response" in retrieval_res.columns: + return Generate.be_output(input) + + ans = chat_mdl.chat(prompt, self._canvas.get_history(self._param.message_history_window_size), + self._param.gen_conf()) + if self._param.cite and "content_ltks" in retrieval_res.columns and "vector" in retrieval_res.columns: + df = self.set_cite(retrieval_res, ans) + return pd.DataFrame(df) + + return Generate.be_output(ans) + + def stream_output(self, chat_mdl, prompt, retrieval_res): + res = None + if "empty_response" in retrieval_res.columns and "\n- ".join(retrieval_res["content"]): + res = {"content": "\n- ".join(retrieval_res["content"]), "reference": []} + yield res + self.set_output(res) + return + + answer = "" + for ans in chat_mdl.chat_streamly(prompt, self._canvas.get_history(self._param.message_history_window_size), + self._param.gen_conf()): + res = {"content": ans, "reference": []} + answer = ans + yield res + + if self._param.cite and "content_ltks" in retrieval_res.columns and "vector" in retrieval_res.columns: + res = self.set_cite(retrieval_res, answer) + yield res + + self.set_output(res) diff --git a/agent/component/github.py b/agent/component/github.py new file mode 100644 index 0000000000000000000000000000000000000000..98180431e96de7e9e6ba390e5489134fee87970a --- /dev/null +++ b/agent/component/github.py @@ -0,0 +1,61 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +import pandas as pd +import requests +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class GitHubParam(ComponentParamBase): + """ + Define the GitHub component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 10 + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + + +class GitHub(ComponentBase, ABC): + component_name = "GitHub" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return GitHub.be_output("") + + try: + url = 'https://api.github.com/search/repositories?q=' + ans + '&sort=stars&order=desc&per_page=' + str( + self._param.top_n) + headers = {"Content-Type": "application/vnd.github+json", "X-GitHub-Api-Version": '2022-11-28'} + response = requests.get(url=url, headers=headers).json() + + github_res = [{"content": '' + i["name"] + '' + str( + i["description"]) + '\n stars:' + str(i['watchers'])} for i in response['items']] + except Exception as e: + return GitHub.be_output("**ERROR**: " + str(e)) + + if not github_res: + return GitHub.be_output("") + + df = pd.DataFrame(github_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/component/google.py b/agent/component/google.py new file mode 100644 index 0000000000000000000000000000000000000000..3ac477040168053675ce7cd44cbbf9c3e6393622 --- /dev/null +++ b/agent/component/google.py @@ -0,0 +1,96 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +from serpapi import GoogleSearch +import pandas as pd +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class GoogleParam(ComponentParamBase): + """ + Define the Google component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 10 + self.api_key = "xxx" + self.country = "cn" + self.language = "en" + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_empty(self.api_key, "SerpApi API key") + self.check_valid_value(self.country, "Google Country", + ['af', 'al', 'dz', 'as', 'ad', 'ao', 'ai', 'aq', 'ag', 'ar', 'am', 'aw', 'au', 'at', + 'az', 'bs', 'bh', 'bd', 'bb', 'by', 'be', 'bz', 'bj', 'bm', 'bt', 'bo', 'ba', 'bw', + 'bv', 'br', 'io', 'bn', 'bg', 'bf', 'bi', 'kh', 'cm', 'ca', 'cv', 'ky', 'cf', 'td', + 'cl', 'cn', 'cx', 'cc', 'co', 'km', 'cg', 'cd', 'ck', 'cr', 'ci', 'hr', 'cu', 'cy', + 'cz', 'dk', 'dj', 'dm', 'do', 'ec', 'eg', 'sv', 'gq', 'er', 'ee', 'et', 'fk', 'fo', + 'fj', 'fi', 'fr', 'gf', 'pf', 'tf', 'ga', 'gm', 'ge', 'de', 'gh', 'gi', 'gr', 'gl', + 'gd', 'gp', 'gu', 'gt', 'gn', 'gw', 'gy', 'ht', 'hm', 'va', 'hn', 'hk', 'hu', 'is', + 'in', 'id', 'ir', 'iq', 'ie', 'il', 'it', 'jm', 'jp', 'jo', 'kz', 'ke', 'ki', 'kp', + 'kr', 'kw', 'kg', 'la', 'lv', 'lb', 'ls', 'lr', 'ly', 'li', 'lt', 'lu', 'mo', 'mk', + 'mg', 'mw', 'my', 'mv', 'ml', 'mt', 'mh', 'mq', 'mr', 'mu', 'yt', 'mx', 'fm', 'md', + 'mc', 'mn', 'ms', 'ma', 'mz', 'mm', 'na', 'nr', 'np', 'nl', 'an', 'nc', 'nz', 'ni', + 'ne', 'ng', 'nu', 'nf', 'mp', 'no', 'om', 'pk', 'pw', 'ps', 'pa', 'pg', 'py', 'pe', + 'ph', 'pn', 'pl', 'pt', 'pr', 'qa', 're', 'ro', 'ru', 'rw', 'sh', 'kn', 'lc', 'pm', + 'vc', 'ws', 'sm', 'st', 'sa', 'sn', 'rs', 'sc', 'sl', 'sg', 'sk', 'si', 'sb', 'so', + 'za', 'gs', 'es', 'lk', 'sd', 'sr', 'sj', 'sz', 'se', 'ch', 'sy', 'tw', 'tj', 'tz', + 'th', 'tl', 'tg', 'tk', 'to', 'tt', 'tn', 'tr', 'tm', 'tc', 'tv', 'ug', 'ua', 'ae', + 'uk', 'gb', 'us', 'um', 'uy', 'uz', 'vu', 've', 'vn', 'vg', 'vi', 'wf', 'eh', 'ye', + 'zm', 'zw']) + self.check_valid_value(self.language, "Google languages", + ['af', 'ak', 'sq', 'ws', 'am', 'ar', 'hy', 'az', 'eu', 'be', 'bem', 'bn', 'bh', + 'xx-bork', 'bs', 'br', 'bg', 'bt', 'km', 'ca', 'chr', 'ny', 'zh-cn', 'zh-tw', 'co', + 'hr', 'cs', 'da', 'nl', 'xx-elmer', 'en', 'eo', 'et', 'ee', 'fo', 'tl', 'fi', 'fr', + 'fy', 'gaa', 'gl', 'ka', 'de', 'el', 'kl', 'gn', 'gu', 'xx-hacker', 'ht', 'ha', 'haw', + 'iw', 'hi', 'hu', 'is', 'ig', 'id', 'ia', 'ga', 'it', 'ja', 'jw', 'kn', 'kk', 'rw', + 'rn', 'xx-klingon', 'kg', 'ko', 'kri', 'ku', 'ckb', 'ky', 'lo', 'la', 'lv', 'ln', 'lt', + 'loz', 'lg', 'ach', 'mk', 'mg', 'ms', 'ml', 'mt', 'mv', 'mi', 'mr', 'mfe', 'mo', 'mn', + 'sr-me', 'my', 'ne', 'pcm', 'nso', 'no', 'nn', 'oc', 'or', 'om', 'ps', 'fa', + 'xx-pirate', 'pl', 'pt', 'pt-br', 'pt-pt', 'pa', 'qu', 'ro', 'rm', 'nyn', 'ru', 'gd', + 'sr', 'sh', 'st', 'tn', 'crs', 'sn', 'sd', 'si', 'sk', 'sl', 'so', 'es', 'es-419', 'su', + 'sw', 'sv', 'tg', 'ta', 'tt', 'te', 'th', 'ti', 'to', 'lua', 'tum', 'tr', 'tk', 'tw', + 'ug', 'uk', 'ur', 'uz', 'vu', 'vi', 'cy', 'wo', 'xh', 'yi', 'yo', 'zu'] + ) + + +class Google(ComponentBase, ABC): + component_name = "Google" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return Google.be_output("") + + try: + client = GoogleSearch( + {"engine": "google", "q": ans, "api_key": self._param.api_key, "gl": self._param.country, + "hl": self._param.language, "num": self._param.top_n}) + google_res = [{"content": '' + i["title"] + ' ' + i["snippet"]} for i in + client.get_dict()["organic_results"]] + except Exception as e: + return Google.be_output("**ERROR**: Existing Unavailable Parameters!") + + if not google_res: + return Google.be_output("") + + df = pd.DataFrame(google_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/component/googlescholar.py b/agent/component/googlescholar.py new file mode 100644 index 0000000000000000000000000000000000000000..f895c6cf1fe0f271369141882cdb429c39232fdb --- /dev/null +++ b/agent/component/googlescholar.py @@ -0,0 +1,70 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +import pandas as pd +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase +from scholarly import scholarly + + +class GoogleScholarParam(ComponentParamBase): + """ + Define the GoogleScholar component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 6 + self.sort_by = 'relevance' + self.year_low = None + self.year_high = None + self.patents = True + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_valid_value(self.sort_by, "GoogleScholar Sort_by", ['date', 'relevance']) + self.check_boolean(self.patents, "Whether or not to include patents, defaults to True") + + +class GoogleScholar(ComponentBase, ABC): + component_name = "GoogleScholar" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return GoogleScholar.be_output("") + + scholar_client = scholarly.search_pubs(ans, patents=self._param.patents, year_low=self._param.year_low, + year_high=self._param.year_high, sort_by=self._param.sort_by) + scholar_res = [] + for i in range(self._param.top_n): + try: + pub = next(scholar_client) + scholar_res.append({"content": 'Title: ' + pub['bib']['title'] + '\n_Url: ' + "\n author: " + ",".join(pub['bib']['author']) + '\n Abstract: ' + pub[ + 'bib'].get('abstract', 'no abstract')}) + + except StopIteration or Exception as e: + print("**ERROR** " + str(e)) + break + + if not scholar_res: + return GoogleScholar.be_output("") + + df = pd.DataFrame(scholar_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/component/keyword.py b/agent/component/keyword.py new file mode 100644 index 0000000000000000000000000000000000000000..c5083efae2d510ba0335763156e598b91af82d99 --- /dev/null +++ b/agent/component/keyword.py @@ -0,0 +1,65 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +from abc import ABC +from api.db import LLMType +from api.db.services.llm_service import LLMBundle +from agent.component import GenerateParam, Generate +from agent.settings import DEBUG + + +class KeywordExtractParam(GenerateParam): + """ + Define the KeywordExtract component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 1 + + def check(self): + super().check() + self.check_positive_integer(self.top_n, "Top N") + + def get_prompt(self): + self.prompt = """ +- Role: You're a question analyzer. +- Requirements: + - Summarize user's question, and give top %s important keyword/phrase. + - Use comma as a delimiter to separate keywords/phrases. +- Answer format: (in language of user's question) + - keyword: +""" % self.top_n + return self.prompt + + +class KeywordExtract(Generate, ABC): + component_name = "KeywordExtract" + + def _run(self, history, **kwargs): + q = "" + for r, c in self._canvas.history[::-1]: + if r == "user": + q += c + break + + chat_mdl = LLMBundle(self._canvas.get_tenant_id(), LLMType.CHAT, self._param.llm_id) + ans = chat_mdl.chat(self._param.get_prompt(), [{"role": "user", "content": q}], + self._param.gen_conf()) + + ans = re.sub(r".*keyword:", "", ans).strip() + if DEBUG: print(ans, ":::::::::::::::::::::::::::::::::") + return KeywordExtract.be_output(ans) diff --git a/agent/component/message.py b/agent/component/message.py new file mode 100644 index 0000000000000000000000000000000000000000..a193dd122ba259b43ec22a43444c8da18a396d15 --- /dev/null +++ b/agent/component/message.py @@ -0,0 +1,53 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import random +from abc import ABC +from functools import partial +from agent.component.base import ComponentBase, ComponentParamBase + + +class MessageParam(ComponentParamBase): + + """ + Define the Message component parameters. + """ + def __init__(self): + super().__init__() + self.messages = [] + + def check(self): + self.check_empty(self.messages, "[Message]") + return True + + +class Message(ComponentBase, ABC): + component_name = "Message" + + def _run(self, history, **kwargs): + if kwargs.get("stream"): + return partial(self.stream_output) + + return Message.be_output(random.choice(self._param.messages)) + + def stream_output(self): + res = None + if self._param.messages: + res = {"content": random.choice(self._param.messages)} + yield res + + self.set_output(res) + + diff --git a/agent/component/pubmed.py b/agent/component/pubmed.py new file mode 100644 index 0000000000000000000000000000000000000000..b586d67e70639a096222e1006abb2e715bebcb0b --- /dev/null +++ b/agent/component/pubmed.py @@ -0,0 +1,65 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +from Bio import Entrez +import pandas as pd +import xml.etree.ElementTree as ET +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class PubMedParam(ComponentParamBase): + """ + Define the PubMed component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 5 + self.email = "A.N.Other@example.com" + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + + +class PubMed(ComponentBase, ABC): + component_name = "PubMed" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return PubMed.be_output("") + + try: + Entrez.email = self._param.email + pubmedids = Entrez.read(Entrez.esearch(db='pubmed', retmax=self._param.top_n, term=ans))['IdList'] + pubmedcnt = ET.fromstring( + Entrez.efetch(db='pubmed', id=",".join(pubmedids), retmode="xml").read().decode("utf-8")) + pubmed_res = [{"content": 'Title:' + child.find("MedlineCitation").find("Article").find( + "ArticleTitle").text + '\nUrl:' + '\n' + 'Abstract:' + child.find( + "MedlineCitation").find("Article").find("Abstract").find("AbstractText").text} for child in + pubmedcnt.findall("PubmedArticle")] + except Exception as e: + return PubMed.be_output("**ERROR**: " + str(e)) + + if not pubmed_res: + return PubMed.be_output("") + + df = pd.DataFrame(pubmed_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/component/qweather.py b/agent/component/qweather.py new file mode 100644 index 0000000000000000000000000000000000000000..cba07a4d8adb71b94ac5df4e299e298e4f6c4e43 --- /dev/null +++ b/agent/component/qweather.py @@ -0,0 +1,111 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +import pandas as pd +import requests +from agent.component.base import ComponentBase, ComponentParamBase + + +class QWeatherParam(ComponentParamBase): + """ + Define the QWeather component parameters. + """ + + def __init__(self): + super().__init__() + self.web_apikey = "xxx" + self.lang = "zh" + self.type = "weather" + self.user_type = 'free' + self.error_code = { + "204": "The request was successful, but the region you are querying does not have the data you need at this time.", + "400": "Request error, may contain incorrect request parameters or missing mandatory request parameters.", + "401": "Authentication fails, possibly using the wrong KEY, wrong digital signature, wrong type of KEY (e.g. using the SDK's KEY to access the Web API).", + "402": "Exceeded the number of accesses or the balance is not enough to support continued access to the service, you can recharge, upgrade the accesses or wait for the accesses to be reset.", + "403": "No access, may be the binding PackageName, BundleID, domain IP address is inconsistent, or the data that requires additional payment.", + "404": "The queried data or region does not exist.", + "429": "Exceeded the limited QPM (number of accesses per minute), please refer to the QPM description", + "500": "No response or timeout, interface service abnormality please contact us" + } + # Weather + self.time_period = 'now' + + def check(self): + self.check_empty(self.web_apikey, "BaiduFanyi APPID") + self.check_valid_value(self.type, "Type", ["weather", "indices", "airquality"]) + self.check_valid_value(self.user_type, "Free subscription or paid subscription", ["free", "paid"]) + self.check_valid_value(self.lang, "Use language", + ['zh', 'zh-hant', 'en', 'de', 'es', 'fr', 'it', 'ja', 'ko', 'ru', 'hi', 'th', 'ar', 'pt', + 'bn', 'ms', 'nl', 'el', 'la', 'sv', 'id', 'pl', 'tr', 'cs', 'et', 'vi', 'fil', 'fi', + 'he', 'is', 'nb']) + self.check_vaild_value(self.time_period, "Time period", ['now', '3d', '7d', '10d', '15d', '30d']) + + +class QWeather(ComponentBase, ABC): + component_name = "QWeather" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = "".join(ans["content"]) if "content" in ans else "" + if not ans: + return QWeather.be_output("") + + try: + response = requests.get( + url="https://geoapi.qweather.com/v2/city/lookup?location=" + ans + "&key=" + self._param.web_apikey).json() + if response["code"] == "200": + location_id = response["location"][0]["id"] + else: + return QWeather.be_output("**Error**" + self._param.error_code[response["code"]]) + + base_url = "https://api.qweather.com/v7/" if self._param.user_type == 'paid' else "https://devapi.qweather.com/v7/" + + if self._param.type == "weather": + url = base_url + "weather/" + self._param.time_period + "?location=" + location_id + "&key=" + self._param.web_apikey + "&lang=" + self._param.lang + response = requests.get(url=url).json() + if response["code"] == "200": + if self._param.time_period == "now": + return QWeather.be_output(str(response["now"])) + else: + qweather_res = [{"content": str(i) + "\n"} for i in response["daily"]] + if not qweather_res: + return QWeather.be_output("") + + df = pd.DataFrame(qweather_res) + return df + else: + return QWeather.be_output("**Error**" + self._param.error_code[response["code"]]) + + elif self._param.type == "indices": + url = base_url + "indices/1d?type=0&location=" + location_id + "&key=" + self._param.web_apikey + "&lang=" + self._param.lang + response = requests.get(url=url).json() + if response["code"] == "200": + indices_res = response["daily"][0]["date"] + "\n" + "\n".join( + [i["name"] + ": " + i["category"] + ", " + i["text"] for i in response["daily"]]) + return QWeather.be_output(indices_res) + + else: + return QWeather.be_output("**Error**" + self._param.error_code[response["code"]]) + + elif self._param.type == "airquality": + url = base_url + "air/now?location=" + location_id + "&key=" + self._param.web_apikey + "&lang=" + self._param.lang + response = requests.get(url=url).json() + if response["code"] == "200": + return QWeather.be_output(str(response["now"])) + else: + return QWeather.be_output("**Error**" + self._param.error_code[response["code"]]) + except Exception as e: + return QWeather.be_output("**Error**" + str(e)) diff --git a/agent/component/relevant.py b/agent/component/relevant.py new file mode 100644 index 0000000000000000000000000000000000000000..8f246f3d27f33e6ead6094aad9a853df7f92c338 --- /dev/null +++ b/agent/component/relevant.py @@ -0,0 +1,80 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +from api.db import LLMType +from api.db.services.llm_service import LLMBundle +from agent.component import GenerateParam, Generate +from rag.utils import num_tokens_from_string, encoder + + +class RelevantParam(GenerateParam): + + """ + Define the Relevant component parameters. + """ + def __init__(self): + super().__init__() + self.prompt = "" + self.yes = "" + self.no = "" + + def check(self): + super().check() + self.check_empty(self.yes, "[Relevant] 'Yes'") + self.check_empty(self.no, "[Relevant] 'No'") + + def get_prompt(self): + self.prompt = """ + You are a grader assessing relevance of a retrieved document to a user question. + It does not need to be a stringent test. The goal is to filter out erroneous retrievals. + If the document contains keyword(s) or semantic meaning related to the user question, grade it as relevant. + Give a binary score 'yes' or 'no' score to indicate whether the document is relevant to the question. + No other words needed except 'yes' or 'no'. + """ + return self.prompt + + +class Relevant(Generate, ABC): + component_name = "Relevant" + + def _run(self, history, **kwargs): + q = "" + for r, c in self._canvas.history[::-1]: + if r == "user": + q = c + break + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return Relevant.be_output(self._param.no) + ans = "Documents: \n" + ans + ans = f"Question: {q}\n" + ans + chat_mdl = LLMBundle(self._canvas.get_tenant_id(), LLMType.CHAT, self._param.llm_id) + + if num_tokens_from_string(ans) >= chat_mdl.max_length - 4: + ans = encoder.decode(encoder.encode(ans)[:chat_mdl.max_length - 4]) + + ans = chat_mdl.chat(self._param.get_prompt(), [{"role": "user", "content": ans}], + self._param.gen_conf()) + + print(ans, ":::::::::::::::::::::::::::::::::") + if ans.lower().find("yes") >= 0: + return Relevant.be_output(self._param.yes) + if ans.lower().find("no") >= 0: + return Relevant.be_output(self._param.no) + assert False, f"Relevant component got: {ans}" + + diff --git a/agent/component/retrieval.py b/agent/component/retrieval.py new file mode 100644 index 0000000000000000000000000000000000000000..84893d185270fe38694cf6b0f2041c5d74f18d5c --- /dev/null +++ b/agent/component/retrieval.py @@ -0,0 +1,88 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC + +import pandas as pd + +from api.db import LLMType +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.llm_service import LLMBundle +from api.settings import retrievaler +from agent.component.base import ComponentBase, ComponentParamBase + + +class RetrievalParam(ComponentParamBase): + + """ + Define the Retrieval component parameters. + """ + def __init__(self): + super().__init__() + self.similarity_threshold = 0.2 + self.keywords_similarity_weight = 0.5 + self.top_n = 8 + self.top_k = 1024 + self.kb_ids = [] + self.rerank_id = "" + self.empty_response = "" + + def check(self): + self.check_decimal_float(self.similarity_threshold, "[Retrieval] Similarity threshold") + self.check_decimal_float(self.keywords_similarity_weight, "[Retrieval] Keywords similarity weight") + self.check_positive_number(self.top_n, "[Retrieval] Top N") + self.check_empty(self.kb_ids, "[Retrieval] Knowledge bases") + + +class Retrieval(ComponentBase, ABC): + component_name = "Retrieval" + + def _run(self, history, **kwargs): + query = [] + for role, cnt in history[::-1][:self._param.message_history_window_size]: + if role != "user":continue + query.append(cnt) + query = "\n".join(query) + + kbs = KnowledgebaseService.get_by_ids(self._param.kb_ids) + if not kbs: + raise ValueError("Can't find knowledgebases by {}".format(self._param.kb_ids)) + embd_nms = list(set([kb.embd_id for kb in kbs])) + assert len(embd_nms) == 1, "Knowledge bases use different embedding models." + + embd_mdl = LLMBundle(self._canvas.get_tenant_id(), LLMType.EMBEDDING, embd_nms[0]) + self._canvas.set_embedding_model(embd_nms[0]) + + rerank_mdl = None + if self._param.rerank_id: + rerank_mdl = LLMBundle(kbs[0].tenant_id, LLMType.RERANK, self._param.rerank_id) + + kbinfos = retrievaler.retrieval(query, embd_mdl, kbs[0].tenant_id, self._param.kb_ids, + 1, self._param.top_n, + self._param.similarity_threshold, 1 - self._param.keywords_similarity_weight, + aggs=False, rerank_mdl=rerank_mdl) + + if not kbinfos["chunks"]: + df = Retrieval.be_output(self._param.empty_response) + df["empty_response"] = True + return df + + df = pd.DataFrame(kbinfos["chunks"]) + df["content"] = df["content_with_weight"] + del df["content_with_weight"] + print(">>>>>>>>>>>>>>>>>>>>>>>>>>\n", query, df) + return df + + diff --git a/agent/component/rewrite.py b/agent/component/rewrite.py new file mode 100644 index 0000000000000000000000000000000000000000..614168291d95280c2e2f2a5a7f47b07b93e0a3c5 --- /dev/null +++ b/agent/component/rewrite.py @@ -0,0 +1,72 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC +from api.db import LLMType +from api.db.services.llm_service import LLMBundle +from agent.component import GenerateParam, Generate + + +class RewriteQuestionParam(GenerateParam): + + """ + Define the QuestionRewrite component parameters. + """ + def __init__(self): + super().__init__() + self.temperature = 0.9 + self.prompt = "" + self.loop = 1 + + def check(self): + super().check() + + def get_prompt(self): + self.prompt = """ + You are an expert at query expansion to generate a paraphrasing of a question. + I can't retrieval relevant information from the knowledge base by using user's question directly. + You need to expand or paraphrase user's question by multiple ways such as using synonyms words/phrase, + writing the abbreviation in its entirety, adding some extra descriptions or explanations, + changing the way of expression, translating the original question into another language (English/Chinese), etc. + And return 5 versions of question and one is from translation. + Just list the question. No other words are needed. + """ + return self.prompt + + +class RewriteQuestion(Generate, ABC): + component_name = "RewriteQuestion" + + def _run(self, history, **kwargs): + if not hasattr(self, "_loop"): + setattr(self, "_loop", 0) + if self._loop >= self._param.loop: + self._loop = 0 + raise Exception("Maximum loop time exceeds. Can't find relevant information.") + self._loop += 1 + q = "Question: " + for r, c in self._canvas.history[::-1]: + if r == "user": + q += c + break + + chat_mdl = LLMBundle(self._canvas.get_tenant_id(), LLMType.CHAT, self._param.llm_id) + ans = chat_mdl.chat(self._param.get_prompt(), [{"role": "user", "content": q}], + self._param.gen_conf()) + + print(ans, ":::::::::::::::::::::::::::::::::") + return RewriteQuestion.be_output(ans) + + diff --git a/agent/component/switch.py b/agent/component/switch.py new file mode 100644 index 0000000000000000000000000000000000000000..21b78efd0e98b588cbb7f66c9f5a3101c1db4911 --- /dev/null +++ b/agent/component/switch.py @@ -0,0 +1,77 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from abc import ABC + +import pandas as pd +from agent.component.base import ComponentBase, ComponentParamBase + + +class SwitchParam(ComponentParamBase): + + """ + Define the Switch component parameters. + """ + def __init__(self): + super().__init__() + """ + { + "cpn_id": "categorize:0", + "not": False, + "operator": "gt/gte/lt/lte/eq/in", + "value": "", + "to": "" + } + """ + self.conditions = [] + self.default = "" + + def check(self): + self.check_empty(self.conditions, "[Switch] conditions") + self.check_empty(self.default, "[Switch] Default path") + for cond in self.conditions: + if not cond["to"]: raise ValueError(f"[Switch] 'To' can not be empty!") + + def operators(self, field, op, value): + if op == "gt": + return float(field) > float(value) + if op == "gte": + return float(field) >= float(value) + if op == "lt": + return float(field) < float(value) + if op == "lte": + return float(field) <= float(value) + if op == "eq": + return str(field) == str(value) + if op == "in": + return str(field).find(str(value)) >= 0 + return False + + +class Switch(ComponentBase, ABC): + component_name = "Switch" + + def _run(self, history, **kwargs): + for cond in self._param.conditions: + input = self._canvas.get_component(cond["cpn_id"])["obj"].output()[1] + if self._param.operators(input.iloc[0, 0], cond["operator"], cond["value"]): + if not cond["not"]: + return pd.DataFrame([{"content": cond["to"]}]) + + return pd.DataFrame([{"content": self._param.default}]) + + + + diff --git a/agent/component/wikipedia.py b/agent/component/wikipedia.py new file mode 100644 index 0000000000000000000000000000000000000000..811ac8443396b53221072414ae7ed500a4d75a70 --- /dev/null +++ b/agent/component/wikipedia.py @@ -0,0 +1,69 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import random +from abc import ABC +from functools import partial +import wikipedia +import pandas as pd +from agent.settings import DEBUG +from agent.component.base import ComponentBase, ComponentParamBase + + +class WikipediaParam(ComponentParamBase): + """ + Define the Wikipedia component parameters. + """ + + def __init__(self): + super().__init__() + self.top_n = 10 + self.language = "en" + + def check(self): + self.check_positive_integer(self.top_n, "Top N") + self.check_valid_value(self.language, "Wikipedia languages", + ['af', 'pl', 'ar', 'ast', 'az', 'bg', 'nan', 'bn', 'be', 'ca', 'cs', 'cy', 'da', 'de', + 'et', 'el', 'en', 'es', 'eo', 'eu', 'fa', 'fr', 'gl', 'ko', 'hy', 'hi', 'hr', 'id', + 'it', 'he', 'ka', 'lld', 'la', 'lv', 'lt', 'hu', 'mk', 'arz', 'ms', 'min', 'my', 'nl', + 'ja', 'nb', 'nn', 'ce', 'uz', 'pt', 'kk', 'ro', 'ru', 'ceb', 'sk', 'sl', 'sr', 'sh', + 'fi', 'sv', 'ta', 'tt', 'th', 'tg', 'azb', 'tr', 'uk', 'ur', 'vi', 'war', 'zh', 'yue']) + + +class Wikipedia(ComponentBase, ABC): + component_name = "Wikipedia" + + def _run(self, history, **kwargs): + ans = self.get_input() + ans = " - ".join(ans["content"]) if "content" in ans else "" + if not ans: + return Wikipedia.be_output("") + + try: + wiki_res = [] + wikipedia.set_lang(self._param.language) + wiki_engine = wikipedia + for wiki_key in wiki_engine.search(ans, results=self._param.top_n): + page = wiki_engine.page(title=wiki_key, auto_suggest=False) + wiki_res.append({"content": '' + page.title + ' ' + page.summary}) + except Exception as e: + return Wikipedia.be_output("**ERROR**: " + str(e)) + + if not wiki_res: + return Wikipedia.be_output("") + + df = pd.DataFrame(wiki_res) + if DEBUG: print(df, ":::::::::::::::::::::::::::::::::") + return df diff --git a/agent/settings.py b/agent/settings.py new file mode 100644 index 0000000000000000000000000000000000000000..f6fec1075f7cc5a0ac8d0a7a182856a4634c6dbd --- /dev/null +++ b/agent/settings.py @@ -0,0 +1,34 @@ +# +# Copyright 2019 The FATE Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +# Logger +import os + +from api.utils.file_utils import get_project_base_directory +from api.utils.log_utils import LoggerFactory, getLogger + +DEBUG = 0 +LoggerFactory.set_directory( + os.path.join( + get_project_base_directory(), + "logs", + "flow")) +# {CRITICAL: 50, FATAL:50, ERROR:40, WARNING:30, WARN:30, INFO:20, DEBUG:10, NOTSET:0} +LoggerFactory.LEVEL = 30 + +flow_logger = getLogger("flow") +database_logger = getLogger("database") +FLOAT_ZERO = 1e-8 +PARAM_MAXDEPTH = 5 diff --git a/agent/templates/HR_callout_zh.json b/agent/templates/HR_callout_zh.json new file mode 100644 index 0000000000000000000000000000000000000000..fa8d1ed1119e23f328cbb544b877fa63410dae86 --- /dev/null +++ b/agent/templates/HR_callout_zh.json @@ -0,0 +1,725 @@ +{ + "id": 2, + "title": "HR call-out assistant(Chinese)", + "description": "A HR call-out assistant. It will introduce the given job, answer the candidates' question about this job. And the most important thing is that it will try to obtain the contact information of the candidates. What you need to do is to link a knowledgebase which contains job description in 'Retrieval' component.", + "canvas_type": "chatbot", + "dsl": { + "answer": [], + "components": { + "answer:0": { + "downstream": ["categorize:0"], + "obj": { + "component_name": "Answer", + "params": {} + }, + "upstream": ["begin", "message:reject"] + }, + "answer:1": { + "downstream": ["categorize:1"], + "obj": { + "component_name": "Answer", + "params": {} + }, + "upstream": [ + "generate:aboutJob", + "generate:nowechat", + "generate:get_wechat", + "message:introduction", + "generate:casual" + ] + }, + "begin": { + "downstream": ["answer:0"], + "obj": { + "component_name": "Begin", + "params": { + "prologue": "您好！我是Infiniflow 的HRBP，正在找寻AIGC方面的人才，了解到您是这方面的大佬，然后冒昧的就联系到您。这边有个机会想和您分享，RAGFlow正在招聘您这个岗位的资深的工程师不知道您那边是不是感兴趣？" + } + }, + "upstream": [] + }, + "categorize:0": { + "downstream": [ + "message:introduction", + "generate:casual", + "retrieval:0", + "message:reject" + ], + "obj": { + "component_name": "Categorize", + "params": { + "category_description": { + "about_job": { + "description": "该问题关于职位本身或公司的信息。", + "examples": "什么岗位？\n汇报对象是谁?\n公司多少人？\n公司有啥产品？\n具体工作内容是啥？\n地点哪里？\n双休吗？", + "to": "retrieval:0" + }, + "answer": { + "description": "该回答表示他对于该职位不感兴趣，或感觉受到骚扰。", + "examples": "不需要\n不感兴趣\n暂时不看\n不要\nno\n我已经不干这个了\n我不是这个方向的", + "to": "message:reject" + }, + "casual": { + "description": "该问题不关于职位本身或公司的信息，属于闲聊。", + "examples": "你好\n好久不见\n你男的女的？\n你是猴子派来的救兵吗？\n上午开会了?\n你叫啥？\n最近市场如何?生意好做吗？", + "to": "generate:casual" + }, + "interested": { + "description": "该回答表示他对于该职位感兴趣。", + "examples": "嗯\n说吧\n说说看\n还好吧\n是的\n哦\nyes\n具体说说", + "to": "message:introduction" + } + }, + "llm_id": "deepseek-chat" + } + }, + "upstream": ["answer:0"] + }, + "categorize:1": { + "downstream": [ + "generate:get_wechat", + "generate:nowechat", + "retrieval:0", + "generate:casual" + ], + "obj": { + "component_name": "Categorize", + "params": { + "category_description": { + "about_job": { + "description": "该问题关于职位本身或公司的信息。", + "examples": "什么岗位？\n汇报对象是谁?\n公司多少人？\n公司有啥产品？\n具体工作内容是啥？\n地点哪里？\n双休吗？", + "to": "retrieval:0" + }, + "casual": { + "description": "该问题不关于职位本身或公司的信息，属于闲聊。", + "examples": "你好\n好久不见\n你男的女的？\n你是猴子派来的救兵吗？\n上午开会了?\n你叫啥？\n最近市场如何?生意好做吗？", + "to": "generate:casual" + }, + "giveup": { + "description": "该回答表示他不愿意加微信。", + "examples": "不需要\n不感兴趣\n暂时不看\n不要\nno\n不方便\n不知道还要加我微信", + "to": "generate:nowechat" + }, + "wechat": { + "description": "该回答表示他愿意加微信,或者已经报了微信号。", + "examples": "嗯\n可以\n是的\n哦\nyes\n15002333453\nwindblow_2231", + "to": "generate:get_wechat" + } + }, + "llm_id": "deepseek-chat", + "message_history_window_size": 8 + } + }, + "upstream": ["answer:1"] + }, + "generate:aboutJob": { + "downstream": ["answer:1"], + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "你是公司的HR，候选人问了有关职位或公司的问题，你根据以下职位信息回答。如果职位信息中不包含候选人的问题就回答不清楚、不知道、有待确认等。回答完后引导候选人加微信号，如：\n - 方便加一下微信吗，我把JD发您看看？\n - 微信号多少，我把详细职位JD发您？\n 职位信息如下:\n {input}\n 职位信息如上。" + } + }, + "upstream": ["relevant:0", "retrieval:0"] + }, + "generate:casual": { + "downstream": ["answer:1"], + "obj": { + "component_name": "Generate", + "params": { + "cite": false, + "llm_id": "deepseek-chat", + "message_history_window_size": 12, + "prompt": "你是公司负责招聘的HR，现在候选人的聊了和职位无关的话题，请耐心的回应候选人，并将话题往该AGI的职位上带，最好能要到候选人微信号以便后面保持联系。" + } + }, + "upstream": ["categorize:0", "categorize:1"] + }, + "generate:get_wechat": { + "downstream": ["answer:1"], + "obj": { + "component_name": "Generate", + "params": { + "cite": false, + "llm_id": "deepseek-chat", + "message_history_window_size": 12, + "prompt": "你是公司负责招聘的HR，候选人表示不反感加微信，如果对方已经报了微信号，表示感谢和信任并表示马上会加上；如果没有，则问对方微信号多少。你的微信号是weixin_kevin，E-mail是kkk@ragflow.com。说话不要重复。不要总是您好。" + } + }, + "upstream": ["categorize:1"] + }, + "generate:nowechat": { + "downstream": ["answer:1"], + "obj": { + "component_name": "Generate", + "params": { + "cite": false, + "llm_id": "deepseek-chat", + "message_history_window_size": 12, + "prompt": 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}, + "label": "Generate", + "name": "加微信" + }, + "dragging": false, + "height": 150, + "id": "generate:get_wechat", + "position": { + "x": 116.79445463510353, + "y": -67.85553023223919 + }, + "positionAbsolute": { + "x": 116.79445463510353, + "y": -67.85553023223919 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 150 + }, + { + "data": { + "form": { + "cite": false, + "llm_id": "deepseek-chat", + "message_history_window_size": 12, + "prompt": "你是公司负责招聘的HR，当你提出加微信时对方表示拒绝。你需要耐心礼貌的回应候选人，表示对于保护隐私信息给予理解，也可以询问他对该职位的看法和顾虑。并在恰当的时机再次询问微信联系方式。也可以鼓励候选人主动与你取得联系。你的微信号是weixin_kevin，E-mail是kkk@ragflow.com。说话不要重复。不要总是您好。", + "temperature": 0.1 + }, + "label": "Generate", + "name": "不同意加微信后引导" + }, + "dragging": false, + "height": 150, + "id": "generate:nowechat", + "position": { + "x": 118.16110794816632, + "y": -274.2256218457169 + }, + "positionAbsolute": { + "x": 118.16110794816632, + "y": -274.2256218457169 + }, + "selected": 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" +} diff --git a/agent/templates/customer_service.json b/agent/templates/customer_service.json new file mode 100644 index 0000000000000000000000000000000000000000..46c79d5cbb6aa095d20a72f11ac48672d68b1216 --- /dev/null +++ b/agent/templates/customer_service.json @@ -0,0 +1,620 @@ +{ + "id": 3, + "title": "Customer service", + "description": "A call-in customer service chat bot. It will provide useful information about the products, answer customers' questions and soothe the customers' bad emotions.", + "canvas_type": "chatbot", + "dsl": { + "answer": [], + "components": { + "answer:0": { + "downstream": ["categorize:0", "generate:complain"], + "obj": { + "component_name": "Answer", + "params": {} + }, + "upstream": [ + "begin", + "message:get_contact", + "generate:casual", + "generate:answer", + "generate:ask_contact" + ] + }, + "begin": { + "downstream": ["answer:0"], + "obj": { + "component_name": "Begin", + "params": { + "prologue": "Hi! How can I help you?" + } + }, + "upstream": [] + }, + "categorize:0": { + "downstream": [ + "generate:casual", + "generate:complain", + "message:get_contact", + "retrieval:0" + ], + "obj": { + "component_name": "Categorize", + "params": { + "category_description": { + "answer": { + "description": "This answer provide a specific contact information, like e-mail, phone number, wechat number, line number, twitter, discord, etc,.", + "examples": "My phone number is 203921\nkevinhu.hk@gmail.com\nThis is my discord number: johndowson_29384", + "to": "message:get_contact" + }, + "casual": { + "description": "The question is not about the product usage, appearance and how it works. Just casual chat.", + "examples": "How are you doing?\nWhat is your name?\nAre you a robot?\nWhat's the weather?\nWill it rain?", + "to": "generate:casual" + }, + "complain": { + "description": "Complain even curse about the product or service you provide. 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You need to request their contact like E-mail, phone number, Wechat number, LINE number, twitter, discord, etc,. Product experts will contact them later. Please do not ask the same question twice.", + "temperature": 0.9 + }, + "label": "Generate", + "name": "Request contact" + }, + "dragging": false, + "height": 150, + "id": "generate:ask_contact", + "position": { + "x": 636.1639603425758, + "y": -391.62634222619454 + }, + "positionAbsolute": { + "x": 636.1639603425758, + "y": -391.62634222619454 + }, + "selected": true, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 150 + }, + { + "data": { + "form": { + "messages": [ + "Okay, I've already write this down. What else I can do for you?", + "Get it. What else I can do for you?", + "Thanks for your trust! Our expert will contact ASAP. So, anything else I can do for you?", + "Thanks! So, anything else I can do for you?" + ] + }, + "label": "Message", + "name": "What else?" + }, + "dragging": false, + "height": 100, + "id": "message:get_contact", + "position": { + "x": 261.48313054267913, + "y": 119.6490357959155 + }, + "positionAbsolute": { + "x": 261.48313054267913, + "y": 119.6490357959155 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 100 + } + ] + }, + "history": [], + "messages": [], + "path": [], + "reference": [] + }, + "avatar": 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" +} diff --git a/agent/templates/general_chat_bot.json b/agent/templates/general_chat_bot.json new file mode 100644 index 0000000000000000000000000000000000000000..a1c21b5aea8bcb563f1b81a6865927ea1a95f4a8 --- /dev/null +++ b/agent/templates/general_chat_bot.json @@ -0,0 +1,335 @@ +{ + "id": 1, + "title": "Chat bot", + "description": "A general chat bot. It is based on Self-RAG mechanism. What you need to do is setting up knowleage base in 'Retrieval'", + "canvas_type": "chatbot", + "dsl": { + "answer": [], + "components": { + "answer:0": { + "downstream": ["retrieval:0"], + "obj": { + "component_name": "Answer", + "params": {} + }, + "upstream": ["begin", "generate:0"] + }, + "begin": { + "downstream": ["answer:0"], + "obj": { + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "upstream": [] + }, + "generate:0": { + "downstream": ["answer:0"], + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base." + } + }, + "upstream": ["relevant:0"] + }, + "relevant:0": { + "downstream": ["rewrite:0", "generate:0"], + "obj": { + "component_name": "Relevant", + "params": { + "llm_id": "deepseek-chat", + "no": "rewrite:0", + "temperature": 0.02, + "yes": "generate:0" + } + }, + "upstream": ["retrieval:0"] + }, + "retrieval:0": { + "downstream": ["relevant:0"], + "obj": { + "component_name": "Retrieval", + "params": { + "empty_response": "Sorry, knowledge base has noting related information.", + "kb_ids": [], + "keywords_similarity_weight": 0.3, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "similarity_threshold": 0.2, + "top_k": 1024, + "top_n": 6 + } + }, + "upstream": ["answer:0", "rewrite:0"] + }, + "rewrite:0": { + "downstream": ["retrieval:0"], + "obj": { + "component_name": "RewriteQuestion", + "params": { + "llm_id": "deepseek-chat", + "temperature": 0.8 + } + }, + "upstream": ["relevant:0"] + } + }, + "graph": { + "edges": [ + { + "id": "81de838d-a541-4b3f-9d68-9172ffd7c6b4", + "label": "", + "source": "begin", + "target": "answer:0" + }, + { + "id": "reactflow__edge-answer:0b-retrieval:0c", + "markerEnd": "logo", + "source": "answer:0", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "retrieval:0", + "targetHandle": "c", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-generate:0d-answer:0a", + "markerEnd": "logo", + "source": "generate:0", + "sourceHandle": "d", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "answer:0", + "targetHandle": "a", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-retrieval:0a-relevant:0b", + "markerEnd": "logo", + "source": "retrieval:0", + "sourceHandle": "a", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "relevant:0", + "targetHandle": "b", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-rewrite:0d-retrieval:0b", + "markerEnd": "logo", + "source": "rewrite:0", + "sourceHandle": "d", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "retrieval:0", + "targetHandle": "b", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-relevant:0no-rewrite:0a", + "markerEnd": "logo", + "source": "relevant:0", + "sourceHandle": "no", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "rewrite:0", + "targetHandle": "a", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-relevant:0yes-generate:0b", + "markerEnd": "logo", + "source": "relevant:0", + "sourceHandle": "yes", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "generate:0", + "targetHandle": "b", + "type": "buttonEdge" + } + ], + "nodes": [ + { + "data": { + "form": { + "prologue": "Hi there!" + }, + "label": "Begin", + "name": "Opening" + }, + "dragging": false, + "height": 50, + "id": "begin", + "position": { + "x": -304.50000000000006, + "y": -2.9994670375766646 + }, + "positionAbsolute": { + "x": -304.50000000000006, + "y": -2.9994670375766646 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "beginNode", + "width": 50 + }, + { + "data": { + "form": {}, + "label": "Answer", + "name": "Interface" + }, + "dragging": false, + "height": 100, + "id": "answer:0", + "position": { + "x": -89.78929141627594, + "y": -29.530900170597448 + }, + "positionAbsolute": { + "x": -89.78929141627594, + "y": -29.530900170597448 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 100 + }, + { + "data": { + "form": { + "empty_response": "Sorry, knowledge base has noting related information.", + "kb_ids": [], + "keywords_similarity_weight": 0.3, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "similarity_threshold": 0.2, + "top_k": 1024, + "top_n": 6 + }, + "label": "Retrieval", + "name": "Search KB" + }, + "dragging": false, + "height": 100, + "id": "retrieval:0", + "position": { + "x": 225.1100159655728, + "y": -28.569259485130402 + }, + "positionAbsolute": { + "x": 225.1100159655728, + "y": -28.569259485130402 + }, + "selected": true, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 100 + }, + { + "data": { + "form": { + "llm_id": "deepseek-chat", + "no": "rewrite:0", + "temperature": 0.02, + "yes": "generate:0" + }, + "label": "Relevant", + "name": "Relevant?" + }, + "dragging": false, + "height": 70, + "id": "relevant:0", + "position": { + "x": 225.36494412049518, + "y": 307.7194989687223 + }, + "positionAbsolute": { + "x": 225.36494412049518, + "y": 307.7194989687223 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "relevantNode", + "width": 70 + }, + { + "data": { + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base.", + "temperature": 0.02 + }, + "label": "Generate", + "name": "LLM" + }, + "dragging": false, + "height": 150, + "id": "generate:0", + "position": { + "x": -90.09669656497177, + "y": 192.12280240375043 + }, + "positionAbsolute": { + "x": -90.09669656497177, + "y": 192.12280240375043 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 150 + }, + { + "data": { + "form": { + "llm_id": "deepseek-chat", + "temperature": 0.8 + }, + "label": "RewriteQuestion", + "name": "Refine Ques" + }, + "dragging": false, + "height": 70, + "id": "rewrite:0", + "position": { + "x": 416.0628662660416, + "y": 144.09722952739514 + }, + "positionAbsolute": { + "x": 416.0628662660416, + "y": 144.09722952739514 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 70 + } + ] + }, + "history": [], + "messages": [], + "path": [], + "reference": [] + }, + "avatar": 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" +} diff --git a/agent/templates/interpreter.json b/agent/templates/interpreter.json new file mode 100644 index 0000000000000000000000000000000000000000..8f08c59b36554b3a22f1b30ae56035894639fbca --- /dev/null +++ b/agent/templates/interpreter.json @@ -0,0 +1,158 @@ +{ + "id": 4, + "title": "Interpreter", + "description": "An interpreter. Type the content you want to translate and the object language like: Hi there => Spanish. Hava a try!", + "canvas_type": "chatbot", + "dsl": { + "answer": [], + "components": { + "answer:0": { + "downstream": ["generate:0"], + "obj": { + "component_name": "Answer", + "params": {} + }, + "upstream": ["begin", "generate:0"] + }, + "begin": { + "downstream": ["answer:0"], + "obj": { + "component_name": "Begin", + "params": { + "prologue": "Hi there! Please enter the text you want to translate in format like: 'text you want to translate' => target language. For an example: 您好！ => English" + } + }, + "upstream": [] + }, + "generate:0": { + "downstream": ["answer:0"], + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an professional interpreter.\n- Role: an professional interpreter.\n- Input format: content need to be translated => target language. \n- Answer format: => translated content in target language. \n- Examples:\n - user: 您好！ => English. assistant: => How are you doing!\n - user: You look good today. => Japanese. assistant: => 今日は調子がいいですね 。\n" + } + }, + "upstream": ["answer:0"] + } + }, + "graph": { + "edges": [ + { + "id": "c87c7805-8cf0-4cd4-b45b-152031811020", + "label": "", + "source": "begin", + "target": "answer:0" + }, + { + "id": "reactflow__edge-answer:0b-generate:0d", + "markerEnd": "logo", + "source": "answer:0", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "generate:0", + "targetHandle": "d", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-generate:0c-answer:0a", + "markerEnd": "logo", + "source": "generate:0", + "sourceHandle": "c", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "answer:0", + "targetHandle": "a", + "type": "buttonEdge" + } + ], + "nodes": [ + { + "data": { + "form": { + "prologue": "Hi there! Please enter the text you want to translate in format like: 'text you want to translate' => target language. For an example: 您好！ => English" + }, + "label": "Begin", + "name": "Instruction" + }, + "dragging": false, + "height": 50, + "id": "begin", + "position": { + "x": -175.31950791077287, + "y": 32.340246044613565 + }, + "positionAbsolute": { + "x": -175.31950791077287, + "y": 32.340246044613565 + }, + "selected": true, + "sourcePosition": "left", + "targetPosition": "right", + "type": "beginNode", + "width": 50 + }, + { + "data": { + "form": {}, + "label": "Answer", + "name": "Interface" + }, + "dragging": false, + "height": 100, + "id": "answer:0", + "position": { + "x": 0, + "y": 6 + }, + "positionAbsolute": { + "x": 0, + "y": 6 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 100 + }, + { + "data": { + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are an professional interpreter.\n- Role: an professional interpreter.\n- Input format: content need to be translated => target language. \n- Answer format: => translated content in target language. \n- Examples:\n - user: 您好！ => English. assistant: => How are you doing!\n - user: You look good today. => Japanese. assistant: => 今日は調子がいいですね 。\n", + "temperature": 0.5 + }, + "label": "Generate", + "name": "Translate" + }, + "dragging": false, + "height": 150, + "id": "generate:0", + "position": { + "x": 214.89015821545786, + "y": 135.10439391733706 + }, + "positionAbsolute": { + "x": 214.89015821545786, + "y": 135.10439391733706 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "logicNode", + "width": 150 + } + ] + }, + "history": [], + "messages": [], + "path": [], + "reference": [] + }, + "avatar": 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" +} diff --git a/agent/templates/websearch_assistant.json b/agent/templates/websearch_assistant.json new file mode 100644 index 0000000000000000000000000000000000000000..794a35a30f548d4db425853c93d6133a1ab22bf4 --- /dev/null +++ b/agent/templates/websearch_assistant.json @@ -0,0 +1,547 @@ +{ + "id": 0, + "title": "WebSearch Assistant", + "description": "A chat assistant that combines information both from knowledge base and web search engines. It integrates information from the knowledge base and relevant search engines to answer a given question. What you need to do is setting up knowleage base in 'Retrieval'.", + "canvas_type": "chatbot", + "dsl": { + "answer": [], + "components": { + "Answer:PoorMapsCover": { + "downstream": [ + "Retrieval:BetterRocksJump", + "KeywordExtract:LegalIdeasTurn" + ], + "obj": { + "component_name": "Answer", + "params": {} + }, + "upstream": ["Generate:FullYearsStick", "begin"] + }, + "Baidu:OliveAreasCall": { + "downstream": ["Generate:FullYearsStick"], + "obj": { + "component_name": "Baidu", + "params": { + "top_n": 2 + } + }, + "upstream": ["KeywordExtract:LegalIdeasTurn"] + }, + "DuckDuckGo:SoftButtonsRefuse": { + "downstream": ["Generate:FullYearsStick"], + "obj": { + "component_name": "DuckDuckGo", + "params": { + "channel": "text", + "top_n": 2 + } + }, + "upstream": ["KeywordExtract:LegalIdeasTurn"] + }, + "Generate:FullYearsStick": { + "downstream": ["Answer:PoorMapsCover"], + "obj": { + "component_name": "Generate", + "params": { + "cite": true, + "frequency_penalty": 0.7, + "llm_id": "deepseek-chat", + "message_history_window_size": 12, + "parameters": [ + { + "component_id": "Retrieval:BetterRocksJump", + "id": "69415446-49bf-4d4b-8ec9-ac86066f7709", + "key": "kb_input" + }, + { + "component_id": "DuckDuckGo:SoftButtonsRefuse", + "id": "83363c2a-00a8-402f-a45c-ddc4097d7d8b", + "key": "duckduckgo" + }, + { + "component_id": "Wikipedia:WittyRiceLearn", + "id": "92c1e8e4-1597-4e65-a08d-c8cac4ac150f", + "key": "wikipedia" + }, + { + "component_id": "Baidu:OliveAreasCall", + "id": "19b5445a-7a6e-4a26-9aa9-47dfe3a03bea", + "key": "baidu" + } + ], + "presence_penalty": 0.4, + "prompt": "Role: You are an intelligent assistant. \nTask: Chat with user. Answer the question based on the provided content from: Knowledge Base, Wikipedia, Duckduckgo, Baidu.\nRequirements:\n - Answer should be in markdown format.\n - Summarize and label the sources of the cited content separately: (Knowledge Base, Wikipedia, Duckduckgo, Baidu).\n - Attach URL links to the content which is quoted from Wikipedia, DuckDuckGo or Baidu.\n - Do not make thing up when there's no relevant information to user's question. \n\n## Knowledge base content\n {kb_input}\n\n\n## Wikipedia content\n{wikipedia}\n\n\n## Duckduckgo content\n{duckduckgo}\n\n\n## Baidu content\n{baidu}", + "temperature": 0.1, + "top_p": 0.3 + } + }, + "upstream": [ + "DuckDuckGo:SoftButtonsRefuse", + "Baidu:OliveAreasCall", + "Wikipedia:WittyRiceLearn", + "Retrieval:BetterRocksJump" + ] + }, + "KeywordExtract:LegalIdeasTurn": { + "downstream": [ + "Baidu:OliveAreasCall", + "DuckDuckGo:SoftButtonsRefuse", + "Wikipedia:WittyRiceLearn" + ], + "obj": { + "component_name": "KeywordExtract", + "params": { + "frequencyPenaltyEnabled": true, + "frequency_penalty": 0.7, + "llm_id": "deepseek-chat", + "maxTokensEnabled": true, + "max_tokens": 256, + "parameter": "Precise", + "presencePenaltyEnabled": true, + "presence_penalty": 0.4, + "temperature": 0.1, + "temperatureEnabled": true, + "topPEnabled": true, + "top_n": 2, + "top_p": 0.3 + } + }, + "upstream": ["Answer:PoorMapsCover"] + }, + "Retrieval:BetterRocksJump": { + "downstream": ["Generate:FullYearsStick"], + "obj": { + "component_name": "Retrieval", + "params": { + "empty_response": "The answer you want was not found in the knowledge base!", + "kb_ids": [], + "keywords_similarity_weight": 0.3, + "similarity_threshold": 0.2, + "top_n": 8 + } + }, + "upstream": ["Answer:PoorMapsCover"] + }, + "Wikipedia:WittyRiceLearn": { + "downstream": ["Generate:FullYearsStick"], + "obj": { + "component_name": "Wikipedia", + "params": { + "language": "en", + "top_n": 2 + } + }, + "upstream": ["KeywordExtract:LegalIdeasTurn"] + }, + "begin": { + "downstream": ["Answer:PoorMapsCover"], + "obj": { + "component_name": "Begin", + "params": {} + }, + "upstream": [] + } + }, + "graph": { + "edges": [ + { + "id": "reactflow__edge-Answer:PoorMapsCovera-Retrieval:BetterRocksJumpc", + "markerEnd": "logo", + "source": "Answer:PoorMapsCover", + "sourceHandle": "a", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Retrieval:BetterRocksJump", + "targetHandle": "c", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-Answer:PoorMapsCoverb-KeywordExtract:LegalIdeasTurnc", + "markerEnd": "logo", + "source": "Answer:PoorMapsCover", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "KeywordExtract:LegalIdeasTurn", + "targetHandle": "c", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-KeywordExtract:LegalIdeasTurnb-Baidu:OliveAreasCallc", + "markerEnd": "logo", + "source": "KeywordExtract:LegalIdeasTurn", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Baidu:OliveAreasCall", + "targetHandle": "c", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-KeywordExtract:LegalIdeasTurnb-DuckDuckGo:SoftButtonsRefusec", + "markerEnd": "logo", + "source": "KeywordExtract:LegalIdeasTurn", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "DuckDuckGo:SoftButtonsRefuse", + "targetHandle": "c", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-KeywordExtract:LegalIdeasTurnb-Wikipedia:WittyRiceLearnc", + "markerEnd": "logo", + "source": "KeywordExtract:LegalIdeasTurn", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Wikipedia:WittyRiceLearn", + "targetHandle": "c", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-DuckDuckGo:SoftButtonsRefuseb-Generate:FullYearsSticka", + "markerEnd": "logo", + "source": "DuckDuckGo:SoftButtonsRefuse", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Generate:FullYearsStick", + "targetHandle": "a", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-Baidu:OliveAreasCallb-Generate:FullYearsSticka", + "markerEnd": "logo", + "source": "Baidu:OliveAreasCall", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Generate:FullYearsStick", + "targetHandle": "a", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-Wikipedia:WittyRiceLearnb-Generate:FullYearsSticka", + "markerEnd": "logo", + "source": "Wikipedia:WittyRiceLearn", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Generate:FullYearsStick", + "targetHandle": "a", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-Retrieval:BetterRocksJumpb-Generate:FullYearsSticka", + "markerEnd": "logo", + "source": "Retrieval:BetterRocksJump", + "sourceHandle": "b", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Generate:FullYearsStick", + "targetHandle": "a", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-Generate:FullYearsStickd-Answer:PoorMapsCoverd", + "markerEnd": "logo", + "source": "Generate:FullYearsStick", + "sourceHandle": "d", + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Answer:PoorMapsCover", + "targetHandle": "d", + "type": "buttonEdge" + }, + { + "id": "reactflow__edge-begin-Answer:PoorMapsCoverc", + "markerEnd": "logo", + "source": "begin", + "sourceHandle": null, + "style": { + "stroke": "rgb(202 197 245)", + "strokeWidth": 2 + }, + "target": "Answer:PoorMapsCover", + "targetHandle": "c", + "type": "buttonEdge" + } + ], + "nodes": [ + { + "data": { + "label": "Begin", + "name": "opening" + }, + "dragging": false, + "height": 50, + "id": "begin", + "position": { + "x": -1020.0423250754997, + "y": 54.07040832453751 + }, + "positionAbsolute": { + "x": -1020.0423250754997, + "y": 54.07040832453751 + }, + "selected": false, + "sourcePosition": "left", + "targetPosition": "right", + "type": "beginNode", + "width": 50 + }, + { + "data": { + "form": {}, + "label": "Answer", + "name": "interface" + }, + "dragging": false, + "height": 100, + "id": "Answer:PoorMapsCover", + "position": { + "x": -880.5773333116513, + "y": 29.2721628695582 + }, + "positionAbsolute": { + "x": -880.5773333116513, + "y": 29.2721628695582 + }, + "selected": false, + "sourcePosition": "right", + "targetPosition": "left", + "type": "logicNode", + "width": 100 + }, + { + "data": { + "form": { + "frequencyPenaltyEnabled": true, + "frequency_penalty": 0.7, + "llm_id": "deepseek-chat", + "maxTokensEnabled": true, + "max_tokens": 256, + "parameter": "Precise", + "presencePenaltyEnabled": true, + "presence_penalty": 0.4, + "temperature": 0.1, + "temperatureEnabled": true, + "topPEnabled": true, + "top_n": 2, + "top_p": 0.3 + }, + "label": "KeywordExtract", + "name": "get keywords" + }, + "dragging": false, + "height": 70, + "id": "KeywordExtract:LegalIdeasTurn", + "position": { + "x": -727.0680233991866, + "y": 43.6827878582167 + }, + "positionAbsolute": { + "x": -727.0680233991866, + "y": 43.6827878582167 + }, + "selected": false, + "sourcePosition": "right", + "targetPosition": "left", + "type": "logicNode", + "width": 70 + }, + { + "data": { + "form": { + "empty_response": "The answer you want was not found in the knowledge base!", + "kb_ids": [], + "keywords_similarity_weight": 0.3, + "similarity_threshold": 0.2, + "top_n": 8 + }, + "label": "Retrieval", + "name": "Search KB" + }, + "dragging": false, + "height": 100, + "id": "Retrieval:BetterRocksJump", + "position": { + "x": -453.6381242126441, + "y": 245.01328822547293 + }, + "positionAbsolute": { + "x": -453.6381242126441, + "y": 245.01328822547293 + }, + "selected": false, + "sourcePosition": "right", + "targetPosition": "left", + "type": "logicNode", + "width": 100 + }, + { + "data": { + "form": { + "language": "en", + "top_n": 2 + }, + "label": "Wikipedia", + "name": "Wikipedia" + }, + "dragging": false, + "height": 100, + "id": "Wikipedia:WittyRiceLearn", + "position": { + "x": -552.2594439551717, + "y": 155.22722562174718 + }, + "positionAbsolute": { + "x": -552.2594439551717, + "y": 155.22722562174718 + }, + "selected": false, + "sourcePosition": "right", + "targetPosition": "left", + "type": "ragNode", + "width": 100 + }, + { + "data": { + "form": { + "top_n": 2 + }, + "label": "Baidu", + "name": "Baidu" + }, + "dragging": false, + "height": 100, + "id": "Baidu:OliveAreasCall", + "position": { + "x": -555.1646448972449, + "y": 22.458226784453046 + }, + "positionAbsolute": { + "x": -555.1646448972449, + "y": 22.458226784453046 + }, + "selected": false, + "sourcePosition": "right", + "targetPosition": "left", + "type": "ragNode", + "width": 100 + }, + { + "data": { + "form": { + "channel": "text", + "top_n": 2 + }, + "label": "DuckDuckGo", + "name": "DuckDuckGo" + }, + "dragging": false, + "height": 100, + "id": "DuckDuckGo:SoftButtonsRefuse", + "position": { + "x": -554.7669080287701, + "y": -111.86266788597959 + }, + "positionAbsolute": { + "x": -554.7669080287701, + "y": -111.86266788597959 + }, + "selected": false, + "sourcePosition": "right", + "targetPosition": "left", + "type": "ragNode", + "width": 100 + }, + { + "data": { + "form": { + "cite": true, + "frequencyPenaltyEnabled": true, + "frequency_penalty": 0.7, + "llm_id": "deepseek-chat", + "message_history_window_size": 12, + "parameter": "Precise", + "parameters": [ + { + "component_id": "Retrieval:BetterRocksJump", + "id": "69415446-49bf-4d4b-8ec9-ac86066f7709", + "key": "kb_input" + }, + { + "component_id": "DuckDuckGo:SoftButtonsRefuse", + "id": "83363c2a-00a8-402f-a45c-ddc4097d7d8b", + "key": "duckduckgo" + }, + { + "component_id": "Wikipedia:WittyRiceLearn", + "id": "92c1e8e4-1597-4e65-a08d-c8cac4ac150f", + "key": "wikipedia" + }, + { + "component_id": "Baidu:OliveAreasCall", + "id": "19b5445a-7a6e-4a26-9aa9-47dfe3a03bea", + "key": "baidu" + } + ], + "presencePenaltyEnabled": true, + "presence_penalty": 0.4, + "prompt": "Role: You are an intelligent assistant. \nTask: Chat with user. Answer the question based on the provided content from: Knowledge Base, Wikipedia, Duckduckgo, Baidu.\nRequirements:\n - Answer should be in markdown format.\n - Answer should include all sources(Knowledge Base, Wikipedia, Duckduckgo, Baidu) as long as they are relevant, and label the sources of the cited content separately.\n - Attach URL links to the content which is quoted from Wikipedia, DuckDuckGo or Baidu.\n - Do not make thing up when there's no relevant information to user's question. \n\n## Knowledge base content\n {kb_input}\n\n\n## Wikipedia content\n{wikipedia}\n\n\n## Duckduckgo content\n{duckduckgo}\n\n\n## Baidu content\n{baidu}", + "temperature": 0.1, + "temperatureEnabled": true, + "topPEnabled": true, + "top_p": 0.3 + }, + "label": "Generate", + "name": "LLM" + }, + "dragging": false, + "height": 150, + "id": "Generate:FullYearsStick", + "position": { + "x": -355.85244068796055, + "y": -225.5280777950136 + }, + "positionAbsolute": { + "x": -355.85244068796055, + "y": -225.5280777950136 + }, + "selected": true, + "sourcePosition": "right", + "targetPosition": "left", + "type": "logicNode", + "width": 150 + } + ] + }, + "history": [], + "messages": [], + "path": [], + "reference": [] + }, + "avatar": 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" +} diff --git a/agent/test/client.py b/agent/test/client.py new file mode 100644 index 0000000000000000000000000000000000000000..be9115290cf45c8d2d73152b745fb978c92793d3 --- /dev/null +++ b/agent/test/client.py @@ -0,0 +1,48 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import argparse +import os +from functools import partial +from agent.canvas import Canvas +from agent.settings import DEBUG + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + dsl_default_path = os.path.join( + os.path.dirname(os.path.realpath(__file__)), + "dsl_examples", + "retrieval_and_generate.json", + ) + parser.add_argument('-s', '--dsl', default=dsl_default_path, help="input dsl", action='store', required=True) + parser.add_argument('-t', '--tenant_id', default=False, help="Tenant ID", action='store', required=True) + parser.add_argument('-m', '--stream', default=False, help="Stream output", action='store_true', required=False) + args = parser.parse_args() + + canvas = Canvas(open(args.dsl, "r").read(), args.tenant_id) + while True: + ans = canvas.run(stream=args.stream) + print("==================== Bot =====================\n> ", end='') + if args.stream and isinstance(ans, partial): + cont = "" + for an in ans(): + print(an["content"][len(cont):], end='', flush=True) + cont = an["content"] + else: + print(ans["content"]) + + if DEBUG: print(canvas.path) + question = input("\n==================== User =====================\n> ") + canvas.add_user_input(question) diff --git a/agent/test/dsl_examples/categorize.json b/agent/test/dsl_examples/categorize.json new file mode 100644 index 0000000000000000000000000000000000000000..549d21b4f185cb460d9d2d0de2f77b7467e79cc8 --- /dev/null +++ b/agent/test/dsl_examples/categorize.json @@ -0,0 +1,45 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["categorize:0"], + "upstream": ["begin"] + }, + "categorize:0": { + "obj": { + "component_name": "Categorize", + "params": { + "llm_id": "deepseek-chat", + "category_description": { + "product_related": { + "description": "The question is about the product usage, appearance and how it works.", + "examples": "Why it always beaming?\nHow to install it onto the wall?\nIt leaks, what to do?" + }, + "others": { + "description": "The question is not about the product usage, appearance and how it works.", + "examples": "How are you doing?\nWhat is your name?\nAre you a robot?\nWhat's the weather?\nWill it rain?" + } + } + } + }, + "downstream": [], + "upstream": ["answer:0"] + } + }, + "history": [], + "path": [], + "answer": [] +} \ No newline at end of file diff --git a/agent/test/dsl_examples/customer_service.json b/agent/test/dsl_examples/customer_service.json new file mode 100644 index 0000000000000000000000000000000000000000..8421e3a26d26129455bfd14dc4acdce9788664a0 --- /dev/null +++ b/agent/test/dsl_examples/customer_service.json @@ -0,0 +1,157 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi! How can I help you?" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["categorize:0"], + "upstream": ["begin", "generate:0", "generate:casual", "generate:answer", "generate:complain", "generate:ask_contact", "message:get_contact"] + }, + "categorize:0": { + "obj": { + "component_name": "Categorize", + "params": { + "llm_id": "deepseek-chat", + "category_description": { + "product_related": { + "description": "The question is about the product usage, appearance and how it works.", + "examples": "Why it always beaming?\nHow to install it onto the wall?\nIt leaks, what to do?\nException: Can't connect to ES cluster\nHow to build the RAGFlow image from scratch", + "to": "retrieval:0" + }, + "casual": { + "description": "The question is not about the product usage, appearance and how it works. Just casual chat.", + "examples": "How are you doing?\nWhat is your name?\nAre you a robot?\nWhat's the weather?\nWill it rain?", + "to": "generate:casual" + }, + "complain": { + "description": "Complain even curse about the product or service you provide. But the comment is not specific enough.", + "examples": "How bad is it.\nIt's really sucks.\nDamn, for God's sake, can it be more steady?\nShit, I just can't use this shit.\nI can't stand it anymore.", + "to": "generate:complain" + }, + "answer": { + "description": "This answer provide a specific contact information, like e-mail, phone number, wechat number, line number, twitter, discord, etc,.", + "examples": "My phone number is 203921\nkevinhu.hk@gmail.com\nThis is my discord number: johndowson_29384", + "to": "message:get_contact" + } + }, + "message_history_window_size": 8 + } + }, + "downstream": ["retrieval:0", "generate:casual", "generate:complain", "message:get_contact"], + "upstream": ["answer:0"] + }, + "generate:casual": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are a customer support. But the customer wants to have a casual chat with you instead of consulting about the product. Be nice, funny, enthusiasm and concern.", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "downstream": ["answer:0"], + "upstream": ["categorize:0"] + }, + "generate:complain": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are a customer support. the Customers complain even curse about the products but not specific enough. You need to ask him/her what's the specific problem with the product. Be nice, patient and concern to soothe your customers’ emotions at first place.", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "downstream": ["answer:0"], + "upstream": ["categorize:0"] + }, + "retrieval:0": { + "obj": { + "component_name": "Retrieval", + "params": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"] + } + }, + "downstream": ["relevant:0"], + "upstream": ["categorize:0"] + }, + "relevant:0": { + "obj": { + "component_name": "Relevant", + "params": { + "llm_id": "deepseek-chat", + "temperature": 0.02, + "yes": "generate:answer", + "no": "generate:ask_contact" + } + }, + "downstream": ["generate:answer", "generate:ask_contact"], + "upstream": ["retrieval:0"] + }, + "generate:answer": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base.", + "temperature": 0.02 + } + }, + "downstream": ["answer:0"], + "upstream": ["relevant:0"] + }, + "generate:ask_contact": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are a customer support. But you can't answer to customers' question. You need to request their contact like E-mail, phone number, Wechat number, LINE number, twitter, discord, etc,. Product experts will contact them later. Please do not ask the same question twice.", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "downstream": ["answer:0"], + "upstream": ["relevant:0"] + }, + "message:get_contact": { + "obj":{ + "component_name": "Message", + "params": { + "messages": [ + "Okay, I've already write this down. What else I can do for you?", + "Get it. What else I can do for you?", + "Thanks for your trust! Our expert will contact ASAP. So, anything else I can do for you?", + "Thanks! So, anything else I can do for you?" + ] + } + }, + "downstream": ["answer:0"], + "upstream": ["categorize:0"] + } + }, + "history": [], + "messages": [], + "path": [], + "reference": [], + "answer": [] +} \ No newline at end of file diff --git a/agent/test/dsl_examples/headhunter_zh.json b/agent/test/dsl_examples/headhunter_zh.json new file mode 100644 index 0000000000000000000000000000000000000000..6e4abc89833d61b5f24b4bb5a27d8cc3526463ee --- /dev/null +++ b/agent/test/dsl_examples/headhunter_zh.json @@ -0,0 +1,210 @@ +{ + "components": { + "begin": { + "obj": { + "component_name": "Begin", + "params": { + "prologue": "您好！我是AGI方向的猎头，了解到您是这方面的大佬，然后冒昧的就联系到您。这边有个机会想和您分享，RAGFlow正在招聘您这个岗位的资深的工程师不知道您那边是不是感兴趣？" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["categorize:0"], + "upstream": ["begin", "message:reject"] + }, + "categorize:0": { + "obj": { + "component_name": "Categorize", + "params": { + "llm_id": "deepseek-chat", + "category_description": { + "about_job": { + "description": "该问题关于职位本身或公司的信息。", + "examples": "什么岗位？\n汇报对象是谁?\n公司多少人？\n公司有啥产品？\n具体工作内容是啥？\n地点哪里？\n双休吗？", + "to": "retrieval:0" + }, + "casual": { + "description": "该问题不关于职位本身或公司的信息，属于闲聊。", + "examples": "你好\n好久不见\n你男的女的？\n你是猴子派来的救兵吗？\n上午开会了?\n你叫啥？\n最近市场如何?生意好做吗？", + "to": "generate:casual" + }, + "interested": { + "description": "该回答表示他对于该职位感兴趣。", + "examples": "嗯\n说吧\n说说看\n还好吧\n是的\n哦\nyes\n具体说说", + "to": "message:introduction" + }, + "answer": { + "description": "该回答表示他对于该职位不感兴趣，或感觉受到骚扰。", + "examples": "不需要\n不感兴趣\n暂时不看\n不要\nno\n我已经不干这个了\n我不是这个方向的", + "to": "message:reject" + } + } + } + }, + "downstream": [ + "message:introduction", + "generate:casual", + "message:reject", + "retrieval:0" + ], + "upstream": ["answer:0"] + }, + "message:introduction": { + "obj": { + "component_name": "Message", + "params": { + "messages": [ + "我简单介绍以下：\nRAGFlow 是一款基于深度文档理解构建的开源 RAG（Retrieval-Augmented Generation）引擎。RAGFlow 可以为各种规模的企业及个人提供一套精简的 RAG 工作流程，结合大语言模型（LLM）针对用户各类不同的复杂格式数据提供可靠的问答以及有理有据的引用。https://github.com/infiniflow/ragflow\n您那边还有什么要了解的？" + ] + } + }, + "downstream": ["answer:1"], + "upstream": ["categorize:0"] + }, + "answer:1": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["categorize:1"], + "upstream": [ + "message:introduction", + "generate:aboutJob", + "generate:casual", + "generate:get_wechat", + "generate:nowechat" + ] + }, + "categorize:1": { + "obj": { + "component_name": "Categorize", + "params": { + "llm_id": "deepseek-chat", + "category_description": { + "about_job": { + "description": "该问题关于职位本身或公司的信息。", + "examples": "什么岗位？\n汇报对象是谁?\n公司多少人？\n公司有啥产品？\n具体工作内容是啥？\n地点哪里？\n双休吗？", + "to": "retrieval:0" + }, + "casual": { + "description": "该问题不关于职位本身或公司的信息，属于闲聊。", + "examples": "你好\n好久不见\n你男的女的？\n你是猴子派来的救兵吗？\n上午开会了?\n你叫啥？\n最近市场如何?生意好做吗？", + "to": "generate:casual" + }, + "wechat": { + "description": "该回答表示他愿意加微信,或者已经报了微信号。", + "examples": "嗯\n可以\n是的\n哦\nyes\n15002333453\nwindblow_2231", + "to": "generate:get_wechat" + }, + "giveup": { + "description": "该回答表示他不愿意加微信。", + "examples": "不需要\n不感兴趣\n暂时不看\n不要\nno\n不方便\n不知道还要加我微信", + "to": "generate:nowechat" + } + }, + "message_history_window_size": 8 + } + }, + "downstream": [ + "retrieval:0", + "generate:casual", + "generate:get_wechat", + "generate:nowechat" + ], + "upstream": ["answer:1"] + }, + "generate:casual": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，现在候选人的聊了和职位无关的话题，请耐心的回应候选人，并将话题往该AGI的职位上带，最好能要到候选人微信号以便后面保持联系。", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "downstream": ["answer:1"], + "upstream": ["categorize:0", "categorize:1"] + }, + "retrieval:0": { + "obj": { + "component_name": "Retrieval", + "params": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"] + } + }, + "downstream": ["generate:aboutJob"], + "upstream": ["categorize:0", "categorize:1"] + }, + "generate:aboutJob": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，候选人问了有关职位或公司的问题，你根据以下职位信息回答。如果职位信息中不包含候选人的问题就回答不清楚、不知道、有待确认等。回答完后引导候选人加微信号，如：\n - 方便加一下微信吗，我把JD发您看看？\n - 微信号多少，我把详细职位JD发您？\n 职位信息如下:\n {input}\n 职位信息如上。", + "temperature": 0.02 + } + }, + "downstream": ["answer:1"], + "upstream": ["retrieval:0"] + }, + "generate:get_wechat": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，候选人表示不反感加微信，如果对方已经报了微信号，表示感谢和信任并表示马上会加上；如果没有，则问对方微信号多少。你的微信号是weixin_kevin，E-mail是kkk@ragflow.com。说话不要重复。不要总是您好。", + "temperature": 0.1, + "message_history_window_size": 12, + "cite": false + } + }, + "downstream": ["answer:1"], + "upstream": ["categorize:1"] + }, + "generate:nowechat": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，当你提出加微信时对方表示拒绝。你需要耐心礼貌的回应候选人，表示对于保护隐私信息给予理解，也可以询问他对该职位的看法和顾虑。并在恰当的时机再次询问微信联系方式。也可以鼓励候选人主动与你取得联系。你的微信号是weixin_kevin，E-mail是kkk@ragflow.com。说话不要重复。不要总是您好。", + "temperature": 0.1, + "message_history_window_size": 12, + "cite": false + } + }, + "downstream": ["answer:1"], + "upstream": ["categorize:1"] + }, + "message:reject": { + "obj": { + "component_name": "Message", + "params": { + "messages": [ + "好的，祝您生活愉快，工作顺利。", + "哦，好的，感谢您宝贵的时间！" + ] + } + }, + "downstream": ["answer:0"], + "upstream": ["categorize:0"] + } + }, + "history": [], + "messages": [], + "path": [], + "reference": [], + "answer": [] +} diff --git a/agent/test/dsl_examples/intergreper.json b/agent/test/dsl_examples/intergreper.json new file mode 100644 index 0000000000000000000000000000000000000000..e528b2756183bce5969b71f101649251c94d3a82 --- /dev/null +++ b/agent/test/dsl_examples/intergreper.json @@ -0,0 +1,39 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there! Please enter the text you want to translate in format like: 'text you want to translate' => target language. For an example: 您好！ => English" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["generate:0"], + "upstream": ["begin", "generate:0"] + }, + "generate:0": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an professional interpreter.\n- Role: an professional interpreter.\n- Input format: content need to be translated => target language. \n- Answer format: => translated content in target language. \n- Examples:\n - user: 您好！ => English. assistant: => How are you doing!\n - user: You look good today. => Japanese. assistant: => 今日は調子がいいですね 。\n", + "temperature": 0.5 + } + }, + "downstream": ["answer:0"], + "upstream": ["answer:0"] + } + }, + "history": [], + "messages": [], + "reference": {}, + "path": [], + "answer": [] +} \ No newline at end of file diff --git a/agent/test/dsl_examples/interpreter.json b/agent/test/dsl_examples/interpreter.json new file mode 100644 index 0000000000000000000000000000000000000000..e528b2756183bce5969b71f101649251c94d3a82 --- /dev/null +++ b/agent/test/dsl_examples/interpreter.json @@ -0,0 +1,39 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there! Please enter the text you want to translate in format like: 'text you want to translate' => target language. For an example: 您好！ => English" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["generate:0"], + "upstream": ["begin", "generate:0"] + }, + "generate:0": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an professional interpreter.\n- Role: an professional interpreter.\n- Input format: content need to be translated => target language. \n- Answer format: => translated content in target language. \n- Examples:\n - user: 您好！ => English. assistant: => How are you doing!\n - user: You look good today. => Japanese. assistant: => 今日は調子がいいですね 。\n", + "temperature": 0.5 + } + }, + "downstream": ["answer:0"], + "upstream": ["answer:0"] + } + }, + "history": [], + "messages": [], + "reference": {}, + "path": [], + "answer": [] +} \ No newline at end of file diff --git a/agent/test/dsl_examples/keyword_wikipedia_and_generate.json b/agent/test/dsl_examples/keyword_wikipedia_and_generate.json new file mode 100644 index 0000000000000000000000000000000000000000..b7ad9cb14252c71bde4c850f1cf38aef1973a43b --- /dev/null +++ b/agent/test/dsl_examples/keyword_wikipedia_and_generate.json @@ -0,0 +1,62 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["keyword:0"], + "upstream": ["begin"] + }, + "keyword:0": { + "obj": { + "component_name": "KeywordExtract", + "params": { + "llm_id": "deepseek-chat", + "prompt": "- Role: You're a question analyzer.\n - Requirements:\n - Summarize user's question, and give top %s important keyword/phrase.\n - Use comma as a delimiter to separate keywords/phrases.\n - Answer format: (in language of user's question)\n - keyword: ", + "temperature": 0.2, + "top_n": 1 + } + }, + "downstream": ["wikipedia:0"], + "upstream": ["answer:0"] + }, + "wikipedia:0": { + "obj":{ + "component_name": "Wikipedia", + "params": { + "top_n": 10 + } + }, + "downstream": ["generate:0"], + "upstream": ["keyword:0"] + }, + "generate:1": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content from Wikipedia. When the answer from Wikipedia is incomplete, you need to output the URL link of the corresponding content as well. When all the content searched from Wikipedia is irrelevant to the question, your answer must include the sentence, \"The answer you are looking for is not found in the Wikipedia!\". Answers need to consider chat history.\n The content of Wikipedia is as follows:\n {input}\n The above is the content of Wikipedia.", + "temperature": 0.2 + } + }, + "downstream": ["answer:0"], + "upstream": ["wikipedia:0"] + } + }, + "history": [], + "path": [], + "messages": [], + "reference": {}, + "answer": [] +} diff --git a/agent/test/dsl_examples/retrieval_and_generate.json b/agent/test/dsl_examples/retrieval_and_generate.json new file mode 100644 index 0000000000000000000000000000000000000000..fbbf076aa7b62a69184c0548bd7e726c72125fd8 --- /dev/null +++ b/agent/test/dsl_examples/retrieval_and_generate.json @@ -0,0 +1,54 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["retrieval:0"], + "upstream": ["begin", "generate:0"] + }, + "retrieval:0": { + "obj": { + "component_name": "Retrieval", + "params": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"] + } + }, + "downstream": ["generate:0"], + "upstream": ["answer:0"] + }, + "generate:0": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please summarize the content of the knowledge base to answer the question. Please list the data in the knowledge base and answer in detail. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\" Answers need to consider chat history.\n Here is the knowledge base:\n {input}\n The above is the knowledge base.", + "temperature": 0.2 + } + }, + "downstream": ["answer:0"], + "upstream": ["retrieval:0"] + } + }, + "history": [], + "messages": [], + "reference": {}, + "path": [], + "answer": [] +} \ No newline at end of file diff --git a/agent/test/dsl_examples/retrieval_categorize_and_generate.json b/agent/test/dsl_examples/retrieval_categorize_and_generate.json new file mode 100644 index 0000000000000000000000000000000000000000..4276b33306fe8ed92337e423b4d00c6b36183867 --- /dev/null +++ b/agent/test/dsl_examples/retrieval_categorize_and_generate.json @@ -0,0 +1,88 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["categorize:0"], + "upstream": ["begin", "generate:0", "switch:0"] + }, + "categorize:0": { + "obj": { + "component_name": "Categorize", + "params": { + "llm_id": "deepseek-chat", + "category_description": { + "product_related": { + "description": "The question is about the product usage, appearance and how it works.", + "examples": "Why it always beaming?\nHow to install it onto the wall?\nIt leaks, what to do?", + "to": "retrieval:0" + }, + "others": { + "description": "The question is not about the product usage, appearance and how it works.", + "examples": "How are you doing?\nWhat is your name?\nAre you a robot?\nWhat's the weather?\nWill it rain?", + "to": "message:0" + } + } + } + }, + "downstream": ["retrieval:0", "message:0"], + "upstream": ["answer:0"] + }, + "message:0": { + "obj":{ + "component_name": "Message", + "params": { + "messages": [ + "Sorry, I don't know. I'm an AI bot." + ] + } + }, + "downstream": ["answer:0"], + "upstream": ["categorize:0"] + }, + "retrieval:0": { + "obj": { + "component_name": "Retrieval", + "params": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"] + } + }, + "downstream": ["generate:0"], + "upstream": ["switch:0"] + }, + "generate:0": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please summarize the content of the knowledge base to answer the question. Please list the data in the knowledge base and answer in detail. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\" Answers need to consider chat history.\n Here is the knowledge base:\n {input}\n The above is the knowledge base.", + "temperature": 0.2 + } + }, + "downstream": ["answer:0"], + "upstream": ["retrieval:0"] + } + }, + "history": [], + "messages": [], + "reference": {}, + "path": [], + "answer": [] +} \ No newline at end of file diff --git a/agent/test/dsl_examples/retrieval_relevant_and_generate.json b/agent/test/dsl_examples/retrieval_relevant_and_generate.json new file mode 100644 index 0000000000000000000000000000000000000000..8eeb3237db035fb491efa2ad1181e5f637e23a4a --- /dev/null +++ b/agent/test/dsl_examples/retrieval_relevant_and_generate.json @@ -0,0 +1,82 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["retrieval:0"], + "upstream": ["begin", "generate:0", "switch:0"] + }, + "retrieval:0": { + "obj": { + "component_name": "Retrieval", + "params": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"], + "empty_response": "Sorry, knowledge base has noting related information." + } + }, + "downstream": ["relevant:0"], + "upstream": ["answer:0"] + }, + "relevant:0": { + "obj": { + "component_name": "Relevant", + "params": { + "llm_id": "deepseek-chat", + "temperature": 0.02, + "yes": "generate:0", + "no": "message:0" + } + }, + "downstream": ["message:0", "generate:0"], + "upstream": ["retrieval:0"] + }, + "generate:0": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base.", + "temperature": 0.2 + } + }, + "downstream": ["answer:0"], + "upstream": ["relevant:0"] + }, + "message:0": { + "obj":{ + "component_name": "Message", + "params": { + "messages": [ + "Sorry, I don't know. Please leave your contact, our experts will contact you later. What's your e-mail/phone/wechat?", + "I'm an AI bot and not quite sure about this question. Please leave your contact, our experts will contact you later. What's your e-mail/phone/wechat?", + "Can't find answer in my knowledge base. Please leave your contact, our experts will contact you later. What's your e-mail/phone/wechat?" + ] + } + }, + "downstream": ["answer:0"], + "upstream": ["relevant:0"] + } + }, + "history": [], + "path": [], + "messages": [], + "reference": {}, + "answer": [] +} \ No newline at end of file diff --git a/agent/test/dsl_examples/retrieval_relevant_keyword_baidu_and_generate.json b/agent/test/dsl_examples/retrieval_relevant_keyword_baidu_and_generate.json new file mode 100644 index 0000000000000000000000000000000000000000..a34b58a362599ce817c1a4ee1c4867213f55444e --- /dev/null +++ b/agent/test/dsl_examples/retrieval_relevant_keyword_baidu_and_generate.json @@ -0,0 +1,103 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["retrieval:0"], + "upstream": ["begin"] + }, + "retrieval:0": { + "obj": { + "component_name": "Retrieval", + "params": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["21ca4e6a2c8911ef8b1e0242ac120006"], + "empty_response": "Sorry, knowledge base has noting related information." + } + }, + "downstream": ["relevant:0"], + "upstream": ["answer:0"] + }, + "relevant:0": { + "obj": { + "component_name": "Relevant", + "params": { + "llm_id": "deepseek-chat", + "temperature": 0.02, + "yes": "generate:0", + "no": "keyword:0" + } + }, + "downstream": ["keyword:0", "generate:0"], + "upstream": ["retrieval:0"] + }, + "generate:0": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base.", + "temperature": 0.2 + } + }, + "downstream": ["answer:0"], + "upstream": ["relevant:0"] + }, + "keyword:0": { + "obj": { + "component_name": "KeywordExtract", + "params": { + "llm_id": "deepseek-chat", + "prompt": "- Role: You're a question analyzer.\n - Requirements:\n - Summarize user's question, and give top %s important keyword/phrase.\n - Use comma as a delimiter to separate keywords/phrases.\n - Answer format: (in language of user's question)\n - keyword: ", + "temperature": 0.2, + "top_n": 1 + } + }, + "downstream": ["baidu:0"], + "upstream": ["relevant:0"] + }, + "baidu:0": { + "obj":{ + "component_name": "Baidu", + "params": { + "top_n": 10 + } + }, + "downstream": ["generate:1"], + "upstream": ["keyword:0"] + }, + "generate:1": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content searched from Baidu. When the answer from a Baidu search is incomplete, you need to output the URL link of the corresponding content as well. When all the content searched from Baidu is irrelevant to the question, your answer must include the sentence, \"The answer you are looking for is not found in the Baidu search!\". Answers need to consider chat history.\n The content of Baidu search is as follows:\n {input}\n The above is the content of Baidu search.", + "temperature": 0.2 + } + }, + "downstream": ["answer:0"], + "upstream": ["baidu:0"] + } + }, + "history": [], + "path": [], + "messages": [], + "reference": {}, + "answer": [] +} diff --git a/agent/test/dsl_examples/retrieval_relevant_rewrite_and_generate.json b/agent/test/dsl_examples/retrieval_relevant_rewrite_and_generate.json new file mode 100644 index 0000000000000000000000000000000000000000..fb290a2ec2f91be086d6fa6daa2afc2e4a01f89c --- /dev/null +++ b/agent/test/dsl_examples/retrieval_relevant_rewrite_and_generate.json @@ -0,0 +1,79 @@ +{ + "components": { + "begin": { + "obj":{ + "component_name": "Begin", + "params": { + "prologue": "Hi there!" + } + }, + "downstream": ["answer:0"], + "upstream": [] + }, + "answer:0": { + "obj": { + "component_name": "Answer", + "params": {} + }, + "downstream": ["retrieval:0"], + "upstream": ["begin", "generate:0", "switch:0"] + }, + "retrieval:0": { + "obj": { + "component_name": "Retrieval", + "params": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"], + "empty_response": "Sorry, knowledge base has noting related information." + } + }, + "downstream": ["relevant:0"], + "upstream": ["answer:0", "rewrite:0"] + }, + "relevant:0": { + "obj": { + "component_name": "Relevant", + "params": { + "llm_id": "deepseek-chat", + "temperature": 0.02, + "yes": "generate:0", + "no": "rewrite:0" + } + }, + "downstream": ["generate:0", "rewrite:0"], + "upstream": ["retrieval:0"] + }, + "generate:0": { + "obj": { + "component_name": "Generate", + "params": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base.", + "temperature": 0.02 + } + }, + "downstream": ["answer:0"], + "upstream": ["relevant:0"] + }, + "rewrite:0": { + "obj":{ + "component_name": "RewriteQuestion", + "params": { + "llm_id": "deepseek-chat", + "temperature": 0.8 + } + }, + "downstream": ["retrieval:0"], + "upstream": ["relevant:0"] + } + }, + "history": [], + "messages": [], + "path": [], + "reference": [], + "answer": [] +} \ No newline at end of file diff --git a/api/__init__.py b/api/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/api/apps/__init__.py b/api/apps/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..0c0ace7f0ae195e1e6dd03a4b3685974628f4bd7 --- /dev/null +++ b/api/apps/__init__.py @@ -0,0 +1,125 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import logging +import os +import sys +from importlib.util import module_from_spec, spec_from_file_location +from pathlib import Path +from flask import Blueprint, Flask +from werkzeug.wrappers.request import Request +from flask_cors import CORS + +from api.db import StatusEnum +from api.db.db_models import close_connection +from api.db.services import UserService +from api.utils import CustomJSONEncoder, commands + +from flask_session import Session +from flask_login import LoginManager +from api.settings import SECRET_KEY, stat_logger +from api.settings import API_VERSION, access_logger +from api.utils.api_utils import server_error_response +from itsdangerous.url_safe import URLSafeTimedSerializer as Serializer + +__all__ = ['app'] + + +logger = logging.getLogger('flask.app') +for h in access_logger.handlers: + logger.addHandler(h) + +Request.json = property(lambda self: self.get_json(force=True, silent=True)) + +app = Flask(__name__) +CORS(app, supports_credentials=True,max_age=2592000) +app.url_map.strict_slashes = False +app.json_encoder = CustomJSONEncoder +app.errorhandler(Exception)(server_error_response) + + +## convince for dev and debug +#app.config["LOGIN_DISABLED"] = True +app.config["SESSION_PERMANENT"] = False +app.config["SESSION_TYPE"] = "filesystem" +app.config['MAX_CONTENT_LENGTH'] = int(os.environ.get("MAX_CONTENT_LENGTH", 128 * 1024 * 1024)) + +Session(app) +login_manager = LoginManager() +login_manager.init_app(app) + +commands.register_commands(app) + + +def search_pages_path(pages_dir): + app_path_list = [path for path in pages_dir.glob('*_app.py') if not path.name.startswith('.')] + api_path_list = [path for path in pages_dir.glob('*_api.py') if not path.name.startswith('.')] + app_path_list.extend(api_path_list) + return app_path_list + + +def register_page(page_path): + path = f'{page_path}' + + page_name = page_path.stem.rstrip('_api') if "_api" in path else page_path.stem.rstrip('_app') + module_name = '.'.join(page_path.parts[page_path.parts.index('api'):-1] + (page_name,)) + + spec = spec_from_file_location(module_name, page_path) + page = module_from_spec(spec) + page.app = app + page.manager = Blueprint(page_name, module_name) + sys.modules[module_name] = page + spec.loader.exec_module(page) + page_name = getattr(page, 'page_name', page_name) + url_prefix = f'/api/{API_VERSION}/{page_name}' if "_api" in path else f'/{API_VERSION}/{page_name}' + + app.register_blueprint(page.manager, url_prefix=url_prefix) + return url_prefix + + +pages_dir = [ + Path(__file__).parent, + Path(__file__).parent.parent / 'api' / 'apps', # FIXME: ragflow/api/api/apps, can be remove? +] + +client_urls_prefix = [ + register_page(path) + for dir in pages_dir + for path in search_pages_path(dir) +] + + +@login_manager.request_loader +def load_user(web_request): + jwt = Serializer(secret_key=SECRET_KEY) + authorization = web_request.headers.get("Authorization") + if authorization: + try: + access_token = str(jwt.loads(authorization)) + user = UserService.query(access_token=access_token, status=StatusEnum.VALID.value) + if user: + return user[0] + else: + return None + except Exception as e: + stat_logger.exception(e) + return None + else: + return None + + +@app.teardown_request +def _db_close(exc): + close_connection() \ No newline at end of file diff --git a/api/apps/api_app.py b/api/apps/api_app.py new file mode 100644 index 0000000000000000000000000000000000000000..c291a4ab173285d57deb1753d1e2db77b4dbdeba --- /dev/null +++ b/api/apps/api_app.py @@ -0,0 +1,739 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import json +import os +import re +from datetime import datetime, timedelta +from flask import request, Response +from flask_login import login_required, current_user + +from api.db import FileType, ParserType, FileSource +from api.db.db_models import APIToken, API4Conversation, Task, File +from api.db.services import duplicate_name +from api.db.services.api_service import APITokenService, API4ConversationService +from api.db.services.dialog_service import DialogService, chat +from api.db.services.document_service import DocumentService +from api.db.services.file2document_service import File2DocumentService +from api.db.services.file_service import FileService +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.task_service import queue_tasks, TaskService +from api.db.services.user_service import UserTenantService +from api.settings import RetCode, retrievaler +from api.utils import get_uuid, current_timestamp, datetime_format +from api.utils.api_utils import server_error_response, get_data_error_result, get_json_result, validate_request +from itsdangerous import URLSafeTimedSerializer + +from api.utils.file_utils import filename_type, thumbnail +from rag.utils.minio_conn import MINIO + +from api.db.services.canvas_service import CanvasTemplateService, UserCanvasService +from agent.canvas import Canvas +from functools import partial + + +def generate_confirmation_token(tenent_id): + serializer = URLSafeTimedSerializer(tenent_id) + return "ragflow-" + serializer.dumps(get_uuid(), salt=tenent_id)[2:34] + + +@manager.route('/new_token', methods=['POST']) +@login_required +def new_token(): + req = request.json + try: + tenants = UserTenantService.query(user_id=current_user.id) + if not tenants: + return get_data_error_result(retmsg="Tenant not found!") + + tenant_id = tenants[0].tenant_id + obj = {"tenant_id": tenant_id, "token": generate_confirmation_token(tenant_id), + "create_time": current_timestamp(), + "create_date": datetime_format(datetime.now()), + "update_time": None, + "update_date": None + } + if req.get("canvas_id"): + obj["dialog_id"] = req["canvas_id"] + obj["source"] = "agent" + else: + obj["dialog_id"] = req["dialog_id"] + + if not APITokenService.save(**obj): + return get_data_error_result(retmsg="Fail to new a dialog!") + + return get_json_result(data=obj) + except Exception as e: + return server_error_response(e) + + +@manager.route('/token_list', methods=['GET']) +@login_required +def token_list(): + try: + tenants = UserTenantService.query(user_id=current_user.id) + if not tenants: + return get_data_error_result(retmsg="Tenant not found!") + + id = request.args.get("dialog_id", request.args["canvas_id"]) + objs = APITokenService.query(tenant_id=tenants[0].tenant_id, dialog_id=id) + return get_json_result(data=[o.to_dict() for o in objs]) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['POST']) +@validate_request("tokens", "tenant_id") +@login_required +def rm(): + req = request.json + try: + for token in req["tokens"]: + APITokenService.filter_delete( + [APIToken.tenant_id == req["tenant_id"], APIToken.token == token]) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/stats', methods=['GET']) +@login_required +def stats(): + try: + tenants = UserTenantService.query(user_id=current_user.id) + if not tenants: + return get_data_error_result(retmsg="Tenant not found!") + objs = API4ConversationService.stats( + tenants[0].tenant_id, + request.args.get( + "from_date", + (datetime.now() - + timedelta( + days=7)).strftime("%Y-%m-%d 24:00:00")), + request.args.get( + "to_date", + datetime.now().strftime("%Y-%m-%d %H:%M:%S")), + "agent" if request.args.get("canvas_id") else None) + res = { + "pv": [(o["dt"], o["pv"]) for o in objs], + "uv": [(o["dt"], o["uv"]) for o in objs], + "speed": [(o["dt"], float(o["tokens"]) / (float(o["duration"] + 0.1))) for o in objs], + "tokens": [(o["dt"], float(o["tokens"]) / 1000.) for o in objs], + "round": [(o["dt"], o["round"]) for o in objs], + "thumb_up": [(o["dt"], o["thumb_up"]) for o in objs] + } + return get_json_result(data=res) + except Exception as e: + return server_error_response(e) + + +@manager.route('/new_conversation', methods=['GET']) +def set_conversation(): + token = request.headers.get('Authorization').split()[1] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + req = request.json + try: + if objs[0].source == "agent": + e, c = UserCanvasService.get_by_id(objs[0].dialog_id) + if not e: + return server_error_response("canvas not found.") + conv = { + "id": get_uuid(), + "dialog_id": c.id, + "user_id": request.args.get("user_id", ""), + "message": [{"role": "assistant", "content": "Hi there!"}], + "source": "agent" + } + API4ConversationService.save(**conv) + return get_json_result(data=conv) + else: + e, dia = DialogService.get_by_id(objs[0].dialog_id) + if not e: + return get_data_error_result(retmsg="Dialog not found") + conv = { + "id": get_uuid(), + "dialog_id": dia.id, + "user_id": request.args.get("user_id", ""), + "message": [{"role": "assistant", "content": dia.prompt_config["prologue"]}] + } + API4ConversationService.save(**conv) + return get_json_result(data=conv) + except Exception as e: + return server_error_response(e) + + +@manager.route('/completion', methods=['POST']) +@validate_request("conversation_id", "messages") +def completion(): + token = request.headers.get('Authorization').split()[1] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + req = request.json + e, conv = API4ConversationService.get_by_id(req["conversation_id"]) + if not e: + return get_data_error_result(retmsg="Conversation not found!") + if "quote" not in req: req["quote"] = False + + msg = [] + for m in req["messages"]: + if m["role"] == "system": + continue + if m["role"] == "assistant" and not msg: + continue + msg.append({"role": m["role"], "content": m["content"]}) + + def fillin_conv(ans): + nonlocal conv + if not conv.reference: + conv.reference.append(ans["reference"]) + else: + conv.reference[-1] = ans["reference"] + conv.message[-1] = {"role": "assistant", "content": ans["answer"]} + + def rename_field(ans): + reference = ans['reference'] + if not isinstance(reference, dict): + return + for chunk_i in reference.get('chunks', []): + if 'docnm_kwd' in chunk_i: + chunk_i['doc_name'] = chunk_i['docnm_kwd'] + chunk_i.pop('docnm_kwd') + + try: + if conv.source == "agent": + stream = req.get("stream", True) + conv.message.append(msg[-1]) + e, cvs = UserCanvasService.get_by_id(conv.dialog_id) + if not e: + return server_error_response("canvas not found.") + del req["conversation_id"] + del req["messages"] + + if not isinstance(cvs.dsl, str): + cvs.dsl = json.dumps(cvs.dsl, ensure_ascii=False) + + if not conv.reference: + conv.reference = [] + conv.message.append({"role": "assistant", "content": ""}) + conv.reference.append({"chunks": [], "doc_aggs": []}) + + final_ans = {"reference": [], "content": ""} + canvas = Canvas(cvs.dsl, objs[0].tenant_id) + + canvas.messages.append(msg[-1]) + canvas.add_user_input(msg[-1]["content"]) + answer = canvas.run(stream=stream) + + assert answer is not None, "Nothing. Is it over?" + + if stream: + assert isinstance(answer, partial), "Nothing. Is it over?" + + def sse(): + nonlocal answer, cvs, conv + try: + for ans in answer(): + for k in ans.keys(): + final_ans[k] = ans[k] + ans = {"answer": ans["content"], "reference": ans.get("reference", [])} + fillin_conv(ans) + rename_field(ans) + yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": ans}, + ensure_ascii=False) + "\n\n" + + canvas.messages.append({"role": "assistant", "content": final_ans["content"]}) + if final_ans.get("reference"): + canvas.reference.append(final_ans["reference"]) + cvs.dsl = json.loads(str(canvas)) + API4ConversationService.append_message(conv.id, conv.to_dict()) + except Exception as e: + yield "data:" + json.dumps({"retcode": 500, "retmsg": str(e), + "data": {"answer": "**ERROR**: " + str(e), "reference": []}}, + ensure_ascii=False) + "\n\n" + yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": True}, ensure_ascii=False) + "\n\n" + + resp = Response(sse(), mimetype="text/event-stream") + resp.headers.add_header("Cache-control", "no-cache") + resp.headers.add_header("Connection", "keep-alive") + resp.headers.add_header("X-Accel-Buffering", "no") + resp.headers.add_header("Content-Type", "text/event-stream; charset=utf-8") + return resp + + final_ans["content"] = "\n".join(answer["content"]) if "content" in answer else "" + canvas.messages.append({"role": "assistant", "content": final_ans["content"]}) + if final_ans.get("reference"): + canvas.reference.append(final_ans["reference"]) + cvs.dsl = json.loads(str(canvas)) + + result = None + for ans in answer(): + ans = {"answer": ans["content"], "reference": ans.get("reference", [])} + result = ans + fillin_conv(ans) + API4ConversationService.append_message(conv.id, conv.to_dict()) + break + rename_field(result) + return get_json_result(data=result) + + #******************For dialog****************** + conv.message.append(msg[-1]) + e, dia = DialogService.get_by_id(conv.dialog_id) + if not e: + return get_data_error_result(retmsg="Dialog not found!") + del req["conversation_id"] + del req["messages"] + + if not conv.reference: + conv.reference = [] + conv.message.append({"role": "assistant", "content": ""}) + conv.reference.append({"chunks": [], "doc_aggs": []}) + + def stream(): + nonlocal dia, msg, req, conv + try: + for ans in chat(dia, msg, True, **req): + fillin_conv(ans) + rename_field(ans) + yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": ans}, + ensure_ascii=False) + "\n\n" + API4ConversationService.append_message(conv.id, conv.to_dict()) + except Exception as e: + yield "data:" + json.dumps({"retcode": 500, "retmsg": str(e), + "data": {"answer": "**ERROR**: " + str(e), "reference": []}}, + ensure_ascii=False) + "\n\n" + yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": True}, ensure_ascii=False) + "\n\n" + + if req.get("stream", True): + resp = Response(stream(), mimetype="text/event-stream") + resp.headers.add_header("Cache-control", "no-cache") + resp.headers.add_header("Connection", "keep-alive") + resp.headers.add_header("X-Accel-Buffering", "no") + resp.headers.add_header("Content-Type", "text/event-stream; charset=utf-8") + return resp + + answer = None + for ans in chat(dia, msg, **req): + answer = ans + fillin_conv(ans) + API4ConversationService.append_message(conv.id, conv.to_dict()) + break + rename_field(answer) + return get_json_result(data=answer) + + except Exception as e: + return server_error_response(e) + + +@manager.route('/conversation/', methods=['GET']) +# @login_required +def get(conversation_id): + try: + e, conv = API4ConversationService.get_by_id(conversation_id) + if not e: + return get_data_error_result(retmsg="Conversation not found!") + + conv = conv.to_dict() + for referenct_i in conv['reference']: + if referenct_i is None or len(referenct_i) == 0: + continue + for chunk_i in referenct_i['chunks']: + if 'docnm_kwd' in chunk_i.keys(): + chunk_i['doc_name'] = chunk_i['docnm_kwd'] + chunk_i.pop('docnm_kwd') + return get_json_result(data=conv) + except Exception as e: + return server_error_response(e) + + +@manager.route('/document/upload', methods=['POST']) +@validate_request("kb_name") +def upload(): + token = request.headers.get('Authorization').split()[1] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + + kb_name = request.form.get("kb_name").strip() + tenant_id = objs[0].tenant_id + + try: + e, kb = KnowledgebaseService.get_by_name(kb_name, tenant_id) + if not e: + return get_data_error_result( + retmsg="Can't find this knowledgebase!") + kb_id = kb.id + except Exception as e: + return server_error_response(e) + + if 'file' not in request.files: + return get_json_result( + data=False, retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR) + + file = request.files['file'] + if file.filename == '': + return get_json_result( + data=False, retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR) + + root_folder = FileService.get_root_folder(tenant_id) + pf_id = root_folder["id"] + FileService.init_knowledgebase_docs(pf_id, tenant_id) + kb_root_folder = FileService.get_kb_folder(tenant_id) + kb_folder = FileService.new_a_file_from_kb(kb.tenant_id, kb.name, kb_root_folder["id"]) + + try: + if DocumentService.get_doc_count(kb.tenant_id) >= int(os.environ.get('MAX_FILE_NUM_PER_USER', 8192)): + return get_data_error_result( + retmsg="Exceed the maximum file number of a free user!") + + filename = duplicate_name( + DocumentService.query, + name=file.filename, + kb_id=kb_id) + filetype = filename_type(filename) + if not filetype: + return get_data_error_result( + retmsg="This type of file has not been supported yet!") + + location = filename + while MINIO.obj_exist(kb_id, location): + location += "_" + blob = request.files['file'].read() + MINIO.put(kb_id, location, blob) + doc = { + "id": get_uuid(), + "kb_id": kb.id, + "parser_id": kb.parser_id, + "parser_config": kb.parser_config, + "created_by": kb.tenant_id, + "type": filetype, + "name": filename, + "location": location, + "size": len(blob), + "thumbnail": thumbnail(filename, blob) + } + + form_data = request.form + if "parser_id" in form_data.keys(): + if request.form.get("parser_id").strip() in list(vars(ParserType).values())[1:-3]: + doc["parser_id"] = request.form.get("parser_id").strip() + if doc["type"] == FileType.VISUAL: + doc["parser_id"] = ParserType.PICTURE.value + if doc["type"] == FileType.AURAL: + doc["parser_id"] = ParserType.AUDIO.value + if re.search(r"\.(ppt|pptx|pages)$", filename): + doc["parser_id"] = ParserType.PRESENTATION.value + + doc_result = DocumentService.insert(doc) + FileService.add_file_from_kb(doc, kb_folder["id"], kb.tenant_id) + except Exception as e: + return server_error_response(e) + + if "run" in form_data.keys(): + if request.form.get("run").strip() == "1": + try: + info = {"run": 1, "progress": 0} + info["progress_msg"] = "" + info["chunk_num"] = 0 + info["token_num"] = 0 + DocumentService.update_by_id(doc["id"], info) + # if str(req["run"]) == TaskStatus.CANCEL.value: + tenant_id = DocumentService.get_tenant_id(doc["id"]) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + + # e, doc = DocumentService.get_by_id(doc["id"]) + TaskService.filter_delete([Task.doc_id == doc["id"]]) + e, doc = DocumentService.get_by_id(doc["id"]) + doc = doc.to_dict() + doc["tenant_id"] = tenant_id + bucket, name = File2DocumentService.get_minio_address(doc_id=doc["id"]) + queue_tasks(doc, bucket, name) + except Exception as e: + return server_error_response(e) + + return get_json_result(data=doc_result.to_json()) + + +@manager.route('/list_chunks', methods=['POST']) +# @login_required +def list_chunks(): + token = request.headers.get('Authorization').split()[1] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + + req = request.json + + try: + if "doc_name" in req.keys(): + tenant_id = DocumentService.get_tenant_id_by_name(req['doc_name']) + doc_id = DocumentService.get_doc_id_by_doc_name(req['doc_name']) + + elif "doc_id" in req.keys(): + tenant_id = DocumentService.get_tenant_id(req['doc_id']) + doc_id = req['doc_id'] + else: + return get_json_result( + data=False, retmsg="Can't find doc_name or doc_id" + ) + + res = retrievaler.chunk_list(doc_id=doc_id, tenant_id=tenant_id) + res = [ + { + "content": res_item["content_with_weight"], + "doc_name": res_item["docnm_kwd"], + "img_id": res_item["img_id"] + } for res_item in res + ] + + except Exception as e: + return server_error_response(e) + + return get_json_result(data=res) + + +@manager.route('/list_kb_docs', methods=['POST']) +# @login_required +def list_kb_docs(): + token = request.headers.get('Authorization').split()[1] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + + req = request.json + tenant_id = objs[0].tenant_id + kb_name = req.get("kb_name", "").strip() + + try: + e, kb = KnowledgebaseService.get_by_name(kb_name, tenant_id) + if not e: + return get_data_error_result( + retmsg="Can't find this knowledgebase!") + kb_id = kb.id + + except Exception as e: + return server_error_response(e) + + page_number = int(req.get("page", 1)) + items_per_page = int(req.get("page_size", 15)) + orderby = req.get("orderby", "create_time") + desc = req.get("desc", True) + keywords = req.get("keywords", "") + + try: + docs, tol = DocumentService.get_by_kb_id( + kb_id, page_number, items_per_page, orderby, desc, keywords) + docs = [{"doc_id": doc['id'], "doc_name": doc['name']} for doc in docs] + + return get_json_result(data={"total": tol, "docs": docs}) + + except Exception as e: + return server_error_response(e) + + +@manager.route('/document', methods=['DELETE']) +# @login_required +def document_rm(): + token = request.headers.get('Authorization').split()[1] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + + tenant_id = objs[0].tenant_id + req = request.json + doc_ids = [] + try: + doc_ids = [DocumentService.get_doc_id_by_doc_name(doc_name) for doc_name in req.get("doc_names", [])] + for doc_id in req.get("doc_ids", []): + if doc_id not in doc_ids: + doc_ids.append(doc_id) + + if not doc_ids: + return get_json_result( + data=False, retmsg="Can't find doc_names or doc_ids" + ) + + except Exception as e: + return server_error_response(e) + + root_folder = FileService.get_root_folder(tenant_id) + pf_id = root_folder["id"] + FileService.init_knowledgebase_docs(pf_id, tenant_id) + + errors = "" + for doc_id in doc_ids: + try: + e, doc = DocumentService.get_by_id(doc_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + tenant_id = DocumentService.get_tenant_id(doc_id) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + + b, n = File2DocumentService.get_minio_address(doc_id=doc_id) + + if not DocumentService.remove_document(doc, tenant_id): + return get_data_error_result( + retmsg="Database error (Document removal)!") + + f2d = File2DocumentService.get_by_document_id(doc_id) + FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id]) + File2DocumentService.delete_by_document_id(doc_id) + + MINIO.rm(b, n) + except Exception as e: + errors += str(e) + + if errors: + return get_json_result(data=False, retmsg=errors, retcode=RetCode.SERVER_ERROR) + + return get_json_result(data=True) + + +@manager.route('/completion_aibotk', methods=['POST']) +@validate_request("Authorization", "conversation_id", "word") +def completion_faq(): + import base64 + req = request.json + + token = req["Authorization"] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + + e, conv = API4ConversationService.get_by_id(req["conversation_id"]) + if not e: + return get_data_error_result(retmsg="Conversation not found!") + if "quote" not in req: req["quote"] = True + + msg = [] + msg.append({"role": "user", "content": req["word"]}) + + try: + conv.message.append(msg[-1]) + e, dia = DialogService.get_by_id(conv.dialog_id) + if not e: + return get_data_error_result(retmsg="Dialog not found!") + del req["conversation_id"] + + if not conv.reference: + conv.reference = [] + conv.message.append({"role": "assistant", "content": ""}) + conv.reference.append({"chunks": [], "doc_aggs": []}) + + def fillin_conv(ans): + nonlocal conv + if not conv.reference: + conv.reference.append(ans["reference"]) + else: + conv.reference[-1] = ans["reference"] + conv.message[-1] = {"role": "assistant", "content": ans["answer"]} + + data_type_picture = { + "type": 3, + "url": "base64 content" + } + data = [ + { + "type": 1, + "content": "" + } + ] + ans = "" + for a in chat(dia, msg, stream=False, **req): + ans = a + break + data[0]["content"] += re.sub(r'##\d\$\$', '', ans["answer"]) + fillin_conv(ans) + API4ConversationService.append_message(conv.id, conv.to_dict()) + + chunk_idxs = [int(match[2]) for match in re.findall(r'##\d\$\$', ans["answer"])] + for chunk_idx in chunk_idxs[:1]: + if ans["reference"]["chunks"][chunk_idx]["img_id"]: + try: + bkt, nm = ans["reference"]["chunks"][chunk_idx]["img_id"].split("-") + response = MINIO.get(bkt, nm) + data_type_picture["url"] = base64.b64encode(response).decode('utf-8') + data.append(data_type_picture) + break + except Exception as e: + return server_error_response(e) + + response = {"code": 200, "msg": "success", "data": data} + return response + + except Exception as e: + return server_error_response(e) + + +@manager.route('/retrieval', methods=['POST']) +@validate_request("kb_id", "question") +def retrieval(): + token = request.headers.get('Authorization').split()[1] + objs = APIToken.query(token=token) + if not objs: + return get_json_result( + data=False, retmsg='Token is not valid!"', retcode=RetCode.AUTHENTICATION_ERROR) + + req = request.json + kb_id = req.get("kb_id") + doc_ids = req.get("doc_ids", []) + question = req.get("question") + page = int(req.get("page", 1)) + size = int(req.get("size", 30)) + similarity_threshold = float(req.get("similarity_threshold", 0.2)) + vector_similarity_weight = float(req.get("vector_similarity_weight", 0.3)) + top = int(req.get("top_k", 1024)) + + try: + e, kb = KnowledgebaseService.get_by_id(kb_id) + if not e: + return get_data_error_result(retmsg="Knowledgebase not found!") + + embd_mdl = TenantLLMService.model_instance( + kb.tenant_id, LLMType.EMBEDDING.value, llm_name=kb.embd_id) + + rerank_mdl = None + if req.get("rerank_id"): + rerank_mdl = TenantLLMService.model_instance( + kb.tenant_id, LLMType.RERANK.value, llm_name=req["rerank_id"]) + + if req.get("keyword", False): + chat_mdl = TenantLLMService.model_instance(kb.tenant_id, LLMType.CHAT) + question += keyword_extraction(chat_mdl, question) + + ranks = retrievaler.retrieval(question, embd_mdl, kb.tenant_id, [kb_id], page, size, + similarity_threshold, vector_similarity_weight, top, + doc_ids, rerank_mdl=rerank_mdl) + for c in ranks["chunks"]: + if "vector" in c: + del c["vector"] + + return get_json_result(data=ranks) + except Exception as e: + if str(e).find("not_found") > 0: + return get_json_result(data=False, retmsg=f'No chunk found! Check the chunk status please!', + retcode=RetCode.DATA_ERROR) + return server_error_response(e) diff --git a/api/apps/canvas_app.py b/api/apps/canvas_app.py new file mode 100644 index 0000000000000000000000000000000000000000..0f17b8ebf2e9364b299a68056b69439e46162604 --- /dev/null +++ b/api/apps/canvas_app.py @@ -0,0 +1,160 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import json +from functools import partial +from flask import request, Response +from flask_login import login_required, current_user +from api.db.services.canvas_service import CanvasTemplateService, UserCanvasService +from api.utils import get_uuid +from api.utils.api_utils import get_json_result, server_error_response, validate_request +from agent.canvas import Canvas + + +@manager.route('/templates', methods=['GET']) +@login_required +def templates(): + return get_json_result(data=[c.to_dict() for c in CanvasTemplateService.get_all()]) + + +@manager.route('/list', methods=['GET']) +@login_required +def canvas_list(): + return get_json_result(data=sorted([c.to_dict() for c in \ + UserCanvasService.query(user_id=current_user.id)], key=lambda x: x["update_time"]*-1) + ) + + +@manager.route('/rm', methods=['POST']) +@validate_request("canvas_ids") +@login_required +def rm(): + for i in request.json["canvas_ids"]: + UserCanvasService.delete_by_id(i) + return get_json_result(data=True) + + +@manager.route('/set', methods=['POST']) +@validate_request("dsl", "title") +@login_required +def save(): + req = request.json + req["user_id"] = current_user.id + if not isinstance(req["dsl"], str): req["dsl"] = json.dumps(req["dsl"], ensure_ascii=False) + + req["dsl"] = json.loads(req["dsl"]) + if "id" not in req: + if UserCanvasService.query(user_id=current_user.id, title=req["title"].strip()): + return server_error_response(ValueError("Duplicated title.")) + req["id"] = get_uuid() + if not UserCanvasService.save(**req): + return server_error_response("Fail to save canvas.") + else: + UserCanvasService.update_by_id(req["id"], req) + + return get_json_result(data=req) + + +@manager.route('/get/', methods=['GET']) +@login_required +def get(canvas_id): + e, c = UserCanvasService.get_by_id(canvas_id) + if not e: + return server_error_response("canvas not found.") + return get_json_result(data=c.to_dict()) + + +@manager.route('/completion', methods=['POST']) +@validate_request("id") +@login_required +def run(): + req = request.json + stream = req.get("stream", True) + e, cvs = UserCanvasService.get_by_id(req["id"]) + if not e: + return server_error_response("canvas not found.") + + if not isinstance(cvs.dsl, str): + cvs.dsl = json.dumps(cvs.dsl, ensure_ascii=False) + + final_ans = {"reference": [], "content": ""} + try: + canvas = Canvas(cvs.dsl, current_user.id) + if "message" in req: + canvas.messages.append({"role": "user", "content": req["message"]}) + canvas.add_user_input(req["message"]) + answer = canvas.run(stream=stream) + print(canvas) + except Exception as e: + return server_error_response(e) + + assert answer is not None, "Nothing. Is it over?" + + if stream: + assert isinstance(answer, partial), "Nothing. Is it over?" + + def sse(): + nonlocal answer, cvs + try: + for ans in answer(): + for k in ans.keys(): + final_ans[k] = ans[k] + ans = {"answer": ans["content"], "reference": ans.get("reference", [])} + yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": ans}, ensure_ascii=False) + "\n\n" + + canvas.messages.append({"role": "assistant", "content": final_ans["content"]}) + if final_ans.get("reference"): + canvas.reference.append(final_ans["reference"]) + cvs.dsl = json.loads(str(canvas)) + UserCanvasService.update_by_id(req["id"], cvs.to_dict()) + except Exception as e: + yield "data:" + json.dumps({"retcode": 500, "retmsg": str(e), + "data": {"answer": "**ERROR**: " + str(e), "reference": []}}, + ensure_ascii=False) + "\n\n" + yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": True}, ensure_ascii=False) + "\n\n" + + resp = Response(sse(), mimetype="text/event-stream") + resp.headers.add_header("Cache-control", "no-cache") + resp.headers.add_header("Connection", "keep-alive") + resp.headers.add_header("X-Accel-Buffering", "no") + resp.headers.add_header("Content-Type", "text/event-stream; charset=utf-8") + return resp + + final_ans["content"] = "\n".join(answer["content"]) if "content" in answer else "" + canvas.messages.append({"role": "assistant", "content": final_ans["content"]}) + if final_ans.get("reference"): + canvas.reference.append(final_ans["reference"]) + cvs.dsl = json.loads(str(canvas)) + UserCanvasService.update_by_id(req["id"], cvs.to_dict()) + return get_json_result(data={"answer": final_ans["content"], "reference": final_ans.get("reference", [])}) + + +@manager.route('/reset', methods=['POST']) +@validate_request("id") +@login_required +def reset(): + req = request.json + try: + e, user_canvas = UserCanvasService.get_by_id(req["id"]) + if not e: + return server_error_response("canvas not found.") + + canvas = Canvas(json.dumps(user_canvas.dsl), current_user.id) + canvas.reset() + req["dsl"] = json.loads(str(canvas)) + UserCanvasService.update_by_id(req["id"], {"dsl": req["dsl"]}) + return get_json_result(data=req["dsl"]) + except Exception as e: + return server_error_response(e) diff --git a/api/apps/chunk_app.py b/api/apps/chunk_app.py new file mode 100644 index 0000000000000000000000000000000000000000..f65c53b396c9613ad82d36c7d62c1696091fe269 --- /dev/null +++ b/api/apps/chunk_app.py @@ -0,0 +1,318 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import datetime +import json +import traceback + +from flask import request +from flask_login import login_required, current_user +from elasticsearch_dsl import Q + +from rag.app.qa import rmPrefix, beAdoc +from rag.nlp import search, rag_tokenizer, keyword_extraction +from rag.utils.es_conn import ELASTICSEARCH +from rag.utils import rmSpace +from api.db import LLMType, ParserType +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.llm_service import TenantLLMService +from api.db.services.user_service import UserTenantService +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.db.services.document_service import DocumentService +from api.settings import RetCode, retrievaler, kg_retrievaler +from api.utils.api_utils import get_json_result +import hashlib +import re + + +@manager.route('/list', methods=['POST']) +@login_required +@validate_request("doc_id") +def list_chunk(): + req = request.json + doc_id = req["doc_id"] + page = int(req.get("page", 1)) + size = int(req.get("size", 30)) + question = req.get("keywords", "") + try: + tenant_id = DocumentService.get_tenant_id(req["doc_id"]) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + e, doc = DocumentService.get_by_id(doc_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + query = { + "doc_ids": [doc_id], "page": page, "size": size, "question": question, "sort": True + } + if "available_int" in req: + query["available_int"] = int(req["available_int"]) + sres = retrievaler.search(query, search.index_name(tenant_id)) + res = {"total": sres.total, "chunks": [], "doc": doc.to_dict()} + for id in sres.ids: + d = { + "chunk_id": id, + "content_with_weight": rmSpace(sres.highlight[id]) if question and id in sres.highlight else sres.field[ + id].get( + "content_with_weight", ""), + "doc_id": sres.field[id]["doc_id"], + "docnm_kwd": sres.field[id]["docnm_kwd"], + "important_kwd": sres.field[id].get("important_kwd", []), + "img_id": sres.field[id].get("img_id", ""), + "available_int": sres.field[id].get("available_int", 1), + "positions": sres.field[id].get("position_int", "").split("\t") + } + if len(d["positions"]) % 5 == 0: + poss = [] + for i in range(0, len(d["positions"]), 5): + poss.append([float(d["positions"][i]), float(d["positions"][i + 1]), float(d["positions"][i + 2]), + float(d["positions"][i + 3]), float(d["positions"][i + 4])]) + d["positions"] = poss + res["chunks"].append(d) + return get_json_result(data=res) + except Exception as e: + if str(e).find("not_found") > 0: + return get_json_result(data=False, retmsg=f'No chunk found!', + retcode=RetCode.DATA_ERROR) + return server_error_response(e) + + +@manager.route('/get', methods=['GET']) +@login_required +def get(): + chunk_id = request.args["chunk_id"] + try: + tenants = UserTenantService.query(user_id=current_user.id) + if not tenants: + return get_data_error_result(retmsg="Tenant not found!") + res = ELASTICSEARCH.get( + chunk_id, search.index_name( + tenants[0].tenant_id)) + if not res.get("found"): + return server_error_response("Chunk not found") + id = res["_id"] + res = res["_source"] + res["chunk_id"] = id + k = [] + for n in res.keys(): + if re.search(r"(_vec$|_sm_|_tks|_ltks)", n): + k.append(n) + for n in k: + del res[n] + + return get_json_result(data=res) + except Exception as e: + if str(e).find("NotFoundError") >= 0: + return get_json_result(data=False, retmsg=f'Chunk not found!', + retcode=RetCode.DATA_ERROR) + return server_error_response(e) + + +@manager.route('/set', methods=['POST']) +@login_required +@validate_request("doc_id", "chunk_id", "content_with_weight", + "important_kwd") +def set(): + req = request.json + d = { + "id": req["chunk_id"], + "content_with_weight": req["content_with_weight"]} + d["content_ltks"] = rag_tokenizer.tokenize(req["content_with_weight"]) + d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"]) + d["important_kwd"] = req["important_kwd"] + d["important_tks"] = rag_tokenizer.tokenize(" ".join(req["important_kwd"])) + if "available_int" in req: + d["available_int"] = req["available_int"] + + try: + tenant_id = DocumentService.get_tenant_id(req["doc_id"]) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + + embd_id = DocumentService.get_embd_id(req["doc_id"]) + embd_mdl = TenantLLMService.model_instance( + tenant_id, LLMType.EMBEDDING.value, embd_id) + + e, doc = DocumentService.get_by_id(req["doc_id"]) + if not e: + return get_data_error_result(retmsg="Document not found!") + + if doc.parser_id == ParserType.QA: + arr = [ + t for t in re.split( + r"[\n\t]", + req["content_with_weight"]) if len(t) > 1] + if len(arr) != 2: + return get_data_error_result( + retmsg="Q&A must be separated by TAB/ENTER key.") + q, a = rmPrefix(arr[0]), rmPrefix(arr[1]) + d = beAdoc(d, arr[0], arr[1], not any( + [rag_tokenizer.is_chinese(t) for t in q + a])) + + v, c = embd_mdl.encode([doc.name, req["content_with_weight"]]) + v = 0.1 * v[0] + 0.9 * v[1] if doc.parser_id != ParserType.QA else v[1] + d["q_%d_vec" % len(v)] = v.tolist() + ELASTICSEARCH.upsert([d], search.index_name(tenant_id)) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/switch', methods=['POST']) +@login_required +@validate_request("chunk_ids", "available_int", "doc_id") +def switch(): + req = request.json + try: + tenant_id = DocumentService.get_tenant_id(req["doc_id"]) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + if not ELASTICSEARCH.upsert([{"id": i, "available_int": int(req["available_int"])} for i in req["chunk_ids"]], + search.index_name(tenant_id)): + return get_data_error_result(retmsg="Index updating failure") + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['POST']) +@login_required +@validate_request("chunk_ids", "doc_id") +def rm(): + req = request.json + try: + if not ELASTICSEARCH.deleteByQuery( + Q("ids", values=req["chunk_ids"]), search.index_name(current_user.id)): + return get_data_error_result(retmsg="Index updating failure") + e, doc = DocumentService.get_by_id(req["doc_id"]) + if not e: + return get_data_error_result(retmsg="Document not found!") + deleted_chunk_ids = req["chunk_ids"] + chunk_number = len(deleted_chunk_ids) + DocumentService.decrement_chunk_num(doc.id, doc.kb_id, 1, chunk_number, 0) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/create', methods=['POST']) +@login_required +@validate_request("doc_id", "content_with_weight") +def create(): + req = request.json + md5 = hashlib.md5() + md5.update((req["content_with_weight"] + req["doc_id"]).encode("utf-8")) + chunck_id = md5.hexdigest() + d = {"id": chunck_id, "content_ltks": rag_tokenizer.tokenize(req["content_with_weight"]), + "content_with_weight": req["content_with_weight"]} + d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"]) + d["important_kwd"] = req.get("important_kwd", []) + d["important_tks"] = rag_tokenizer.tokenize(" ".join(req.get("important_kwd", []))) + d["create_time"] = str(datetime.datetime.now()).replace("T", " ")[:19] + d["create_timestamp_flt"] = datetime.datetime.now().timestamp() + + try: + e, doc = DocumentService.get_by_id(req["doc_id"]) + if not e: + return get_data_error_result(retmsg="Document not found!") + d["kb_id"] = [doc.kb_id] + d["docnm_kwd"] = doc.name + d["doc_id"] = doc.id + + tenant_id = DocumentService.get_tenant_id(req["doc_id"]) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + + embd_id = DocumentService.get_embd_id(req["doc_id"]) + embd_mdl = TenantLLMService.model_instance( + tenant_id, LLMType.EMBEDDING.value, embd_id) + + v, c = embd_mdl.encode([doc.name, req["content_with_weight"]]) + v = 0.1 * v[0] + 0.9 * v[1] + d["q_%d_vec" % len(v)] = v.tolist() + ELASTICSEARCH.upsert([d], search.index_name(tenant_id)) + + DocumentService.increment_chunk_num( + doc.id, doc.kb_id, c, 1, 0) + return get_json_result(data={"chunk_id": chunck_id}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/retrieval_test', methods=['POST']) +@login_required +@validate_request("kb_id", "question") +def retrieval_test(): + req = request.json + page = int(req.get("page", 1)) + size = int(req.get("size", 30)) + question = req["question"] + kb_id = req["kb_id"] + doc_ids = req.get("doc_ids", []) + similarity_threshold = float(req.get("similarity_threshold", 0.2)) + vector_similarity_weight = float(req.get("vector_similarity_weight", 0.3)) + top = int(req.get("top_k", 1024)) + try: + e, kb = KnowledgebaseService.get_by_id(kb_id) + if not e: + return get_data_error_result(retmsg="Knowledgebase not found!") + + embd_mdl = TenantLLMService.model_instance( + kb.tenant_id, LLMType.EMBEDDING.value, llm_name=kb.embd_id) + + rerank_mdl = None + if req.get("rerank_id"): + rerank_mdl = TenantLLMService.model_instance( + kb.tenant_id, LLMType.RERANK.value, llm_name=req["rerank_id"]) + + if req.get("keyword", False): + chat_mdl = TenantLLMService.model_instance(kb.tenant_id, LLMType.CHAT) + question += keyword_extraction(chat_mdl, question) + + retr = retrievaler if kb.parser_id != ParserType.KG else kg_retrievaler + ranks = retr.retrieval(question, embd_mdl, kb.tenant_id, [kb_id], page, size, + similarity_threshold, vector_similarity_weight, top, + doc_ids, rerank_mdl=rerank_mdl) + for c in ranks["chunks"]: + if "vector" in c: + del c["vector"] + + return get_json_result(data=ranks) + except Exception as e: + if str(e).find("not_found") > 0: + return get_json_result(data=False, retmsg=f'No chunk found! Check the chunk status please!', + retcode=RetCode.DATA_ERROR) + return server_error_response(e) + + +@manager.route('/knowledge_graph', methods=['GET']) +@login_required +def knowledge_graph(): + doc_id = request.args["doc_id"] + req = { + "doc_ids":[doc_id], + "knowledge_graph_kwd": ["graph", "mind_map"] + } + tenant_id = DocumentService.get_tenant_id(doc_id) + sres = retrievaler.search(req, search.index_name(tenant_id)) + obj = {"graph": {}, "mind_map": {}} + for id in sres.ids[:2]: + ty = sres.field[id]["knowledge_graph_kwd"] + try: + obj[ty] = json.loads(sres.field[id]["content_with_weight"]) + except Exception as e: + print(traceback.format_exc(), flush=True) + + return get_json_result(data=obj) + diff --git a/api/apps/conversation_app.py b/api/apps/conversation_app.py new file mode 100644 index 0000000000000000000000000000000000000000..b3088f76ce8c9f5c4644b523f665e0ccf0742e1e --- /dev/null +++ b/api/apps/conversation_app.py @@ -0,0 +1,177 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from copy import deepcopy +from flask import request, Response +from flask_login import login_required +from api.db.services.dialog_service import DialogService, ConversationService, chat +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.utils import get_uuid +from api.utils.api_utils import get_json_result +import json + + +@manager.route('/set', methods=['POST']) +@login_required +def set_conversation(): + req = request.json + conv_id = req.get("conversation_id") + if conv_id: + del req["conversation_id"] + try: + if not ConversationService.update_by_id(conv_id, req): + return get_data_error_result(retmsg="Conversation not found!") + e, conv = ConversationService.get_by_id(conv_id) + if not e: + return get_data_error_result( + retmsg="Fail to update a conversation!") + conv = conv.to_dict() + return get_json_result(data=conv) + except Exception as e: + return server_error_response(e) + + try: + e, dia = DialogService.get_by_id(req["dialog_id"]) + if not e: + return get_data_error_result(retmsg="Dialog not found") + conv = { + "id": get_uuid(), + "dialog_id": req["dialog_id"], + "name": req.get("name", "New conversation"), + "message": [{"role": "assistant", "content": dia.prompt_config["prologue"]}] + } + ConversationService.save(**conv) + e, conv = ConversationService.get_by_id(conv["id"]) + if not e: + return get_data_error_result(retmsg="Fail to new a conversation!") + conv = conv.to_dict() + return get_json_result(data=conv) + except Exception as e: + return server_error_response(e) + + +@manager.route('/get', methods=['GET']) +@login_required +def get(): + conv_id = request.args["conversation_id"] + try: + e, conv = ConversationService.get_by_id(conv_id) + if not e: + return get_data_error_result(retmsg="Conversation not found!") + conv = conv.to_dict() + return get_json_result(data=conv) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['POST']) +@login_required +def rm(): + conv_ids = request.json["conversation_ids"] + try: + for cid in conv_ids: + ConversationService.delete_by_id(cid) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/list', methods=['GET']) +@login_required +def list_convsersation(): + dialog_id = request.args["dialog_id"] + try: + convs = ConversationService.query( + dialog_id=dialog_id, + order_by=ConversationService.model.create_time, + reverse=True) + convs = [d.to_dict() for d in convs] + return get_json_result(data=convs) + except Exception as e: + return server_error_response(e) + + +@manager.route('/completion', methods=['POST']) +@login_required +#@validate_request("conversation_id", "messages") +def completion(): + req = request.json + #req = {"conversation_id": "9aaaca4c11d311efa461fa163e197198", "messages": [ + # {"role": "user", "content": "上海有吗？"} + #]} + msg = [] + for m in req["messages"]: + if m["role"] == "system": + continue + if m["role"] == "assistant" and not msg: + continue + msg.append({"role": m["role"], "content": m["content"]}) + if "doc_ids" in m: + msg[-1]["doc_ids"] = m["doc_ids"] + try: + e, conv = ConversationService.get_by_id(req["conversation_id"]) + if not e: + return get_data_error_result(retmsg="Conversation not found!") + conv.message.append(deepcopy(msg[-1])) + e, dia = DialogService.get_by_id(conv.dialog_id) + if not e: + return get_data_error_result(retmsg="Dialog not found!") + del req["conversation_id"] + del req["messages"] + + if not conv.reference: + conv.reference = [] + conv.message.append({"role": "assistant", "content": ""}) + conv.reference.append({"chunks": [], "doc_aggs": []}) + + def fillin_conv(ans): + nonlocal conv + if not conv.reference: + conv.reference.append(ans["reference"]) + else: conv.reference[-1] = ans["reference"] + conv.message[-1] = {"role": "assistant", "content": ans["answer"]} + + def stream(): + nonlocal dia, msg, req, conv + try: + for ans in chat(dia, msg, True, **req): + fillin_conv(ans) + yield "data:"+json.dumps({"retcode": 0, "retmsg": "", "data": ans}, ensure_ascii=False) + "\n\n" + ConversationService.update_by_id(conv.id, conv.to_dict()) + except Exception as e: + yield "data:" + json.dumps({"retcode": 500, "retmsg": str(e), + "data": {"answer": "**ERROR**: "+str(e), "reference": []}}, + ensure_ascii=False) + "\n\n" + yield "data:"+json.dumps({"retcode": 0, "retmsg": "", "data": True}, ensure_ascii=False) + "\n\n" + + if req.get("stream", True): + resp = Response(stream(), mimetype="text/event-stream") + resp.headers.add_header("Cache-control", "no-cache") + resp.headers.add_header("Connection", "keep-alive") + resp.headers.add_header("X-Accel-Buffering", "no") + resp.headers.add_header("Content-Type", "text/event-stream; charset=utf-8") + return resp + + else: + answer = None + for ans in chat(dia, msg, **req): + answer = ans + fillin_conv(ans) + ConversationService.update_by_id(conv.id, conv.to_dict()) + break + return get_json_result(data=answer) + except Exception as e: + return server_error_response(e) + diff --git a/api/apps/dataset_api.py b/api/apps/dataset_api.py new file mode 100644 index 0000000000000000000000000000000000000000..7b2074239adbd5eff0b07c0ce5a2f13a93e2c2bd --- /dev/null +++ b/api/apps/dataset_api.py @@ -0,0 +1,878 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import os +import pathlib +import re +import warnings +from functools import partial +from io import BytesIO + +from elasticsearch_dsl import Q +from flask import request, send_file +from flask_login import login_required, current_user +from httpx import HTTPError + +from api.contants import NAME_LENGTH_LIMIT +from api.db import FileType, ParserType, FileSource, TaskStatus +from api.db import StatusEnum +from api.db.db_models import File +from api.db.services import duplicate_name +from api.db.services.document_service import DocumentService +from api.db.services.file2document_service import File2DocumentService +from api.db.services.file_service import FileService +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.user_service import TenantService +from api.settings import RetCode +from api.utils import get_uuid +from api.utils.api_utils import construct_json_result, construct_error_response +from api.utils.api_utils import construct_result, validate_request +from api.utils.file_utils import filename_type, thumbnail +from rag.app import book, laws, manual, naive, one, paper, presentation, qa, resume, table, picture, audio, email +from rag.nlp import search +from rag.utils.es_conn import ELASTICSEARCH +from rag.utils.minio_conn import MINIO + +MAXIMUM_OF_UPLOADING_FILES = 256 + + +# ------------------------------ create a dataset --------------------------------------- + +@manager.route("/", methods=["POST"]) +@login_required # use login +@validate_request("name") # check name key +def create_dataset(): + # Check if Authorization header is present + authorization_token = request.headers.get("Authorization") + if not authorization_token: + return construct_json_result(code=RetCode.AUTHENTICATION_ERROR, message="Authorization header is missing.") + + # TODO: Login or API key + # objs = APIToken.query(token=authorization_token) + # + # # Authorization error + # if not objs: + # return construct_json_result(code=RetCode.AUTHENTICATION_ERROR, message="Token is invalid.") + # + # tenant_id = objs[0].tenant_id + + tenant_id = current_user.id + request_body = request.json + + # In case that there's no name + if "name" not in request_body: + return construct_json_result(code=RetCode.DATA_ERROR, message="Expected 'name' field in request body") + + dataset_name = request_body["name"] + + # empty dataset_name + if not dataset_name: + return construct_json_result(code=RetCode.DATA_ERROR, message="Empty dataset name") + + # In case that there's space in the head or the tail + dataset_name = dataset_name.strip() + + # In case that the length of the name exceeds the limit + dataset_name_length = len(dataset_name) + if dataset_name_length > NAME_LENGTH_LIMIT: + return construct_json_result( + code=RetCode.DATA_ERROR, + message=f"Dataset name: {dataset_name} with length {dataset_name_length} exceeds {NAME_LENGTH_LIMIT}!") + + # In case that there are other fields in the data-binary + if len(request_body.keys()) > 1: + name_list = [] + for key_name in request_body.keys(): + if key_name != "name": + name_list.append(key_name) + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"fields: {name_list}, are not allowed in request body.") + + # If there is a duplicate name, it will modify it to make it unique + request_body["name"] = duplicate_name( + KnowledgebaseService.query, + name=dataset_name, + tenant_id=tenant_id, + status=StatusEnum.VALID.value) + try: + request_body["id"] = get_uuid() + request_body["tenant_id"] = tenant_id + request_body["created_by"] = tenant_id + exist, t = TenantService.get_by_id(tenant_id) + if not exist: + return construct_result(code=RetCode.AUTHENTICATION_ERROR, message="Tenant not found.") + request_body["embd_id"] = t.embd_id + if not KnowledgebaseService.save(**request_body): + # failed to create new dataset + return construct_result() + return construct_json_result(code=RetCode.SUCCESS, + data={"dataset_name": request_body["name"], "dataset_id": request_body["id"]}) + except Exception as e: + return construct_error_response(e) + + +# -----------------------------list datasets------------------------------------------------------- + +@manager.route("/", methods=["GET"]) +@login_required +def list_datasets(): + offset = request.args.get("offset", 0) + count = request.args.get("count", -1) + orderby = request.args.get("orderby", "create_time") + desc = request.args.get("desc", True) + try: + tenants = TenantService.get_joined_tenants_by_user_id(current_user.id) + datasets = KnowledgebaseService.get_by_tenant_ids_by_offset( + [m["tenant_id"] for m in tenants], current_user.id, int(offset), int(count), orderby, desc) + return construct_json_result(data=datasets, code=RetCode.SUCCESS, message=f"List datasets successfully!") + except Exception as e: + return construct_error_response(e) + except HTTPError as http_err: + return construct_json_result(http_err) + + +# ---------------------------------delete a dataset ---------------------------- + +@manager.route("/", methods=["DELETE"]) +@login_required +def remove_dataset(dataset_id): + try: + datasets = KnowledgebaseService.query(created_by=current_user.id, id=dataset_id) + + # according to the id, searching for the dataset + if not datasets: + return construct_json_result(message=f"The dataset cannot be found for your current account.", + code=RetCode.OPERATING_ERROR) + + # Iterating the documents inside the dataset + for doc in DocumentService.query(kb_id=dataset_id): + if not DocumentService.remove_document(doc, datasets[0].tenant_id): + # the process of deleting failed + return construct_json_result(code=RetCode.DATA_ERROR, + message="There was an error during the document removal process. " + "Please check the status of the RAGFlow server and try the removal again.") + # delete the other files + f2d = File2DocumentService.get_by_document_id(doc.id) + FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id]) + File2DocumentService.delete_by_document_id(doc.id) + + # delete the dataset + if not KnowledgebaseService.delete_by_id(dataset_id): + return construct_json_result(code=RetCode.DATA_ERROR, + message="There was an error during the dataset removal process. " + "Please check the status of the RAGFlow server and try the removal again.") + # success + return construct_json_result(code=RetCode.SUCCESS, message=f"Remove dataset: {dataset_id} successfully") + except Exception as e: + return construct_error_response(e) + + +# ------------------------------ get details of a dataset ---------------------------------------- + +@manager.route("/", methods=["GET"]) +@login_required +def get_dataset(dataset_id): + try: + dataset = KnowledgebaseService.get_detail(dataset_id) + if not dataset: + return construct_json_result(code=RetCode.DATA_ERROR, message="Can't find this dataset!") + return construct_json_result(data=dataset, code=RetCode.SUCCESS) + except Exception as e: + return construct_json_result(e) + + +# ------------------------------ update a dataset -------------------------------------------- + +@manager.route("/", methods=["PUT"]) +@login_required +def update_dataset(dataset_id): + req = request.json + try: + # the request cannot be empty + if not req: + return construct_json_result(code=RetCode.DATA_ERROR, message="Please input at least one parameter that " + "you want to update!") + # check whether the dataset can be found + if not KnowledgebaseService.query(created_by=current_user.id, id=dataset_id): + return construct_json_result(message=f"Only the owner of knowledgebase is authorized for this operation!", + code=RetCode.OPERATING_ERROR) + + exist, dataset = KnowledgebaseService.get_by_id(dataset_id) + # check whether there is this dataset + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, message="This dataset cannot be found!") + + if "name" in req: + name = req["name"].strip() + # check whether there is duplicate name + if name.lower() != dataset.name.lower() \ + and len(KnowledgebaseService.query(name=name, tenant_id=current_user.id, + status=StatusEnum.VALID.value)) > 1: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"The name: {name.lower()} is already used by other " + f"datasets. Please choose a different name.") + + dataset_updating_data = {} + chunk_num = req.get("chunk_num") + # modify the value of 11 parameters + + # 2 parameters: embedding id and chunk method + # only if chunk_num is 0, the user can update the embedding id + if req.get("embedding_model_id"): + if chunk_num == 0: + dataset_updating_data["embd_id"] = req["embedding_model_id"] + else: + return construct_json_result(code=RetCode.DATA_ERROR, + message="You have already parsed the document in this " + "dataset, so you cannot change the embedding " + "model.") + # only if chunk_num is 0, the user can update the chunk_method + if "chunk_method" in req: + type_value = req["chunk_method"] + if is_illegal_value_for_enum(type_value, ParserType): + return construct_json_result(message=f"Illegal value {type_value} for 'chunk_method' field.", + code=RetCode.DATA_ERROR) + if chunk_num != 0: + construct_json_result(code=RetCode.DATA_ERROR, message="You have already parsed the document " + "in this dataset, so you cannot " + "change the chunk method.") + dataset_updating_data["parser_id"] = req["template_type"] + + # convert the photo parameter to avatar + if req.get("photo"): + dataset_updating_data["avatar"] = req["photo"] + + # layout_recognize + if "layout_recognize" in req: + if "parser_config" not in dataset_updating_data: + dataset_updating_data['parser_config'] = {} + dataset_updating_data['parser_config']['layout_recognize'] = req['layout_recognize'] + + # TODO: updating use_raptor needs to construct a class + + # 6 parameters + for key in ["name", "language", "description", "permission", "id", "token_num"]: + if key in req: + dataset_updating_data[key] = req.get(key) + + # update + if not KnowledgebaseService.update_by_id(dataset.id, dataset_updating_data): + return construct_json_result(code=RetCode.OPERATING_ERROR, message="Failed to update! " + "Please check the status of RAGFlow " + "server and try again!") + + exist, dataset = KnowledgebaseService.get_by_id(dataset.id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, message="Failed to get the dataset " + "using the dataset ID.") + + return construct_json_result(data=dataset.to_json(), code=RetCode.SUCCESS) + except Exception as e: + return construct_error_response(e) + + +# --------------------------------content management ---------------------------------------------- + +# ----------------------------upload files----------------------------------------------------- +@manager.route("//documents/", methods=["POST"]) +@login_required +def upload_documents(dataset_id): + # no files + if not request.files: + return construct_json_result( + message="There is no file!", code=RetCode.ARGUMENT_ERROR) + + # the number of uploading files exceeds the limit + file_objs = request.files.getlist("file") + num_file_objs = len(file_objs) + + if num_file_objs > MAXIMUM_OF_UPLOADING_FILES: + return construct_json_result(code=RetCode.DATA_ERROR, message=f"You try to upload {num_file_objs} files, " + f"which exceeds the maximum number of uploading files: {MAXIMUM_OF_UPLOADING_FILES}") + + # no dataset + exist, dataset = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(message="Can't find this dataset", code=RetCode.DATA_ERROR) + + for file_obj in file_objs: + file_name = file_obj.filename + # no name + if not file_name: + return construct_json_result( + message="There is a file without name!", code=RetCode.ARGUMENT_ERROR) + + # TODO: support the remote files + if 'http' in file_name: + return construct_json_result(code=RetCode.ARGUMENT_ERROR, message="Remote files have not unsupported.") + + # get the root_folder + root_folder = FileService.get_root_folder(current_user.id) + # get the id of the root_folder + parent_file_id = root_folder["id"] # document id + # this is for the new user, create '.knowledgebase' file + FileService.init_knowledgebase_docs(parent_file_id, current_user.id) + # go inside this folder, get the kb_root_folder + kb_root_folder = FileService.get_kb_folder(current_user.id) + # link the file management to the kb_folder + kb_folder = FileService.new_a_file_from_kb(dataset.tenant_id, dataset.name, kb_root_folder["id"]) + + # grab all the errs + err = [] + MAX_FILE_NUM_PER_USER = int(os.environ.get("MAX_FILE_NUM_PER_USER", 0)) + uploaded_docs_json = [] + for file in file_objs: + try: + # TODO: get this value from the database as some tenants have this limit while others don't + if MAX_FILE_NUM_PER_USER > 0 and DocumentService.get_doc_count(dataset.tenant_id) >= MAX_FILE_NUM_PER_USER: + return construct_json_result(code=RetCode.DATA_ERROR, + message="Exceed the maximum file number of a free user!") + # deal with the duplicate name + filename = duplicate_name( + DocumentService.query, + name=file.filename, + kb_id=dataset.id) + + # deal with the unsupported type + filetype = filename_type(filename) + if filetype == FileType.OTHER.value: + return construct_json_result(code=RetCode.DATA_ERROR, + message="This type of file has not been supported yet!") + + # upload to the minio + location = filename + while MINIO.obj_exist(dataset_id, location): + location += "_" + + blob = file.read() + + # the content is empty, raising a warning + if blob == b'': + warnings.warn(f"[WARNING]: The content of the file {filename} is empty.") + + MINIO.put(dataset_id, location, blob) + + doc = { + "id": get_uuid(), + "kb_id": dataset.id, + "parser_id": dataset.parser_id, + "parser_config": dataset.parser_config, + "created_by": current_user.id, + "type": filetype, + "name": filename, + "location": location, + "size": len(blob), + "thumbnail": thumbnail(filename, blob) + } + if doc["type"] == FileType.VISUAL: + doc["parser_id"] = ParserType.PICTURE.value + if doc["type"] == FileType.AURAL: + doc["parser_id"] = ParserType.AUDIO.value + if re.search(r"\.(ppt|pptx|pages)$", filename): + doc["parser_id"] = ParserType.PRESENTATION.value + DocumentService.insert(doc) + + FileService.add_file_from_kb(doc, kb_folder["id"], dataset.tenant_id) + uploaded_docs_json.append(doc) + except Exception as e: + err.append(file.filename + ": " + str(e)) + + if err: + # return all the errors + return construct_json_result(message="\n".join(err), code=RetCode.SERVER_ERROR) + # success + return construct_json_result(data=uploaded_docs_json, code=RetCode.SUCCESS) + + +# ----------------------------delete a file----------------------------------------------------- +@manager.route("//documents/", methods=["DELETE"]) +@login_required +def delete_document(document_id, dataset_id): # string + # get the root folder + root_folder = FileService.get_root_folder(current_user.id) + # parent file's id + parent_file_id = root_folder["id"] + # consider the new user + FileService.init_knowledgebase_docs(parent_file_id, current_user.id) + # store all the errors that may have + errors = "" + try: + # whether there is this document + exist, doc = DocumentService.get_by_id(document_id) + if not exist: + return construct_json_result(message=f"Document {document_id} not found!", code=RetCode.DATA_ERROR) + # whether this doc is authorized by this tenant + tenant_id = DocumentService.get_tenant_id(document_id) + if not tenant_id: + return construct_json_result( + message=f"You cannot delete this document {document_id} due to the authorization" + f" reason!", code=RetCode.AUTHENTICATION_ERROR) + + # get the doc's id and location + real_dataset_id, location = File2DocumentService.get_minio_address(doc_id=document_id) + + if real_dataset_id != dataset_id: + return construct_json_result(message=f"The document {document_id} is not in the dataset: {dataset_id}, " + f"but in the dataset: {real_dataset_id}.", code=RetCode.ARGUMENT_ERROR) + + # there is an issue when removing + if not DocumentService.remove_document(doc, tenant_id): + return construct_json_result( + message="There was an error during the document removal process. Please check the status of the " + "RAGFlow server and try the removal again.", code=RetCode.OPERATING_ERROR) + + # fetch the File2Document record associated with the provided document ID. + file_to_doc = File2DocumentService.get_by_document_id(document_id) + # delete the associated File record. + FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == file_to_doc[0].file_id]) + # delete the File2Document record itself using the document ID. This removes the + # association between the document and the file after the File record has been deleted. + File2DocumentService.delete_by_document_id(document_id) + + # delete it from minio + MINIO.rm(dataset_id, location) + except Exception as e: + errors += str(e) + if errors: + return construct_json_result(data=False, message=errors, code=RetCode.SERVER_ERROR) + + return construct_json_result(data=True, code=RetCode.SUCCESS) + + +# ----------------------------list files----------------------------------------------------- +@manager.route('//documents/', methods=['GET']) +@login_required +def list_documents(dataset_id): + if not dataset_id: + return construct_json_result( + data=False, message="Lack of 'dataset_id'", code=RetCode.ARGUMENT_ERROR) + + # searching keywords + keywords = request.args.get("keywords", "") + + offset = request.args.get("offset", 0) + count = request.args.get("count", -1) + order_by = request.args.get("order_by", "create_time") + descend = request.args.get("descend", True) + try: + docs, total = DocumentService.list_documents_in_dataset(dataset_id, int(offset), int(count), order_by, + descend, keywords) + + return construct_json_result(data={"total": total, "docs": docs}, message=RetCode.SUCCESS) + except Exception as e: + return construct_error_response(e) + + +# ----------------------------update: enable rename----------------------------------------------------- +@manager.route("//documents/", methods=["PUT"]) +@login_required +def update_document(dataset_id, document_id): + req = request.json + try: + legal_parameters = set() + legal_parameters.add("name") + legal_parameters.add("enable") + legal_parameters.add("template_type") + + for key in req.keys(): + if key not in legal_parameters: + return construct_json_result(code=RetCode.ARGUMENT_ERROR, message=f"{key} is an illegal parameter.") + + # The request body cannot be empty + if not req: + return construct_json_result( + code=RetCode.DATA_ERROR, + message="Please input at least one parameter that you want to update!") + + # Check whether there is this dataset + exist, dataset = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, message=f"This dataset {dataset_id} cannot be found!") + + # The document does not exist + exist, document = DocumentService.get_by_id(document_id) + if not exist: + return construct_json_result(message=f"This document {document_id} cannot be found!", + code=RetCode.ARGUMENT_ERROR) + + # Deal with the different keys + updating_data = {} + if "name" in req: + new_name = req["name"] + updating_data["name"] = new_name + # Check whether the new_name is suitable + # 1. no name value + if not new_name: + return construct_json_result(code=RetCode.DATA_ERROR, message="There is no new name.") + + # 2. In case that there's space in the head or the tail + new_name = new_name.strip() + + # 3. Check whether the new_name has the same extension of file as before + if pathlib.Path(new_name.lower()).suffix != pathlib.Path( + document.name.lower()).suffix: + return construct_json_result( + data=False, + message="The extension of file cannot be changed", + code=RetCode.ARGUMENT_ERROR) + + # 4. Check whether the new name has already been occupied by other file + for d in DocumentService.query(name=new_name, kb_id=document.kb_id): + if d.name == new_name: + return construct_json_result( + message="Duplicated document name in the same dataset.", + code=RetCode.ARGUMENT_ERROR) + + if "enable" in req: + enable_value = req["enable"] + if is_illegal_value_for_enum(enable_value, StatusEnum): + return construct_json_result(message=f"Illegal value {enable_value} for 'enable' field.", + code=RetCode.DATA_ERROR) + updating_data["status"] = enable_value + + # TODO: Chunk-method - update parameters inside the json object parser_config + if "template_type" in req: + type_value = req["template_type"] + if is_illegal_value_for_enum(type_value, ParserType): + return construct_json_result(message=f"Illegal value {type_value} for 'template_type' field.", + code=RetCode.DATA_ERROR) + updating_data["parser_id"] = req["template_type"] + + # The process of updating + if not DocumentService.update_by_id(document_id, updating_data): + return construct_json_result( + code=RetCode.OPERATING_ERROR, + message="Failed to update document in the database! " + "Please check the status of RAGFlow server and try again!") + + # name part: file service + if "name" in req: + # Get file by document id + file_information = File2DocumentService.get_by_document_id(document_id) + if file_information: + exist, file = FileService.get_by_id(file_information[0].file_id) + FileService.update_by_id(file.id, {"name": req["name"]}) + + exist, document = DocumentService.get_by_id(document_id) + + # Success + return construct_json_result(data=document.to_json(), message="Success", code=RetCode.SUCCESS) + except Exception as e: + return construct_error_response(e) + + +# Helper method to judge whether it's an illegal value +def is_illegal_value_for_enum(value, enum_class): + return value not in enum_class.__members__.values() + + +# ----------------------------download a file----------------------------------------------------- +@manager.route("//documents/", methods=["GET"]) +@login_required +def download_document(dataset_id, document_id): + try: + # Check whether there is this dataset + exist, _ = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"This dataset '{dataset_id}' cannot be found!") + + # Check whether there is this document + exist, document = DocumentService.get_by_id(document_id) + if not exist: + return construct_json_result(message=f"This document '{document_id}' cannot be found!", + code=RetCode.ARGUMENT_ERROR) + + # The process of downloading + doc_id, doc_location = File2DocumentService.get_minio_address(doc_id=document_id) # minio address + file_stream = MINIO.get(doc_id, doc_location) + if not file_stream: + return construct_json_result(message="This file is empty.", code=RetCode.DATA_ERROR) + + file = BytesIO(file_stream) + + # Use send_file with a proper filename and MIME type + return send_file( + file, + as_attachment=True, + download_name=document.name, + mimetype='application/octet-stream' # Set a default MIME type + ) + + # Error + except Exception as e: + return construct_error_response(e) + + +# ----------------------------start parsing a document----------------------------------------------------- +# helper method for parsing +# callback method +def doc_parse_callback(doc_id, prog=None, msg=""): + cancel = DocumentService.do_cancel(doc_id) + if cancel: + raise Exception("The parsing process has been cancelled!") + +""" +def doc_parse(binary, doc_name, parser_name, tenant_id, doc_id): + match parser_name: + case "book": + book.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "laws": + laws.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "manual": + manual.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "naive": + # It's the mode by default, which is general in the front-end + naive.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "one": + one.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "paper": + paper.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "picture": + picture.chunk(doc_name, binary=binary, tenant_id=tenant_id, lang="Chinese", + callback=partial(doc_parse_callback, doc_id)) + case "presentation": + presentation.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "qa": + qa.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "resume": + resume.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "table": + table.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "audio": + audio.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case "email": + email.chunk(doc_name, binary=binary, callback=partial(doc_parse_callback, doc_id)) + case _: + return False + + return True + """ + + +@manager.route("//documents//status", methods=["POST"]) +@login_required +def parse_document(dataset_id, document_id): + try: + # valid dataset + exist, _ = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"This dataset '{dataset_id}' cannot be found!") + + return parsing_document_internal(document_id) + + except Exception as e: + return construct_error_response(e) + + +# ----------------------------start parsing documents----------------------------------------------------- +@manager.route("//documents/status", methods=["POST"]) +@login_required +def parse_documents(dataset_id): + doc_ids = request.json["doc_ids"] + try: + exist, _ = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"This dataset '{dataset_id}' cannot be found!") + # two conditions + if not doc_ids: + # documents inside the dataset + docs, total = DocumentService.list_documents_in_dataset(dataset_id, 0, -1, "create_time", + True, "") + doc_ids = [doc["id"] for doc in docs] + + message = "" + # for loop + for id in doc_ids: + res = parsing_document_internal(id) + res_body = res.json + if res_body["code"] == RetCode.SUCCESS: + message += res_body["message"] + else: + return res + return construct_json_result(data=True, code=RetCode.SUCCESS, message=message) + + except Exception as e: + return construct_error_response(e) + + +# helper method for parsing the document +def parsing_document_internal(id): + message = "" + try: + # Check whether there is this document + exist, document = DocumentService.get_by_id(id) + if not exist: + return construct_json_result(message=f"This document '{id}' cannot be found!", + code=RetCode.ARGUMENT_ERROR) + + tenant_id = DocumentService.get_tenant_id(id) + if not tenant_id: + return construct_json_result(message="Tenant not found!", code=RetCode.AUTHENTICATION_ERROR) + + info = {"run": "1", "progress": 0} + info["progress_msg"] = "" + info["chunk_num"] = 0 + info["token_num"] = 0 + + DocumentService.update_by_id(id, info) + + ELASTICSEARCH.deleteByQuery(Q("match", doc_id=id), idxnm=search.index_name(tenant_id)) + + _, doc_attributes = DocumentService.get_by_id(id) + doc_attributes = doc_attributes.to_dict() + doc_id = doc_attributes["id"] + + bucket, doc_name = File2DocumentService.get_minio_address(doc_id=doc_id) + binary = MINIO.get(bucket, doc_name) + parser_name = doc_attributes["parser_id"] + if binary: + res = doc_parse(binary, doc_name, parser_name, tenant_id, doc_id) + if res is False: + message += f"The parser id: {parser_name} of the document {doc_id} is not supported; " + else: + message += f"Empty data in the document: {doc_name}; " + # failed in parsing + if doc_attributes["status"] == TaskStatus.FAIL.value: + message += f"Failed in parsing the document: {doc_id}; " + return construct_json_result(code=RetCode.SUCCESS, message=message) + except Exception as e: + return construct_error_response(e) + + +# ----------------------------stop parsing a doc----------------------------------------------------- +@manager.route("/documents//status", methods=["DELETE"]) +@login_required +def stop_parsing_document(dataset_id, document_id): + try: + # valid dataset + exist, _ = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"This dataset '{dataset_id}' cannot be found!") + + return stop_parsing_document_internal(document_id) + + except Exception as e: + return construct_error_response(e) + + +# ----------------------------stop parsing docs----------------------------------------------------- +@manager.route("/documents/status", methods=["DELETE"]) +@login_required +def stop_parsing_documents(dataset_id): + doc_ids = request.json["doc_ids"] + try: + # valid dataset? + exist, _ = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"This dataset '{dataset_id}' cannot be found!") + if not doc_ids: + # documents inside the dataset + docs, total = DocumentService.list_documents_in_dataset(dataset_id, 0, -1, "create_time", + True, "") + doc_ids = [doc["id"] for doc in docs] + + message = "" + # for loop + for id in doc_ids: + res = stop_parsing_document_internal(id) + res_body = res.json + if res_body["code"] == RetCode.SUCCESS: + message += res_body["message"] + else: + return res + return construct_json_result(data=True, code=RetCode.SUCCESS, message=message) + + except Exception as e: + return construct_error_response(e) + + +# Helper method +def stop_parsing_document_internal(document_id): + try: + # valid doc? + exist, doc = DocumentService.get_by_id(document_id) + if not exist: + return construct_json_result(message=f"This document '{document_id}' cannot be found!", + code=RetCode.ARGUMENT_ERROR) + doc_attributes = doc.to_dict() + + # only when the status is parsing, we need to stop it + if doc_attributes["status"] == TaskStatus.RUNNING.value: + tenant_id = DocumentService.get_tenant_id(document_id) + if not tenant_id: + return construct_json_result(message="Tenant not found!", code=RetCode.AUTHENTICATION_ERROR) + + # update successfully? + if not DocumentService.update_by_id(document_id, {"status": "2"}): # cancel + return construct_json_result( + code=RetCode.OPERATING_ERROR, + message="There was an error during the stopping parsing the document process. " + "Please check the status of the RAGFlow server and try the update again." + ) + + _, doc_attributes = DocumentService.get_by_id(document_id) + doc_attributes = doc_attributes.to_dict() + + # failed in stop parsing + if doc_attributes["status"] == TaskStatus.RUNNING.value: + return construct_json_result(message=f"Failed in parsing the document: {document_id}; ", code=RetCode.SUCCESS) + return construct_json_result(code=RetCode.SUCCESS, message="") + except Exception as e: + return construct_error_response(e) + + +# ----------------------------show the status of the file----------------------------------------------------- +@manager.route("//documents//status", methods=["GET"]) +@login_required +def show_parsing_status(dataset_id, document_id): + try: + # valid dataset + exist, _ = KnowledgebaseService.get_by_id(dataset_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"This dataset: '{dataset_id}' cannot be found!") + # valid document + exist, _ = DocumentService.get_by_id(document_id) + if not exist: + return construct_json_result(code=RetCode.DATA_ERROR, + message=f"This document: '{document_id}' is not a valid document.") + + _, doc = DocumentService.get_by_id(document_id) # get doc object + doc_attributes = doc.to_dict() + + return construct_json_result( + data={"progress": doc_attributes["progress"], "status": TaskStatus(doc_attributes["status"]).name}, + code=RetCode.SUCCESS + ) + except Exception as e: + return construct_error_response(e) + +# ----------------------------list the chunks of the file----------------------------------------------------- + +# -- --------------------------delete the chunk----------------------------------------------------- + +# ----------------------------edit the status of the chunk----------------------------------------------------- + +# ----------------------------insert a new chunk----------------------------------------------------- + +# ----------------------------upload a file----------------------------------------------------- + +# ----------------------------get a specific chunk----------------------------------------------------- + +# ----------------------------retrieval test----------------------------------------------------- diff --git a/api/apps/dialog_app.py b/api/apps/dialog_app.py new file mode 100644 index 0000000000000000000000000000000000000000..ce428947ea00234504112ba6cb64d29540de7c2d --- /dev/null +++ b/api/apps/dialog_app.py @@ -0,0 +1,172 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +from flask import request +from flask_login import login_required, current_user +from api.db.services.dialog_service import DialogService +from api.db import StatusEnum +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.user_service import TenantService +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.utils import get_uuid +from api.utils.api_utils import get_json_result + + +@manager.route('/set', methods=['POST']) +@login_required +def set_dialog(): + req = request.json + dialog_id = req.get("dialog_id") + name = req.get("name", "New Dialog") + description = req.get("description", "A helpful Dialog") + icon = req.get("icon", "") + top_n = req.get("top_n", 6) + top_k = req.get("top_k", 1024) + rerank_id = req.get("rerank_id", "") + if not rerank_id: req["rerank_id"] = "" + similarity_threshold = req.get("similarity_threshold", 0.1) + vector_similarity_weight = req.get("vector_similarity_weight", 0.3) + if vector_similarity_weight is None: vector_similarity_weight = 0.3 + llm_setting = req.get("llm_setting", {}) + default_prompt = { + "system": """你是一个智能助手，请总结知识库的内容来回答问题，请列举知识库中的数据详细回答。当所有知识库内容都与问题无关时，你的回答必须包括“知识库中未找到您要的答案！”这句话。回答需要考虑聊天历史。 +以下是知识库： +{knowledge} +以上是知识库。""", + "prologue": "您好，我是您的助手小樱，长得可爱又善良，can I help you?", + "parameters": [ + {"key": "knowledge", "optional": False} + ], + "empty_response": "Sorry! 知识库中未找到相关内容！" + } + prompt_config = req.get("prompt_config", default_prompt) + + if not prompt_config["system"]: + prompt_config["system"] = default_prompt["system"] + # if len(prompt_config["parameters"]) < 1: + # prompt_config["parameters"] = default_prompt["parameters"] + # for p in prompt_config["parameters"]: + # if p["key"] == "knowledge":break + # else: prompt_config["parameters"].append(default_prompt["parameters"][0]) + + for p in prompt_config["parameters"]: + if p["optional"]: + continue + if prompt_config["system"].find("{%s}" % p["key"]) < 0: + return get_data_error_result( + retmsg="Parameter '{}' is not used".format(p["key"])) + + try: + e, tenant = TenantService.get_by_id(current_user.id) + if not e: + return get_data_error_result(retmsg="Tenant not found!") + llm_id = req.get("llm_id", tenant.llm_id) + if not dialog_id: + if not req.get("kb_ids"): + return get_data_error_result( + retmsg="Fail! Please select knowledgebase!") + dia = { + "id": get_uuid(), + "tenant_id": current_user.id, + "name": name, + "kb_ids": req["kb_ids"], + "description": description, + "llm_id": llm_id, + "llm_setting": llm_setting, + "prompt_config": prompt_config, + "top_n": top_n, + "top_k": top_k, + "rerank_id": rerank_id, + "similarity_threshold": similarity_threshold, + "vector_similarity_weight": vector_similarity_weight, + "icon": icon + } + if not DialogService.save(**dia): + return get_data_error_result(retmsg="Fail to new a dialog!") + e, dia = DialogService.get_by_id(dia["id"]) + if not e: + return get_data_error_result(retmsg="Fail to new a dialog!") + return get_json_result(data=dia.to_json()) + else: + del req["dialog_id"] + if "kb_names" in req: + del req["kb_names"] + if not DialogService.update_by_id(dialog_id, req): + return get_data_error_result(retmsg="Dialog not found!") + e, dia = DialogService.get_by_id(dialog_id) + if not e: + return get_data_error_result(retmsg="Fail to update a dialog!") + dia = dia.to_dict() + dia["kb_ids"], dia["kb_names"] = get_kb_names(dia["kb_ids"]) + return get_json_result(data=dia) + except Exception as e: + return server_error_response(e) + + +@manager.route('/get', methods=['GET']) +@login_required +def get(): + dialog_id = request.args["dialog_id"] + try: + e, dia = DialogService.get_by_id(dialog_id) + if not e: + return get_data_error_result(retmsg="Dialog not found!") + dia = dia.to_dict() + dia["kb_ids"], dia["kb_names"] = get_kb_names(dia["kb_ids"]) + return get_json_result(data=dia) + except Exception as e: + return server_error_response(e) + + +def get_kb_names(kb_ids): + ids, nms = [], [] + for kid in kb_ids: + e, kb = KnowledgebaseService.get_by_id(kid) + if not e or kb.status != StatusEnum.VALID.value: + continue + ids.append(kid) + nms.append(kb.name) + return ids, nms + + +@manager.route('/list', methods=['GET']) +@login_required +def list_dialogs(): + try: + diags = DialogService.query( + tenant_id=current_user.id, + status=StatusEnum.VALID.value, + reverse=True, + order_by=DialogService.model.create_time) + diags = [d.to_dict() for d in diags] + for d in diags: + d["kb_ids"], d["kb_names"] = get_kb_names(d["kb_ids"]) + return get_json_result(data=diags) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['POST']) +@login_required +@validate_request("dialog_ids") +def rm(): + req = request.json + try: + DialogService.update_many_by_id( + [{"id": id, "status": StatusEnum.INVALID.value} for id in req["dialog_ids"]]) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) diff --git a/api/apps/document_app.py b/api/apps/document_app.py new file mode 100644 index 0000000000000000000000000000000000000000..94db0c22e1166c9b98addbcbff77395c57462e3d --- /dev/null +++ b/api/apps/document_app.py @@ -0,0 +1,578 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License +# +import datetime +import hashlib +import json +import os +import pathlib +import re +import traceback +from concurrent.futures import ThreadPoolExecutor +from copy import deepcopy +from io import BytesIO + +import flask +from elasticsearch_dsl import Q +from flask import request +from flask_login import login_required, current_user + +from api.db.db_models import Task, File +from api.db.services.dialog_service import DialogService, ConversationService +from api.db.services.file2document_service import File2DocumentService +from api.db.services.file_service import FileService +from api.db.services.llm_service import LLMBundle +from api.db.services.task_service import TaskService, queue_tasks +from api.db.services.user_service import TenantService +from graphrag.mind_map_extractor import MindMapExtractor +from rag.app import naive +from rag.nlp import search +from rag.utils.es_conn import ELASTICSEARCH +from api.db.services import duplicate_name +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.utils import get_uuid +from api.db import FileType, TaskStatus, ParserType, FileSource, LLMType +from api.db.services.document_service import DocumentService +from api.settings import RetCode, stat_logger +from api.utils.api_utils import get_json_result +from rag.utils.minio_conn import MINIO +from api.utils.file_utils import filename_type, thumbnail, get_project_base_directory +from api.utils.web_utils import html2pdf, is_valid_url + + +@manager.route('/upload', methods=['POST']) +@login_required +@validate_request("kb_id") +def upload(): + kb_id = request.form.get("kb_id") + if not kb_id: + return get_json_result( + data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR) + if 'file' not in request.files: + return get_json_result( + data=False, retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR) + + file_objs = request.files.getlist('file') + for file_obj in file_objs: + if file_obj.filename == '': + return get_json_result( + data=False, retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR) + + e, kb = KnowledgebaseService.get_by_id(kb_id) + if not e: + raise LookupError("Can't find this knowledgebase!") + + err, _ = FileService.upload_document(kb, file_objs) + if err: + return get_json_result( + data=False, retmsg="\n".join(err), retcode=RetCode.SERVER_ERROR) + return get_json_result(data=True) + + +@manager.route('/web_crawl', methods=['POST']) +@login_required +@validate_request("kb_id", "name", "url") +def web_crawl(): + kb_id = request.form.get("kb_id") + if not kb_id: + return get_json_result( + data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR) + name = request.form.get("name") + url = request.form.get("url") + if not is_valid_url(url): + return get_json_result( + data=False, retmsg='The URL format is invalid', retcode=RetCode.ARGUMENT_ERROR) + e, kb = KnowledgebaseService.get_by_id(kb_id) + if not e: + raise LookupError("Can't find this knowledgebase!") + + blob = html2pdf(url) + if not blob: return server_error_response(ValueError("Download failure.")) + + root_folder = FileService.get_root_folder(current_user.id) + pf_id = root_folder["id"] + FileService.init_knowledgebase_docs(pf_id, current_user.id) + kb_root_folder = FileService.get_kb_folder(current_user.id) + kb_folder = FileService.new_a_file_from_kb(kb.tenant_id, kb.name, kb_root_folder["id"]) + + try: + filename = duplicate_name( + DocumentService.query, + name=name + ".pdf", + kb_id=kb.id) + filetype = filename_type(filename) + if filetype == FileType.OTHER.value: + raise RuntimeError("This type of file has not been supported yet!") + + location = filename + while MINIO.obj_exist(kb_id, location): + location += "_" + MINIO.put(kb_id, location, blob) + doc = { + "id": get_uuid(), + "kb_id": kb.id, + "parser_id": kb.parser_id, + "parser_config": kb.parser_config, + "created_by": current_user.id, + "type": filetype, + "name": filename, + "location": location, + "size": len(blob), + "thumbnail": thumbnail(filename, blob) + } + if doc["type"] == FileType.VISUAL: + doc["parser_id"] = ParserType.PICTURE.value + if doc["type"] == FileType.AURAL: + doc["parser_id"] = ParserType.AUDIO.value + if re.search(r"\.(ppt|pptx|pages)$", filename): + doc["parser_id"] = ParserType.PRESENTATION.value + DocumentService.insert(doc) + FileService.add_file_from_kb(doc, kb_folder["id"], kb.tenant_id) + except Exception as e: + return server_error_response(e) + return get_json_result(data=True) + + +@manager.route('/create', methods=['POST']) +@login_required +@validate_request("name", "kb_id") +def create(): + req = request.json + kb_id = req["kb_id"] + if not kb_id: + return get_json_result( + data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR) + + try: + e, kb = KnowledgebaseService.get_by_id(kb_id) + if not e: + return get_data_error_result( + retmsg="Can't find this knowledgebase!") + + if DocumentService.query(name=req["name"], kb_id=kb_id): + return get_data_error_result( + retmsg="Duplicated document name in the same knowledgebase.") + + doc = DocumentService.insert({ + "id": get_uuid(), + "kb_id": kb.id, + "parser_id": kb.parser_id, + "parser_config": kb.parser_config, + "created_by": current_user.id, + "type": FileType.VIRTUAL, + "name": req["name"], + "location": "", + "size": 0 + }) + return get_json_result(data=doc.to_json()) + except Exception as e: + return server_error_response(e) + + +@manager.route('/list', methods=['GET']) +@login_required +def list_docs(): + kb_id = request.args.get("kb_id") + if not kb_id: + return get_json_result( + data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR) + keywords = request.args.get("keywords", "") + + page_number = int(request.args.get("page", 1)) + items_per_page = int(request.args.get("page_size", 15)) + orderby = request.args.get("orderby", "create_time") + desc = request.args.get("desc", True) + try: + docs, tol = DocumentService.get_by_kb_id( + kb_id, page_number, items_per_page, orderby, desc, keywords) + return get_json_result(data={"total": tol, "docs": docs}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/thumbnails', methods=['GET']) +@login_required +def thumbnails(): + doc_ids = request.args.get("doc_ids").split(",") + if not doc_ids: + return get_json_result( + data=False, retmsg='Lack of "Document ID"', retcode=RetCode.ARGUMENT_ERROR) + + try: + docs = DocumentService.get_thumbnails(doc_ids) + return get_json_result(data={d["id"]: d["thumbnail"] for d in docs}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/change_status', methods=['POST']) +@login_required +@validate_request("doc_id", "status") +def change_status(): + req = request.json + if str(req["status"]) not in ["0", "1"]: + get_json_result( + data=False, + retmsg='"Status" must be either 0 or 1!', + retcode=RetCode.ARGUMENT_ERROR) + + try: + e, doc = DocumentService.get_by_id(req["doc_id"]) + if not e: + return get_data_error_result(retmsg="Document not found!") + e, kb = KnowledgebaseService.get_by_id(doc.kb_id) + if not e: + return get_data_error_result( + retmsg="Can't find this knowledgebase!") + + if not DocumentService.update_by_id( + req["doc_id"], {"status": str(req["status"])}): + return get_data_error_result( + retmsg="Database error (Document update)!") + + if str(req["status"]) == "0": + ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]), + scripts="ctx._source.available_int=0;", + idxnm=search.index_name( + kb.tenant_id) + ) + else: + ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]), + scripts="ctx._source.available_int=1;", + idxnm=search.index_name( + kb.tenant_id) + ) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['POST']) +@login_required +@validate_request("doc_id") +def rm(): + req = request.json + doc_ids = req["doc_id"] + if isinstance(doc_ids, str): doc_ids = [doc_ids] + root_folder = FileService.get_root_folder(current_user.id) + pf_id = root_folder["id"] + FileService.init_knowledgebase_docs(pf_id, current_user.id) + errors = "" + for doc_id in doc_ids: + try: + e, doc = DocumentService.get_by_id(doc_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + tenant_id = DocumentService.get_tenant_id(doc_id) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + + b, n = File2DocumentService.get_minio_address(doc_id=doc_id) + + if not DocumentService.remove_document(doc, tenant_id): + return get_data_error_result( + retmsg="Database error (Document removal)!") + + f2d = File2DocumentService.get_by_document_id(doc_id) + FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id]) + File2DocumentService.delete_by_document_id(doc_id) + + MINIO.rm(b, n) + except Exception as e: + errors += str(e) + + if errors: + return get_json_result(data=False, retmsg=errors, retcode=RetCode.SERVER_ERROR) + + return get_json_result(data=True) + + +@manager.route('/run', methods=['POST']) +@login_required +@validate_request("doc_ids", "run") +def run(): + req = request.json + try: + for id in req["doc_ids"]: + info = {"run": str(req["run"]), "progress": 0} + if str(req["run"]) == TaskStatus.RUNNING.value: + info["progress_msg"] = "" + info["chunk_num"] = 0 + info["token_num"] = 0 + DocumentService.update_by_id(id, info) + # if str(req["run"]) == TaskStatus.CANCEL.value: + tenant_id = DocumentService.get_tenant_id(id) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + ELASTICSEARCH.deleteByQuery( + Q("match", doc_id=id), idxnm=search.index_name(tenant_id)) + + if str(req["run"]) == TaskStatus.RUNNING.value: + TaskService.filter_delete([Task.doc_id == id]) + e, doc = DocumentService.get_by_id(id) + doc = doc.to_dict() + doc["tenant_id"] = tenant_id + bucket, name = File2DocumentService.get_minio_address(doc_id=doc["id"]) + queue_tasks(doc, bucket, name) + + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rename', methods=['POST']) +@login_required +@validate_request("doc_id", "name") +def rename(): + req = request.json + try: + e, doc = DocumentService.get_by_id(req["doc_id"]) + if not e: + return get_data_error_result(retmsg="Document not found!") + if pathlib.Path(req["name"].lower()).suffix != pathlib.Path( + doc.name.lower()).suffix: + return get_json_result( + data=False, + retmsg="The extension of file can't be changed", + retcode=RetCode.ARGUMENT_ERROR) + for d in DocumentService.query(name=req["name"], kb_id=doc.kb_id): + if d.name == req["name"]: + return get_data_error_result( + retmsg="Duplicated document name in the same knowledgebase.") + + if not DocumentService.update_by_id( + req["doc_id"], {"name": req["name"]}): + return get_data_error_result( + retmsg="Database error (Document rename)!") + + informs = File2DocumentService.get_by_document_id(req["doc_id"]) + if informs: + e, file = FileService.get_by_id(informs[0].file_id) + FileService.update_by_id(file.id, {"name": req["name"]}) + + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/get/', methods=['GET']) +# @login_required +def get(doc_id): + try: + e, doc = DocumentService.get_by_id(doc_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + + b, n = File2DocumentService.get_minio_address(doc_id=doc_id) + response = flask.make_response(MINIO.get(b, n)) + + ext = re.search(r"\.([^.]+)$", doc.name) + if ext: + if doc.type == FileType.VISUAL.value: + response.headers.set('Content-Type', 'image/%s' % ext.group(1)) + else: + response.headers.set( + 'Content-Type', + 'application/%s' % + ext.group(1)) + return response + except Exception as e: + return server_error_response(e) + + +@manager.route('/change_parser', methods=['POST']) +@login_required +@validate_request("doc_id", "parser_id") +def change_parser(): + req = request.json + try: + e, doc = DocumentService.get_by_id(req["doc_id"]) + if not e: + return get_data_error_result(retmsg="Document not found!") + if doc.parser_id.lower() == req["parser_id"].lower(): + if "parser_config" in req: + if req["parser_config"] == doc.parser_config: + return get_json_result(data=True) + else: + return get_json_result(data=True) + + if doc.type == FileType.VISUAL or re.search( + r"\.(ppt|pptx|pages)$", doc.name): + return get_data_error_result(retmsg="Not supported yet!") + + e = DocumentService.update_by_id(doc.id, + {"parser_id": req["parser_id"], "progress": 0, "progress_msg": "", + "run": TaskStatus.UNSTART.value}) + if not e: + return get_data_error_result(retmsg="Document not found!") + if "parser_config" in req: + DocumentService.update_parser_config(doc.id, req["parser_config"]) + if doc.token_num > 0: + e = DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num * -1, doc.chunk_num * -1, + doc.process_duation * -1) + if not e: + return get_data_error_result(retmsg="Document not found!") + tenant_id = DocumentService.get_tenant_id(req["doc_id"]) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + ELASTICSEARCH.deleteByQuery( + Q("match", doc_id=doc.id), idxnm=search.index_name(tenant_id)) + + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/image/', methods=['GET']) +# @login_required +def get_image(image_id): + try: + bkt, nm = image_id.split("-") + response = flask.make_response(MINIO.get(bkt, nm)) + response.headers.set('Content-Type', 'image/JPEG') + return response + except Exception as e: + return server_error_response(e) + + +@manager.route('/upload_and_parse', methods=['POST']) +@login_required +@validate_request("conversation_id") +def upload_and_parse(): + req = request.json + if 'file' not in request.files: + return get_json_result( + data=False, retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR) + + file_objs = request.files.getlist('file') + for file_obj in file_objs: + if file_obj.filename == '': + return get_json_result( + data=False, retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR) + + e, conv = ConversationService.get_by_id(req["conversation_id"]) + if not e: + return get_data_error_result(retmsg="Conversation not found!") + e, dia = DialogService.get_by_id(conv.dialog_id) + kb_id = dia.kb_ids[0] + e, kb = KnowledgebaseService.get_by_id(kb_id) + if not e: + raise LookupError("Can't find this knowledgebase!") + + idxnm = search.index_name(kb.tenant_id) + if not ELASTICSEARCH.indexExist(idxnm): + ELASTICSEARCH.createIdx(idxnm, json.load( + open(os.path.join(get_project_base_directory(), "conf", "mapping.json"), "r"))) + + embd_mdl = LLMBundle(kb.tenant_id, LLMType.EMBEDDING, llm_name=kb.embd_id, lang=kb.language) + + err, files = FileService.upload_document(kb, file_objs) + if err: + return get_json_result( + data=False, retmsg="\n".join(err), retcode=RetCode.SERVER_ERROR) + + def dummy(prog=None, msg=""): + pass + + parser_config = {"chunk_token_num": 4096, "delimiter": "\n!?。；！？", "layout_recognize": False} + exe = ThreadPoolExecutor(max_workers=12) + threads = [] + for d, blob in files: + kwargs = { + "callback": dummy, + "parser_config": parser_config, + "from_page": 0, + "to_page": 100000 + } + threads.append(exe.submit(naive.chunk, d["name"], blob, **kwargs)) + + for (docinfo,_), th in zip(files, threads): + docs = [] + doc = { + "doc_id": docinfo["id"], + "kb_id": [kb.id] + } + for ck in th.result(): + d = deepcopy(doc) + d.update(ck) + md5 = hashlib.md5() + md5.update((ck["content_with_weight"] + + str(d["doc_id"])).encode("utf-8")) + d["_id"] = md5.hexdigest() + d["create_time"] = str(datetime.datetime.now()).replace("T", " ")[:19] + d["create_timestamp_flt"] = datetime.datetime.now().timestamp() + if not d.get("image"): + docs.append(d) + continue + + output_buffer = BytesIO() + if isinstance(d["image"], bytes): + output_buffer = BytesIO(d["image"]) + else: + d["image"].save(output_buffer, format='JPEG') + + MINIO.put(kb.id, d["_id"], output_buffer.getvalue()) + d["img_id"] = "{}-{}".format(kb.id, d["_id"]) + del d["image"] + docs.append(d) + + parser_ids = {d["id"]: d["parser_id"] for d, _ in files} + docids = [d["id"] for d, _ in files] + chunk_counts = {id: 0 for id in docids} + token_counts = {id: 0 for id in docids} + es_bulk_size = 64 + + def embedding(doc_id, cnts, batch_size=16): + nonlocal embd_mdl, chunk_counts, token_counts + vects = [] + for i in range(0, len(cnts), batch_size): + vts, c = embd_mdl.encode(cnts[i: i + batch_size]) + vects.extend(vts.tolist()) + chunk_counts[doc_id] += len(cnts[i:i + batch_size]) + token_counts[doc_id] += c + return vects + + _, tenant = TenantService.get_by_id(kb.tenant_id) + llm_bdl = LLMBundle(kb.tenant_id, LLMType.CHAT, tenant.llm_id) + for doc_id in docids: + cks = [c for c in docs if c["doc_id"] == doc_id] + + if parser_ids[doc_id] != ParserType.PICTURE.value: + mindmap = MindMapExtractor(llm_bdl) + try: + mind_map = json.dumps(mindmap([c["content_with_weight"] for c in docs if c["doc_id"] == doc_id]).output, ensure_ascii=False, indent=2) + if len(mind_map) < 32: raise Exception("Few content: "+mind_map) + cks.append({ + "doc_id": doc_id, + "kb_id": [kb.id], + "content_with_weight": mind_map, + "knowledge_graph_kwd": "mind_map" + }) + except Exception as e: + stat_logger.error("Mind map generation error:", traceback.format_exc()) + + vects = embedding(doc_id, cks) + assert len(cks) == len(vects) + for i, d in enumerate(cks): + v = vects[i] + d["q_%d_vec" % len(v)] = v + for b in range(0, len(cks), es_bulk_size): + ELASTICSEARCH.bulk(cks[b:b + es_bulk_size], idxnm) + + DocumentService.increment_chunk_num( + doc_id, kb.id, token_counts[doc_id], chunk_counts[doc_id], 0) + + return get_json_result(data=[d["id"] for d in files]) diff --git a/api/apps/file2document_app.py b/api/apps/file2document_app.py new file mode 100644 index 0000000000000000000000000000000000000000..0e7301bac11ef03a4103ebac3b7613757cd48c84 --- /dev/null +++ b/api/apps/file2document_app.py @@ -0,0 +1,129 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License +# +from elasticsearch_dsl import Q + +from api.db.db_models import File2Document +from api.db.services.file2document_service import File2DocumentService +from api.db.services.file_service import FileService + +from flask import request +from flask_login import login_required, current_user +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.utils import get_uuid +from api.db import FileType +from api.db.services.document_service import DocumentService +from api.settings import RetCode +from api.utils.api_utils import get_json_result +from rag.nlp import search +from rag.utils.es_conn import ELASTICSEARCH + + +@manager.route('/convert', methods=['POST']) +@login_required +@validate_request("file_ids", "kb_ids") +def convert(): + req = request.json + kb_ids = req["kb_ids"] + file_ids = req["file_ids"] + file2documents = [] + + try: + for file_id in file_ids: + e, file = FileService.get_by_id(file_id) + file_ids_list = [file_id] + if file.type == FileType.FOLDER.value: + file_ids_list = FileService.get_all_innermost_file_ids(file_id, []) + for id in file_ids_list: + informs = File2DocumentService.get_by_file_id(id) + # delete + for inform in informs: + doc_id = inform.document_id + e, doc = DocumentService.get_by_id(doc_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + tenant_id = DocumentService.get_tenant_id(doc_id) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + if not DocumentService.remove_document(doc, tenant_id): + return get_data_error_result( + retmsg="Database error (Document removal)!") + File2DocumentService.delete_by_file_id(id) + + # insert + for kb_id in kb_ids: + e, kb = KnowledgebaseService.get_by_id(kb_id) + if not e: + return get_data_error_result( + retmsg="Can't find this knowledgebase!") + e, file = FileService.get_by_id(id) + if not e: + return get_data_error_result( + retmsg="Can't find this file!") + + doc = DocumentService.insert({ + "id": get_uuid(), + "kb_id": kb.id, + "parser_id": kb.parser_id, + "parser_config": kb.parser_config, + "created_by": current_user.id, + "type": file.type, + "name": file.name, + "location": file.location, + "size": file.size + }) + file2document = File2DocumentService.insert({ + "id": get_uuid(), + "file_id": id, + "document_id": doc.id, + }) + file2documents.append(file2document.to_json()) + return get_json_result(data=file2documents) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['POST']) +@login_required +@validate_request("file_ids") +def rm(): + req = request.json + file_ids = req["file_ids"] + if not file_ids: + return get_json_result( + data=False, retmsg='Lack of "Files ID"', retcode=RetCode.ARGUMENT_ERROR) + try: + for file_id in file_ids: + informs = File2DocumentService.get_by_file_id(file_id) + if not informs: + return get_data_error_result(retmsg="Inform not found!") + for inform in informs: + if not inform: + return get_data_error_result(retmsg="Inform not found!") + File2DocumentService.delete_by_file_id(file_id) + doc_id = inform.document_id + e, doc = DocumentService.get_by_id(doc_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + tenant_id = DocumentService.get_tenant_id(doc_id) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + if not DocumentService.remove_document(doc, tenant_id): + return get_data_error_result( + retmsg="Database error (Document removal)!") + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) diff --git a/api/apps/file_app.py b/api/apps/file_app.py new file mode 100644 index 0000000000000000000000000000000000000000..4f065aa157eebaddf3f8934c2ae0f9a09027e141 --- /dev/null +++ b/api/apps/file_app.py @@ -0,0 +1,370 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License +# +import os +import pathlib +import re + +import flask +from elasticsearch_dsl import Q +from flask import request +from flask_login import login_required, current_user + +from api.db.services.document_service import DocumentService +from api.db.services.file2document_service import File2DocumentService +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.utils import get_uuid +from api.db import FileType, FileSource +from api.db.services import duplicate_name +from api.db.services.file_service import FileService +from api.settings import RetCode +from api.utils.api_utils import get_json_result +from api.utils.file_utils import filename_type +from rag.nlp import search +from rag.utils.es_conn import ELASTICSEARCH +from rag.utils.minio_conn import MINIO + + +@manager.route('/upload', methods=['POST']) +@login_required +# @validate_request("parent_id") +def upload(): + pf_id = request.form.get("parent_id") + + if not pf_id: + root_folder = FileService.get_root_folder(current_user.id) + pf_id = root_folder["id"] + + if 'file' not in request.files: + return get_json_result( + data=False, retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR) + file_objs = request.files.getlist('file') + + for file_obj in file_objs: + if file_obj.filename == '': + return get_json_result( + data=False, retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR) + file_res = [] + try: + for file_obj in file_objs: + e, file = FileService.get_by_id(pf_id) + if not e: + return get_data_error_result( + retmsg="Can't find this folder!") + MAX_FILE_NUM_PER_USER = int(os.environ.get('MAX_FILE_NUM_PER_USER', 0)) + if MAX_FILE_NUM_PER_USER > 0 and DocumentService.get_doc_count(current_user.id) >= MAX_FILE_NUM_PER_USER: + return get_data_error_result( + retmsg="Exceed the maximum file number of a free user!") + + # split file name path + if not file_obj.filename: + e, file = FileService.get_by_id(pf_id) + file_obj_names = [file.name, file_obj.filename] + else: + full_path = '/' + file_obj.filename + file_obj_names = full_path.split('/') + file_len = len(file_obj_names) + + # get folder + file_id_list = FileService.get_id_list_by_id(pf_id, file_obj_names, 1, [pf_id]) + len_id_list = len(file_id_list) + + # create folder + if file_len != len_id_list: + e, file = FileService.get_by_id(file_id_list[len_id_list - 1]) + if not e: + return get_data_error_result(retmsg="Folder not found!") + last_folder = FileService.create_folder(file, file_id_list[len_id_list - 1], file_obj_names, + len_id_list) + else: + e, file = FileService.get_by_id(file_id_list[len_id_list - 2]) + if not e: + return get_data_error_result(retmsg="Folder not found!") + last_folder = FileService.create_folder(file, file_id_list[len_id_list - 2], file_obj_names, + len_id_list) + + # file type + filetype = filename_type(file_obj_names[file_len - 1]) + location = file_obj_names[file_len - 1] + while MINIO.obj_exist(last_folder.id, location): + location += "_" + blob = file_obj.read() + filename = duplicate_name( + FileService.query, + name=file_obj_names[file_len - 1], + parent_id=last_folder.id) + file = { + "id": get_uuid(), + "parent_id": last_folder.id, + "tenant_id": current_user.id, + "created_by": current_user.id, + "type": filetype, + "name": filename, + "location": location, + "size": len(blob), + } + file = FileService.insert(file) + MINIO.put(last_folder.id, location, blob) + file_res.append(file.to_json()) + return get_json_result(data=file_res) + except Exception as e: + return server_error_response(e) + + +@manager.route('/create', methods=['POST']) +@login_required +@validate_request("name") +def create(): + req = request.json + pf_id = request.json.get("parent_id") + input_file_type = request.json.get("type") + if not pf_id: + root_folder = FileService.get_root_folder(current_user.id) + pf_id = root_folder["id"] + + try: + if not FileService.is_parent_folder_exist(pf_id): + return get_json_result( + data=False, retmsg="Parent Folder Doesn't Exist!", retcode=RetCode.OPERATING_ERROR) + if FileService.query(name=req["name"], parent_id=pf_id): + return get_data_error_result( + retmsg="Duplicated folder name in the same folder.") + + if input_file_type == FileType.FOLDER.value: + file_type = FileType.FOLDER.value + else: + file_type = FileType.VIRTUAL.value + + file = FileService.insert({ + "id": get_uuid(), + "parent_id": pf_id, + "tenant_id": current_user.id, + "created_by": current_user.id, + "name": req["name"], + "location": "", + "size": 0, + "type": file_type + }) + + return get_json_result(data=file.to_json()) + except Exception as e: + return server_error_response(e) + + +@manager.route('/list', methods=['GET']) +@login_required +def list_files(): + pf_id = request.args.get("parent_id") + + keywords = request.args.get("keywords", "") + + page_number = int(request.args.get("page", 1)) + items_per_page = int(request.args.get("page_size", 15)) + orderby = request.args.get("orderby", "create_time") + desc = request.args.get("desc", True) + if not pf_id: + root_folder = FileService.get_root_folder(current_user.id) + pf_id = root_folder["id"] + FileService.init_knowledgebase_docs(pf_id, current_user.id) + try: + e, file = FileService.get_by_id(pf_id) + if not e: + return get_data_error_result(retmsg="Folder not found!") + + files, total = FileService.get_by_pf_id( + current_user.id, pf_id, page_number, items_per_page, orderby, desc, keywords) + + parent_folder = FileService.get_parent_folder(pf_id) + if not FileService.get_parent_folder(pf_id): + return get_json_result(retmsg="File not found!") + + return get_json_result(data={"total": total, "files": files, "parent_folder": parent_folder.to_json()}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/root_folder', methods=['GET']) +@login_required +def get_root_folder(): + try: + root_folder = FileService.get_root_folder(current_user.id) + return get_json_result(data={"root_folder": root_folder}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/parent_folder', methods=['GET']) +@login_required +def get_parent_folder(): + file_id = request.args.get("file_id") + try: + e, file = FileService.get_by_id(file_id) + if not e: + return get_data_error_result(retmsg="Folder not found!") + + parent_folder = FileService.get_parent_folder(file_id) + return get_json_result(data={"parent_folder": parent_folder.to_json()}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/all_parent_folder', methods=['GET']) +@login_required +def get_all_parent_folders(): + file_id = request.args.get("file_id") + try: + e, file = FileService.get_by_id(file_id) + if not e: + return get_data_error_result(retmsg="Folder not found!") + + parent_folders = FileService.get_all_parent_folders(file_id) + parent_folders_res = [] + for parent_folder in parent_folders: + parent_folders_res.append(parent_folder.to_json()) + return get_json_result(data={"parent_folders": parent_folders_res}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['POST']) +@login_required +@validate_request("file_ids") +def rm(): + req = request.json + file_ids = req["file_ids"] + try: + for file_id in file_ids: + e, file = FileService.get_by_id(file_id) + if not e: + return get_data_error_result(retmsg="File or Folder not found!") + if not file.tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + if file.source_type == FileSource.KNOWLEDGEBASE: + continue + + if file.type == FileType.FOLDER.value: + file_id_list = FileService.get_all_innermost_file_ids(file_id, []) + for inner_file_id in file_id_list: + e, file = FileService.get_by_id(inner_file_id) + if not e: + return get_data_error_result(retmsg="File not found!") + MINIO.rm(file.parent_id, file.location) + FileService.delete_folder_by_pf_id(current_user.id, file_id) + else: + if not FileService.delete(file): + return get_data_error_result( + retmsg="Database error (File removal)!") + + # delete file2document + informs = File2DocumentService.get_by_file_id(file_id) + for inform in informs: + doc_id = inform.document_id + e, doc = DocumentService.get_by_id(doc_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + tenant_id = DocumentService.get_tenant_id(doc_id) + if not tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + if not DocumentService.remove_document(doc, tenant_id): + return get_data_error_result( + retmsg="Database error (Document removal)!") + File2DocumentService.delete_by_file_id(file_id) + + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rename', methods=['POST']) +@login_required +@validate_request("file_id", "name") +def rename(): + req = request.json + try: + e, file = FileService.get_by_id(req["file_id"]) + if not e: + return get_data_error_result(retmsg="File not found!") + if pathlib.Path(req["name"].lower()).suffix != pathlib.Path( + file.name.lower()).suffix: + return get_json_result( + data=False, + retmsg="The extension of file can't be changed", + retcode=RetCode.ARGUMENT_ERROR) + for file in FileService.query(name=req["name"], pf_id=file.parent_id): + if file.name == req["name"]: + return get_data_error_result( + retmsg="Duplicated file name in the same folder.") + + if not FileService.update_by_id( + req["file_id"], {"name": req["name"]}): + return get_data_error_result( + retmsg="Database error (File rename)!") + + informs = File2DocumentService.get_by_file_id(req["file_id"]) + if informs: + if not DocumentService.update_by_id( + informs[0].document_id, {"name": req["name"]}): + return get_data_error_result( + retmsg="Database error (Document rename)!") + + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) + + +@manager.route('/get/', methods=['GET']) +# @login_required +def get(file_id): + try: + e, file = FileService.get_by_id(file_id) + if not e: + return get_data_error_result(retmsg="Document not found!") + b, n = File2DocumentService.get_minio_address(file_id=file_id) + response = flask.make_response(MINIO.get(b, n)) + ext = re.search(r"\.([^.]+)$", file.name) + if ext: + if file.type == FileType.VISUAL.value: + response.headers.set('Content-Type', 'image/%s' % ext.group(1)) + else: + response.headers.set( + 'Content-Type', + 'application/%s' % + ext.group(1)) + return response + except Exception as e: + return server_error_response(e) + + +@manager.route('/mv', methods=['POST']) +@login_required +@validate_request("src_file_ids", "dest_file_id") +def move(): + req = request.json + try: + file_ids = req["src_file_ids"] + parent_id = req["dest_file_id"] + for file_id in file_ids: + e, file = FileService.get_by_id(file_id) + if not e: + return get_data_error_result(retmsg="File or Folder not found!") + if not file.tenant_id: + return get_data_error_result(retmsg="Tenant not found!") + fe, _ = FileService.get_by_id(parent_id) + if not fe: + return get_data_error_result(retmsg="Parent Folder not found!") + FileService.move_file(file_ids, parent_id) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) \ No newline at end of file diff --git a/api/apps/kb_app.py b/api/apps/kb_app.py new file mode 100644 index 0000000000000000000000000000000000000000..26b78dd4206ec60369d737b6dad1c421683d0714 --- /dev/null +++ b/api/apps/kb_app.py @@ -0,0 +1,153 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from elasticsearch_dsl import Q +from flask import request +from flask_login import login_required, current_user + +from api.db.services import duplicate_name +from api.db.services.document_service import DocumentService +from api.db.services.file2document_service import File2DocumentService +from api.db.services.file_service import FileService +from api.db.services.user_service import TenantService, UserTenantService +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.utils import get_uuid, get_format_time +from api.db import StatusEnum, UserTenantRole, FileSource +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.db_models import Knowledgebase, File +from api.settings import stat_logger, RetCode +from api.utils.api_utils import get_json_result +from rag.nlp import search +from rag.utils.es_conn import ELASTICSEARCH + + +@manager.route('/create', methods=['post']) +@login_required +@validate_request("name") +def create(): + req = request.json + req["name"] = req["name"].strip() + req["name"] = duplicate_name( + KnowledgebaseService.query, + name=req["name"], + tenant_id=current_user.id, + status=StatusEnum.VALID.value) + try: + req["id"] = get_uuid() + req["tenant_id"] = current_user.id + req["created_by"] = current_user.id + e, t = TenantService.get_by_id(current_user.id) + if not e: + return get_data_error_result(retmsg="Tenant not found.") + req["embd_id"] = t.embd_id + if not KnowledgebaseService.save(**req): + return get_data_error_result() + return get_json_result(data={"kb_id": req["id"]}) + except Exception as e: + return server_error_response(e) + + +@manager.route('/update', methods=['post']) +@login_required +@validate_request("kb_id", "name", "description", "permission", "parser_id") +def update(): + req = request.json + req["name"] = req["name"].strip() + try: + if not KnowledgebaseService.query( + created_by=current_user.id, id=req["kb_id"]): + return get_json_result( + data=False, retmsg=f'Only owner of knowledgebase authorized for this operation.', retcode=RetCode.OPERATING_ERROR) + + e, kb = KnowledgebaseService.get_by_id(req["kb_id"]) + if not e: + return get_data_error_result( + retmsg="Can't find this knowledgebase!") + + if req["name"].lower() != kb.name.lower() \ + and len(KnowledgebaseService.query(name=req["name"], tenant_id=current_user.id, status=StatusEnum.VALID.value)) > 1: + return get_data_error_result( + retmsg="Duplicated knowledgebase name.") + + del req["kb_id"] + if not KnowledgebaseService.update_by_id(kb.id, req): + return get_data_error_result() + + e, kb = KnowledgebaseService.get_by_id(kb.id) + if not e: + return get_data_error_result( + retmsg="Database error (Knowledgebase rename)!") + + return get_json_result(data=kb.to_json()) + except Exception as e: + return server_error_response(e) + + +@manager.route('/detail', methods=['GET']) +@login_required +def detail(): + kb_id = request.args["kb_id"] + try: + kb = KnowledgebaseService.get_detail(kb_id) + if not kb: + return get_data_error_result( + retmsg="Can't find this knowledgebase!") + return get_json_result(data=kb) + except Exception as e: + return server_error_response(e) + + +@manager.route('/list', methods=['GET']) +@login_required +def list_kbs(): + page_number = request.args.get("page", 1) + items_per_page = request.args.get("page_size", 150) + orderby = request.args.get("orderby", "create_time") + desc = request.args.get("desc", True) + try: + tenants = TenantService.get_joined_tenants_by_user_id(current_user.id) + kbs = KnowledgebaseService.get_by_tenant_ids( + [m["tenant_id"] for m in tenants], current_user.id, page_number, items_per_page, orderby, desc) + return get_json_result(data=kbs) + except Exception as e: + return server_error_response(e) + + +@manager.route('/rm', methods=['post']) +@login_required +@validate_request("kb_id") +def rm(): + req = request.json + try: + kbs = KnowledgebaseService.query( + created_by=current_user.id, id=req["kb_id"]) + if not kbs: + return get_json_result( + data=False, retmsg=f'Only owner of knowledgebase authorized for this operation.', retcode=RetCode.OPERATING_ERROR) + + for doc in DocumentService.query(kb_id=req["kb_id"]): + if not DocumentService.remove_document(doc, kbs[0].tenant_id): + return get_data_error_result( + retmsg="Database error (Document removal)!") + f2d = File2DocumentService.get_by_document_id(doc.id) + FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id]) + File2DocumentService.delete_by_document_id(doc.id) + + if not KnowledgebaseService.delete_by_id(req["kb_id"]): + return get_data_error_result( + retmsg="Database error (Knowledgebase removal)!") + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) diff --git a/api/apps/llm_app.py b/api/apps/llm_app.py new file mode 100644 index 0000000000000000000000000000000000000000..1d54550ff9e3e356380506ba56d81f071b3cde86 --- /dev/null +++ b/api/apps/llm_app.py @@ -0,0 +1,279 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from flask import request +from flask_login import login_required, current_user +from api.db.services.llm_service import LLMFactoriesService, TenantLLMService, LLMService +from api.utils.api_utils import server_error_response, get_data_error_result, validate_request +from api.db import StatusEnum, LLMType +from api.db.db_models import TenantLLM +from api.utils.api_utils import get_json_result +from rag.llm import EmbeddingModel, ChatModel, RerankModel,CvModel +import requests +import ast + +@manager.route('/factories', methods=['GET']) +@login_required +def factories(): + try: + fac = LLMFactoriesService.get_all() + return get_json_result(data=[f.to_dict() for f in fac if f.name not in ["Youdao", "FastEmbed", "BAAI"]]) + except Exception as e: + return server_error_response(e) + + +@manager.route('/set_api_key', methods=['POST']) +@login_required +@validate_request("llm_factory", "api_key") +def set_api_key(): + req = request.json + # test if api key works + chat_passed, embd_passed, rerank_passed = False, False, False + factory = req["llm_factory"] + msg = "" + for llm in LLMService.query(fid=factory): + if not embd_passed and llm.model_type == LLMType.EMBEDDING.value: + mdl = EmbeddingModel[factory]( + req["api_key"], llm.llm_name, base_url=req.get("base_url")) + try: + arr, tc = mdl.encode(["Test if the api key is available"]) + if len(arr[0]) == 0: + raise Exception("Fail") + embd_passed = True + except Exception as e: + msg += f"\nFail to access embedding model({llm.llm_name}) using this api key." + str(e) + elif not chat_passed and llm.model_type == LLMType.CHAT.value: + mdl = ChatModel[factory]( + req["api_key"], llm.llm_name, base_url=req.get("base_url")) + try: + m, tc = mdl.chat(None, [{"role": "user", "content": "Hello! How are you doing!"}], + {"temperature": 0.9,'max_tokens':50}) + if m.find("**ERROR**") >=0: + raise Exception(m) + except Exception as e: + msg += f"\nFail to access model({llm.llm_name}) using this api key." + str( + e) + chat_passed = True + elif not rerank_passed and llm.model_type == LLMType.RERANK: + mdl = RerankModel[factory]( + req["api_key"], llm.llm_name, base_url=req.get("base_url")) + try: + arr, tc = mdl.similarity("What's the weather?", ["Is it sunny today?"]) + if len(arr) == 0 or tc == 0: + raise Exception("Fail") + except Exception as e: + msg += f"\nFail to access model({llm.llm_name}) using this api key." + str( + e) + rerank_passed = True + + if msg: + return get_data_error_result(retmsg=msg) + + llm = { + "api_key": req["api_key"], + "api_base": req.get("base_url", "") + } + for n in ["model_type", "llm_name"]: + if n in req: + llm[n] = req[n] + + if not TenantLLMService.filter_update( + [TenantLLM.tenant_id == current_user.id, TenantLLM.llm_factory == factory], llm): + for llm in LLMService.query(fid=factory): + TenantLLMService.save( + tenant_id=current_user.id, + llm_factory=factory, + llm_name=llm.llm_name, + model_type=llm.model_type, + api_key=req["api_key"], + api_base=req.get("base_url", "") + ) + + return get_json_result(data=True) + + +@manager.route('/add_llm', methods=['POST']) +@login_required +@validate_request("llm_factory", "llm_name", "model_type") +def add_llm(): + req = request.json + factory = req["llm_factory"] + + if factory == "VolcEngine": + # For VolcEngine, due to its special authentication method + # Assemble volc_ak, volc_sk, endpoint_id into api_key + temp = list(ast.literal_eval(req["llm_name"]).items())[0] + llm_name = temp[0] + endpoint_id = temp[1] + api_key = '{' + f'"volc_ak": "{req.get("volc_ak", "")}", ' \ + f'"volc_sk": "{req.get("volc_sk", "")}", ' \ + f'"ep_id": "{endpoint_id}", ' + '}' + elif factory == "Bedrock": + # For Bedrock, due to its special authentication method + # Assemble bedrock_ak, bedrock_sk, bedrock_region + llm_name = req["llm_name"] + api_key = '{' + f'"bedrock_ak": "{req.get("bedrock_ak", "")}", ' \ + f'"bedrock_sk": "{req.get("bedrock_sk", "")}", ' \ + f'"bedrock_region": "{req.get("bedrock_region", "")}", ' + '}' + elif factory == "LocalAI": + llm_name = req["llm_name"]+"___LocalAI" + api_key = "xxxxxxxxxxxxxxx" + elif factory == "OpenAI-API-Compatible": + llm_name = req["llm_name"]+"___OpenAI-API" + api_key = req.get("api_key","xxxxxxxxxxxxxxx") + else: + llm_name = req["llm_name"] + api_key = "xxxxxxxxxxxxxxx" + + llm = { + "tenant_id": current_user.id, + "llm_factory": factory, + "model_type": req["model_type"], + "llm_name": llm_name, + "api_base": req.get("api_base", ""), + "api_key": api_key + } + + msg = "" + if llm["model_type"] == LLMType.EMBEDDING.value: + mdl = EmbeddingModel[factory]( + key=llm['api_key'] if factory in ["VolcEngine", "Bedrock","OpenAI-API-Compatible"] else None, + model_name=llm["llm_name"], + base_url=llm["api_base"]) + try: + arr, tc = mdl.encode(["Test if the api key is available"]) + if len(arr[0]) == 0 or tc == 0: + raise Exception("Fail") + except Exception as e: + msg += f"\nFail to access embedding model({llm['llm_name']})." + str(e) + elif llm["model_type"] == LLMType.CHAT.value: + mdl = ChatModel[factory]( + key=llm['api_key'] if factory in ["VolcEngine", "Bedrock","OpenAI-API-Compatible"] else None, + model_name=llm["llm_name"], + base_url=llm["api_base"] + ) + try: + m, tc = mdl.chat(None, [{"role": "user", "content": "Hello! How are you doing!"}], { + "temperature": 0.9}) + if not tc: + raise Exception(m) + except Exception as e: + msg += f"\nFail to access model({llm['llm_name']})." + str( + e) + elif llm["model_type"] == LLMType.RERANK: + mdl = RerankModel[factory]( + key=None, model_name=llm["llm_name"], base_url=llm["api_base"] + ) + try: + arr, tc = mdl.similarity("Hello~ Ragflower!", ["Hi, there!"]) + if len(arr) == 0 or tc == 0: + raise Exception("Not known.") + except Exception as e: + msg += f"\nFail to access model({llm['llm_name']})." + str( + e) + elif llm["model_type"] == LLMType.IMAGE2TEXT.value: + mdl = CvModel[factory]( + key=llm["api_key"] if factory in ["OpenAI-API-Compatible"] else None, model_name=llm["llm_name"], base_url=llm["api_base"] + ) + try: + img_url = ( + "https://upload.wikimedia.org/wikipedia/comm" + "ons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/256" + "0px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg" + ) + res = requests.get(img_url) + if res.status_code == 200: + m, tc = mdl.describe(res.content) + if not tc: + raise Exception(m) + else: + pass + except Exception as e: + msg += f"\nFail to access model({llm['llm_name']})." + str(e) + else: + # TODO: check other type of models + pass + + if msg: + return get_data_error_result(retmsg=msg) + + if not TenantLLMService.filter_update( + [TenantLLM.tenant_id == current_user.id, TenantLLM.llm_factory == factory, TenantLLM.llm_name == llm["llm_name"]], llm): + TenantLLMService.save(**llm) + + return get_json_result(data=True) + + +@manager.route('/delete_llm', methods=['POST']) +@login_required +@validate_request("llm_factory", "llm_name") +def delete_llm(): + req = request.json + TenantLLMService.filter_delete( + [TenantLLM.tenant_id == current_user.id, TenantLLM.llm_factory == req["llm_factory"], TenantLLM.llm_name == req["llm_name"]]) + return get_json_result(data=True) + + +@manager.route('/my_llms', methods=['GET']) +@login_required +def my_llms(): + try: + res = {} + for o in TenantLLMService.get_my_llms(current_user.id): + if o["llm_factory"] not in res: + res[o["llm_factory"]] = { + "tags": o["tags"], + "llm": [] + } + res[o["llm_factory"]]["llm"].append({ + "type": o["model_type"], + "name": o["llm_name"], + "used_token": o["used_tokens"] + }) + return get_json_result(data=res) + except Exception as e: + return server_error_response(e) + + +@manager.route('/list', methods=['GET']) +@login_required +def list_app(): + model_type = request.args.get("model_type") + try: + objs = TenantLLMService.query(tenant_id=current_user.id) + facts = set([o.to_dict()["llm_factory"] for o in objs if o.api_key]) + llms = LLMService.get_all() + llms = [m.to_dict() + for m in llms if m.status == StatusEnum.VALID.value] + for m in llms: + m["available"] = m["fid"] in facts or m["llm_name"].lower() == "flag-embedding" or m["fid"] in ["Youdao","FastEmbed", "BAAI"] + + llm_set = set([m["llm_name"] for m in llms]) + for o in objs: + if not o.api_key:continue + if o.llm_name in llm_set:continue + llms.append({"llm_name": o.llm_name, "model_type": o.model_type, "fid": o.llm_factory, "available": True}) + + res = {} + for m in llms: + if model_type and m["model_type"].find(model_type)<0: + continue + if m["fid"] not in res: + res[m["fid"]] = [] + res[m["fid"]].append(m) + + return get_json_result(data=res) + except Exception as e: + return server_error_response(e) diff --git a/api/apps/system_app.py b/api/apps/system_app.py new file mode 100644 index 0000000000000000000000000000000000000000..fddbe14276c1b1d83ece8a14b2ca9036aa8bf8ad --- /dev/null +++ b/api/apps/system_app.py @@ -0,0 +1,68 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License +# +from flask_login import login_required + +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.utils.api_utils import get_json_result +from api.versions import get_rag_version +from rag.settings import SVR_QUEUE_NAME +from rag.utils.es_conn import ELASTICSEARCH +from rag.utils.minio_conn import MINIO +from timeit import default_timer as timer + +from rag.utils.redis_conn import REDIS_CONN + + +@manager.route('/version', methods=['GET']) +@login_required +def version(): + return get_json_result(data=get_rag_version()) + + +@manager.route('/status', methods=['GET']) +@login_required +def status(): + res = {} + st = timer() + try: + res["es"] = ELASTICSEARCH.health() + res["es"]["elapsed"] = "{:.1f}".format((timer() - st)*1000.) + except Exception as e: + res["es"] = {"status": "red", "elapsed": "{:.1f}".format((timer() - st)*1000.), "error": str(e)} + + st = timer() + try: + MINIO.health() + res["minio"] = {"status": "green", "elapsed": "{:.1f}".format((timer() - st)*1000.)} + except Exception as e: + res["minio"] = {"status": "red", "elapsed": "{:.1f}".format((timer() - st)*1000.), "error": str(e)} + + st = timer() + try: + KnowledgebaseService.get_by_id("x") + res["mysql"] = {"status": "green", "elapsed": "{:.1f}".format((timer() - st)*1000.)} + except Exception as e: + res["mysql"] = {"status": "red", "elapsed": "{:.1f}".format((timer() - st)*1000.), "error": str(e)} + + st = timer() + try: + if not REDIS_CONN.health(): + raise Exception("Lost connection!") + res["redis"] = {"status": "green", "elapsed": "{:.1f}".format((timer() - st)*1000.)} + except Exception as e: + res["redis"] = {"status": "red", "elapsed": "{:.1f}".format((timer() - st)*1000.), "error": str(e)} + + return get_json_result(data=res) diff --git a/api/apps/user_app.py b/api/apps/user_app.py new file mode 100644 index 0000000000000000000000000000000000000000..48e02612d0a92db05f98c6c356f8f04fb7e8b2e7 --- /dev/null +++ b/api/apps/user_app.py @@ -0,0 +1,391 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import json +import re +from datetime import datetime + +from flask import request, session, redirect +from werkzeug.security import generate_password_hash, check_password_hash +from flask_login import login_required, current_user, login_user, logout_user + +from api.db.db_models import TenantLLM +from api.db.services.llm_service import TenantLLMService, LLMService +from api.utils.api_utils import server_error_response, validate_request +from api.utils import get_uuid, get_format_time, decrypt, download_img, current_timestamp, datetime_format +from api.db import UserTenantRole, LLMType, FileType +from api.settings import RetCode, GITHUB_OAUTH, FEISHU_OAUTH, CHAT_MDL, EMBEDDING_MDL, ASR_MDL, IMAGE2TEXT_MDL, PARSERS, \ + API_KEY, \ + LLM_FACTORY, LLM_BASE_URL, RERANK_MDL +from api.db.services.user_service import UserService, TenantService, UserTenantService +from api.db.services.file_service import FileService +from api.settings import stat_logger +from api.utils.api_utils import get_json_result, cors_reponse + + +@manager.route('/login', methods=['POST', 'GET']) +def login(): + login_channel = "password" + if not request.json: + return get_json_result(data=False, retcode=RetCode.AUTHENTICATION_ERROR, + retmsg='Unautherized!') + + email = request.json.get('email', "") + users = UserService.query(email=email) + if not users: + return get_json_result( + data=False, retcode=RetCode.AUTHENTICATION_ERROR, retmsg=f'This Email is not registered!') + + password = request.json.get('password') + try: + password = decrypt(password) + except BaseException: + return get_json_result( + data=False, retcode=RetCode.SERVER_ERROR, retmsg='Fail to crypt password') + + user = UserService.query_user(email, password) + if user: + response_data = user.to_json() + user.access_token = get_uuid() + login_user(user) + user.update_time = current_timestamp(), + user.update_date = datetime_format(datetime.now()), + user.save() + msg = "Welcome back!" + return cors_reponse(data=response_data, auth=user.get_id(), retmsg=msg) + else: + return get_json_result(data=False, retcode=RetCode.AUTHENTICATION_ERROR, + retmsg='Email and Password do not match!') + + +@manager.route('/github_callback', methods=['GET']) +def github_callback(): + import requests + res = requests.post(GITHUB_OAUTH.get("url"), data={ + "client_id": GITHUB_OAUTH.get("client_id"), + "client_secret": GITHUB_OAUTH.get("secret_key"), + "code": request.args.get('code') + }, headers={"Accept": "application/json"}) + res = res.json() + if "error" in res: + return redirect("/?error=%s" % res["error_description"]) + + if "user:email" not in res["scope"].split(","): + return redirect("/?error=user:email not in scope") + + session["access_token"] = res["access_token"] + session["access_token_from"] = "github" + userinfo = user_info_from_github(session["access_token"]) + users = UserService.query(email=userinfo["email"]) + user_id = get_uuid() + if not users: + try: + try: + avatar = download_img(userinfo["avatar_url"]) + except Exception as e: + stat_logger.exception(e) + avatar = "" + users = user_register(user_id, { + "access_token": session["access_token"], + "email": userinfo["email"], + "avatar": avatar, + "nickname": userinfo["login"], + "login_channel": "github", + "last_login_time": get_format_time(), + "is_superuser": False, + }) + if not users: + raise Exception('Register user failure.') + if len(users) > 1: + raise Exception('Same E-mail exist!') + user = users[0] + login_user(user) + return redirect("/?auth=%s" % user.get_id()) + except Exception as e: + rollback_user_registration(user_id) + stat_logger.exception(e) + return redirect("/?error=%s" % str(e)) + user = users[0] + user.access_token = get_uuid() + login_user(user) + user.save() + return redirect("/?auth=%s" % user.get_id()) + + +@manager.route('/feishu_callback', methods=['GET']) +def feishu_callback(): + import requests + app_access_token_res = requests.post(FEISHU_OAUTH.get("app_access_token_url"), data=json.dumps({ + "app_id": FEISHU_OAUTH.get("app_id"), + "app_secret": FEISHU_OAUTH.get("app_secret") + }), headers={"Content-Type": "application/json; charset=utf-8"}) + app_access_token_res = app_access_token_res.json() + if app_access_token_res['code'] != 0: + return redirect("/?error=%s" % app_access_token_res) + + res = requests.post(FEISHU_OAUTH.get("user_access_token_url"), data=json.dumps({ + "grant_type": FEISHU_OAUTH.get("grant_type"), + "code": request.args.get('code') + }), headers={"Content-Type": "application/json; charset=utf-8", + 'Authorization': f"Bearer {app_access_token_res['app_access_token']}"}) + res = res.json() + if res['code'] != 0: + return redirect("/?error=%s" % res["message"]) + + if "contact:user.email:readonly" not in res["data"]["scope"].split(" "): + return redirect("/?error=contact:user.email:readonly not in scope") + session["access_token"] = res["data"]["access_token"] + session["access_token_from"] = "feishu" + userinfo = user_info_from_feishu(session["access_token"]) + users = UserService.query(email=userinfo["email"]) + user_id = get_uuid() + if not users: + try: + try: + avatar = download_img(userinfo["avatar_url"]) + except Exception as e: + stat_logger.exception(e) + avatar = "" + users = user_register(user_id, { + "access_token": session["access_token"], + "email": userinfo["email"], + "avatar": avatar, + "nickname": userinfo["en_name"], + "login_channel": "feishu", + "last_login_time": get_format_time(), + "is_superuser": False, + }) + if not users: + raise Exception('Register user failure.') + if len(users) > 1: + raise Exception('Same E-mail exist!') + user = users[0] + login_user(user) + return redirect("/?auth=%s" % user.get_id()) + except Exception as e: + rollback_user_registration(user_id) + stat_logger.exception(e) + return redirect("/?error=%s" % str(e)) + user = users[0] + user.access_token = get_uuid() + login_user(user) + user.save() + return redirect("/?auth=%s" % user.get_id()) + + +def user_info_from_feishu(access_token): + import requests + headers = {"Content-Type": "application/json; charset=utf-8", + 'Authorization': f"Bearer {access_token}"} + res = requests.get( + f"https://open.feishu.cn/open-apis/authen/v1/user_info", + headers=headers) + user_info = res.json()["data"] + user_info["email"] = None if user_info.get("email") == "" else user_info["email"] + return user_info + + +def user_info_from_github(access_token): + import requests + headers = {"Accept": "application/json", + 'Authorization': f"token {access_token}"} + res = requests.get( + f"https://api.github.com/user?access_token={access_token}", + headers=headers) + user_info = res.json() + email_info = requests.get( + f"https://api.github.com/user/emails?access_token={access_token}", + headers=headers).json() + user_info["email"] = next( + (email for email in email_info if email['primary'] == True), + None)["email"] + return user_info + + +@manager.route("/logout", methods=['GET']) +@login_required +def log_out(): + current_user.access_token = "" + current_user.save() + logout_user() + return get_json_result(data=True) + + +@manager.route("/setting", methods=["POST"]) +@login_required +def setting_user(): + update_dict = {} + request_data = request.json + if request_data.get("password"): + new_password = request_data.get("new_password") + if not check_password_hash( + current_user.password, decrypt(request_data["password"])): + return get_json_result( + data=False, retcode=RetCode.AUTHENTICATION_ERROR, retmsg='Password error!') + + if new_password: + update_dict["password"] = generate_password_hash( + decrypt(new_password)) + + for k in request_data.keys(): + if k in ["password", "new_password"]: + continue + update_dict[k] = request_data[k] + + try: + UserService.update_by_id(current_user.id, update_dict) + return get_json_result(data=True) + except Exception as e: + stat_logger.exception(e) + return get_json_result( + data=False, retmsg='Update failure!', retcode=RetCode.EXCEPTION_ERROR) + + +@manager.route("/info", methods=["GET"]) +@login_required +def user_info(): + return get_json_result(data=current_user.to_dict()) + + +def rollback_user_registration(user_id): + try: + UserService.delete_by_id(user_id) + except Exception as e: + pass + try: + TenantService.delete_by_id(user_id) + except Exception as e: + pass + try: + u = UserTenantService.query(tenant_id=user_id) + if u: + UserTenantService.delete_by_id(u[0].id) + except Exception as e: + pass + try: + TenantLLM.delete().where(TenantLLM.tenant_id == user_id).execute() + except Exception as e: + pass + + +def user_register(user_id, user): + user["id"] = user_id + tenant = { + "id": user_id, + "name": user["nickname"] + "‘s Kingdom", + "llm_id": CHAT_MDL, + "embd_id": EMBEDDING_MDL, + "asr_id": ASR_MDL, + "parser_ids": PARSERS, + "img2txt_id": IMAGE2TEXT_MDL, + "rerank_id": RERANK_MDL + } + usr_tenant = { + "tenant_id": user_id, + "user_id": user_id, + "invited_by": user_id, + "role": UserTenantRole.OWNER + } + file_id = get_uuid() + file = { + "id": file_id, + "parent_id": file_id, + "tenant_id": user_id, + "created_by": user_id, + "name": "/", + "type": FileType.FOLDER.value, + "size": 0, + "location": "", + } + tenant_llm = [] + for llm in LLMService.query(fid=LLM_FACTORY): + tenant_llm.append({"tenant_id": user_id, + "llm_factory": LLM_FACTORY, + "llm_name": llm.llm_name, + "model_type": llm.model_type, + "api_key": API_KEY, + "api_base": LLM_BASE_URL + }) + + if not UserService.save(**user): + return + TenantService.insert(**tenant) + UserTenantService.insert(**usr_tenant) + TenantLLMService.insert_many(tenant_llm) + FileService.insert(file) + return UserService.query(email=user["email"]) + + +@manager.route("/register", methods=["POST"]) +@validate_request("nickname", "email", "password") +def user_add(): + req = request.json + if UserService.query(email=req["email"]): + return get_json_result( + data=False, retmsg=f'Email: {req["email"]} has already registered!', retcode=RetCode.OPERATING_ERROR) + if not re.match(r"^[\w\._-]+@([\w_-]+\.)+[\w-]{2,4}$", req["email"]): + return get_json_result(data=False, retmsg=f'Invaliad e-mail: {req["email"]}!', + retcode=RetCode.OPERATING_ERROR) + + user_dict = { + "access_token": get_uuid(), + "email": req["email"], + "nickname": req["nickname"], + "password": decrypt(req["password"]), + "login_channel": "password", + "last_login_time": get_format_time(), + "is_superuser": False, + } + + user_id = get_uuid() + try: + users = user_register(user_id, user_dict) + if not users: + raise Exception('Register user failure.') + if len(users) > 1: + raise Exception('Same E-mail exist!') + user = users[0] + login_user(user) + return cors_reponse(data=user.to_json(), + auth=user.get_id(), retmsg="Welcome aboard!") + except Exception as e: + rollback_user_registration(user_id) + stat_logger.exception(e) + return get_json_result( + data=False, retmsg='User registration failure!', retcode=RetCode.EXCEPTION_ERROR) + + +@manager.route("/tenant_info", methods=["GET"]) +@login_required +def tenant_info(): + try: + tenants = TenantService.get_by_user_id(current_user.id)[0] + return get_json_result(data=tenants) + except Exception as e: + return server_error_response(e) + + +@manager.route("/set_tenant_info", methods=["POST"]) +@login_required +@validate_request("tenant_id", "asr_id", "embd_id", "img2txt_id", "llm_id") +def set_tenant_info(): + req = request.json + try: + tid = req["tenant_id"] + del req["tenant_id"] + TenantService.update_by_id(tid, req) + return get_json_result(data=True) + except Exception as e: + return server_error_response(e) diff --git a/api/contants.py b/api/contants.py new file mode 100644 index 0000000000000000000000000000000000000000..61c13ec9ec3a09d5e80b39c3d4bce5047d310f52 --- /dev/null +++ b/api/contants.py @@ -0,0 +1,16 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +NAME_LENGTH_LIMIT = 2 ** 10 \ No newline at end of file diff --git a/api/db/__init__.py b/api/db/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..7be445cd9f2ae851e065ae0df4869129a8ea52ea --- /dev/null +++ b/api/db/__init__.py @@ -0,0 +1,102 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from enum import Enum +from enum import IntEnum +from strenum import StrEnum + + +class StatusEnum(Enum): + VALID = "1" + INVALID = "0" + + +class UserTenantRole(StrEnum): + OWNER = 'owner' + ADMIN = 'admin' + NORMAL = 'normal' + + +class TenantPermission(StrEnum): + ME = 'me' + TEAM = 'team' + + +class SerializedType(IntEnum): + PICKLE = 1 + JSON = 2 + + +class FileType(StrEnum): + PDF = 'pdf' + DOC = 'doc' + VISUAL = 'visual' + AURAL = 'aural' + VIRTUAL = 'virtual' + FOLDER = 'folder' + OTHER = "other" + + +class LLMType(StrEnum): + CHAT = 'chat' + EMBEDDING = 'embedding' + SPEECH2TEXT = 'speech2text' + IMAGE2TEXT = 'image2text' + RERANK = 'rerank' + + +class ChatStyle(StrEnum): + CREATIVE = 'Creative' + PRECISE = 'Precise' + EVENLY = 'Evenly' + CUSTOM = 'Custom' + + +class TaskStatus(StrEnum): + UNSTART = "0" + RUNNING = "1" + CANCEL = "2" + DONE = "3" + FAIL = "4" + + +class ParserType(StrEnum): + PRESENTATION = "presentation" + LAWS = "laws" + MANUAL = "manual" + PAPER = "paper" + RESUME = "resume" + BOOK = "book" + QA = "qa" + TABLE = "table" + NAIVE = "naive" + PICTURE = "picture" + ONE = "one" + AUDIO = "audio" + EMAIL = "email" + KG = "knowledge_graph" + + +class FileSource(StrEnum): + LOCAL = "" + KNOWLEDGEBASE = "knowledgebase" + S3 = "s3" + + +class CanvasType(StrEnum): + ChatBot = "chatbot" + DocBot = "docbot" + +KNOWLEDGEBASE_FOLDER_NAME=".knowledgebase" diff --git a/api/db/db_models.py b/api/db/db_models.py new file mode 100644 index 0000000000000000000000000000000000000000..9df1580d354628a7a23edc0bfb8c117baa3a038f --- /dev/null +++ b/api/db/db_models.py @@ -0,0 +1,967 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import inspect +import os +import sys +import typing +import operator +from functools import wraps +from itsdangerous.url_safe import URLSafeTimedSerializer as Serializer +from flask_login import UserMixin +from playhouse.migrate import MySQLMigrator, migrate +from peewee import ( + BigIntegerField, BooleanField, CharField, + CompositeKey, IntegerField, TextField, FloatField, DateTimeField, + Field, Model, Metadata +) +from playhouse.pool import PooledMySQLDatabase +from api.db import SerializedType, ParserType +from api.settings import DATABASE, stat_logger, SECRET_KEY +from api.utils.log_utils import getLogger +from api import utils + +LOGGER = getLogger() + + +def singleton(cls, *args, **kw): + instances = {} + + def _singleton(): + key = str(cls) + str(os.getpid()) + if key not in instances: + instances[key] = cls(*args, **kw) + return instances[key] + + return _singleton + + +CONTINUOUS_FIELD_TYPE = {IntegerField, FloatField, DateTimeField} +AUTO_DATE_TIMESTAMP_FIELD_PREFIX = { + "create", + "start", + "end", + "update", + "read_access", + "write_access"} + + +class LongTextField(TextField): + field_type = 'LONGTEXT' + + +class JSONField(LongTextField): + default_value = {} + + def __init__(self, object_hook=None, object_pairs_hook=None, **kwargs): + self._object_hook = object_hook + self._object_pairs_hook = object_pairs_hook + super().__init__(**kwargs) + + def db_value(self, value): + if value is None: + value = self.default_value + return utils.json_dumps(value) + + def python_value(self, value): + if not value: + return self.default_value + return utils.json_loads( + value, object_hook=self._object_hook, object_pairs_hook=self._object_pairs_hook) + + +class ListField(JSONField): + default_value = [] + + +class SerializedField(LongTextField): + def __init__(self, serialized_type=SerializedType.PICKLE, + object_hook=None, object_pairs_hook=None, **kwargs): + self._serialized_type = serialized_type + self._object_hook = object_hook + self._object_pairs_hook = object_pairs_hook + super().__init__(**kwargs) + + def db_value(self, value): + if self._serialized_type == SerializedType.PICKLE: + return utils.serialize_b64(value, to_str=True) + elif self._serialized_type == SerializedType.JSON: + if value is None: + return None + return utils.json_dumps(value, with_type=True) + else: + raise ValueError( + f"the serialized type {self._serialized_type} is not supported") + + def python_value(self, value): + if self._serialized_type == SerializedType.PICKLE: + return utils.deserialize_b64(value) + elif self._serialized_type == SerializedType.JSON: + if value is None: + return {} + return utils.json_loads( + value, object_hook=self._object_hook, object_pairs_hook=self._object_pairs_hook) + else: + raise ValueError( + f"the serialized type {self._serialized_type} is not supported") + + +def is_continuous_field(cls: typing.Type) -> bool: + if cls in CONTINUOUS_FIELD_TYPE: + return True + for p in cls.__bases__: + if p in CONTINUOUS_FIELD_TYPE: + return True + elif p != Field and p != object: + if is_continuous_field(p): + return True + else: + return False + + +def auto_date_timestamp_field(): + return {f"{f}_time" for f in AUTO_DATE_TIMESTAMP_FIELD_PREFIX} + + +def auto_date_timestamp_db_field(): + return {f"f_{f}_time" for f in AUTO_DATE_TIMESTAMP_FIELD_PREFIX} + + +def remove_field_name_prefix(field_name): + return field_name[2:] if field_name.startswith('f_') else field_name + + +class BaseModel(Model): + create_time = BigIntegerField(null=True, index=True) + create_date = DateTimeField(null=True, index=True) + update_time = BigIntegerField(null=True, index=True) + update_date = DateTimeField(null=True, index=True) + + def to_json(self): + # This function is obsolete + return self.to_dict() + + def to_dict(self): + return self.__dict__['__data__'] + + def to_human_model_dict(self, only_primary_with: list = None): + model_dict = self.__dict__['__data__'] + + if not only_primary_with: + return {remove_field_name_prefix( + k): v for k, v in model_dict.items()} + + human_model_dict = {} + for k in self._meta.primary_key.field_names: + human_model_dict[remove_field_name_prefix(k)] = model_dict[k] + for k in only_primary_with: + human_model_dict[k] = model_dict[f'f_{k}'] + return human_model_dict + + @property + def meta(self) -> Metadata: + return self._meta + + @classmethod + def get_primary_keys_name(cls): + return cls._meta.primary_key.field_names if isinstance(cls._meta.primary_key, CompositeKey) else [ + cls._meta.primary_key.name] + + @classmethod + def getter_by(cls, attr): + return operator.attrgetter(attr)(cls) + + @classmethod + def query(cls, reverse=None, order_by=None, **kwargs): + filters = [] + for f_n, f_v in kwargs.items(): + attr_name = '%s' % f_n + if not hasattr(cls, attr_name) or f_v is None: + continue + if type(f_v) in {list, set}: + f_v = list(f_v) + if is_continuous_field(type(getattr(cls, attr_name))): + if len(f_v) == 2: + for i, v in enumerate(f_v): + if isinstance( + v, str) and f_n in auto_date_timestamp_field(): + # time type: %Y-%m-%d %H:%M:%S + f_v[i] = utils.date_string_to_timestamp(v) + lt_value = f_v[0] + gt_value = f_v[1] + if lt_value is not None and gt_value is not None: + filters.append( + cls.getter_by(attr_name).between( + lt_value, gt_value)) + elif lt_value is not None: + filters.append( + operator.attrgetter(attr_name)(cls) >= lt_value) + elif gt_value is not None: + filters.append( + operator.attrgetter(attr_name)(cls) <= gt_value) + else: + filters.append(operator.attrgetter(attr_name)(cls) << f_v) + else: + filters.append(operator.attrgetter(attr_name)(cls) == f_v) + if filters: + query_records = cls.select().where(*filters) + if reverse is not None: + if not order_by or not hasattr(cls, f"{order_by}"): + order_by = "create_time" + if reverse is True: + query_records = query_records.order_by( + cls.getter_by(f"{order_by}").desc()) + elif reverse is False: + query_records = query_records.order_by( + cls.getter_by(f"{order_by}").asc()) + return [query_record for query_record in query_records] + else: + return [] + + @classmethod + def insert(cls, __data=None, **insert): + if isinstance(__data, dict) and __data: + __data[cls._meta.combined["create_time"] + ] = utils.current_timestamp() + if insert: + insert["create_time"] = utils.current_timestamp() + + return super().insert(__data, **insert) + + # update and insert will call this method + @classmethod + def _normalize_data(cls, data, kwargs): + normalized = super()._normalize_data(data, kwargs) + if not normalized: + return {} + + normalized[cls._meta.combined["update_time"] + ] = utils.current_timestamp() + + for f_n in AUTO_DATE_TIMESTAMP_FIELD_PREFIX: + if {f"{f_n}_time", f"{f_n}_date"}.issubset(cls._meta.combined.keys()) and \ + cls._meta.combined[f"{f_n}_time"] in normalized and \ + normalized[cls._meta.combined[f"{f_n}_time"]] is not None: + normalized[cls._meta.combined[f"{f_n}_date"]] = utils.timestamp_to_date( + normalized[cls._meta.combined[f"{f_n}_time"]]) + + return normalized + + +class JsonSerializedField(SerializedField): + def __init__(self, object_hook=utils.from_dict_hook, + object_pairs_hook=None, **kwargs): + super(JsonSerializedField, self).__init__(serialized_type=SerializedType.JSON, object_hook=object_hook, + object_pairs_hook=object_pairs_hook, **kwargs) + + +@singleton +class BaseDataBase: + def __init__(self): + database_config = DATABASE.copy() + db_name = database_config.pop("name") + self.database_connection = PooledMySQLDatabase( + db_name, **database_config) + stat_logger.info('init mysql database on cluster mode successfully') + + +class DatabaseLock: + def __init__(self, lock_name, timeout=10, db=None): + self.lock_name = lock_name + self.timeout = int(timeout) + self.db = db if db else DB + + def lock(self): + # SQL parameters only support %s format placeholders + cursor = self.db.execute_sql( + "SELECT GET_LOCK(%s, %s)", (self.lock_name, self.timeout)) + ret = cursor.fetchone() + if ret[0] == 0: + raise Exception(f'acquire mysql lock {self.lock_name} timeout') + elif ret[0] == 1: + return True + else: + raise Exception(f'failed to acquire lock {self.lock_name}') + + def unlock(self): + cursor = self.db.execute_sql( + "SELECT RELEASE_LOCK(%s)", (self.lock_name,)) + ret = cursor.fetchone() + if ret[0] == 0: + raise Exception( + f'mysql lock {self.lock_name} was not established by this thread') + elif ret[0] == 1: + return True + else: + raise Exception(f'mysql lock {self.lock_name} does not exist') + + def __enter__(self): + if isinstance(self.db, PooledMySQLDatabase): + self.lock() + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + if isinstance(self.db, PooledMySQLDatabase): + self.unlock() + + def __call__(self, func): + @wraps(func) + def magic(*args, **kwargs): + with self: + return func(*args, **kwargs) + + return magic + + +DB = BaseDataBase().database_connection +DB.lock = DatabaseLock + + +def close_connection(): + try: + if DB: + DB.close_stale(age=30) + except Exception as e: + LOGGER.exception(e) + + +class DataBaseModel(BaseModel): + class Meta: + database = DB + + +@DB.connection_context() +def init_database_tables(alter_fields=[]): + members = inspect.getmembers(sys.modules[__name__], inspect.isclass) + table_objs = [] + create_failed_list = [] + for name, obj in members: + if obj != DataBaseModel and issubclass(obj, DataBaseModel): + table_objs.append(obj) + LOGGER.info(f"start create table {obj.__name__}") + try: + obj.create_table() + LOGGER.info(f"create table success: {obj.__name__}") + except Exception as e: + LOGGER.exception(e) + create_failed_list.append(obj.__name__) + if create_failed_list: + LOGGER.info(f"create tables failed: {create_failed_list}") + raise Exception(f"create tables failed: {create_failed_list}") + migrate_db() + + +def fill_db_model_object(model_object, human_model_dict): + for k, v in human_model_dict.items(): + attr_name = '%s' % k + if hasattr(model_object.__class__, attr_name): + setattr(model_object, attr_name, v) + return model_object + + +class User(DataBaseModel, UserMixin): + id = CharField(max_length=32, primary_key=True) + access_token = CharField(max_length=255, null=True, index=True) + nickname = CharField(max_length=100, null=False, help_text="nicky name", index=True) + password = CharField(max_length=255, null=True, help_text="password", index=True) + email = CharField( + max_length=255, + null=False, + help_text="email", + index=True) + avatar = TextField(null=True, help_text="avatar base64 string") + language = CharField( + max_length=32, + null=True, + help_text="English|Chinese", + default="Chinese" if "zh_CN" in os.getenv("LANG", "") else "English", + index=True) + color_schema = CharField( + max_length=32, + null=True, + help_text="Bright|Dark", + default="Bright", + index=True) + timezone = CharField( + max_length=64, + null=True, + help_text="Timezone", + default="UTC+8\tAsia/Shanghai", + index=True) + last_login_time = DateTimeField(null=True, index=True) + is_authenticated = CharField(max_length=1, null=False, default="1", index=True) + is_active = CharField(max_length=1, null=False, default="1", index=True) + is_anonymous = CharField(max_length=1, null=False, default="0", index=True) + login_channel = CharField(null=True, help_text="from which user login", index=True) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + is_superuser = BooleanField(null=True, help_text="is root", default=False, index=True) + + def __str__(self): + return self.email + + def get_id(self): + jwt = Serializer(secret_key=SECRET_KEY) + return jwt.dumps(str(self.access_token)) + + class Meta: + db_table = "user" + + +class Tenant(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + name = CharField(max_length=100, null=True, help_text="Tenant name", index=True) + public_key = CharField(max_length=255, null=True, index=True) + llm_id = CharField(max_length=128, null=False, help_text="default llm ID", index=True) + embd_id = CharField( + max_length=128, + null=False, + help_text="default embedding model ID", + index=True) + asr_id = CharField( + max_length=128, + null=False, + help_text="default ASR model ID", + index=True) + img2txt_id = CharField( + max_length=128, + null=False, + help_text="default image to text model ID", + index=True) + rerank_id = CharField( + max_length=128, + null=False, + help_text="default rerank model ID", + index=True) + parser_ids = CharField( + max_length=256, + null=False, + help_text="document processors", + index=True) + credit = IntegerField(default=512, index=True) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + class Meta: + db_table = "tenant" + + +class UserTenant(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + user_id = CharField(max_length=32, null=False, index=True) + tenant_id = CharField(max_length=32, null=False, index=True) + role = CharField(max_length=32, null=False, help_text="UserTenantRole", index=True) + invited_by = CharField(max_length=32, null=False, index=True) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + class Meta: + db_table = "user_tenant" + + +class InvitationCode(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + code = CharField(max_length=32, null=False, index=True) + visit_time = DateTimeField(null=True, index=True) + user_id = CharField(max_length=32, null=True, index=True) + tenant_id = CharField(max_length=32, null=True, index=True) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + class Meta: + db_table = "invitation_code" + + +class LLMFactories(DataBaseModel): + name = CharField( + max_length=128, + null=False, + help_text="LLM factory name", + primary_key=True) + logo = TextField(null=True, help_text="llm logo base64") + tags = CharField( + max_length=255, + null=False, + help_text="LLM, Text Embedding, Image2Text, ASR", + index=True) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + def __str__(self): + return self.name + + class Meta: + db_table = "llm_factories" + + +class LLM(DataBaseModel): + # LLMs dictionary + llm_name = CharField( + max_length=128, + null=False, + help_text="LLM name", + index=True, + primary_key=True) + model_type = CharField( + max_length=128, + null=False, + help_text="LLM, Text Embedding, Image2Text, ASR", + index=True) + fid = CharField(max_length=128, null=False, help_text="LLM factory id", index=True) + max_tokens = IntegerField(default=0) + + tags = CharField( + max_length=255, + null=False, + help_text="LLM, Text Embedding, Image2Text, Chat, 32k...", + index=True) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + def __str__(self): + return self.llm_name + + class Meta: + db_table = "llm" + + +class TenantLLM(DataBaseModel): + tenant_id = CharField(max_length=32, null=False, index=True) + llm_factory = CharField( + max_length=128, + null=False, + help_text="LLM factory name", + index=True) + model_type = CharField( + max_length=128, + null=True, + help_text="LLM, Text Embedding, Image2Text, ASR", + index=True) + llm_name = CharField( + max_length=128, + null=True, + help_text="LLM name", + default="", + index=True) + api_key = CharField(max_length=1024, null=True, help_text="API KEY", index=True) + api_base = CharField(max_length=255, null=True, help_text="API Base") + + used_tokens = IntegerField(default=0, index=True) + + def __str__(self): + return self.llm_name + + class Meta: + db_table = "tenant_llm" + primary_key = CompositeKey('tenant_id', 'llm_factory', 'llm_name') + + +class Knowledgebase(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + avatar = TextField(null=True, help_text="avatar base64 string") + tenant_id = CharField(max_length=32, null=False, index=True) + name = CharField( + max_length=128, + null=False, + help_text="KB name", + index=True) + language = CharField( + max_length=32, + null=True, + default="Chinese" if "zh_CN" in os.getenv("LANG", "") else "English", + help_text="English|Chinese", + index=True) + description = TextField(null=True, help_text="KB description") + embd_id = CharField( + max_length=128, + null=False, + help_text="default embedding model ID", + index=True) + permission = CharField( + max_length=16, + null=False, + help_text="me|team", + default="me", + index=True) + created_by = CharField(max_length=32, null=False, index=True) + doc_num = IntegerField(default=0, index=True) + token_num = IntegerField(default=0, index=True) + chunk_num = IntegerField(default=0, index=True) + similarity_threshold = FloatField(default=0.2, index=True) + vector_similarity_weight = FloatField(default=0.3, index=True) + + parser_id = CharField( + max_length=32, + null=False, + help_text="default parser ID", + default=ParserType.NAIVE.value, + index=True) + parser_config = JSONField(null=False, default={"pages": [[1, 1000000]]}) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + def __str__(self): + return self.name + + class Meta: + db_table = "knowledgebase" + + +class Document(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + thumbnail = TextField(null=True, help_text="thumbnail base64 string") + kb_id = CharField(max_length=256, null=False, index=True) + parser_id = CharField( + max_length=32, + null=False, + help_text="default parser ID", + index=True) + parser_config = JSONField(null=False, default={"pages": [[1, 1000000]]}) + source_type = CharField( + max_length=128, + null=False, + default="local", + help_text="where dose this document come from", + index=True) + type = CharField(max_length=32, null=False, help_text="file extension", + index=True) + created_by = CharField( + max_length=32, + null=False, + help_text="who created it", + index=True) + name = CharField( + max_length=255, + null=True, + help_text="file name", + index=True) + location = CharField( + max_length=255, + null=True, + help_text="where dose it store", + index=True) + size = IntegerField(default=0, index=True) + token_num = IntegerField(default=0, index=True) + chunk_num = IntegerField(default=0, index=True) + progress = FloatField(default=0, index=True) + progress_msg = TextField( + null=True, + help_text="process message", + default="") + process_begin_at = DateTimeField(null=True, index=True) + process_duation = FloatField(default=0) + + run = CharField( + max_length=1, + null=True, + help_text="start to run processing or cancel.(1: run it; 2: cancel)", + default="0", + index=True) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + class Meta: + db_table = "document" + + +class File(DataBaseModel): + id = CharField( + max_length=32, + primary_key=True) + parent_id = CharField( + max_length=32, + null=False, + help_text="parent folder id", + index=True) + tenant_id = CharField( + max_length=32, + null=False, + help_text="tenant id", + index=True) + created_by = CharField( + max_length=32, + null=False, + help_text="who created it", + index=True) + name = CharField( + max_length=255, + null=False, + help_text="file name or folder name", + index=True) + location = CharField( + max_length=255, + null=True, + help_text="where dose it store", + index=True) + size = IntegerField(default=0, index=True) + type = CharField(max_length=32, null=False, help_text="file extension", index=True) + source_type = CharField( + max_length=128, + null=False, + default="", + help_text="where dose this document come from", index=True) + + class Meta: + db_table = "file" + + +class File2Document(DataBaseModel): + id = CharField( + max_length=32, + primary_key=True) + file_id = CharField( + max_length=32, + null=True, + help_text="file id", + index=True) + document_id = CharField( + max_length=32, + null=True, + help_text="document id", + index=True) + + class Meta: + db_table = "file2document" + + +class Task(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + doc_id = CharField(max_length=32, null=False, index=True) + from_page = IntegerField(default=0) + + to_page = IntegerField(default=-1) + + begin_at = DateTimeField(null=True, index=True) + process_duation = FloatField(default=0) + + progress = FloatField(default=0, index=True) + progress_msg = TextField( + null=True, + help_text="process message", + default="") + + +class Dialog(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + tenant_id = CharField(max_length=32, null=False, index=True) + name = CharField( + max_length=255, + null=True, + help_text="dialog application name", + index=True) + description = TextField(null=True, help_text="Dialog description") + icon = TextField(null=True, help_text="icon base64 string") + language = CharField( + max_length=32, + null=True, + default="Chinese" if "zh_CN" in os.getenv("LANG", "") else "English", + help_text="English|Chinese", + index=True) + llm_id = CharField(max_length=128, null=False, help_text="default llm ID") + + llm_setting = JSONField(null=False, default={"temperature": 0.1, "top_p": 0.3, "frequency_penalty": 0.7, + "presence_penalty": 0.4, "max_tokens": 512}) + prompt_type = CharField( + max_length=16, + null=False, + default="simple", + help_text="simple|advanced", + index=True) + prompt_config = JSONField(null=False, default={"system": "", "prologue": "您好，我是您的助手小樱，长得可爱又善良，can I help you?", + "parameters": [], "empty_response": "Sorry! 知识库中未找到相关内容！"}) + + similarity_threshold = FloatField(default=0.2) + vector_similarity_weight = FloatField(default=0.3) + + top_n = IntegerField(default=6) + + top_k = IntegerField(default=1024) + + do_refer = CharField( + max_length=1, + null=False, + help_text="it needs to insert reference index into answer or not") + + rerank_id = CharField( + max_length=128, + null=False, + help_text="default rerank model ID") + + kb_ids = JSONField(null=False, default=[]) + status = CharField( + max_length=1, + null=True, + help_text="is it validate(0: wasted，1: validate)", + default="1", + index=True) + + class Meta: + db_table = "dialog" + + +class Conversation(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + dialog_id = CharField(max_length=32, null=False, index=True) + name = CharField(max_length=255, null=True, help_text="converastion name", index=True) + message = JSONField(null=True) + reference = JSONField(null=True, default=[]) + + class Meta: + db_table = "conversation" + + +class APIToken(DataBaseModel): + tenant_id = CharField(max_length=32, null=False, index=True) + token = CharField(max_length=255, null=False, index=True) + dialog_id = CharField(max_length=32, null=False, index=True) + source = CharField(max_length=16, null=True, help_text="none|agent|dialog", index=True) + + class Meta: + db_table = "api_token" + primary_key = CompositeKey('tenant_id', 'token') + + +class API4Conversation(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + dialog_id = CharField(max_length=32, null=False, index=True) + user_id = CharField(max_length=255, null=False, help_text="user_id", index=True) + message = JSONField(null=True) + reference = JSONField(null=True, default=[]) + tokens = IntegerField(default=0) + source = CharField(max_length=16, null=True, help_text="none|agent|dialog", index=True) + + duration = FloatField(default=0, index=True) + round = IntegerField(default=0, index=True) + thumb_up = IntegerField(default=0, index=True) + + class Meta: + db_table = "api_4_conversation" + + +class UserCanvas(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + avatar = TextField(null=True, help_text="avatar base64 string") + user_id = CharField(max_length=255, null=False, help_text="user_id", index=True) + title = CharField(max_length=255, null=True, help_text="Canvas title") + + description = TextField(null=True, help_text="Canvas description") + canvas_type = CharField(max_length=32, null=True, help_text="Canvas type", index=True) + dsl = JSONField(null=True, default={}) + + class Meta: + db_table = "user_canvas" + + +class CanvasTemplate(DataBaseModel): + id = CharField(max_length=32, primary_key=True) + avatar = TextField(null=True, help_text="avatar base64 string") + title = CharField(max_length=255, null=True, help_text="Canvas title") + + description = TextField(null=True, help_text="Canvas description") + canvas_type = CharField(max_length=32, null=True, help_text="Canvas type", index=True) + dsl = JSONField(null=True, default={}) + + class Meta: + db_table = "canvas_template" + + +def migrate_db(): + with DB.transaction(): + migrator = MySQLMigrator(DB) + try: + migrate( + migrator.add_column('file', 'source_type', CharField(max_length=128, null=False, default="", + help_text="where dose this document come from", + index=True)) + ) + except Exception as e: + pass + try: + migrate( + migrator.add_column('tenant', 'rerank_id', + CharField(max_length=128, null=False, default="BAAI/bge-reranker-v2-m3", + help_text="default rerank model ID")) + + ) + except Exception as e: + pass + try: + migrate( + migrator.add_column('dialog', 'rerank_id', CharField(max_length=128, null=False, default="", + help_text="default rerank model ID")) + + ) + except Exception as e: + pass + try: + migrate( + migrator.add_column('dialog', 'top_k', IntegerField(default=1024)) + + ) + except Exception as e: + pass + try: + migrate( + migrator.alter_column_type('tenant_llm', 'api_key', + CharField(max_length=1024, null=True, help_text="API KEY", index=True)) + ) + except Exception as e: + pass + try: + migrate( + migrator.add_column('api_token', 'source', + CharField(max_length=16, null=True, help_text="none|agent|dialog", index=True)) + ) + except Exception as e: + pass + try: + migrate( + migrator.add_column('api_4_conversation', 'source', + CharField(max_length=16, null=True, help_text="none|agent|dialog", index=True)) + ) + except Exception as e: + pass diff --git a/api/db/db_utils.py b/api/db/db_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..144cc1f02e5f5d15304e5db695b07698d21dd8dd --- /dev/null +++ b/api/db/db_utils.py @@ -0,0 +1,130 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import operator +from functools import reduce +from typing import Dict, Type, Union + +from api.utils import current_timestamp, timestamp_to_date + +from api.db.db_models import DB, DataBaseModel +from api.db.runtime_config import RuntimeConfig +from api.utils.log_utils import getLogger +from enum import Enum + + +LOGGER = getLogger() + + +@DB.connection_context() +def bulk_insert_into_db(model, data_source, replace_on_conflict=False): + DB.create_tables([model]) + + for i, data in enumerate(data_source): + current_time = current_timestamp() + i + current_date = timestamp_to_date(current_time) + if 'create_time' not in data: + data['create_time'] = current_time + data['create_date'] = timestamp_to_date(data['create_time']) + data['update_time'] = current_time + data['update_date'] = current_date + + preserve = tuple(data_source[0].keys() - {'create_time', 'create_date'}) + + batch_size = 1000 + + for i in range(0, len(data_source), batch_size): + with DB.atomic(): + query = model.insert_many(data_source[i:i + batch_size]) + if replace_on_conflict: + query = query.on_conflict(preserve=preserve) + query.execute() + + +def get_dynamic_db_model(base, job_id): + return type(base.model( + table_index=get_dynamic_tracking_table_index(job_id=job_id))) + + +def get_dynamic_tracking_table_index(job_id): + return job_id[:8] + + +def fill_db_model_object(model_object, human_model_dict): + for k, v in human_model_dict.items(): + attr_name = 'f_%s' % k + if hasattr(model_object.__class__, attr_name): + setattr(model_object, attr_name, v) + return model_object + + +# https://docs.peewee-orm.com/en/latest/peewee/query_operators.html +supported_operators = { + '==': operator.eq, + '<': operator.lt, + '<=': operator.le, + '>': operator.gt, + '>=': operator.ge, + '!=': operator.ne, + '<<': operator.lshift, + '>>': operator.rshift, + '%': operator.mod, + '**': operator.pow, + '^': operator.xor, + '~': operator.inv, +} + + +def query_dict2expression( + model: Type[DataBaseModel], query: Dict[str, Union[bool, int, str, list, tuple]]): + expression = [] + + for field, value in query.items(): + if not isinstance(value, (list, tuple)): + value = ('==', value) + op, *val = value + + field = getattr(model, f'f_{field}') + value = supported_operators[op]( + field, val[0]) if op in supported_operators else getattr( + field, op)( + *val) + expression.append(value) + + return reduce(operator.iand, expression) + + +def query_db(model: Type[DataBaseModel], limit: int = 0, offset: int = 0, + query: dict = None, order_by: Union[str, list, tuple] = None): + data = model.select() + if query: + data = data.where(query_dict2expression(model, query)) + count = data.count() + + if not order_by: + order_by = 'create_time' + if not isinstance(order_by, (list, tuple)): + order_by = (order_by, 'asc') + order_by, order = order_by + order_by = getattr(model, f'f_{order_by}') + order_by = getattr(order_by, order)() + data = data.order_by(order_by) + + if limit > 0: + data = data.limit(limit) + if offset > 0: + data = data.offset(offset) + + return list(data), count diff --git a/api/db/init_data.py b/api/db/init_data.py new file mode 100644 index 0000000000000000000000000000000000000000..cc337cce7d8c9881ace5a29e1309228452a7442a --- /dev/null +++ b/api/db/init_data.py @@ -0,0 +1,183 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import json +import os +import time +import uuid +from copy import deepcopy + +from api.db import LLMType, UserTenantRole +from api.db.db_models import init_database_tables as init_web_db, LLMFactories, LLM, TenantLLM +from api.db.services import UserService +from api.db.services.canvas_service import CanvasTemplateService +from api.db.services.document_service import DocumentService +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.llm_service import LLMFactoriesService, LLMService, TenantLLMService, LLMBundle +from api.db.services.user_service import TenantService, UserTenantService +from api.settings import CHAT_MDL, EMBEDDING_MDL, ASR_MDL, IMAGE2TEXT_MDL, PARSERS, LLM_FACTORY, API_KEY, LLM_BASE_URL +from api.utils.file_utils import get_project_base_directory + + +def init_superuser(): + user_info = { + "id": uuid.uuid1().hex, + "password": "admin", + "nickname": "admin", + "is_superuser": True, + "email": "admin@ragflow.io", + "creator": "system", + "status": "1", + } + tenant = { + "id": user_info["id"], + "name": user_info["nickname"] + "‘s Kingdom", + "llm_id": CHAT_MDL, + "embd_id": EMBEDDING_MDL, + "asr_id": ASR_MDL, + "parser_ids": PARSERS, + "img2txt_id": IMAGE2TEXT_MDL + } + usr_tenant = { + "tenant_id": user_info["id"], + "user_id": user_info["id"], + "invited_by": user_info["id"], + "role": UserTenantRole.OWNER + } + tenant_llm = [] + for llm in LLMService.query(fid=LLM_FACTORY): + tenant_llm.append( + {"tenant_id": user_info["id"], "llm_factory": LLM_FACTORY, "llm_name": llm.llm_name, "model_type": llm.model_type, + "api_key": API_KEY, "api_base": LLM_BASE_URL}) + + if not UserService.save(**user_info): + print("\033[93m【ERROR】\033[0mcan't init admin.") + return + TenantService.insert(**tenant) + UserTenantService.insert(**usr_tenant) + TenantLLMService.insert_many(tenant_llm) + print( + "【INFO】Super user initialized. \033[93memail: admin@ragflow.io, password: admin\033[0m. Changing the password after logining is strongly recomanded.") + + chat_mdl = LLMBundle(tenant["id"], LLMType.CHAT, tenant["llm_id"]) + msg = chat_mdl.chat(system="", history=[ + {"role": "user", "content": "Hello!"}], gen_conf={}) + if msg.find("ERROR: ") == 0: + print( + "\33[91m【ERROR】\33[0m: ", + "'{}' dosen't work. {}".format( + tenant["llm_id"], + msg)) + embd_mdl = LLMBundle(tenant["id"], LLMType.EMBEDDING, tenant["embd_id"]) + v, c = embd_mdl.encode(["Hello!"]) + if c == 0: + print( + "\33[91m【ERROR】\33[0m:", + " '{}' dosen't work!".format( + tenant["embd_id"])) + + +def init_llm_factory(): + try: + LLMService.filter_delete([(LLM.fid == "MiniMax" or LLM.fid == "Minimax")]) + except Exception as e: + pass + + factory_llm_infos = json.load( + open( + os.path.join(get_project_base_directory(), "conf", "llm_factories.json"), + "r", + ) + ) + for factory_llm_info in factory_llm_infos["factory_llm_infos"]: + llm_infos = factory_llm_info.pop("llm") + try: + LLMFactoriesService.save(**factory_llm_info) + except Exception as e: + pass + for llm_info in llm_infos: + llm_info["fid"] = factory_llm_info["name"] + try: + LLMService.save(**llm_info) + except Exception as e: + pass + + LLMFactoriesService.filter_delete([LLMFactories.name == "Local"]) + LLMService.filter_delete([LLM.fid == "Local"]) + LLMService.filter_delete([LLM.llm_name == "qwen-vl-max"]) + LLMService.filter_delete([LLM.fid == "Moonshot", LLM.llm_name == "flag-embedding"]) + TenantLLMService.filter_delete([TenantLLM.llm_factory == "Moonshot", TenantLLM.llm_name == "flag-embedding"]) + LLMFactoriesService.filter_delete([LLMFactoriesService.model.name == "QAnything"]) + LLMService.filter_delete([LLMService.model.fid == "QAnything"]) + TenantLLMService.filter_update([TenantLLMService.model.llm_factory == "QAnything"], {"llm_factory": "Youdao"}) + TenantService.filter_update([1 == 1], { + "parser_ids": "naive:General,qa:Q&A,resume:Resume,manual:Manual,table:Table,paper:Paper,book:Book,laws:Laws,presentation:Presentation,picture:Picture,one:One,audio:Audio,knowledge_graph:Knowledge Graph,email:Email"}) + ## insert openai two embedding models to the current openai user. + print("Start to insert 2 OpenAI embedding models...") + tenant_ids = set([row["tenant_id"] for row in TenantLLMService.get_openai_models()]) + for tid in tenant_ids: + for row in TenantLLMService.query(llm_factory="OpenAI", tenant_id=tid): + row = row.to_dict() + row["model_type"] = LLMType.EMBEDDING.value + row["llm_name"] = "text-embedding-3-small" + row["used_tokens"] = 0 + try: + TenantLLMService.save(**row) + row = deepcopy(row) + row["llm_name"] = "text-embedding-3-large" + TenantLLMService.save(**row) + except Exception as e: + pass + break + for kb_id in KnowledgebaseService.get_all_ids(): + KnowledgebaseService.update_by_id(kb_id, {"doc_num": DocumentService.get_kb_doc_count(kb_id)}) + """ + drop table llm; + drop table llm_factories; + update tenant set parser_ids='naive:General,qa:Q&A,resume:Resume,manual:Manual,table:Table,paper:Paper,book:Book,laws:Laws,presentation:Presentation,picture:Picture,one:One,audio:Audio,knowledge_graph:Knowledge Graph'; + alter table knowledgebase modify avatar longtext; + alter table user modify avatar longtext; + alter table dialog modify icon longtext; + """ + + +def add_graph_templates(): + dir = os.path.join(get_project_base_directory(), "agent", "templates") + for fnm in os.listdir(dir): + try: + cnvs = json.load(open(os.path.join(dir, fnm), "r")) + try: + CanvasTemplateService.save(**cnvs) + except: + CanvasTemplateService.update_by_id(cnvs["id"], cnvs) + except Exception as e: + print("Add graph templates error: ", e) + print("------------", flush=True) + + +def init_web_data(): + start_time = time.time() + + init_llm_factory() + if not UserService.get_all().count(): + init_superuser() + + add_graph_templates() + print("init web data success:{}".format(time.time() - start_time)) + + +if __name__ == '__main__': + init_web_db() + init_web_data() diff --git a/api/db/operatioins.py b/api/db/operatioins.py new file mode 100644 index 0000000000000000000000000000000000000000..cc13a42939453afd5b32e864aed91602696666ab --- /dev/null +++ b/api/db/operatioins.py @@ -0,0 +1,21 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import operator +import time +import typing +from api.utils.log_utils import sql_logger +import peewee diff --git a/api/db/reload_config_base.py b/api/db/reload_config_base.py new file mode 100644 index 0000000000000000000000000000000000000000..fff9b598b7e21684526e0a7d3e3cff6f50e09a74 --- /dev/null +++ b/api/db/reload_config_base.py @@ -0,0 +1,28 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +class ReloadConfigBase: + @classmethod + def get_all(cls): + configs = {} + for k, v in cls.__dict__.items(): + if not callable(getattr(cls, k)) and not k.startswith( + "__") and not k.startswith("_"): + configs[k] = v + return configs + + @classmethod + def get(cls, config_name): + return getattr(cls, config_name) if hasattr(cls, config_name) else None diff --git a/api/db/runtime_config.py b/api/db/runtime_config.py new file mode 100644 index 0000000000000000000000000000000000000000..ad488dc206a84134695cfcedad001bcbf3141d41 --- /dev/null +++ b/api/db/runtime_config.py @@ -0,0 +1,54 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from api.versions import get_versions +from .reload_config_base import ReloadConfigBase + + +class RuntimeConfig(ReloadConfigBase): + DEBUG = None + WORK_MODE = None + HTTP_PORT = None + JOB_SERVER_HOST = None + JOB_SERVER_VIP = None + ENV = dict() + SERVICE_DB = None + LOAD_CONFIG_MANAGER = False + + @classmethod + def init_config(cls, **kwargs): + for k, v in kwargs.items(): + if hasattr(cls, k): + setattr(cls, k, v) + + @classmethod + def init_env(cls): + cls.ENV.update(get_versions()) + + @classmethod + def load_config_manager(cls): + cls.LOAD_CONFIG_MANAGER = True + + @classmethod + def get_env(cls, key): + return cls.ENV.get(key, None) + + @classmethod + def get_all_env(cls): + return cls.ENV + + @classmethod + def set_service_db(cls, service_db): + cls.SERVICE_DB = service_db diff --git a/api/db/services/__init__.py b/api/db/services/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e324030aa9523888763c1e9394d7caefc582681f --- /dev/null +++ b/api/db/services/__init__.py @@ -0,0 +1,38 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import pathlib +import re +from .user_service import UserService + + +def duplicate_name(query_func, **kwargs): + fnm = kwargs["name"] + objs = query_func(**kwargs) + if not objs: return fnm + ext = pathlib.Path(fnm).suffix #.jpg + nm = re.sub(r"%s$"%ext, "", fnm) + r = re.search(r"\(([0-9]+)\)$", nm) + c = 0 + if r: + c = int(r.group(1)) + nm = re.sub(r"\([0-9]+\)$", "", nm) + c += 1 + nm = f"{nm}({c})" + if ext: nm += f"{ext}" + + kwargs["name"] = nm + return duplicate_name(query_func, **kwargs) + diff --git a/api/db/services/api_service.py b/api/db/services/api_service.py new file mode 100644 index 0000000000000000000000000000000000000000..a99f45aea249bd0a3544ca344c3612fbc7b9b149 --- /dev/null +++ b/api/db/services/api_service.py @@ -0,0 +1,67 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from datetime import datetime +import peewee +from api.db.db_models import DB, API4Conversation, APIToken, Dialog +from api.db.services.common_service import CommonService +from api.utils import current_timestamp, datetime_format + + +class APITokenService(CommonService): + model = APIToken + + @classmethod + @DB.connection_context() + def used(cls, token): + return cls.model.update({ + "update_time": current_timestamp(), + "update_date": datetime_format(datetime.now()), + }).where( + cls.model.token == token + ) + + +class API4ConversationService(CommonService): + model = API4Conversation + + @classmethod + @DB.connection_context() + def append_message(cls, id, conversation): + cls.update_by_id(id, conversation) + return cls.model.update(round=cls.model.round + 1).where(cls.model.id==id).execute() + + @classmethod + @DB.connection_context() + def stats(cls, tenant_id, from_date, to_date, source=None): + return cls.model.select( + cls.model.create_date.truncate("day").alias("dt"), + peewee.fn.COUNT( + cls.model.id).alias("pv"), + peewee.fn.COUNT( + cls.model.user_id.distinct()).alias("uv"), + peewee.fn.SUM( + cls.model.tokens).alias("tokens"), + peewee.fn.SUM( + cls.model.duration).alias("duration"), + peewee.fn.AVG( + cls.model.round).alias("round"), + peewee.fn.SUM( + cls.model.thumb_up).alias("thumb_up") + ).join(Dialog, on=(cls.model.dialog_id == Dialog.id & Dialog.tenant_id == tenant_id)).where( + cls.model.create_date >= from_date, + cls.model.create_date <= to_date, + cls.model.source == source + ).group_by(cls.model.create_date.truncate("day")).dicts() diff --git a/api/db/services/canvas_service.py b/api/db/services/canvas_service.py new file mode 100644 index 0000000000000000000000000000000000000000..ed2cdf63a0bbccf22b17c4a268af37a7fff04f36 --- /dev/null +++ b/api/db/services/canvas_service.py @@ -0,0 +1,26 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from datetime import datetime +import peewee +from api.db.db_models import DB, API4Conversation, APIToken, Dialog, CanvasTemplate, UserCanvas +from api.db.services.common_service import CommonService + + +class CanvasTemplateService(CommonService): + model = CanvasTemplate + +class UserCanvasService(CommonService): + model = UserCanvas diff --git a/api/db/services/common_service.py b/api/db/services/common_service.py new file mode 100644 index 0000000000000000000000000000000000000000..43e7c734ed07c73a284a33af425721fd7edafba5 --- /dev/null +++ b/api/db/services/common_service.py @@ -0,0 +1,183 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from datetime import datetime + +import peewee + +from api.db.db_models import DB +from api.utils import datetime_format, current_timestamp, get_uuid + + +class CommonService: + model = None + + @classmethod + @DB.connection_context() + def query(cls, cols=None, reverse=None, order_by=None, **kwargs): + return cls.model.query(cols=cols, reverse=reverse, + order_by=order_by, **kwargs) + + @classmethod + @DB.connection_context() + def get_all(cls, cols=None, reverse=None, order_by=None): + if cols: + query_records = cls.model.select(*cols) + else: + query_records = cls.model.select() + if reverse is not None: + if not order_by or not hasattr(cls, order_by): + order_by = "create_time" + if reverse is True: + query_records = query_records.order_by( + cls.model.getter_by(order_by).desc()) + elif reverse is False: + query_records = query_records.order_by( + cls.model.getter_by(order_by).asc()) + return query_records + + @classmethod + @DB.connection_context() + def get(cls, **kwargs): + return cls.model.get(**kwargs) + + @classmethod + @DB.connection_context() + def get_or_none(cls, **kwargs): + try: + return cls.model.get(**kwargs) + except peewee.DoesNotExist: + return None + + @classmethod + @DB.connection_context() + def save(cls, **kwargs): + # if "id" not in kwargs: + # kwargs["id"] = get_uuid() + sample_obj = cls.model(**kwargs).save(force_insert=True) + return sample_obj + + @classmethod + @DB.connection_context() + def insert(cls, **kwargs): + if "id" not in kwargs: + kwargs["id"] = get_uuid() + kwargs["create_time"] = current_timestamp() + kwargs["create_date"] = datetime_format(datetime.now()) + kwargs["update_time"] = current_timestamp() + kwargs["update_date"] = datetime_format(datetime.now()) + sample_obj = cls.model(**kwargs).save(force_insert=True) + return sample_obj + + @classmethod + @DB.connection_context() + def insert_many(cls, data_list, batch_size=100): + with DB.atomic(): + for d in data_list: + d["create_time"] = current_timestamp() + d["create_date"] = datetime_format(datetime.now()) + for i in range(0, len(data_list), batch_size): + cls.model.insert_many(data_list[i:i + batch_size]).execute() + + @classmethod + @DB.connection_context() + def update_many_by_id(cls, data_list): + with DB.atomic(): + for data in data_list: + data["update_time"] = current_timestamp() + data["update_date"] = datetime_format(datetime.now()) + cls.model.update(data).where( + cls.model.id == data["id"]).execute() + + @classmethod + @DB.connection_context() + def update_by_id(cls, pid, data): + data["update_time"] = current_timestamp() + data["update_date"] = datetime_format(datetime.now()) + num = cls.model.update(data).where(cls.model.id == pid).execute() + return num + + @classmethod + @DB.connection_context() + def get_by_id(cls, pid): + try: + obj = cls.model.query(id=pid)[0] + return True, obj + except Exception as e: + return False, None + + @classmethod + @DB.connection_context() + def get_by_ids(cls, pids, cols=None): + if cols: + objs = cls.model.select(*cols) + else: + objs = cls.model.select() + return objs.where(cls.model.id.in_(pids)) + + @classmethod + @DB.connection_context() + def delete_by_id(cls, pid): + return cls.model.delete().where(cls.model.id == pid).execute() + + @classmethod + @DB.connection_context() + def filter_delete(cls, filters): + with DB.atomic(): + num = cls.model.delete().where(*filters).execute() + return num + + @classmethod + @DB.connection_context() + def filter_update(cls, filters, update_data): + with DB.atomic(): + return cls.model.update(update_data).where(*filters).execute() + + @staticmethod + def cut_list(tar_list, n): + length = len(tar_list) + arr = range(length) + result = [tuple(tar_list[x:(x + n)]) for x in arr[::n]] + return result + + @classmethod + @DB.connection_context() + def filter_scope_list(cls, in_key, in_filters_list, + filters=None, cols=None): + in_filters_tuple_list = cls.cut_list(in_filters_list, 20) + if not filters: + filters = [] + res_list = [] + if cols: + for i in in_filters_tuple_list: + query_records = cls.model.select( + * + cols).where( + getattr( + cls.model, + in_key).in_(i), + * + filters) + if query_records: + res_list.extend( + [query_record for query_record in query_records]) + else: + for i in in_filters_tuple_list: + query_records = cls.model.select().where( + getattr(cls.model, in_key).in_(i), *filters) + if query_records: + res_list.extend( + [query_record for query_record in query_records]) + return res_list diff --git a/api/db/services/dialog_service.py b/api/db/services/dialog_service.py new file mode 100644 index 0000000000000000000000000000000000000000..2cfa8b8f83cf58c1554dd644a1c10071d93c0ff5 --- /dev/null +++ b/api/db/services/dialog_service.py @@ -0,0 +1,389 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os +import json +import re +from copy import deepcopy + +from api.db import LLMType, ParserType +from api.db.db_models import Dialog, Conversation +from api.db.services.common_service import CommonService +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db.services.llm_service import LLMService, TenantLLMService, LLMBundle +from api.settings import chat_logger, retrievaler, kg_retrievaler +from rag.app.resume import forbidden_select_fields4resume +from rag.nlp import keyword_extraction +from rag.nlp.search import index_name +from rag.utils import rmSpace, num_tokens_from_string, encoder +from api.utils.file_utils import get_project_base_directory + + +class DialogService(CommonService): + model = Dialog + + +class ConversationService(CommonService): + model = Conversation + + +def message_fit_in(msg, max_length=4000): + def count(): + nonlocal msg + tks_cnts = [] + for m in msg: + tks_cnts.append( + {"role": m["role"], "count": num_tokens_from_string(m["content"])}) + total = 0 + for m in tks_cnts: + total += m["count"] + return total + + c = count() + if c < max_length: + return c, msg + + msg_ = [m for m in msg[:-1] if m["role"] == "system"] + msg_.append(msg[-1]) + msg = msg_ + c = count() + if c < max_length: + return c, msg + + ll = num_tokens_from_string(msg_[0]["content"]) + l = num_tokens_from_string(msg_[-1]["content"]) + if ll / (ll + l) > 0.8: + m = msg_[0]["content"] + m = encoder.decode(encoder.encode(m)[:max_length - l]) + msg[0]["content"] = m + return max_length, msg + + m = msg_[1]["content"] + m = encoder.decode(encoder.encode(m)[:max_length - l]) + msg[1]["content"] = m + return max_length, msg + + +def llm_id2llm_type(llm_id): + fnm = os.path.join(get_project_base_directory(), "conf") + llm_factories = json.load(open(os.path.join(fnm, "llm_factories.json"), "r")) + for llm_factory in llm_factories["factory_llm_infos"]: + for llm in llm_factory["llm"]: + if llm_id == llm["llm_name"]: + return llm["model_type"].strip(",")[-1] + + +def chat(dialog, messages, stream=True, **kwargs): + assert messages[-1]["role"] == "user", "The last content of this conversation is not from user." + llm = LLMService.query(llm_name=dialog.llm_id) + if not llm: + llm = TenantLLMService.query(tenant_id=dialog.tenant_id, llm_name=dialog.llm_id) + if not llm: + raise LookupError("LLM(%s) not found" % dialog.llm_id) + max_tokens = 8192 + else: + max_tokens = llm[0].max_tokens + kbs = KnowledgebaseService.get_by_ids(dialog.kb_ids) + embd_nms = list(set([kb.embd_id for kb in kbs])) + if len(embd_nms) != 1: + yield {"answer": "**ERROR**: Knowledge bases use different embedding models.", "reference": []} + return {"answer": "**ERROR**: Knowledge bases use different embedding models.", "reference": []} + + is_kg = all([kb.parser_id == ParserType.KG for kb in kbs]) + retr = retrievaler if not is_kg else kg_retrievaler + + questions = [m["content"] for m in messages if m["role"] == "user"][-3:] + attachments = kwargs["doc_ids"].split(",") if "doc_ids" in kwargs else None + if "doc_ids" in messages[-1]: + attachments = messages[-1]["doc_ids"] + + embd_mdl = LLMBundle(dialog.tenant_id, LLMType.EMBEDDING, embd_nms[0]) + if llm_id2llm_type(dialog.llm_id) == "image2text": + chat_mdl = LLMBundle(dialog.tenant_id, LLMType.IMAGE2TEXT, dialog.llm_id) + else: + chat_mdl = LLMBundle(dialog.tenant_id, LLMType.CHAT, dialog.llm_id) + + prompt_config = dialog.prompt_config + field_map = KnowledgebaseService.get_field_map(dialog.kb_ids) + # try to use sql if field mapping is good to go + if field_map: + chat_logger.info("Use SQL to retrieval:{}".format(questions[-1])) + ans = use_sql(questions[-1], field_map, dialog.tenant_id, chat_mdl, prompt_config.get("quote", True)) + if ans: + yield ans + return + + for p in prompt_config["parameters"]: + if p["key"] == "knowledge": + continue + if p["key"] not in kwargs and not p["optional"]: + raise KeyError("Miss parameter: " + p["key"]) + if p["key"] not in kwargs: + prompt_config["system"] = prompt_config["system"].replace( + "{%s}" % p["key"], " ") + + rerank_mdl = None + if dialog.rerank_id: + rerank_mdl = LLMBundle(dialog.tenant_id, LLMType.RERANK, dialog.rerank_id) + + for _ in range(len(questions) // 2): + questions.append(questions[-1]) + if "knowledge" not in [p["key"] for p in prompt_config["parameters"]]: + kbinfos = {"total": 0, "chunks": [], "doc_aggs": []} + else: + if prompt_config.get("keyword", False): + questions[-1] += keyword_extraction(chat_mdl, questions[-1]) + kbinfos = retr.retrieval(" ".join(questions), embd_mdl, dialog.tenant_id, dialog.kb_ids, 1, dialog.top_n, + dialog.similarity_threshold, + dialog.vector_similarity_weight, + doc_ids=attachments, + top=dialog.top_k, aggs=False, rerank_mdl=rerank_mdl) + knowledges = [ck["content_with_weight"] for ck in kbinfos["chunks"]] + #self-rag + if dialog.prompt_config.get("self_rag") and not relevant(dialog.tenant_id, dialog.llm_id, questions[-1], knowledges): + questions[-1] = rewrite(dialog.tenant_id, dialog.llm_id, questions[-1]) + kbinfos = retr.retrieval(" ".join(questions), embd_mdl, dialog.tenant_id, dialog.kb_ids, 1, dialog.top_n, + dialog.similarity_threshold, + dialog.vector_similarity_weight, + doc_ids=attachments, + top=dialog.top_k, aggs=False, rerank_mdl=rerank_mdl) + knowledges = [ck["content_with_weight"] for ck in kbinfos["chunks"]] + + chat_logger.info( + "{}->{}".format(" ".join(questions), "\n->".join(knowledges))) + + if not knowledges and prompt_config.get("empty_response"): + yield {"answer": prompt_config["empty_response"], "reference": kbinfos} + return {"answer": prompt_config["empty_response"], "reference": kbinfos} + + kwargs["knowledge"] = "\n".join(knowledges) + gen_conf = dialog.llm_setting + + msg = [{"role": "system", "content": prompt_config["system"].format(**kwargs)}] + msg.extend([{"role": m["role"], "content": re.sub(r"##\d+\$\$", "", m["content"])} + for m in messages if m["role"] != "system"]) + used_token_count, msg = message_fit_in(msg, int(max_tokens * 0.97)) + assert len(msg) >= 2, f"message_fit_in has bug: {msg}" + + if "max_tokens" in gen_conf: + gen_conf["max_tokens"] = min( + gen_conf["max_tokens"], + max_tokens - used_token_count) + + def decorate_answer(answer): + nonlocal prompt_config, knowledges, kwargs, kbinfos + refs = [] + if knowledges and (prompt_config.get("quote", True) and kwargs.get("quote", True)): + answer, idx = retr.insert_citations(answer, + [ck["content_ltks"] + for ck in kbinfos["chunks"]], + [ck["vector"] + for ck in kbinfos["chunks"]], + embd_mdl, + tkweight=1 - dialog.vector_similarity_weight, + vtweight=dialog.vector_similarity_weight) + idx = set([kbinfos["chunks"][int(i)]["doc_id"] for i in idx]) + recall_docs = [ + d for d in kbinfos["doc_aggs"] if d["doc_id"] in idx] + if not recall_docs: recall_docs = kbinfos["doc_aggs"] + kbinfos["doc_aggs"] = recall_docs + + refs = deepcopy(kbinfos) + for c in refs["chunks"]: + if c.get("vector"): + del c["vector"] + + if answer.lower().find("invalid key") >= 0 or answer.lower().find("invalid api") >= 0: + answer += " Please set LLM API-Key in 'User Setting -> Model Providers -> API-Key'" + return {"answer": answer, "reference": refs} + + if stream: + answer = "" + for ans in chat_mdl.chat_streamly(msg[0]["content"], msg[1:], gen_conf): + answer = ans + yield {"answer": answer, "reference": {}} + yield decorate_answer(answer) + else: + answer = chat_mdl.chat( + msg[0]["content"], msg[1:], gen_conf) + chat_logger.info("User: {}|Assistant: {}".format( + msg[-1]["content"], answer)) + yield decorate_answer(answer) + + +def use_sql(question, field_map, tenant_id, chat_mdl, quota=True): + sys_prompt = "你是一个DBA。你需要这对以下表的字段结构，根据用户的问题列表，写出最后一个问题对应的SQL。" + user_promt = """ +表名：{}； +数据库表字段说明如下： +{} + +问题如下： +{} +请写出SQL, 且只要SQL，不要有其他说明及文字。 +""".format( + index_name(tenant_id), + "\n".join([f"{k}: {v}" for k, v in field_map.items()]), + question + ) + tried_times = 0 + + def get_table(): + nonlocal sys_prompt, user_promt, question, tried_times + sql = chat_mdl.chat(sys_prompt, [{"role": "user", "content": user_promt}], { + "temperature": 0.06}) + print(user_promt, sql) + chat_logger.info(f"“{question}”==>{user_promt} get SQL: {sql}") + sql = re.sub(r"[\r\n]+", " ", sql.lower()) + sql = re.sub(r".*select ", "select ", sql.lower()) + sql = re.sub(r" +", " ", sql) + sql = re.sub(r"([;；]|```).*", "", sql) + if sql[:len("select ")] != "select ": + return None, None + if not re.search(r"((sum|avg|max|min)\(|group by )", sql.lower()): + if sql[:len("select *")] != "select *": + sql = "select doc_id,docnm_kwd," + sql[6:] + else: + flds = [] + for k in field_map.keys(): + if k in forbidden_select_fields4resume: + continue + if len(flds) > 11: + break + flds.append(k) + sql = "select doc_id,docnm_kwd," + ",".join(flds) + sql[8:] + + print(f"“{question}” get SQL(refined): {sql}") + + chat_logger.info(f"“{question}” get SQL(refined): {sql}") + tried_times += 1 + return retrievaler.sql_retrieval(sql, format="json"), sql + + tbl, sql = get_table() + if tbl is None: + return None + if tbl.get("error") and tried_times <= 2: + user_promt = """ + 表名：{}； + 数据库表字段说明如下： + {} + + 问题如下： + {} + + 你上一次给出的错误SQL如下： + {} + + 后台报错如下： + {} + + 请纠正SQL中的错误再写一遍，且只要SQL，不要有其他说明及文字。 + """.format( + index_name(tenant_id), + "\n".join([f"{k}: {v}" for k, v in field_map.items()]), + question, sql, tbl["error"] + ) + tbl, sql = get_table() + chat_logger.info("TRY it again: {}".format(sql)) + + chat_logger.info("GET table: {}".format(tbl)) + print(tbl) + if tbl.get("error") or len(tbl["rows"]) == 0: + return None + + docid_idx = set([ii for ii, c in enumerate( + tbl["columns"]) if c["name"] == "doc_id"]) + docnm_idx = set([ii for ii, c in enumerate( + tbl["columns"]) if c["name"] == "docnm_kwd"]) + clmn_idx = [ii for ii in range( + len(tbl["columns"])) if ii not in (docid_idx | docnm_idx)] + + # compose markdown table + clmns = "|" + "|".join([re.sub(r"(/.*|（[^（）]+）)", "", field_map.get(tbl["columns"][i]["name"], + tbl["columns"][i]["name"])) for i in + clmn_idx]) + ("|Source|" if docid_idx and docid_idx else "|") + + line = "|" + "|".join(["------" for _ in range(len(clmn_idx))]) + \ + ("|------|" if docid_idx and docid_idx else "") + + rows = ["|" + + "|".join([rmSpace(str(r[i])) for i in clmn_idx]).replace("None", " ") + + "|" for r in tbl["rows"]] + if quota: + rows = "\n".join([r + f" ##{ii}$$ |" for ii, r in enumerate(rows)]) + else: + rows = "\n".join([r + f" ##{ii}$$ |" for ii, r in enumerate(rows)]) + rows = re.sub(r"T[0-9]{2}:[0-9]{2}:[0-9]{2}(\.[0-9]+Z)?\|", "|", rows) + + if not docid_idx or not docnm_idx: + chat_logger.warning("SQL missing field: " + sql) + return { + "answer": "\n".join([clmns, line, rows]), + "reference": {"chunks": [], "doc_aggs": []} + } + + docid_idx = list(docid_idx)[0] + docnm_idx = list(docnm_idx)[0] + doc_aggs = {} + for r in tbl["rows"]: + if r[docid_idx] not in doc_aggs: + doc_aggs[r[docid_idx]] = {"doc_name": r[docnm_idx], "count": 0} + doc_aggs[r[docid_idx]]["count"] += 1 + return { + "answer": "\n".join([clmns, line, rows]), + "reference": {"chunks": [{"doc_id": r[docid_idx], "docnm_kwd": r[docnm_idx]} for r in tbl["rows"]], + "doc_aggs": [{"doc_id": did, "doc_name": d["doc_name"], "count": d["count"]} for did, d in + doc_aggs.items()]} + } + + +def relevant(tenant_id, llm_id, question, contents: list): + if llm_id2llm_type(llm_id) == "image2text": + chat_mdl = LLMBundle(tenant_id, LLMType.IMAGE2TEXT, llm_id) + else: + chat_mdl = LLMBundle(tenant_id, LLMType.CHAT, llm_id) + prompt = """ + You are a grader assessing relevance of a retrieved document to a user question. + It does not need to be a stringent test. The goal is to filter out erroneous retrievals. + If the document contains keyword(s) or semantic meaning related to the user question, grade it as relevant. + Give a binary score 'yes' or 'no' score to indicate whether the document is relevant to the question. + No other words needed except 'yes' or 'no'. + """ + if not contents:return False + contents = "Documents: \n" + " - ".join(contents) + contents = f"Question: {question}\n" + contents + if num_tokens_from_string(contents) >= chat_mdl.max_length - 4: + contents = encoder.decode(encoder.encode(contents)[:chat_mdl.max_length - 4]) + ans = chat_mdl.chat(prompt, [{"role": "user", "content": contents}], {"temperature": 0.01}) + if ans.lower().find("yes") >= 0: return True + return False + + +def rewrite(tenant_id, llm_id, question): + if llm_id2llm_type(llm_id) == "image2text": + chat_mdl = LLMBundle(tenant_id, LLMType.IMAGE2TEXT, llm_id) + else: + chat_mdl = LLMBundle(tenant_id, LLMType.CHAT, llm_id) + prompt = """ + You are an expert at query expansion to generate a paraphrasing of a question. + I can't retrieval relevant information from the knowledge base by using user's question directly. + You need to expand or paraphrase user's question by multiple ways such as using synonyms words/phrase, + writing the abbreviation in its entirety, adding some extra descriptions or explanations, + changing the way of expression, translating the original question into another language (English/Chinese), etc. + And return 5 versions of question and one is from translation. + Just list the question. No other words are needed. + """ + ans = chat_mdl.chat(prompt, [{"role": "user", "content": question}], {"temperature": 0.8}) + return ans diff --git a/api/db/services/document_service.py b/api/db/services/document_service.py new file mode 100644 index 0000000000000000000000000000000000000000..f87d8f10d4da77d875d36b37284a78744ce51188 --- /dev/null +++ b/api/db/services/document_service.py @@ -0,0 +1,382 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import random +from datetime import datetime +from elasticsearch_dsl import Q +from peewee import fn + +from api.db.db_utils import bulk_insert_into_db +from api.settings import stat_logger +from api.utils import current_timestamp, get_format_time, get_uuid +from rag.settings import SVR_QUEUE_NAME +from rag.utils.es_conn import ELASTICSEARCH +from rag.utils.minio_conn import MINIO +from rag.nlp import search + +from api.db import FileType, TaskStatus, ParserType +from api.db.db_models import DB, Knowledgebase, Tenant, Task +from api.db.db_models import Document +from api.db.services.common_service import CommonService +from api.db.services.knowledgebase_service import KnowledgebaseService +from api.db import StatusEnum +from rag.utils.redis_conn import REDIS_CONN + + +class DocumentService(CommonService): + model = Document + + @classmethod + @DB.connection_context() + def get_by_kb_id(cls, kb_id, page_number, items_per_page, + orderby, desc, keywords): + if keywords: + docs = cls.model.select().where( + (cls.model.kb_id == kb_id), + (fn.LOWER(cls.model.name).contains(keywords.lower())) + ) + else: + docs = cls.model.select().where(cls.model.kb_id == kb_id) + count = docs.count() + if desc: + docs = docs.order_by(cls.model.getter_by(orderby).desc()) + else: + docs = docs.order_by(cls.model.getter_by(orderby).asc()) + + docs = docs.paginate(page_number, items_per_page) + + return list(docs.dicts()), count + + @classmethod + @DB.connection_context() + def list_documents_in_dataset(cls, dataset_id, offset, count, order_by, descend, keywords): + if keywords: + docs = cls.model.select().where( + (cls.model.kb_id == dataset_id), + (fn.LOWER(cls.model.name).contains(keywords.lower())) + ) + else: + docs = cls.model.select().where(cls.model.kb_id == dataset_id) + + total = docs.count() + + if descend == 'True': + docs = docs.order_by(cls.model.getter_by(order_by).desc()) + if descend == 'False': + docs = docs.order_by(cls.model.getter_by(order_by).asc()) + + docs = list(docs.dicts()) + docs_length = len(docs) + + if offset < 0 or offset > docs_length: + raise IndexError("Offset is out of the valid range.") + + if count == -1: + return docs[offset:], total + + return docs[offset:offset + count], total + + @classmethod + @DB.connection_context() + def insert(cls, doc): + if not cls.save(**doc): + raise RuntimeError("Database error (Document)!") + e, doc = cls.get_by_id(doc["id"]) + if not e: + raise RuntimeError("Database error (Document retrieval)!") + e, kb = KnowledgebaseService.get_by_id(doc.kb_id) + if not KnowledgebaseService.update_by_id( + kb.id, {"doc_num": kb.doc_num + 1}): + raise RuntimeError("Database error (Knowledgebase)!") + return doc + + @classmethod + @DB.connection_context() + def remove_document(cls, doc, tenant_id): + ELASTICSEARCH.deleteByQuery( + Q("match", doc_id=doc.id), idxnm=search.index_name(tenant_id)) + cls.clear_chunk_num(doc.id) + return cls.delete_by_id(doc.id) + + @classmethod + @DB.connection_context() + def get_newly_uploaded(cls): + fields = [ + cls.model.id, + cls.model.kb_id, + cls.model.parser_id, + cls.model.parser_config, + cls.model.name, + cls.model.type, + cls.model.location, + cls.model.size, + Knowledgebase.tenant_id, + Tenant.embd_id, + Tenant.img2txt_id, + Tenant.asr_id, + cls.model.update_time] + docs = cls.model.select(*fields) \ + .join(Knowledgebase, on=(cls.model.kb_id == Knowledgebase.id)) \ + .join(Tenant, on=(Knowledgebase.tenant_id == Tenant.id))\ + .where( + cls.model.status == StatusEnum.VALID.value, + ~(cls.model.type == FileType.VIRTUAL.value), + cls.model.progress == 0, + cls.model.update_time >= current_timestamp() - 1000 * 600, + cls.model.run == TaskStatus.RUNNING.value)\ + .order_by(cls.model.update_time.asc()) + return list(docs.dicts()) + + @classmethod + @DB.connection_context() + def get_unfinished_docs(cls): + fields = [cls.model.id, cls.model.process_begin_at, cls.model.parser_config, cls.model.progress_msg, cls.model.run] + docs = cls.model.select(*fields) \ + .where( + cls.model.status == StatusEnum.VALID.value, + ~(cls.model.type == FileType.VIRTUAL.value), + cls.model.progress < 1, + cls.model.progress > 0) + return list(docs.dicts()) + + @classmethod + @DB.connection_context() + def increment_chunk_num(cls, doc_id, kb_id, token_num, chunk_num, duation): + num = cls.model.update(token_num=cls.model.token_num + token_num, + chunk_num=cls.model.chunk_num + chunk_num, + process_duation=cls.model.process_duation + duation).where( + cls.model.id == doc_id).execute() + if num == 0: + raise LookupError( + "Document not found which is supposed to be there") + num = Knowledgebase.update( + token_num=Knowledgebase.token_num + + token_num, + chunk_num=Knowledgebase.chunk_num + + chunk_num).where( + Knowledgebase.id == kb_id).execute() + return num + + @classmethod + @DB.connection_context() + def decrement_chunk_num(cls, doc_id, kb_id, token_num, chunk_num, duation): + num = cls.model.update(token_num=cls.model.token_num - token_num, + chunk_num=cls.model.chunk_num - chunk_num, + process_duation=cls.model.process_duation + duation).where( + cls.model.id == doc_id).execute() + if num == 0: + raise LookupError( + "Document not found which is supposed to be there") + num = Knowledgebase.update( + token_num=Knowledgebase.token_num - + token_num, + chunk_num=Knowledgebase.chunk_num - + chunk_num + ).where( + Knowledgebase.id == kb_id).execute() + return num + + @classmethod + @DB.connection_context() + def clear_chunk_num(cls, doc_id): + doc = cls.model.get_by_id(doc_id) + assert doc, "Can't fine document in database." + + num = Knowledgebase.update( + token_num=Knowledgebase.token_num - + doc.token_num, + chunk_num=Knowledgebase.chunk_num - + doc.chunk_num, + doc_num=Knowledgebase.doc_num-1 + ).where( + Knowledgebase.id == doc.kb_id).execute() + return num + + @classmethod + @DB.connection_context() + def get_tenant_id(cls, doc_id): + docs = cls.model.select( + Knowledgebase.tenant_id).join( + Knowledgebase, on=( + Knowledgebase.id == cls.model.kb_id)).where( + cls.model.id == doc_id, Knowledgebase.status == StatusEnum.VALID.value) + docs = docs.dicts() + if not docs: + return + return docs[0]["tenant_id"] + + @classmethod + @DB.connection_context() + def get_tenant_id_by_name(cls, name): + docs = cls.model.select( + Knowledgebase.tenant_id).join( + Knowledgebase, on=( + Knowledgebase.id == cls.model.kb_id)).where( + cls.model.name == name, Knowledgebase.status == StatusEnum.VALID.value) + docs = docs.dicts() + if not docs: + return + return docs[0]["tenant_id"] + + @classmethod + @DB.connection_context() + def get_embd_id(cls, doc_id): + docs = cls.model.select( + Knowledgebase.embd_id).join( + Knowledgebase, on=( + Knowledgebase.id == cls.model.kb_id)).where( + cls.model.id == doc_id, Knowledgebase.status == StatusEnum.VALID.value) + docs = docs.dicts() + if not docs: + return + return docs[0]["embd_id"] + + @classmethod + @DB.connection_context() + def get_doc_id_by_doc_name(cls, doc_name): + fields = [cls.model.id] + doc_id = cls.model.select(*fields) \ + .where(cls.model.name == doc_name) + doc_id = doc_id.dicts() + if not doc_id: + return + return doc_id[0]["id"] + + @classmethod + @DB.connection_context() + def get_thumbnails(cls, docids): + fields = [cls.model.id, cls.model.thumbnail] + return list(cls.model.select( + *fields).where(cls.model.id.in_(docids)).dicts()) + + @classmethod + @DB.connection_context() + def update_parser_config(cls, id, config): + e, d = cls.get_by_id(id) + if not e: + raise LookupError(f"Document({id}) not found.") + + def dfs_update(old, new): + for k, v in new.items(): + if k not in old: + old[k] = v + continue + if isinstance(v, dict): + assert isinstance(old[k], dict) + dfs_update(old[k], v) + else: + old[k] = v + dfs_update(d.parser_config, config) + cls.update_by_id(id, {"parser_config": d.parser_config}) + + @classmethod + @DB.connection_context() + def get_doc_count(cls, tenant_id): + docs = cls.model.select(cls.model.id).join(Knowledgebase, + on=(Knowledgebase.id == cls.model.kb_id)).where( + Knowledgebase.tenant_id == tenant_id) + return len(docs) + + @classmethod + @DB.connection_context() + def begin2parse(cls, docid): + cls.update_by_id( + docid, {"progress": random.random() * 1 / 100., + "progress_msg": "Task dispatched...", + "process_begin_at": get_format_time() + }) + + @classmethod + @DB.connection_context() + def update_progress(cls): + docs = cls.get_unfinished_docs() + for d in docs: + try: + tsks = Task.query(doc_id=d["id"], order_by=Task.create_time) + if not tsks: + continue + msg = [] + prg = 0 + finished = True + bad = 0 + e, doc = DocumentService.get_by_id(d["id"]) + status = doc.run#TaskStatus.RUNNING.value + for t in tsks: + if 0 <= t.progress < 1: + finished = False + prg += t.progress if t.progress >= 0 else 0 + if t.progress_msg not in msg: + msg.append(t.progress_msg) + if t.progress == -1: + bad += 1 + prg /= len(tsks) + if finished and bad: + prg = -1 + status = TaskStatus.FAIL.value + elif finished: + if d["parser_config"].get("raptor", {}).get("use_raptor") and d["progress_msg"].lower().find(" raptor")<0: + queue_raptor_tasks(d) + prg *= 0.98 + msg.append("------ RAPTOR -------") + else: + status = TaskStatus.DONE.value + + msg = "\n".join(msg) + info = { + "process_duation": datetime.timestamp( + datetime.now()) - + d["process_begin_at"].timestamp(), + "run": status} + if prg != 0: + info["progress"] = prg + if msg: + info["progress_msg"] = msg + cls.update_by_id(d["id"], info) + except Exception as e: + stat_logger.error("fetch task exception:" + str(e)) + + @classmethod + @DB.connection_context() + def get_kb_doc_count(cls, kb_id): + return len(cls.model.select(cls.model.id).where( + cls.model.kb_id == kb_id).dicts()) + + + @classmethod + @DB.connection_context() + def do_cancel(cls, doc_id): + try: + _, doc = DocumentService.get_by_id(doc_id) + return doc.run == TaskStatus.CANCEL.value or doc.progress < 0 + except Exception as e: + pass + return False + + +def queue_raptor_tasks(doc): + def new_task(): + nonlocal doc + return { + "id": get_uuid(), + "doc_id": doc["id"], + "from_page": 0, + "to_page": -1, + "progress_msg": "Start to do RAPTOR (Recursive Abstractive Processing For Tree-Organized Retrieval)." + } + + task = new_task() + bulk_insert_into_db(Task, [task], True) + task["type"] = "raptor" + assert REDIS_CONN.queue_product(SVR_QUEUE_NAME, message=task), "Can't access Redis. Please check the Redis' status." diff --git a/api/db/services/file2document_service.py b/api/db/services/file2document_service.py new file mode 100644 index 0000000000000000000000000000000000000000..71ae12539b5c5fa5be57e0d332e7e401dc191752 --- /dev/null +++ b/api/db/services/file2document_service.py @@ -0,0 +1,85 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from datetime import datetime + +from api.db import FileSource +from api.db.db_models import DB +from api.db.db_models import File, File2Document +from api.db.services.common_service import CommonService +from api.db.services.document_service import DocumentService +from api.utils import current_timestamp, datetime_format, get_uuid + + +class File2DocumentService(CommonService): + model = File2Document + + @classmethod + @DB.connection_context() + def get_by_file_id(cls, file_id): + objs = cls.model.select().where(cls.model.file_id == file_id) + return objs + + @classmethod + @DB.connection_context() + def get_by_document_id(cls, document_id): + objs = cls.model.select().where(cls.model.document_id == document_id) + return objs + + @classmethod + @DB.connection_context() + def insert(cls, obj): + if not cls.save(**obj): + raise RuntimeError("Database error (File)!") + e, obj = cls.get_by_id(obj["id"]) + if not e: + raise RuntimeError("Database error (File retrieval)!") + return obj + + @classmethod + @DB.connection_context() + def delete_by_file_id(cls, file_id): + return cls.model.delete().where(cls.model.file_id == file_id).execute() + + @classmethod + @DB.connection_context() + def delete_by_document_id(cls, doc_id): + return cls.model.delete().where(cls.model.document_id == doc_id).execute() + + @classmethod + @DB.connection_context() + def update_by_file_id(cls, file_id, obj): + obj["update_time"] = current_timestamp() + obj["update_date"] = datetime_format(datetime.now()) + num = cls.model.update(obj).where(cls.model.id == file_id).execute() + e, obj = cls.get_by_id(cls.model.id) + return obj + + @classmethod + @DB.connection_context() + def get_minio_address(cls, doc_id=None, file_id=None): + if doc_id: + f2d = cls.get_by_document_id(doc_id) + else: + f2d = cls.get_by_file_id(file_id) + if f2d: + file = File.get_by_id(f2d[0].file_id) + if file.source_type == FileSource.LOCAL: + return file.parent_id, file.location + doc_id = f2d[0].document_id + + assert doc_id, "please specify doc_id" + e, doc = DocumentService.get_by_id(doc_id) + return doc.kb_id, doc.location diff --git a/api/db/services/file_service.py b/api/db/services/file_service.py new file mode 100644 index 0000000000000000000000000000000000000000..56950326c9a6e72680372657a0184a9219cb3052 --- /dev/null +++ b/api/db/services/file_service.py @@ -0,0 +1,382 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +import os +from flask_login import current_user +from peewee import fn + +from api.db import FileType, KNOWLEDGEBASE_FOLDER_NAME, FileSource, ParserType +from api.db.db_models import DB, File2Document, Knowledgebase +from api.db.db_models import File, Document +from api.db.services import duplicate_name +from api.db.services.common_service import CommonService +from api.db.services.document_service import DocumentService +from api.db.services.file2document_service import File2DocumentService +from api.utils import get_uuid +from api.utils.file_utils import filename_type, thumbnail +from rag.utils.minio_conn import MINIO + + +class FileService(CommonService): + model = File + + @classmethod + @DB.connection_context() + def get_by_pf_id(cls, tenant_id, pf_id, page_number, items_per_page, + orderby, desc, keywords): + if keywords: + files = cls.model.select().where( + (cls.model.tenant_id == tenant_id), + (cls.model.parent_id == pf_id), + (fn.LOWER(cls.model.name).contains(keywords.lower())), + ~(cls.model.id == pf_id) + ) + else: + files = cls.model.select().where((cls.model.tenant_id == tenant_id), + (cls.model.parent_id == pf_id), + ~(cls.model.id == pf_id) + ) + count = files.count() + if desc: + files = files.order_by(cls.model.getter_by(orderby).desc()) + else: + files = files.order_by(cls.model.getter_by(orderby).asc()) + + files = files.paginate(page_number, items_per_page) + + res_files = list(files.dicts()) + for file in res_files: + if file["type"] == FileType.FOLDER.value: + file["size"] = cls.get_folder_size(file["id"]) + file['kbs_info'] = [] + children = list(cls.model.select().where( + (cls.model.tenant_id == tenant_id), + (cls.model.parent_id == file["id"]), + ~(cls.model.id == file["id"]), + ).dicts()) + file["has_child_folder"] = any(value["type"] == FileType.FOLDER.value for value in children) + continue + kbs_info = cls.get_kb_id_by_file_id(file['id']) + file['kbs_info'] = kbs_info + + return res_files, count + + @classmethod + @DB.connection_context() + def get_kb_id_by_file_id(cls, file_id): + kbs = (cls.model.select(*[Knowledgebase.id, Knowledgebase.name]) + .join(File2Document, on=(File2Document.file_id == file_id)) + .join(Document, on=(File2Document.document_id == Document.id)) + .join(Knowledgebase, on=(Knowledgebase.id == Document.kb_id)) + .where(cls.model.id == file_id)) + if not kbs: return [] + kbs_info_list = [] + for kb in list(kbs.dicts()): + kbs_info_list.append({"kb_id": kb['id'], "kb_name": kb['name']}) + return kbs_info_list + + @classmethod + @DB.connection_context() + def get_by_pf_id_name(cls, id, name): + file = cls.model.select().where((cls.model.parent_id == id) & (cls.model.name == name)) + if file.count(): + e, file = cls.get_by_id(file[0].id) + if not e: + raise RuntimeError("Database error (File retrieval)!") + return file + return None + + @classmethod + @DB.connection_context() + def get_id_list_by_id(cls, id, name, count, res): + if count < len(name): + file = cls.get_by_pf_id_name(id, name[count]) + if file: + res.append(file.id) + return cls.get_id_list_by_id(file.id, name, count + 1, res) + else: + return res + else: + return res + + @classmethod + @DB.connection_context() + def get_all_innermost_file_ids(cls, folder_id, result_ids): + subfolders = cls.model.select().where(cls.model.parent_id == folder_id) + if subfolders.exists(): + for subfolder in subfolders: + cls.get_all_innermost_file_ids(subfolder.id, result_ids) + else: + result_ids.append(folder_id) + return result_ids + + @classmethod + @DB.connection_context() + def create_folder(cls, file, parent_id, name, count): + if count > len(name) - 2: + return file + else: + file = cls.insert({ + "id": get_uuid(), + "parent_id": parent_id, + "tenant_id": current_user.id, + "created_by": current_user.id, + "name": name[count], + "location": "", + "size": 0, + "type": FileType.FOLDER.value + }) + return cls.create_folder(file, file.id, name, count + 1) + + @classmethod + @DB.connection_context() + def is_parent_folder_exist(cls, parent_id): + parent_files = cls.model.select().where(cls.model.id == parent_id) + if parent_files.count(): + return True + cls.delete_folder_by_pf_id(parent_id) + return False + + @classmethod + @DB.connection_context() + def get_root_folder(cls, tenant_id): + for file in cls.model.select().where((cls.model.tenant_id == tenant_id), + (cls.model.parent_id == cls.model.id) + ): + return file.to_dict() + + file_id = get_uuid() + file = { + "id": file_id, + "parent_id": file_id, + "tenant_id": tenant_id, + "created_by": tenant_id, + "name": "/", + "type": FileType.FOLDER.value, + "size": 0, + "location": "", + } + cls.save(**file) + return file + + @classmethod + @DB.connection_context() + def get_kb_folder(cls, tenant_id): + for root in cls.model.select().where( + (cls.model.tenant_id == tenant_id), (cls.model.parent_id == cls.model.id)): + for folder in cls.model.select().where( + (cls.model.tenant_id == tenant_id), (cls.model.parent_id == root.id), + (cls.model.name == KNOWLEDGEBASE_FOLDER_NAME)): + return folder.to_dict() + assert False, "Can't find the KB folder. Database init error." + + @classmethod + @DB.connection_context() + def new_a_file_from_kb(cls, tenant_id, name, parent_id, ty=FileType.FOLDER.value, size=0, location=""): + for file in cls.query(tenant_id=tenant_id, parent_id=parent_id, name=name): + return file.to_dict() + file = { + "id": get_uuid(), + "parent_id": parent_id, + "tenant_id": tenant_id, + "created_by": tenant_id, + "name": name, + "type": ty, + "size": size, + "location": location, + "source_type": FileSource.KNOWLEDGEBASE + } + cls.save(**file) + return file + + @classmethod + @DB.connection_context() + def init_knowledgebase_docs(cls, root_id, tenant_id): + for _ in cls.model.select().where((cls.model.name == KNOWLEDGEBASE_FOLDER_NAME)\ + & (cls.model.parent_id == root_id)): + return + folder = cls.new_a_file_from_kb(tenant_id, KNOWLEDGEBASE_FOLDER_NAME, root_id) + + for kb in Knowledgebase.select(*[Knowledgebase.id, Knowledgebase.name]).where(Knowledgebase.tenant_id==tenant_id): + kb_folder = cls.new_a_file_from_kb(tenant_id, kb.name, folder["id"]) + for doc in DocumentService.query(kb_id=kb.id): + FileService.add_file_from_kb(doc.to_dict(), kb_folder["id"], tenant_id) + + @classmethod + @DB.connection_context() + def get_parent_folder(cls, file_id): + file = cls.model.select().where(cls.model.id == file_id) + if file.count(): + e, file = cls.get_by_id(file[0].parent_id) + if not e: + raise RuntimeError("Database error (File retrieval)!") + else: + raise RuntimeError("Database error (File doesn't exist)!") + return file + + @classmethod + @DB.connection_context() + def get_all_parent_folders(cls, start_id): + parent_folders = [] + current_id = start_id + while current_id: + e, file = cls.get_by_id(current_id) + if file.parent_id != file.id and e: + parent_folders.append(file) + current_id = file.parent_id + else: + parent_folders.append(file) + break + return parent_folders + + @classmethod + @DB.connection_context() + def insert(cls, file): + if not cls.save(**file): + raise RuntimeError("Database error (File)!") + e, file = cls.get_by_id(file["id"]) + if not e: + raise RuntimeError("Database error (File retrieval)!") + return file + + @classmethod + @DB.connection_context() + def delete(cls, file): + return cls.delete_by_id(file.id) + + @classmethod + @DB.connection_context() + def delete_by_pf_id(cls, folder_id): + return cls.model.delete().where(cls.model.parent_id == folder_id).execute() + + @classmethod + @DB.connection_context() + def delete_folder_by_pf_id(cls, user_id, folder_id): + try: + files = cls.model.select().where((cls.model.tenant_id == user_id) + & (cls.model.parent_id == folder_id)) + for file in files: + cls.delete_folder_by_pf_id(user_id, file.id) + return cls.model.delete().where((cls.model.tenant_id == user_id) + & (cls.model.id == folder_id)).execute(), + except Exception as e: + print(e) + raise RuntimeError("Database error (File retrieval)!") + + @classmethod + @DB.connection_context() + def get_file_count(cls, tenant_id): + files = cls.model.select(cls.model.id).where(cls.model.tenant_id == tenant_id) + return len(files) + + @classmethod + @DB.connection_context() + def get_folder_size(cls, folder_id): + size = 0 + + def dfs(parent_id): + nonlocal size + for f in cls.model.select(*[cls.model.id, cls.model.size, cls.model.type]).where( + cls.model.parent_id == parent_id, cls.model.id != parent_id): + size += f.size + if f.type == FileType.FOLDER.value: + dfs(f.id) + + dfs(folder_id) + return size + + @classmethod + @DB.connection_context() + def add_file_from_kb(cls, doc, kb_folder_id, tenant_id): + for _ in File2DocumentService.get_by_document_id(doc["id"]): return + file = { + "id": get_uuid(), + "parent_id": kb_folder_id, + "tenant_id": tenant_id, + "created_by": tenant_id, + "name": doc["name"], + "type": doc["type"], + "size": doc["size"], + "location": doc["location"], + "source_type": FileSource.KNOWLEDGEBASE + } + cls.save(**file) + File2DocumentService.save(**{"id": get_uuid(), "file_id": file["id"], "document_id": doc["id"]}) + + @classmethod + @DB.connection_context() + def move_file(cls, file_ids, folder_id): + try: + cls.filter_update((cls.model.id << file_ids, ), { 'parent_id': folder_id }) + except Exception as e: + print(e) + raise RuntimeError("Database error (File move)!") + + @classmethod + @DB.connection_context() + def upload_document(self, kb, file_objs): + root_folder = self.get_root_folder(current_user.id) + pf_id = root_folder["id"] + self.init_knowledgebase_docs(pf_id, current_user.id) + kb_root_folder = self.get_kb_folder(current_user.id) + kb_folder = self.new_a_file_from_kb(kb.tenant_id, kb.name, kb_root_folder["id"]) + + err, files = [], [] + for file in file_objs: + try: + MAX_FILE_NUM_PER_USER = int(os.environ.get('MAX_FILE_NUM_PER_USER', 0)) + if MAX_FILE_NUM_PER_USER > 0 and DocumentService.get_doc_count(kb.tenant_id) >= MAX_FILE_NUM_PER_USER: + raise RuntimeError("Exceed the maximum file number of a free user!") + + filename = duplicate_name( + DocumentService.query, + name=file.filename, + kb_id=kb.id) + filetype = filename_type(filename) + if filetype == FileType.OTHER.value: + raise RuntimeError("This type of file has not been supported yet!") + + location = filename + while MINIO.obj_exist(kb.id, location): + location += "_" + blob = file.read() + MINIO.put(kb.id, location, blob) + doc = { + "id": get_uuid(), + "kb_id": kb.id, + "parser_id": kb.parser_id, + "parser_config": kb.parser_config, + "created_by": current_user.id, + "type": filetype, + "name": filename, + "location": location, + "size": len(blob), + "thumbnail": thumbnail(filename, blob) + } + if doc["type"] == FileType.VISUAL: + doc["parser_id"] = ParserType.PICTURE.value + if doc["type"] == FileType.AURAL: + doc["parser_id"] = ParserType.AUDIO.value + if re.search(r"\.(ppt|pptx|pages)$", filename): + doc["parser_id"] = ParserType.PRESENTATION.value + DocumentService.insert(doc) + + FileService.add_file_from_kb(doc, kb_folder["id"], kb.tenant_id) + files.append((doc, blob)) + except Exception as e: + err.append(file.filename + ": " + str(e)) + + return err, files \ No newline at end of file diff --git a/api/db/services/knowledgebase_service.py b/api/db/services/knowledgebase_service.py new file mode 100644 index 0000000000000000000000000000000000000000..b9c12ef71cee77556af0e053a8a8b1ad7b91b5be --- /dev/null +++ b/api/db/services/knowledgebase_service.py @@ -0,0 +1,144 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from api.db import StatusEnum, TenantPermission +from api.db.db_models import Knowledgebase, DB, Tenant +from api.db.services.common_service import CommonService + + +class KnowledgebaseService(CommonService): + model = Knowledgebase + + @classmethod + @DB.connection_context() + def get_by_tenant_ids(cls, joined_tenant_ids, user_id, + page_number, items_per_page, orderby, desc): + kbs = cls.model.select().where( + ((cls.model.tenant_id.in_(joined_tenant_ids) & (cls.model.permission == + TenantPermission.TEAM.value)) | ( + cls.model.tenant_id == user_id)) + & (cls.model.status == StatusEnum.VALID.value) + ) + if desc: + kbs = kbs.order_by(cls.model.getter_by(orderby).desc()) + else: + kbs = kbs.order_by(cls.model.getter_by(orderby).asc()) + + kbs = kbs.paginate(page_number, items_per_page) + + return list(kbs.dicts()) + + @classmethod + @DB.connection_context() + def get_by_tenant_ids_by_offset(cls, joined_tenant_ids, user_id, offset, count, orderby, desc): + kbs = cls.model.select().where( + ((cls.model.tenant_id.in_(joined_tenant_ids) & (cls.model.permission == + TenantPermission.TEAM.value)) | ( + cls.model.tenant_id == user_id)) + & (cls.model.status == StatusEnum.VALID.value) + ) + if desc: + kbs = kbs.order_by(cls.model.getter_by(orderby).desc()) + else: + kbs = kbs.order_by(cls.model.getter_by(orderby).asc()) + + kbs = list(kbs.dicts()) + + kbs_length = len(kbs) + if offset < 0 or offset > kbs_length: + raise IndexError("Offset is out of the valid range.") + + if count == -1: + return kbs[offset:] + + return kbs[offset:offset+count] + + @classmethod + @DB.connection_context() + def get_detail(cls, kb_id): + fields = [ + cls.model.id, + #Tenant.embd_id, + cls.model.embd_id, + cls.model.avatar, + cls.model.name, + cls.model.language, + cls.model.description, + cls.model.permission, + cls.model.doc_num, + cls.model.token_num, + cls.model.chunk_num, + cls.model.parser_id, + cls.model.parser_config] + kbs = cls.model.select(*fields).join(Tenant, on=( + (Tenant.id == cls.model.tenant_id) & (Tenant.status == StatusEnum.VALID.value))).where( + (cls.model.id == kb_id), + (cls.model.status == StatusEnum.VALID.value) + ) + if not kbs: + return + d = kbs[0].to_dict() + #d["embd_id"] = kbs[0].tenant.embd_id + return d + + @classmethod + @DB.connection_context() + def update_parser_config(cls, id, config): + e, m = cls.get_by_id(id) + if not e: + raise LookupError(f"knowledgebase({id}) not found.") + + def dfs_update(old, new): + for k, v in new.items(): + if k not in old: + old[k] = v + continue + if isinstance(v, dict): + assert isinstance(old[k], dict) + dfs_update(old[k], v) + elif isinstance(v, list): + assert isinstance(old[k], list) + old[k] = list(set(old[k] + v)) + else: + old[k] = v + + dfs_update(m.parser_config, config) + cls.update_by_id(id, {"parser_config": m.parser_config}) + + @classmethod + @DB.connection_context() + def get_field_map(cls, ids): + conf = {} + for k in cls.get_by_ids(ids): + if k.parser_config and "field_map" in k.parser_config: + conf.update(k.parser_config["field_map"]) + return conf + + @classmethod + @DB.connection_context() + def get_by_name(cls, kb_name, tenant_id): + kb = cls.model.select().where( + (cls.model.name == kb_name) + & (cls.model.tenant_id == tenant_id) + & (cls.model.status == StatusEnum.VALID.value) + ) + if kb: + return True, kb[0] + return False, None + + @classmethod + @DB.connection_context() + def get_all_ids(cls): + return [m["id"] for m in cls.model.select(cls.model.id).dicts()] diff --git a/api/db/services/llm_service.py b/api/db/services/llm_service.py new file mode 100644 index 0000000000000000000000000000000000000000..4c34b7e1ff55ea4cad11f632a3a929f76a59aacd --- /dev/null +++ b/api/db/services/llm_service.py @@ -0,0 +1,242 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from api.db.services.user_service import TenantService +from api.settings import database_logger +from rag.llm import EmbeddingModel, CvModel, ChatModel, RerankModel, Seq2txtModel +from api.db import LLMType +from api.db.db_models import DB, UserTenant +from api.db.db_models import LLMFactories, LLM, TenantLLM +from api.db.services.common_service import CommonService + + +class LLMFactoriesService(CommonService): + model = LLMFactories + + +class LLMService(CommonService): + model = LLM + + +class TenantLLMService(CommonService): + model = TenantLLM + + @classmethod + @DB.connection_context() + def get_api_key(cls, tenant_id, model_name): + objs = cls.query(tenant_id=tenant_id, llm_name=model_name) + if not objs: + return + return objs[0] + + @classmethod + @DB.connection_context() + def get_my_llms(cls, tenant_id): + fields = [ + cls.model.llm_factory, + LLMFactories.logo, + LLMFactories.tags, + cls.model.model_type, + cls.model.llm_name, + cls.model.used_tokens + ] + objs = cls.model.select(*fields).join(LLMFactories, on=(cls.model.llm_factory == LLMFactories.name)).where( + cls.model.tenant_id == tenant_id, ~cls.model.api_key.is_null()).dicts() + + return list(objs) + + @classmethod + @DB.connection_context() + def model_instance(cls, tenant_id, llm_type, + llm_name=None, lang="Chinese"): + e, tenant = TenantService.get_by_id(tenant_id) + if not e: + raise LookupError("Tenant not found") + + if llm_type == LLMType.EMBEDDING.value: + mdlnm = tenant.embd_id if not llm_name else llm_name + elif llm_type == LLMType.SPEECH2TEXT.value: + mdlnm = tenant.asr_id + elif llm_type == LLMType.IMAGE2TEXT.value: + mdlnm = tenant.img2txt_id if not llm_name else llm_name + elif llm_type == LLMType.CHAT.value: + mdlnm = tenant.llm_id if not llm_name else llm_name + elif llm_type == LLMType.RERANK: + mdlnm = tenant.rerank_id if not llm_name else llm_name + else: + assert False, "LLM type error" + + model_config = cls.get_api_key(tenant_id, mdlnm) + if model_config: model_config = model_config.to_dict() + if not model_config: + if llm_type in [LLMType.EMBEDDING, LLMType.RERANK]: + llm = LLMService.query(llm_name=llm_name if llm_name else mdlnm) + if llm and llm[0].fid in ["Youdao", "FastEmbed", "BAAI"]: + model_config = {"llm_factory": llm[0].fid, "api_key":"", "llm_name": llm_name if llm_name else mdlnm, "api_base": ""} + if not model_config: + if llm_name == "flag-embedding": + model_config = {"llm_factory": "Tongyi-Qianwen", "api_key": "", + "llm_name": llm_name, "api_base": ""} + else: + if not mdlnm: + raise LookupError(f"Type of {llm_type} model is not set.") + raise LookupError("Model({}) not authorized".format(mdlnm)) + + if llm_type == LLMType.EMBEDDING.value: + if model_config["llm_factory"] not in EmbeddingModel: + return + return EmbeddingModel[model_config["llm_factory"]]( + model_config["api_key"], model_config["llm_name"], base_url=model_config["api_base"]) + + if llm_type == LLMType.RERANK: + if model_config["llm_factory"] not in RerankModel: + return + return RerankModel[model_config["llm_factory"]]( + model_config["api_key"], model_config["llm_name"], base_url=model_config["api_base"]) + + if llm_type == LLMType.IMAGE2TEXT.value: + if model_config["llm_factory"] not in CvModel: + return + return CvModel[model_config["llm_factory"]]( + model_config["api_key"], model_config["llm_name"], lang, + base_url=model_config["api_base"] + ) + + if llm_type == LLMType.CHAT.value: + if model_config["llm_factory"] not in ChatModel: + return + return ChatModel[model_config["llm_factory"]]( + model_config["api_key"], model_config["llm_name"], base_url=model_config["api_base"]) + + if llm_type == LLMType.SPEECH2TEXT: + if model_config["llm_factory"] not in Seq2txtModel: + return + return Seq2txtModel[model_config["llm_factory"]]( + model_config["api_key"], model_config["llm_name"], lang, + base_url=model_config["api_base"] + ) + + @classmethod + @DB.connection_context() + def increase_usage(cls, tenant_id, llm_type, used_tokens, llm_name=None): + e, tenant = TenantService.get_by_id(tenant_id) + if not e: + raise LookupError("Tenant not found") + + if llm_type == LLMType.EMBEDDING.value: + mdlnm = tenant.embd_id + elif llm_type == LLMType.SPEECH2TEXT.value: + mdlnm = tenant.asr_id + elif llm_type == LLMType.IMAGE2TEXT.value: + mdlnm = tenant.img2txt_id + elif llm_type == LLMType.CHAT.value: + mdlnm = tenant.llm_id if not llm_name else llm_name + elif llm_type == LLMType.RERANK: + mdlnm = tenant.llm_id if not llm_name else llm_name + else: + assert False, "LLM type error" + + num = 0 + try: + for u in cls.query(tenant_id = tenant_id, llm_name=mdlnm): + num += cls.model.update(used_tokens = u.used_tokens + used_tokens)\ + .where(cls.model.tenant_id == tenant_id, cls.model.llm_name == mdlnm)\ + .execute() + except Exception as e: + pass + return num + + @classmethod + @DB.connection_context() + def get_openai_models(cls): + objs = cls.model.select().where( + (cls.model.llm_factory == "OpenAI"), + ~(cls.model.llm_name == "text-embedding-3-small"), + ~(cls.model.llm_name == "text-embedding-3-large") + ).dicts() + return list(objs) + + +class LLMBundle(object): + def __init__(self, tenant_id, llm_type, llm_name=None, lang="Chinese"): + self.tenant_id = tenant_id + self.llm_type = llm_type + self.llm_name = llm_name + self.mdl = TenantLLMService.model_instance( + tenant_id, llm_type, llm_name, lang=lang) + assert self.mdl, "Can't find mole for {}/{}/{}".format( + tenant_id, llm_type, llm_name) + self.max_length = 512 + for lm in LLMService.query(llm_name=llm_name): + self.max_length = lm.max_tokens + break + + def encode(self, texts: list, batch_size=32): + emd, used_tokens = self.mdl.encode(texts, batch_size) + if not TenantLLMService.increase_usage( + self.tenant_id, self.llm_type, used_tokens): + database_logger.error( + "Can't update token usage for {}/EMBEDDING".format(self.tenant_id)) + return emd, used_tokens + + def encode_queries(self, query: str): + emd, used_tokens = self.mdl.encode_queries(query) + if not TenantLLMService.increase_usage( + self.tenant_id, self.llm_type, used_tokens): + database_logger.error( + "Can't update token usage for {}/EMBEDDING".format(self.tenant_id)) + return emd, used_tokens + + def similarity(self, query: str, texts: list): + sim, used_tokens = self.mdl.similarity(query, texts) + if not TenantLLMService.increase_usage( + self.tenant_id, self.llm_type, used_tokens): + database_logger.error( + "Can't update token usage for {}/RERANK".format(self.tenant_id)) + return sim, used_tokens + + def describe(self, image, max_tokens=300): + txt, used_tokens = self.mdl.describe(image, max_tokens) + if not TenantLLMService.increase_usage( + self.tenant_id, self.llm_type, used_tokens): + database_logger.error( + "Can't update token usage for {}/IMAGE2TEXT".format(self.tenant_id)) + return txt + + def transcription(self, audio): + txt, used_tokens = self.mdl.transcription(audio) + if not TenantLLMService.increase_usage( + self.tenant_id, self.llm_type, used_tokens): + database_logger.error( + "Can't update token usage for {}/SEQUENCE2TXT".format(self.tenant_id)) + return txt + + def chat(self, system, history, gen_conf): + txt, used_tokens = self.mdl.chat(system, history, gen_conf) + if not TenantLLMService.increase_usage( + self.tenant_id, self.llm_type, used_tokens, self.llm_name): + database_logger.error( + "Can't update token usage for {}/CHAT".format(self.tenant_id)) + return txt + + def chat_streamly(self, system, history, gen_conf): + for txt in self.mdl.chat_streamly(system, history, gen_conf): + if isinstance(txt, int): + if not TenantLLMService.increase_usage( + self.tenant_id, self.llm_type, txt, self.llm_name): + database_logger.error( + "Can't update token usage for {}/CHAT".format(self.tenant_id)) + return + yield txt diff --git a/api/db/services/task_service.py b/api/db/services/task_service.py new file mode 100644 index 0000000000000000000000000000000000000000..33565bcb87a61e37eef8280adfc407fe61246a7e --- /dev/null +++ b/api/db/services/task_service.py @@ -0,0 +1,175 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os +import random + +from api.db.db_utils import bulk_insert_into_db +from deepdoc.parser import PdfParser +from peewee import JOIN +from api.db.db_models import DB, File2Document, File +from api.db import StatusEnum, FileType, TaskStatus +from api.db.db_models import Task, Document, Knowledgebase, Tenant +from api.db.services.common_service import CommonService +from api.db.services.document_service import DocumentService +from api.utils import current_timestamp, get_uuid +from deepdoc.parser.excel_parser import RAGFlowExcelParser +from rag.settings import SVR_QUEUE_NAME +from rag.utils.minio_conn import MINIO +from rag.utils.redis_conn import REDIS_CONN + + +class TaskService(CommonService): + model = Task + + @classmethod + @DB.connection_context() + def get_tasks(cls, task_id): + fields = [ + cls.model.id, + cls.model.doc_id, + cls.model.from_page, + cls.model.to_page, + Document.kb_id, + Document.parser_id, + Document.parser_config, + Document.name, + Document.type, + Document.location, + Document.size, + Knowledgebase.tenant_id, + Knowledgebase.language, + Knowledgebase.embd_id, + Tenant.img2txt_id, + Tenant.asr_id, + Tenant.llm_id, + cls.model.update_time] + docs = cls.model.select(*fields) \ + .join(Document, on=(cls.model.doc_id == Document.id)) \ + .join(Knowledgebase, on=(Document.kb_id == Knowledgebase.id)) \ + .join(Tenant, on=(Knowledgebase.tenant_id == Tenant.id)) \ + .where(cls.model.id == task_id) + docs = list(docs.dicts()) + if not docs: return [] + + cls.model.update(progress_msg=cls.model.progress_msg + "\n" + "Task has been received.", + progress=random.random() / 10.).where( + cls.model.id == docs[0]["id"]).execute() + return docs + + @classmethod + @DB.connection_context() + def get_ongoing_doc_name(cls): + with DB.lock("get_task", -1): + docs = cls.model.select(*[Document.id, Document.kb_id, Document.location, File.parent_id]) \ + .join(Document, on=(cls.model.doc_id == Document.id)) \ + .join(File2Document, on=(File2Document.document_id == Document.id), join_type=JOIN.LEFT_OUTER) \ + .join(File, on=(File2Document.file_id == File.id), join_type=JOIN.LEFT_OUTER) \ + .where( + Document.status == StatusEnum.VALID.value, + Document.run == TaskStatus.RUNNING.value, + ~(Document.type == FileType.VIRTUAL.value), + cls.model.progress < 1, + cls.model.create_time >= current_timestamp() - 1000 * 600 + ) + docs = list(docs.dicts()) + if not docs: return [] + + return list(set([(d["parent_id"] if d["parent_id"] else d["kb_id"], d["location"]) for d in docs])) + + @classmethod + @DB.connection_context() + def do_cancel(cls, id): + try: + task = cls.model.get_by_id(id) + _, doc = DocumentService.get_by_id(task.doc_id) + return doc.run == TaskStatus.CANCEL.value or doc.progress < 0 + except Exception as e: + pass + return False + + @classmethod + @DB.connection_context() + def update_progress(cls, id, info): + if os.environ.get("MACOS"): + if info["progress_msg"]: + cls.model.update(progress_msg=cls.model.progress_msg + "\n" + info["progress_msg"]).where( + cls.model.id == id).execute() + if "progress" in info: + cls.model.update(progress=info["progress"]).where( + cls.model.id == id).execute() + return + + with DB.lock("update_progress", -1): + if info["progress_msg"]: + cls.model.update(progress_msg=cls.model.progress_msg + "\n" + info["progress_msg"]).where( + cls.model.id == id).execute() + if "progress" in info: + cls.model.update(progress=info["progress"]).where( + cls.model.id == id).execute() + + +def queue_tasks(doc, bucket, name): + def new_task(): + nonlocal doc + return { + "id": get_uuid(), + "doc_id": doc["id"] + } + tsks = [] + + if doc["type"] == FileType.PDF.value: + file_bin = MINIO.get(bucket, name) + do_layout = doc["parser_config"].get("layout_recognize", True) + pages = PdfParser.total_page_number(doc["name"], file_bin) + page_size = doc["parser_config"].get("task_page_size", 12) + if doc["parser_id"] == "paper": + page_size = doc["parser_config"].get("task_page_size", 22) + if doc["parser_id"] == "one": + page_size = 1000000000 + if doc["parser_id"] == "knowledge_graph": + page_size = 1000000000 + if not do_layout: + page_size = 1000000000 + page_ranges = doc["parser_config"].get("pages") + if not page_ranges: + page_ranges = [(1, 100000)] + for s, e in page_ranges: + s -= 1 + s = max(0, s) + e = min(e - 1, pages) + for p in range(s, e, page_size): + task = new_task() + task["from_page"] = p + task["to_page"] = min(p + page_size, e) + tsks.append(task) + + elif doc["parser_id"] == "table": + file_bin = MINIO.get(bucket, name) + rn = RAGFlowExcelParser.row_number( + doc["name"], file_bin) + for i in range(0, rn, 3000): + task = new_task() + task["from_page"] = i + task["to_page"] = min(i + 3000, rn) + tsks.append(task) + else: + tsks.append(new_task()) + + bulk_insert_into_db(Task, tsks, True) + DocumentService.begin2parse(doc["id"]) + + for t in tsks: + assert REDIS_CONN.queue_product(SVR_QUEUE_NAME, message=t), "Can't access Redis. Please check the Redis' status." diff --git a/api/db/services/user_service.py b/api/db/services/user_service.py new file mode 100644 index 0000000000000000000000000000000000000000..07468b814bbbbf868abf7bce01b4990d41076cbb --- /dev/null +++ b/api/db/services/user_service.py @@ -0,0 +1,138 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from datetime import datetime + +import peewee +from werkzeug.security import generate_password_hash, check_password_hash + +from api.db import UserTenantRole +from api.db.db_models import DB, UserTenant +from api.db.db_models import User, Tenant +from api.db.services.common_service import CommonService +from api.utils import get_uuid, get_format_time, current_timestamp, datetime_format +from api.db import StatusEnum + + +class UserService(CommonService): + model = User + + @classmethod + @DB.connection_context() + def filter_by_id(cls, user_id): + try: + user = cls.model.select().where(cls.model.id == user_id).get() + return user + except peewee.DoesNotExist: + return None + + @classmethod + @DB.connection_context() + def query_user(cls, email, password): + user = cls.model.select().where((cls.model.email == email), + (cls.model.status == StatusEnum.VALID.value)).first() + if user and check_password_hash(str(user.password), password): + return user + else: + return None + + @classmethod + @DB.connection_context() + def save(cls, **kwargs): + if "id" not in kwargs: + kwargs["id"] = get_uuid() + if "password" in kwargs: + kwargs["password"] = generate_password_hash( + str(kwargs["password"])) + + kwargs["create_time"] = current_timestamp() + kwargs["create_date"] = datetime_format(datetime.now()) + kwargs["update_time"] = current_timestamp() + kwargs["update_date"] = datetime_format(datetime.now()) + obj = cls.model(**kwargs).save(force_insert=True) + return obj + + @classmethod + @DB.connection_context() + def delete_user(cls, user_ids, update_user_dict): + with DB.atomic(): + cls.model.update({"status": 0}).where( + cls.model.id.in_(user_ids)).execute() + + @classmethod + @DB.connection_context() + def update_user(cls, user_id, user_dict): + with DB.atomic(): + if user_dict: + user_dict["update_time"] = current_timestamp() + user_dict["update_date"] = datetime_format(datetime.now()) + cls.model.update(user_dict).where( + cls.model.id == user_id).execute() + + +class TenantService(CommonService): + model = Tenant + + @classmethod + @DB.connection_context() + def get_by_user_id(cls, user_id): + fields = [ + cls.model.id.alias("tenant_id"), + cls.model.name, + cls.model.llm_id, + cls.model.embd_id, + cls.model.rerank_id, + cls.model.asr_id, + cls.model.img2txt_id, + cls.model.parser_ids, + UserTenant.role] + return list(cls.model.select(*fields) + .join(UserTenant, on=((cls.model.id == UserTenant.tenant_id) & (UserTenant.user_id == user_id) & (UserTenant.status == StatusEnum.VALID.value))) + .where(cls.model.status == StatusEnum.VALID.value).dicts()) + + @classmethod + @DB.connection_context() + def get_joined_tenants_by_user_id(cls, user_id): + fields = [ + cls.model.id.alias("tenant_id"), + cls.model.name, + cls.model.llm_id, + cls.model.embd_id, + cls.model.asr_id, + cls.model.img2txt_id, + UserTenant.role] + return list(cls.model.select(*fields) + .join(UserTenant, on=((cls.model.id == UserTenant.tenant_id) & (UserTenant.user_id == user_id) & (UserTenant.status == StatusEnum.VALID.value) & (UserTenant.role == UserTenantRole.NORMAL.value))) + .where(cls.model.status == StatusEnum.VALID.value).dicts()) + + @classmethod + @DB.connection_context() + def decrease(cls, user_id, num): + num = cls.model.update(credit=cls.model.credit - num).where( + cls.model.id == user_id).execute() + if num == 0: + raise LookupError("Tenant not found which is supposed to be there") + + +class UserTenantService(CommonService): + model = UserTenant + + @classmethod + @DB.connection_context() + def save(cls, **kwargs): + if "id" not in kwargs: + kwargs["id"] = get_uuid() + obj = cls.model(**kwargs).save(force_insert=True) + return obj diff --git a/api/ragflow_server.py b/api/ragflow_server.py new file mode 100644 index 0000000000000000000000000000000000000000..8878817a345aec9d1ca2e3f3eeec4c454f45348c --- /dev/null +++ b/api/ragflow_server.py @@ -0,0 +1,100 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import logging +import os +import signal +import sys +import time +import traceback +from concurrent.futures import ThreadPoolExecutor + +from werkzeug.serving import run_simple +from api.apps import app +from api.db.runtime_config import RuntimeConfig +from api.db.services.document_service import DocumentService +from api.settings import ( + HOST, HTTP_PORT, access_logger, database_logger, stat_logger, +) +from api import utils + +from api.db.db_models import init_database_tables as init_web_db +from api.db.init_data import init_web_data +from api.versions import get_versions + + +def update_progress(): + while True: + time.sleep(1) + try: + DocumentService.update_progress() + except Exception as e: + stat_logger.error("update_progress exception:" + str(e)) + + +if __name__ == '__main__': + print(""" + ____ ______ __ + / __ \ ____ _ ____ _ / ____// /____ _ __ + / /_/ // __ `// __ `// /_ / // __ \| | /| / / + / _, _// /_/ // /_/ // __/ / // /_/ /| |/ |/ / +/_/ |_| \__,_/ \__, //_/ /_/ \____/ |__/|__/ + /____/ + + """, flush=True) + stat_logger.info( + f'project base: {utils.file_utils.get_project_base_directory()}' + ) + + # init db + init_web_db() + init_web_data() + # init runtime config + import argparse + parser = argparse.ArgumentParser() + parser.add_argument('--version', default=False, help="rag flow version", action='store_true') + parser.add_argument('--debug', default=False, help="debug mode", action='store_true') + args = parser.parse_args() + if args.version: + print(get_versions()) + sys.exit(0) + + RuntimeConfig.DEBUG = args.debug + if RuntimeConfig.DEBUG: + stat_logger.info("run on debug mode") + + RuntimeConfig.init_env() + RuntimeConfig.init_config(JOB_SERVER_HOST=HOST, HTTP_PORT=HTTP_PORT) + + peewee_logger = logging.getLogger('peewee') + peewee_logger.propagate = False + # rag_arch.common.log.ROpenHandler + peewee_logger.addHandler(database_logger.handlers[0]) + peewee_logger.setLevel(database_logger.level) + + thr = ThreadPoolExecutor(max_workers=1) + thr.submit(update_progress) + + # start http server + try: + stat_logger.info("RAG Flow http server start...") + werkzeug_logger = logging.getLogger("werkzeug") + for h in access_logger.handlers: + werkzeug_logger.addHandler(h) + run_simple(hostname=HOST, port=HTTP_PORT, application=app, threaded=True, use_reloader=RuntimeConfig.DEBUG, use_debugger=RuntimeConfig.DEBUG) + except Exception: + traceback.print_exc() + os.kill(os.getpid(), signal.SIGKILL) \ No newline at end of file diff --git a/api/settings.py b/api/settings.py new file mode 100644 index 0000000000000000000000000000000000000000..6efc46ab7cc35186cb22e2d71673caa3083e67d2 --- /dev/null +++ b/api/settings.py @@ -0,0 +1,251 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os +from enum import IntEnum, Enum +from api.utils.file_utils import get_project_base_directory +from api.utils.log_utils import LoggerFactory, getLogger + +# Logger +LoggerFactory.set_directory( + os.path.join( + get_project_base_directory(), + "logs", + "api")) +# {CRITICAL: 50, FATAL:50, ERROR:40, WARNING:30, WARN:30, INFO:20, DEBUG:10, NOTSET:0} +LoggerFactory.LEVEL = 30 + +stat_logger = getLogger("stat") +access_logger = getLogger("access") +database_logger = getLogger("database") +chat_logger = getLogger("chat") + +from rag.utils.es_conn import ELASTICSEARCH +from rag.nlp import search +from graphrag import search as kg_search +from api.utils import get_base_config, decrypt_database_config + +API_VERSION = "v1" +RAG_FLOW_SERVICE_NAME = "ragflow" +SERVER_MODULE = "rag_flow_server.py" +TEMP_DIRECTORY = os.path.join(get_project_base_directory(), "temp") +RAG_FLOW_CONF_PATH = os.path.join(get_project_base_directory(), "conf") + +SUBPROCESS_STD_LOG_NAME = "std.log" + +ERROR_REPORT = True +ERROR_REPORT_WITH_PATH = False + +MAX_TIMESTAMP_INTERVAL = 60 +SESSION_VALID_PERIOD = 7 * 24 * 60 * 60 + +REQUEST_TRY_TIMES = 3 +REQUEST_WAIT_SEC = 2 +REQUEST_MAX_WAIT_SEC = 300 + +USE_REGISTRY = get_base_config("use_registry") + +default_llm = { + "Tongyi-Qianwen": { + "chat_model": "qwen-plus", + "embedding_model": "text-embedding-v2", + "image2text_model": "qwen-vl-max", + "asr_model": "paraformer-realtime-8k-v1", + }, + "OpenAI": { + "chat_model": "gpt-3.5-turbo", + "embedding_model": "text-embedding-ada-002", + "image2text_model": "gpt-4-vision-preview", + "asr_model": "whisper-1", + }, + "Azure-OpenAI": { + "chat_model": "azure-gpt-35-turbo", + "embedding_model": "azure-text-embedding-ada-002", + "image2text_model": "azure-gpt-4-vision-preview", + "asr_model": "azure-whisper-1", + }, + "ZHIPU-AI": { + "chat_model": "glm-3-turbo", + "embedding_model": "embedding-2", + "image2text_model": "glm-4v", + "asr_model": "", + }, + "Ollama": { + "chat_model": "qwen-14B-chat", + "embedding_model": "flag-embedding", + "image2text_model": "", + "asr_model": "", + }, + "Moonshot": { + "chat_model": "moonshot-v1-8k", + "embedding_model": "", + "image2text_model": "", + "asr_model": "", + }, + "DeepSeek": { + "chat_model": "deepseek-chat", + "embedding_model": "", + "image2text_model": "", + "asr_model": "", + }, + "VolcEngine": { + "chat_model": "", + "embedding_model": "", + "image2text_model": "", + "asr_model": "", + }, + "BAAI": { + "chat_model": "", + "embedding_model": "BAAI/bge-large-zh-v1.5", + "image2text_model": "", + "asr_model": "", + "rerank_model": "BAAI/bge-reranker-v2-m3", + } +} +LLM = get_base_config("user_default_llm", {}) +LLM_FACTORY = LLM.get("factory", "Tongyi-Qianwen") +LLM_BASE_URL = LLM.get("base_url") + +if LLM_FACTORY not in default_llm: + print( + "\33[91m【ERROR】\33[0m:", + f"LLM factory {LLM_FACTORY} has not supported yet, switch to 'Tongyi-Qianwen/QWen' automatically, and please check the API_KEY in service_conf.yaml.") + LLM_FACTORY = "Tongyi-Qianwen" +CHAT_MDL = default_llm[LLM_FACTORY]["chat_model"] +EMBEDDING_MDL = default_llm["BAAI"]["embedding_model"] +RERANK_MDL = default_llm["BAAI"]["rerank_model"] +ASR_MDL = default_llm[LLM_FACTORY]["asr_model"] +IMAGE2TEXT_MDL = default_llm[LLM_FACTORY]["image2text_model"] + +API_KEY = LLM.get("api_key", "") +PARSERS = LLM.get( + "parsers", + "naive:General,qa:Q&A,resume:Resume,manual:Manual,table:Table,paper:Paper,book:Book,laws:Laws,presentation:Presentation,picture:Picture,one:One,audio:Audio,knowledge_graph:Knowledge Graph,email:Email") + +# distribution +DEPENDENT_DISTRIBUTION = get_base_config("dependent_distribution", False) +RAG_FLOW_UPDATE_CHECK = False + +HOST = get_base_config(RAG_FLOW_SERVICE_NAME, {}).get("host", "127.0.0.1") +HTTP_PORT = get_base_config(RAG_FLOW_SERVICE_NAME, {}).get("http_port") + +SECRET_KEY = get_base_config( + RAG_FLOW_SERVICE_NAME, + {}).get( + "secret_key", + "infiniflow") +TOKEN_EXPIRE_IN = get_base_config( + RAG_FLOW_SERVICE_NAME, {}).get( + "token_expires_in", 3600) + +NGINX_HOST = get_base_config( + RAG_FLOW_SERVICE_NAME, {}).get( + "nginx", {}).get("host") or HOST +NGINX_HTTP_PORT = get_base_config( + RAG_FLOW_SERVICE_NAME, {}).get( + "nginx", {}).get("http_port") or HTTP_PORT + +RANDOM_INSTANCE_ID = get_base_config( + RAG_FLOW_SERVICE_NAME, {}).get( + "random_instance_id", False) + +PROXY = get_base_config(RAG_FLOW_SERVICE_NAME, {}).get("proxy") +PROXY_PROTOCOL = get_base_config(RAG_FLOW_SERVICE_NAME, {}).get("protocol") + +DATABASE = decrypt_database_config(name="mysql") + +# Switch +# upload +UPLOAD_DATA_FROM_CLIENT = True + +# authentication +AUTHENTICATION_CONF = get_base_config("authentication", {}) + +# client +CLIENT_AUTHENTICATION = AUTHENTICATION_CONF.get( + "client", {}).get( + "switch", False) +HTTP_APP_KEY = AUTHENTICATION_CONF.get("client", {}).get("http_app_key") +GITHUB_OAUTH = get_base_config("oauth", {}).get("github") +FEISHU_OAUTH = get_base_config("oauth", {}).get("feishu") +WECHAT_OAUTH = get_base_config("oauth", {}).get("wechat") + +# site +SITE_AUTHENTICATION = AUTHENTICATION_CONF.get("site", {}).get("switch", False) + +# permission +PERMISSION_CONF = get_base_config("permission", {}) +PERMISSION_SWITCH = PERMISSION_CONF.get("switch") +COMPONENT_PERMISSION = PERMISSION_CONF.get("component") +DATASET_PERMISSION = PERMISSION_CONF.get("dataset") + +HOOK_MODULE = get_base_config("hook_module") +HOOK_SERVER_NAME = get_base_config("hook_server_name") + +ENABLE_MODEL_STORE = get_base_config('enable_model_store', False) +# authentication +USE_AUTHENTICATION = False +USE_DATA_AUTHENTICATION = False +AUTOMATIC_AUTHORIZATION_OUTPUT_DATA = True +USE_DEFAULT_TIMEOUT = False +AUTHENTICATION_DEFAULT_TIMEOUT = 7 * 24 * 60 * 60 # s +PRIVILEGE_COMMAND_WHITELIST = [] +CHECK_NODES_IDENTITY = False + +retrievaler = search.Dealer(ELASTICSEARCH) +kg_retrievaler = kg_search.KGSearch(ELASTICSEARCH) + + +class CustomEnum(Enum): + @classmethod + def valid(cls, value): + try: + cls(value) + return True + except BaseException: + return False + + @classmethod + def values(cls): + return [member.value for member in cls.__members__.values()] + + @classmethod + def names(cls): + return [member.name for member in cls.__members__.values()] + + +class PythonDependenceName(CustomEnum): + Rag_Source_Code = "python" + Python_Env = "miniconda" + + +class ModelStorage(CustomEnum): + REDIS = "redis" + MYSQL = "mysql" + + +class RetCode(IntEnum, CustomEnum): + SUCCESS = 0 + NOT_EFFECTIVE = 10 + EXCEPTION_ERROR = 100 + ARGUMENT_ERROR = 101 + DATA_ERROR = 102 + OPERATING_ERROR = 103 + CONNECTION_ERROR = 105 + RUNNING = 106 + PERMISSION_ERROR = 108 + AUTHENTICATION_ERROR = 109 + UNAUTHORIZED = 401 + SERVER_ERROR = 500 diff --git a/api/utils/__init__.py b/api/utils/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..65c6b31e9788191cd104f07af51ac30c8eed3649 --- /dev/null +++ b/api/utils/__init__.py @@ -0,0 +1,346 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import base64 +import datetime +import io +import json +import os +import pickle +import socket +import time +import uuid +import requests +from enum import Enum, IntEnum +import importlib +from Cryptodome.PublicKey import RSA +from Cryptodome.Cipher import PKCS1_v1_5 as Cipher_pkcs1_v1_5 + +from filelock import FileLock + +from . import file_utils + +SERVICE_CONF = "service_conf.yaml" + + +def conf_realpath(conf_name): + conf_path = f"conf/{conf_name}" + return os.path.join(file_utils.get_project_base_directory(), conf_path) + + +def get_base_config(key, default=None, conf_name=SERVICE_CONF) -> dict: + local_config = {} + local_path = conf_realpath(f'local.{conf_name}') + if default is None: + default = os.environ.get(key.upper()) + + if os.path.exists(local_path): + local_config = file_utils.load_yaml_conf(local_path) + if not isinstance(local_config, dict): + raise ValueError(f'Invalid config file: "{local_path}".') + + if key is not None and key in local_config: + return local_config[key] + + config_path = conf_realpath(conf_name) + config = file_utils.load_yaml_conf(config_path) + + if not isinstance(config, dict): + raise ValueError(f'Invalid config file: "{config_path}".') + + config.update(local_config) + return config.get(key, default) if key is not None else config + + +use_deserialize_safe_module = get_base_config( + 'use_deserialize_safe_module', False) + + +class CoordinationCommunicationProtocol(object): + HTTP = "http" + GRPC = "grpc" + + +class BaseType: + def to_dict(self): + return dict([(k.lstrip("_"), v) for k, v in self.__dict__.items()]) + + def to_dict_with_type(self): + def _dict(obj): + module = None + if issubclass(obj.__class__, BaseType): + data = {} + for attr, v in obj.__dict__.items(): + k = attr.lstrip("_") + data[k] = _dict(v) + module = obj.__module__ + elif isinstance(obj, (list, tuple)): + data = [] + for i, vv in enumerate(obj): + data.append(_dict(vv)) + elif isinstance(obj, dict): + data = {} + for _k, vv in obj.items(): + data[_k] = _dict(vv) + else: + data = obj + return {"type": obj.__class__.__name__, + "data": data, "module": module} + return _dict(self) + + +class CustomJSONEncoder(json.JSONEncoder): + def __init__(self, **kwargs): + self._with_type = kwargs.pop("with_type", False) + super().__init__(**kwargs) + + def default(self, obj): + if isinstance(obj, datetime.datetime): + return obj.strftime('%Y-%m-%d %H:%M:%S') + elif isinstance(obj, datetime.date): + return obj.strftime('%Y-%m-%d') + elif isinstance(obj, datetime.timedelta): + return str(obj) + elif issubclass(type(obj), Enum) or issubclass(type(obj), IntEnum): + return obj.value + elif isinstance(obj, set): + return list(obj) + elif issubclass(type(obj), BaseType): + if not self._with_type: + return obj.to_dict() + else: + return obj.to_dict_with_type() + elif isinstance(obj, type): + return obj.__name__ + else: + return json.JSONEncoder.default(self, obj) + + +def rag_uuid(): + return uuid.uuid1().hex + + +def string_to_bytes(string): + return string if isinstance( + string, bytes) else string.encode(encoding="utf-8") + + +def bytes_to_string(byte): + return byte.decode(encoding="utf-8") + + +def json_dumps(src, byte=False, indent=None, with_type=False): + dest = json.dumps( + src, + indent=indent, + cls=CustomJSONEncoder, + with_type=with_type) + if byte: + dest = string_to_bytes(dest) + return dest + + +def json_loads(src, object_hook=None, object_pairs_hook=None): + if isinstance(src, bytes): + src = bytes_to_string(src) + return json.loads(src, object_hook=object_hook, + object_pairs_hook=object_pairs_hook) + + +def current_timestamp(): + return int(time.time() * 1000) + + +def timestamp_to_date(timestamp, format_string="%Y-%m-%d %H:%M:%S"): + if not timestamp: + timestamp = time.time() + timestamp = int(timestamp) / 1000 + time_array = time.localtime(timestamp) + str_date = time.strftime(format_string, time_array) + return str_date + + +def date_string_to_timestamp(time_str, format_string="%Y-%m-%d %H:%M:%S"): + time_array = time.strptime(time_str, format_string) + time_stamp = int(time.mktime(time_array) * 1000) + return time_stamp + + +def serialize_b64(src, to_str=False): + dest = base64.b64encode(pickle.dumps(src)) + if not to_str: + return dest + else: + return bytes_to_string(dest) + + +def deserialize_b64(src): + src = base64.b64decode( + string_to_bytes(src) if isinstance( + src, str) else src) + if use_deserialize_safe_module: + return restricted_loads(src) + return pickle.loads(src) + + +safe_module = { + 'numpy', + 'rag_flow' +} + + +class RestrictedUnpickler(pickle.Unpickler): + def find_class(self, module, name): + import importlib + if module.split('.')[0] in safe_module: + _module = importlib.import_module(module) + return getattr(_module, name) + # Forbid everything else. + raise pickle.UnpicklingError("global '%s.%s' is forbidden" % + (module, name)) + + +def restricted_loads(src): + """Helper function analogous to pickle.loads().""" + return RestrictedUnpickler(io.BytesIO(src)).load() + + +def get_lan_ip(): + if os.name != "nt": + import fcntl + import struct + + def get_interface_ip(ifname): + s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) + return socket.inet_ntoa( + fcntl.ioctl(s.fileno(), 0x8915, struct.pack('256s', string_to_bytes(ifname[:15])))[20:24]) + + ip = socket.gethostbyname(socket.getfqdn()) + if ip.startswith("127.") and os.name != "nt": + interfaces = [ + "bond1", + "eth0", + "eth1", + "eth2", + "wlan0", + "wlan1", + "wifi0", + "ath0", + "ath1", + "ppp0", + ] + for ifname in interfaces: + try: + ip = get_interface_ip(ifname) + break + except IOError as e: + pass + return ip or '' + + +def from_dict_hook(in_dict: dict): + if "type" in in_dict and "data" in in_dict: + if in_dict["module"] is None: + return in_dict["data"] + else: + return getattr(importlib.import_module( + in_dict["module"]), in_dict["type"])(**in_dict["data"]) + else: + return in_dict + + +def decrypt_database_password(password): + encrypt_password = get_base_config("encrypt_password", False) + encrypt_module = get_base_config("encrypt_module", False) + private_key = get_base_config("private_key", None) + + if not password or not encrypt_password: + return password + + if not private_key: + raise ValueError("No private key") + + module_fun = encrypt_module.split("#") + pwdecrypt_fun = getattr( + importlib.import_module( + module_fun[0]), + module_fun[1]) + + return pwdecrypt_fun(private_key, password) + + +def decrypt_database_config( + database=None, passwd_key="password", name="database"): + if not database: + database = get_base_config(name, {}) + + database[passwd_key] = decrypt_database_password(database[passwd_key]) + return database + + +def update_config(key, value, conf_name=SERVICE_CONF): + conf_path = conf_realpath(conf_name=conf_name) + if not os.path.isabs(conf_path): + conf_path = os.path.join( + file_utils.get_project_base_directory(), conf_path) + + with FileLock(os.path.join(os.path.dirname(conf_path), ".lock")): + config = file_utils.load_yaml_conf(conf_path=conf_path) or {} + config[key] = value + file_utils.rewrite_yaml_conf(conf_path=conf_path, config=config) + + +def get_uuid(): + return uuid.uuid1().hex + + +def datetime_format(date_time: datetime.datetime) -> datetime.datetime: + return datetime.datetime(date_time.year, date_time.month, date_time.day, + date_time.hour, date_time.minute, date_time.second) + + +def get_format_time() -> datetime.datetime: + return datetime_format(datetime.datetime.now()) + + +def str2date(date_time: str): + return datetime.datetime.strptime(date_time, '%Y-%m-%d') + + +def elapsed2time(elapsed): + seconds = elapsed / 1000 + minuter, second = divmod(seconds, 60) + hour, minuter = divmod(minuter, 60) + return '%02d:%02d:%02d' % (hour, minuter, second) + + +def decrypt(line): + file_path = os.path.join( + file_utils.get_project_base_directory(), + "conf", + "private.pem") + rsa_key = RSA.importKey(open(file_path).read(), "Welcome") + cipher = Cipher_pkcs1_v1_5.new(rsa_key) + return cipher.decrypt(base64.b64decode( + line), "Fail to decrypt password!").decode('utf-8') + + +def download_img(url): + if not url: + return "" + response = requests.get(url) + return "data:" + \ + response.headers.get('Content-Type', 'image/jpg') + ";" + \ + "base64," + base64.b64encode(response.content).decode("utf-8") diff --git a/api/utils/api_utils.py b/api/utils/api_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..30ba84c85447bcfe4668da4dacb78af467127480 --- /dev/null +++ b/api/utils/api_utils.py @@ -0,0 +1,269 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import json +import random +import time +from functools import wraps +from io import BytesIO +from flask import ( + Response, jsonify, send_file, make_response, + request as flask_request, +) +from werkzeug.http import HTTP_STATUS_CODES + +from api.utils import json_dumps +from api.settings import RetCode +from api.settings import ( + REQUEST_MAX_WAIT_SEC, REQUEST_WAIT_SEC, + stat_logger, CLIENT_AUTHENTICATION, HTTP_APP_KEY, SECRET_KEY +) +import requests +import functools +from api.utils import CustomJSONEncoder +from uuid import uuid1 +from base64 import b64encode +from hmac import HMAC +from urllib.parse import quote, urlencode + +requests.models.complexjson.dumps = functools.partial( + json.dumps, cls=CustomJSONEncoder) + + +def request(**kwargs): + sess = requests.Session() + stream = kwargs.pop('stream', sess.stream) + timeout = kwargs.pop('timeout', None) + kwargs['headers'] = { + k.replace( + '_', + '-').upper(): v for k, + v in kwargs.get( + 'headers', + {}).items()} + prepped = requests.Request(**kwargs).prepare() + + if CLIENT_AUTHENTICATION and HTTP_APP_KEY and SECRET_KEY: + timestamp = str(round(time() * 1000)) + nonce = str(uuid1()) + signature = b64encode(HMAC(SECRET_KEY.encode('ascii'), b'\n'.join([ + timestamp.encode('ascii'), + nonce.encode('ascii'), + HTTP_APP_KEY.encode('ascii'), + prepped.path_url.encode('ascii'), + prepped.body if kwargs.get('json') else b'', + urlencode( + sorted( + kwargs['data'].items()), + quote_via=quote, + safe='-._~').encode('ascii') + if kwargs.get('data') and isinstance(kwargs['data'], dict) else b'', + ]), 'sha1').digest()).decode('ascii') + + prepped.headers.update({ + 'TIMESTAMP': timestamp, + 'NONCE': nonce, + 'APP-KEY': HTTP_APP_KEY, + 'SIGNATURE': signature, + }) + + return sess.send(prepped, stream=stream, timeout=timeout) + + +def get_exponential_backoff_interval(retries, full_jitter=False): + """Calculate the exponential backoff wait time.""" + # Will be zero if factor equals 0 + countdown = min(REQUEST_MAX_WAIT_SEC, REQUEST_WAIT_SEC * (2 ** retries)) + # Full jitter according to + # https://aws.amazon.com/blogs/architecture/exponential-backoff-and-jitter/ + if full_jitter: + countdown = random.randrange(countdown + 1) + # Adjust according to maximum wait time and account for negative values. + return max(0, countdown) + + +def get_json_result(retcode=RetCode.SUCCESS, retmsg='success', + data=None, job_id=None, meta=None): + import re + result_dict = { + "retcode": retcode, + "retmsg": retmsg, + # "retmsg": re.sub(r"rag", "seceum", retmsg, flags=re.IGNORECASE), + "data": data, + "jobId": job_id, + "meta": meta, + } + + response = {} + for key, value in result_dict.items(): + if value is None and key != "retcode": + continue + else: + response[key] = value + return jsonify(response) + + +def get_data_error_result(retcode=RetCode.DATA_ERROR, + retmsg='Sorry! Data missing!'): + import re + result_dict = { + "retcode": retcode, + "retmsg": re.sub( + r"rag", + "seceum", + retmsg, + flags=re.IGNORECASE)} + response = {} + for key, value in result_dict.items(): + if value is None and key != "retcode": + continue + else: + response[key] = value + return jsonify(response) + + +def server_error_response(e): + stat_logger.exception(e) + try: + if e.code == 401: + return get_json_result(retcode=401, retmsg=repr(e)) + except BaseException: + pass + if len(e.args) > 1: + return get_json_result( + retcode=RetCode.EXCEPTION_ERROR, retmsg=repr(e.args[0]), data=e.args[1]) + if repr(e).find("index_not_found_exception") >= 0: + return get_json_result(retcode=RetCode.EXCEPTION_ERROR, retmsg="No chunk found, please upload file and parse it.") + + return get_json_result(retcode=RetCode.EXCEPTION_ERROR, retmsg=repr(e)) + + +def error_response(response_code, retmsg=None): + if retmsg is None: + retmsg = HTTP_STATUS_CODES.get(response_code, 'Unknown Error') + + return Response(json.dumps({ + 'retmsg': retmsg, + 'retcode': response_code, + }), status=response_code, mimetype='application/json') + + +def validate_request(*args, **kwargs): + def wrapper(func): + @wraps(func) + def decorated_function(*_args, **_kwargs): + input_arguments = flask_request.json or flask_request.form.to_dict() + no_arguments = [] + error_arguments = [] + for arg in args: + if arg not in input_arguments: + no_arguments.append(arg) + for k, v in kwargs.items(): + config_value = input_arguments.get(k, None) + if config_value is None: + no_arguments.append(k) + elif isinstance(v, (tuple, list)): + if config_value not in v: + error_arguments.append((k, set(v))) + elif config_value != v: + error_arguments.append((k, v)) + if no_arguments or error_arguments: + error_string = "" + if no_arguments: + error_string += "required argument are missing: {}; ".format( + ",".join(no_arguments)) + if error_arguments: + error_string += "required argument values: {}".format( + ",".join(["{}={}".format(a[0], a[1]) for a in error_arguments])) + return get_json_result( + retcode=RetCode.ARGUMENT_ERROR, retmsg=error_string) + return func(*_args, **_kwargs) + return decorated_function + return wrapper + + +def is_localhost(ip): + return ip in {'127.0.0.1', '::1', '[::1]', 'localhost'} + + +def send_file_in_mem(data, filename): + if not isinstance(data, (str, bytes)): + data = json_dumps(data) + if isinstance(data, str): + data = data.encode('utf-8') + + f = BytesIO() + f.write(data) + f.seek(0) + + return send_file(f, as_attachment=True, attachment_filename=filename) + + +def get_json_result(retcode=RetCode.SUCCESS, retmsg='success', data=None): + response = {"retcode": retcode, "retmsg": retmsg, "data": data} + return jsonify(response) + + +def cors_reponse(retcode=RetCode.SUCCESS, + retmsg='success', data=None, auth=None): + result_dict = {"retcode": retcode, "retmsg": retmsg, "data": data} + response_dict = {} + for key, value in result_dict.items(): + if value is None and key != "retcode": + continue + else: + response_dict[key] = value + response = make_response(jsonify(response_dict)) + if auth: + response.headers["Authorization"] = auth + response.headers["Access-Control-Allow-Origin"] = "*" + response.headers["Access-Control-Allow-Method"] = "*" + response.headers["Access-Control-Allow-Headers"] = "*" + response.headers["Access-Control-Allow-Headers"] = "*" + response.headers["Access-Control-Expose-Headers"] = "Authorization" + return response + +def construct_result(code=RetCode.DATA_ERROR, message='data is missing'): + import re + result_dict = {"code": code, "message": re.sub(r"rag", "seceum", message, flags=re.IGNORECASE)} + response = {} + for key, value in result_dict.items(): + if value is None and key != "code": + continue + else: + response[key] = value + return jsonify(response) + + +def construct_json_result(code=RetCode.SUCCESS, message='success', data=None): + if data is None: + return jsonify({"code": code, "message": message}) + else: + return jsonify({"code": code, "message": message, "data": data}) + + +def construct_error_response(e): + stat_logger.exception(e) + try: + if e.code == 401: + return construct_json_result(code=RetCode.UNAUTHORIZED, message=repr(e)) + except BaseException: + pass + if len(e.args) > 1: + return construct_json_result(code=RetCode.EXCEPTION_ERROR, message=repr(e.args[0]), data=e.args[1]) + if repr(e).find("index_not_found_exception") >=0: + return construct_json_result(code=RetCode.EXCEPTION_ERROR, message="No chunk found, please upload file and parse it.") + + return construct_json_result(code=RetCode.EXCEPTION_ERROR, message=repr(e)) diff --git a/api/utils/commands.py b/api/utils/commands.py new file mode 100644 index 0000000000000000000000000000000000000000..c1c41ab0dedb9f6e36359dddda52fdcccf310a90 --- /dev/null +++ b/api/utils/commands.py @@ -0,0 +1,78 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import base64 +import click +import re + +from flask import Flask +from werkzeug.security import generate_password_hash + +from api.db.services import UserService + + +@click.command('reset-password', help='Reset the account password.') +@click.option('--email', prompt=True, help='The email address of the account whose password you need to reset') +@click.option('--new-password', prompt=True, help='the new password.') +@click.option('--password-confirm', prompt=True, help='the new password confirm.') +def reset_password(email, new_password, password_confirm): + if str(new_password).strip() != str(password_confirm).strip(): + click.echo(click.style('sorry. The two passwords do not match.', fg='red')) + return + user = UserService.query(email=email) + if not user: + click.echo(click.style('sorry. The Email is not registered!.', fg='red')) + return + encode_password = base64.b64encode(new_password.encode('utf-8')).decode('utf-8') + password_hash = generate_password_hash(encode_password) + user_dict = { + 'password': password_hash + } + UserService.update_user(user[0].id,user_dict) + click.echo(click.style('Congratulations! Password has been reset.', fg='green')) + + +@click.command('reset-email', help='Reset the account email.') +@click.option('--email', prompt=True, help='The old email address of the account whose email you need to reset') +@click.option('--new-email', prompt=True, help='the new email.') +@click.option('--email-confirm', prompt=True, help='the new email confirm.') +def reset_email(email, new_email, email_confirm): + if str(new_email).strip() != str(email_confirm).strip(): + click.echo(click.style('Sorry, new email and confirm email do not match.', fg='red')) + return + if str(new_email).strip() == str(email).strip(): + click.echo(click.style('Sorry, new email and old email are the same.', fg='red')) + return + user = UserService.query(email=email) + if not user: + click.echo(click.style('sorry. the account: [{}] not exist .'.format(email), fg='red')) + return + if not re.match(r"^[\w\._-]+@([\w_-]+\.)+[\w-]{2,4}$", new_email): + click.echo(click.style('sorry. {} is not a valid email. '.format(new_email), fg='red')) + return + new_user = UserService.query(email=new_email) + if new_user: + click.echo(click.style('sorry. the account: [{}] is exist .'.format(new_email), fg='red')) + return + user_dict = { + 'email': new_email + } + UserService.update_user(user[0].id,user_dict) + click.echo(click.style('Congratulations!, email has been reset.', fg='green')) + +def register_commands(app: Flask): + app.cli.add_command(reset_password) + app.cli.add_command(reset_email) diff --git a/api/utils/file_utils.py b/api/utils/file_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..a4e84a8f32c4399b5306ec09e995c617734b3428 --- /dev/null +++ b/api/utils/file_utils.py @@ -0,0 +1,207 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import base64 +import json +import os +import re +from io import BytesIO + +import pdfplumber +from PIL import Image +from cachetools import LRUCache, cached +from ruamel.yaml import YAML + +from api.db import FileType + +PROJECT_BASE = os.getenv("RAG_PROJECT_BASE") or os.getenv("RAG_DEPLOY_BASE") +RAG_BASE = os.getenv("RAG_BASE") + + +def get_project_base_directory(*args): + global PROJECT_BASE + if PROJECT_BASE is None: + PROJECT_BASE = os.path.abspath( + os.path.join( + os.path.dirname(os.path.realpath(__file__)), + os.pardir, + os.pardir, + ) + ) + + if args: + return os.path.join(PROJECT_BASE, *args) + return PROJECT_BASE + + +def get_rag_directory(*args): + global RAG_BASE + if RAG_BASE is None: + RAG_BASE = os.path.abspath( + os.path.join( + os.path.dirname(os.path.realpath(__file__)), + os.pardir, + os.pardir, + os.pardir, + ) + ) + if args: + return os.path.join(RAG_BASE, *args) + return RAG_BASE + + +def get_rag_python_directory(*args): + return get_rag_directory("python", *args) + + +def get_home_cache_dir(): + dir = os.path.join(os.path.expanduser('~'), ".ragflow") + try: + os.mkdir(dir) + except OSError as error: + pass + return dir + + +@cached(cache=LRUCache(maxsize=10)) +def load_json_conf(conf_path): + if os.path.isabs(conf_path): + json_conf_path = conf_path + else: + json_conf_path = os.path.join(get_project_base_directory(), conf_path) + try: + with open(json_conf_path) as f: + return json.load(f) + except BaseException: + raise EnvironmentError( + "loading json file config from '{}' failed!".format(json_conf_path) + ) + + +def dump_json_conf(config_data, conf_path): + if os.path.isabs(conf_path): + json_conf_path = conf_path + else: + json_conf_path = os.path.join(get_project_base_directory(), conf_path) + try: + with open(json_conf_path, "w") as f: + json.dump(config_data, f, indent=4) + except BaseException: + raise EnvironmentError( + "loading json file config from '{}' failed!".format(json_conf_path) + ) + + +def load_json_conf_real_time(conf_path): + if os.path.isabs(conf_path): + json_conf_path = conf_path + else: + json_conf_path = os.path.join(get_project_base_directory(), conf_path) + try: + with open(json_conf_path) as f: + return json.load(f) + except BaseException: + raise EnvironmentError( + "loading json file config from '{}' failed!".format(json_conf_path) + ) + + +def load_yaml_conf(conf_path): + if not os.path.isabs(conf_path): + conf_path = os.path.join(get_project_base_directory(), conf_path) + try: + with open(conf_path) as f: + yaml = YAML(typ='safe', pure=True) + return yaml.load(f) + except Exception as e: + raise EnvironmentError( + "loading yaml file config from {} failed:".format(conf_path), e + ) + + +def rewrite_yaml_conf(conf_path, config): + if not os.path.isabs(conf_path): + conf_path = os.path.join(get_project_base_directory(), conf_path) + try: + with open(conf_path, "w") as f: + yaml = YAML(typ="safe") + yaml.dump(config, f) + except Exception as e: + raise EnvironmentError( + "rewrite yaml file config {} failed:".format(conf_path), e + ) + + +def rewrite_json_file(filepath, json_data): + with open(filepath, "w") as f: + json.dump(json_data, f, indent=4, separators=(",", ": ")) + f.close() + + +def filename_type(filename): + filename = filename.lower() + if re.match(r".*\.pdf$", filename): + return FileType.PDF.value + + if re.match( + r".*\.(eml|doc|docx|ppt|pptx|yml|xml|htm|json|csv|txt|ini|xls|xlsx|wps|rtf|hlp|pages|numbers|key|md|py|js|java|c|cpp|h|php|go|ts|sh|cs|kt|html)$", filename): + return FileType.DOC.value + + if re.match( + r".*\.(wav|flac|ape|alac|wavpack|wv|mp3|aac|ogg|vorbis|opus|mp3)$", filename): + return FileType.AURAL.value + + if re.match(r".*\.(jpg|jpeg|png|tif|gif|pcx|tga|exif|fpx|svg|psd|cdr|pcd|dxf|ufo|eps|ai|raw|WMF|webp|avif|apng|icon|ico|mpg|mpeg|avi|rm|rmvb|mov|wmv|asf|dat|asx|wvx|mpe|mpa|mp4)$", filename): + return FileType.VISUAL.value + + return FileType.OTHER.value + + +def thumbnail(filename, blob): + filename = filename.lower() + if re.match(r".*\.pdf$", filename): + pdf = pdfplumber.open(BytesIO(blob)) + buffered = BytesIO() + pdf.pages[0].to_image(resolution=32).annotated.save(buffered, format="png") + return "data:image/png;base64," + \ + base64.b64encode(buffered.getvalue()).decode("utf-8") + + if re.match(r".*\.(jpg|jpeg|png|tif|gif|icon|ico|webp)$", filename): + image = Image.open(BytesIO(blob)) + image.thumbnail((30, 30)) + buffered = BytesIO() + image.save(buffered, format="png") + return "data:image/png;base64," + \ + base64.b64encode(buffered.getvalue()).decode("utf-8") + + if re.match(r".*\.(ppt|pptx)$", filename): + import aspose.slides as slides + import aspose.pydrawing as drawing + try: + with slides.Presentation(BytesIO(blob)) as presentation: + buffered = BytesIO() + presentation.slides[0].get_thumbnail(0.03, 0.03).save( + buffered, drawing.imaging.ImageFormat.png) + return "data:image/png;base64," + \ + base64.b64encode(buffered.getvalue()).decode("utf-8") + except Exception as e: + pass + + +def traversal_files(base): + for root, ds, fs in os.walk(base): + for f in fs: + fullname = os.path.join(root, f) + yield fullname diff --git a/api/utils/log_utils.py b/api/utils/log_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..e74060d4b54ad3ad0b5276e570836b1f930829b3 --- /dev/null +++ b/api/utils/log_utils.py @@ -0,0 +1,313 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os +import typing +import traceback +import logging +import inspect +from logging.handlers import TimedRotatingFileHandler +from threading import RLock + +from api.utils import file_utils + + +class LoggerFactory(object): + TYPE = "FILE" + LOG_FORMAT = "[%(levelname)s] [%(asctime)s] [%(module)s.%(funcName)s] [line:%(lineno)d]: %(message)s" + logging.basicConfig(format=LOG_FORMAT) + LEVEL = logging.DEBUG + logger_dict = {} + global_handler_dict = {} + + LOG_DIR = None + PARENT_LOG_DIR = None + log_share = True + + append_to_parent_log = None + + lock = RLock() + # CRITICAL = 50 + # FATAL = CRITICAL + # ERROR = 40 + # WARNING = 30 + # WARN = WARNING + # INFO = 20 + # DEBUG = 10 + # NOTSET = 0 + levels = (10, 20, 30, 40) + schedule_logger_dict = {} + + @staticmethod + def set_directory(directory=None, parent_log_dir=None, + append_to_parent_log=None, force=False): + if parent_log_dir: + LoggerFactory.PARENT_LOG_DIR = parent_log_dir + if append_to_parent_log: + LoggerFactory.append_to_parent_log = append_to_parent_log + with LoggerFactory.lock: + if not directory: + directory = file_utils.get_project_base_directory("logs") + if not LoggerFactory.LOG_DIR or force: + LoggerFactory.LOG_DIR = directory + if LoggerFactory.log_share: + oldmask = os.umask(000) + os.makedirs(LoggerFactory.LOG_DIR, exist_ok=True) + os.umask(oldmask) + else: + os.makedirs(LoggerFactory.LOG_DIR, exist_ok=True) + for loggerName, ghandler in LoggerFactory.global_handler_dict.items(): + for className, (logger, + handler) in LoggerFactory.logger_dict.items(): + logger.removeHandler(ghandler) + ghandler.close() + LoggerFactory.global_handler_dict = {} + for className, (logger, + handler) in LoggerFactory.logger_dict.items(): + logger.removeHandler(handler) + _handler = None + if handler: + handler.close() + if className != "default": + _handler = LoggerFactory.get_handler(className) + logger.addHandler(_handler) + LoggerFactory.assemble_global_handler(logger) + LoggerFactory.logger_dict[className] = logger, _handler + + @staticmethod + def new_logger(name): + logger = logging.getLogger(name) + logger.propagate = False + logger.setLevel(LoggerFactory.LEVEL) + return logger + + @staticmethod + def get_logger(class_name=None): + with LoggerFactory.lock: + if class_name in LoggerFactory.logger_dict.keys(): + logger, handler = LoggerFactory.logger_dict[class_name] + if not logger: + logger, handler = LoggerFactory.init_logger(class_name) + else: + logger, handler = LoggerFactory.init_logger(class_name) + return logger + + @staticmethod + def get_global_handler(logger_name, level=None, log_dir=None): + if not LoggerFactory.LOG_DIR: + return logging.StreamHandler() + if log_dir: + logger_name_key = logger_name + "_" + log_dir + else: + logger_name_key = logger_name + "_" + LoggerFactory.LOG_DIR + # if loggerName not in LoggerFactory.globalHandlerDict: + if logger_name_key not in LoggerFactory.global_handler_dict: + with LoggerFactory.lock: + if logger_name_key not in LoggerFactory.global_handler_dict: + handler = LoggerFactory.get_handler( + logger_name, level, log_dir) + LoggerFactory.global_handler_dict[logger_name_key] = handler + return LoggerFactory.global_handler_dict[logger_name_key] + + @staticmethod + def get_handler(class_name, level=None, log_dir=None, + log_type=None, job_id=None): + if not log_type: + if not LoggerFactory.LOG_DIR or not class_name: + return logging.StreamHandler() + # return Diy_StreamHandler() + + if not log_dir: + log_file = os.path.join( + LoggerFactory.LOG_DIR, + "{}.log".format(class_name)) + else: + log_file = os.path.join(log_dir, "{}.log".format(class_name)) + else: + log_file = os.path.join(log_dir, "rag_flow_{}.log".format( + log_type) if level == LoggerFactory.LEVEL else 'rag_flow_{}_error.log'.format(log_type)) + + os.makedirs(os.path.dirname(log_file), exist_ok=True) + if LoggerFactory.log_share: + handler = ROpenHandler(log_file, + when='D', + interval=1, + backupCount=14, + delay=True) + else: + handler = TimedRotatingFileHandler(log_file, + when='D', + interval=1, + backupCount=14, + delay=True) + if level: + handler.level = level + + return handler + + @staticmethod + def init_logger(class_name): + with LoggerFactory.lock: + logger = LoggerFactory.new_logger(class_name) + handler = None + if class_name: + handler = LoggerFactory.get_handler(class_name) + logger.addHandler(handler) + LoggerFactory.logger_dict[class_name] = logger, handler + + else: + LoggerFactory.logger_dict["default"] = logger, handler + + LoggerFactory.assemble_global_handler(logger) + return logger, handler + + @staticmethod + def assemble_global_handler(logger): + if LoggerFactory.LOG_DIR: + for level in LoggerFactory.levels: + if level >= LoggerFactory.LEVEL: + level_logger_name = logging._levelToName[level] + logger.addHandler( + LoggerFactory.get_global_handler( + level_logger_name, level)) + if LoggerFactory.append_to_parent_log and LoggerFactory.PARENT_LOG_DIR: + for level in LoggerFactory.levels: + if level >= LoggerFactory.LEVEL: + level_logger_name = logging._levelToName[level] + logger.addHandler( + LoggerFactory.get_global_handler(level_logger_name, level, LoggerFactory.PARENT_LOG_DIR)) + + +def setDirectory(directory=None): + LoggerFactory.set_directory(directory) + + +def setLevel(level): + LoggerFactory.LEVEL = level + + +def getLogger(className=None, useLevelFile=False): + if className is None: + frame = inspect.stack()[1] + module = inspect.getmodule(frame[0]) + className = 'stat' + return LoggerFactory.get_logger(className) + + +def exception_to_trace_string(ex): + return "".join(traceback.TracebackException.from_exception(ex).format()) + + +class ROpenHandler(TimedRotatingFileHandler): + def _open(self): + prevumask = os.umask(000) + rtv = TimedRotatingFileHandler._open(self) + os.umask(prevumask) + return rtv + + +def sql_logger(job_id='', log_type='sql'): + key = job_id + log_type + if key in LoggerFactory.schedule_logger_dict.keys(): + return LoggerFactory.schedule_logger_dict[key] + return get_job_logger(job_id=job_id, log_type=log_type) + + +def ready_log(msg, job=None, task=None, role=None, party_id=None, detail=None): + prefix, suffix = base_msg(job, task, role, party_id, detail) + return f"{prefix}{msg} ready{suffix}" + + +def start_log(msg, job=None, task=None, role=None, party_id=None, detail=None): + prefix, suffix = base_msg(job, task, role, party_id, detail) + return f"{prefix}start to {msg}{suffix}" + + +def successful_log(msg, job=None, task=None, role=None, + party_id=None, detail=None): + prefix, suffix = base_msg(job, task, role, party_id, detail) + return f"{prefix}{msg} successfully{suffix}" + + +def warning_log(msg, job=None, task=None, role=None, + party_id=None, detail=None): + prefix, suffix = base_msg(job, task, role, party_id, detail) + return f"{prefix}{msg} is not effective{suffix}" + + +def failed_log(msg, job=None, task=None, role=None, + party_id=None, detail=None): + prefix, suffix = base_msg(job, task, role, party_id, detail) + return f"{prefix}failed to {msg}{suffix}" + + +def base_msg(job=None, task=None, role: str = None, + party_id: typing.Union[str, int] = None, detail=None): + if detail: + detail_msg = f" detail: \n{detail}" + else: + detail_msg = "" + if task is not None: + return f"task {task.f_task_id} {task.f_task_version} ", f" on {task.f_role} {task.f_party_id}{detail_msg}" + elif job is not None: + return "", f" on {job.f_role} {job.f_party_id}{detail_msg}" + elif role and party_id: + return "", f" on {role} {party_id}{detail_msg}" + else: + return "", f"{detail_msg}" + + +def exception_to_trace_string(ex): + return "".join(traceback.TracebackException.from_exception(ex).format()) + + +def get_logger_base_dir(): + job_log_dir = file_utils.get_rag_flow_directory('logs') + return job_log_dir + + +def get_job_logger(job_id, log_type): + rag_flow_log_dir = file_utils.get_rag_flow_directory('logs', 'rag_flow') + job_log_dir = file_utils.get_rag_flow_directory('logs', job_id) + if not job_id: + log_dirs = [rag_flow_log_dir] + else: + if log_type == 'audit': + log_dirs = [job_log_dir, rag_flow_log_dir] + else: + log_dirs = [job_log_dir] + if LoggerFactory.log_share: + oldmask = os.umask(000) + os.makedirs(job_log_dir, exist_ok=True) + os.makedirs(rag_flow_log_dir, exist_ok=True) + os.umask(oldmask) + else: + os.makedirs(job_log_dir, exist_ok=True) + os.makedirs(rag_flow_log_dir, exist_ok=True) + logger = LoggerFactory.new_logger(f"{job_id}_{log_type}") + for job_log_dir in log_dirs: + handler = LoggerFactory.get_handler(class_name=None, level=LoggerFactory.LEVEL, + log_dir=job_log_dir, log_type=log_type, job_id=job_id) + error_handler = LoggerFactory.get_handler( + class_name=None, + level=logging.ERROR, + log_dir=job_log_dir, + log_type=log_type, + job_id=job_id) + logger.addHandler(handler) + logger.addHandler(error_handler) + with LoggerFactory.lock: + LoggerFactory.schedule_logger_dict[job_id + log_type] = logger + return logger diff --git a/api/utils/t_crypt.py b/api/utils/t_crypt.py new file mode 100644 index 0000000000000000000000000000000000000000..99f70a3b6a019540b2077d989f0998cc64b91f70 --- /dev/null +++ b/api/utils/t_crypt.py @@ -0,0 +1,24 @@ +import base64 +import os +import sys +from Cryptodome.PublicKey import RSA +from Cryptodome.Cipher import PKCS1_v1_5 as Cipher_pkcs1_v1_5 +from api.utils import decrypt, file_utils + + +def crypt(line): + file_path = os.path.join( + file_utils.get_project_base_directory(), + "conf", + "public.pem") + rsa_key = RSA.importKey(open(file_path).read(),"Welcome") + cipher = Cipher_pkcs1_v1_5.new(rsa_key) + password_base64 = base64.b64encode(line.encode('utf-8')).decode("utf-8") + encrypted_password = cipher.encrypt(password_base64.encode()) + return base64.b64encode(encrypted_password).decode('utf-8') + + +if __name__ == "__main__": + pswd = crypt(sys.argv[1]) + print(pswd) + print(decrypt(pswd)) diff --git a/api/utils/web_utils.py b/api/utils/web_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..ce05db51483c6bae3b43118bcf9dad1f58ed3bb4 --- /dev/null +++ b/api/utils/web_utils.py @@ -0,0 +1,80 @@ +import re +import json +import base64 + +from selenium import webdriver +from selenium.webdriver.chrome.options import Options +from selenium.webdriver.chrome.service import Service +from selenium.common.exceptions import TimeoutException +from selenium.webdriver.support.ui import WebDriverWait +from selenium.webdriver.support.expected_conditions import staleness_of +from webdriver_manager.chrome import ChromeDriverManager +from selenium.webdriver.common.by import By + + +def html2pdf( + source: str, + timeout: int = 2, + install_driver: bool = True, + print_options: dict = {}, +): + result = __get_pdf_from_html(source, timeout, install_driver, print_options) + return result + + +def __send_devtools(driver, cmd, params={}): + resource = "/session/%s/chromium/send_command_and_get_result" % driver.session_id + url = driver.command_executor._url + resource + body = json.dumps({"cmd": cmd, "params": params}) + response = driver.command_executor._request("POST", url, body) + + if not response: + raise Exception(response.get("value")) + + return response.get("value") + + +def __get_pdf_from_html( + path: str, + timeout: int, + install_driver: bool, + print_options: dict +): + webdriver_options = Options() + webdriver_prefs = {} + webdriver_options.add_argument("--headless") + webdriver_options.add_argument("--disable-gpu") + webdriver_options.add_argument("--no-sandbox") + webdriver_options.add_argument("--disable-dev-shm-usage") + webdriver_options.experimental_options["prefs"] = webdriver_prefs + + webdriver_prefs["profile.default_content_settings"] = {"images": 2} + + if install_driver: + service = Service(ChromeDriverManager().install()) + driver = webdriver.Chrome(service=service, options=webdriver_options) + else: + driver = webdriver.Chrome(options=webdriver_options) + + driver.get(path) + + try: + WebDriverWait(driver, timeout).until( + staleness_of(driver.find_element(by=By.TAG_NAME, value="html")) + ) + except TimeoutException: + calculated_print_options = { + "landscape": False, + "displayHeaderFooter": False, + "printBackground": True, + "preferCSSPageSize": True, + } + calculated_print_options.update(print_options) + result = __send_devtools( + driver, "Page.printToPDF", calculated_print_options) + driver.quit() + return base64.b64decode(result["data"]) + + +def is_valid_url(url: str) -> bool: + return bool(re.match(r"(https?|ftp|file)://[-A-Za-z0-9+&@#/%?=~_|!:,.;]+[-A-Za-z0-9+&@#/%=~_|]", url)) diff --git a/api/versions.py b/api/versions.py new file mode 100644 index 0000000000000000000000000000000000000000..5fde4e796e41aa6cc3bfeb5d90e519d3c4e79795 --- /dev/null +++ b/api/versions.py @@ -0,0 +1,28 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os +import dotenv +import typing +from api.utils.file_utils import get_project_base_directory + + +def get_versions() -> typing.Mapping[str, typing.Any]: + dotenv.load_dotenv(dotenv.find_dotenv()) + return dotenv.dotenv_values() + + +def get_rag_version() -> typing.Optional[str]: + return get_versions().get("RAGFLOW_VERSION", "dev") \ No newline at end of file diff --git a/conf/llm_factories.json b/conf/llm_factories.json new file mode 100644 index 0000000000000000000000000000000000000000..42302c84e1701e854a53e79f378f4456aaae2dff --- /dev/null +++ b/conf/llm_factories.json @@ -0,0 +1,2447 @@ +{ + "factory_llm_infos": [ + { + "name": "OpenAI", + "logo": "", + "tags": "LLM,TEXT EMBEDDING,SPEECH2TEXT,MODERATION", + "status": "1", + "llm": [ + { + "llm_name": "gpt-4o-mini", + "tags": "LLM,CHAT,128K", + "max_tokens": 128000, + "model_type": "chat" + }, + { + "llm_name": "gpt-4o", + "tags": "LLM,CHAT,128K", + "max_tokens": 128000, + "model_type": "chat" + }, + { + "llm_name": "gpt-3.5-turbo", + "tags": "LLM,CHAT,4K", + "max_tokens": 4096, + "model_type": "chat" + }, + { + "llm_name": "gpt-3.5-turbo-16k-0613", + "tags": "LLM,CHAT,16k", + "max_tokens": 16385, + "model_type": "chat" + }, + { + "llm_name": "text-embedding-ada-002", + "tags": "TEXT EMBEDDING,8K", + "max_tokens": 8191, + "model_type": "embedding" + }, + { + "llm_name": "text-embedding-3-small", + "tags": "TEXT EMBEDDING,8K", + "max_tokens": 8191, + "model_type": "embedding" + }, + { + "llm_name": "text-embedding-3-large", + "tags": "TEXT EMBEDDING,8K", + "max_tokens": 8191, + "model_type": "embedding" + }, + { + "llm_name": "whisper-1", + "tags": "SPEECH2TEXT", + "max_tokens": 26214400, + "model_type": "speech2text" + }, + { + "llm_name": "gpt-4", + "tags": "LLM,CHAT,8K", + "max_tokens": 8191, + "model_type": "chat" + }, + { + "llm_name": "gpt-4-turbo", + "tags": "LLM,CHAT,8K", + "max_tokens": 8191, + "model_type": "chat" + }, + { + "llm_name": "gpt-4-32k", + "tags": "LLM,CHAT,32K", + "max_tokens": 32768, + "model_type": "chat" + }, + { + "llm_name": "gpt-4-vision-preview", + "tags": "LLM,CHAT,IMAGE2TEXT", + "max_tokens": 765, + "model_type": "image2text" + } + ] + }, + { + "name": "Tongyi-Qianwen", + "logo": "", + "tags": "LLM,TEXT EMBEDDING,SPEECH2TEXT,MODERATION", + "status": "1", + "llm": [ + { + "llm_name": "qwen-turbo", + "tags": "LLM,CHAT,8K", + "max_tokens": 8191, + "model_type": "chat" + }, + { + "llm_name": "qwen-plus", + "tags": "LLM,CHAT,32K", + "max_tokens": 32768, + "model_type": "chat" + }, + { + "llm_name": "text-embedding-v2", + "tags": "TEXT EMBEDDING,2K", + "max_tokens": 2048, + "model_type": "embedding" + }, + { + "llm_name": "paraformer-realtime-8k-v1", + "tags": "SPEECH2TEXT", + "max_tokens": 26214400, + "model_type": "speech2text" + }, + { + "llm_name": "qwen-vl-max", + "tags": "LLM,CHAT,IMAGE2TEXT", + "max_tokens": 765, + "model_type": "image2text" + }, + { + "llm_name": "qwen-vl-plus", + "tags": "LLM,CHAT,IMAGE2TEXT", + "max_tokens": 765, + "model_type": "image2text" + } + ] + }, + { + "name": "ZHIPU-AI", + "logo": "", + "tags": "LLM,TEXT EMBEDDING,SPEECH2TEXT,MODERATION", + "status": "1", + "llm": [ + { + "llm_name": "glm-3-turbo", + "tags": "LLM,CHAT,", + "max_tokens": 128000, + "model_type": "chat" + }, + { + "llm_name": "glm-4", + "tags": "LLM,CHAT,", + "max_tokens": 128000, + "model_type": "chat" + }, + { + "llm_name": "glm-4v", + "tags": "LLM,CHAT,IMAGE2TEXT", + "max_tokens": 2000, + "model_type": "image2text" + }, + { + "llm_name": "embedding-2", + "tags": "TEXT EMBEDDING", + "max_tokens": 512, + "model_type": "embedding" + } + ] + }, + { + "name": "Ollama", + "logo": "", + "tags": "LLM,TEXT EMBEDDING,SPEECH2TEXT,MODERATION", + "status": "1", + "llm": [] + }, + { + "name": "LocalAI", + "logo": "", + "tags": "LLM,TEXT EMBEDDING,SPEECH2TEXT,MODERATION", + "status": "1", + "llm": [] + }, + { + "name": "OpenAI-API-Compatible", + "logo": "", + "tags": "LLM,TEXT EMBEDDING,SPEECH2TEXT,MODERATION", + "status": "1", + "llm": [] + }, + { + "name": "Moonshot", + "logo": "", + "tags": "LLM,TEXT EMBEDDING", + "status": "1", + "llm": [ + { + "llm_name": "moonshot-v1-8k", + "tags": "LLM,CHAT,", + "max_tokens": 7900, + "model_type": "chat" + }, + { + "llm_name": "moonshot-v1-32k", + "tags": "LLM,CHAT,", + "max_tokens": 32768, + "model_type": "chat" + }, + { + "llm_name": "moonshot-v1-128k", + "tags": "LLM,CHAT", + "max_tokens": 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"scripted", + "script": { + "source": "double idf = Math.log(1+(field.docCount-term.docFreq+0.5)/(term.docFreq + 0.5))/Math.log(1+((field.docCount-0.5)/1.5)); return query.boost * idf * Math.min(doc.freq, 1);" + } + } + } + }, + "mappings": { + "properties": { + "lat_lon": {"type": "geo_point", "store":"true"} + }, + "date_detection": "true", + "dynamic_templates": [ + { + "int": { + "match": "*_int", + "mapping": { + "type": "integer", + "store": "true" + } + } + }, + { + "ulong": { + "match": "*_ulong", + "mapping": { + "type": "unsigned_long", + "store": "true" + } + } + }, + { + "long": { + "match": "*_long", + "mapping": { + "type": "long", + "store": "true" + } + } + }, + { + "short": { + "match": "*_short", + "mapping": { + "type": "short", + "store": "true" + } + } + }, + { + "numeric": { + "match": "*_flt", + "mapping": { + "type": "float", + "store": true + } + } + }, + { + "tks": { + "match": "*_tks", + "mapping": { + "type": "text", + "similarity": "scripted_sim", + "analyzer": "whitespace", + "store": true + } + } + }, + { + "ltks":{ + "match": "*_ltks", + "mapping": { + "type": "text", + "analyzer": "whitespace", + "store": true + } + } + }, + { + "kwd": { + "match_pattern": "regex", + "match": "^(.*_(kwd|id|ids|uid|uids)|uid)$", + "mapping": { + "type": "keyword", + "similarity": "boolean", + "store": true + } + } + }, + { + "dt": { + "match_pattern": "regex", + "match": "^.*(_dt|_time|_at)$", + "mapping": { + "type": "date", + "format": "yyyy-MM-dd HH:mm:ss||yyyy-MM-dd||yyyy-MM-dd_HH:mm:ss", + "store": true + } + } + }, + { + "nested": { + "match": "*_nst", + "mapping": { + "type": "nested" + } + } + }, + { + "object": { + "match": "*_obj", + "mapping": { + "type": "object", + "dynamic": "true" + } + } + }, + { + "string": { + "match": "*_with_weight", + "mapping": { + "type": "text", + "index": "false", + "store": true + } + } + }, + { + "string": { + "match": "*_fea", + "mapping": { + "type": "rank_feature" + } + } + }, + { + "dense_vector": { + "match": "*_512_vec", + "mapping": { + "type": "dense_vector", + "index": true, + "similarity": "cosine", + "dims": 512 + } + } + }, + { + "dense_vector": { + "match": "*_768_vec", + "mapping": { + "type": "dense_vector", + "index": true, + "similarity": "cosine", + "dims": 768 + } + } + }, + { + "dense_vector": { + "match": "*_1024_vec", + "mapping": { + "type": "dense_vector", + "index": true, + "similarity": "cosine", + "dims": 1024 + } + } + }, + { + "dense_vector": { + "match": "*_1536_vec", + "mapping": { + "type": "dense_vector", + "index": true, + "similarity": "cosine", + "dims": 1536 + } + } + }, + { + "binary": { + "match": "*_bin", + "mapping": { + "type": "binary" + } + } + } + ] + } +} diff --git a/conf/private.pem b/conf/private.pem new file mode 100644 index 0000000000000000000000000000000000000000..ff333058d0d8087fadb09295c369a59f1d46a166 --- /dev/null +++ b/conf/private.pem @@ -0,0 +1,30 @@ +-----BEGIN RSA PRIVATE KEY----- +Proc-Type: 4,ENCRYPTED +DEK-Info: 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'infini_rag_flow' +redis: + db: 1 + password: 'infini_rag_flow' + host: 'redis:6379' +user_default_llm: + factory: 'Tongyi-Qianwen' + api_key: 'sk-xxxxxxxxxxxxx' + base_url: '' +oauth: + github: + client_id: xxxxxxxxxxxxxxxxxxxxxxxxx + secret_key: xxxxxxxxxxxxxxxxxxxxxxxxxxxx + url: https://github.com/login/oauth/access_token + feishu: + app_id: cli_xxxxxxxxxxxxxxxxxxx + app_secret: xxxxxxxxxxxxxxxxxxxxxxxxxxxx + app_access_token_url: https://open.feishu.cn/open-apis/auth/v3/app_access_token/internal + user_access_token_url: https://open.feishu.cn/open-apis/authen/v1/oidc/access_token + grant_type: 'authorization_code' +authentication: + client: + switch: false + http_app_key: + http_secret_key: + site: + switch: false +permission: + switch: false + component: false + dataset: false diff --git a/deepdoc/README.md b/deepdoc/README.md new file mode 100644 index 0000000000000000000000000000000000000000..5c7235566f532e85e697f12d3a549022ac6ea4a9 --- /dev/null +++ b/deepdoc/README.md @@ -0,0 +1,122 @@ +English | [简体中文](./README_zh.md) + +# *Deep*Doc + +- [1. Introduction](#1) +- [2. Vision](#2) +- [3. Parser](#3) + + +## 1. Introduction + +With a bunch of documents from various domains with various formats and along with diverse retrieval requirements, +an accurate analysis becomes a very challenge task. *Deep*Doc is born for that purpose. +There are 2 parts in *Deep*Doc so far: vision and parser. +You can run the flowing test programs if you're interested in our results of OCR, layout recognition and TSR. +```bash +python deepdoc/vision/t_ocr.py -h +usage: t_ocr.py [-h] --inputs INPUTS [--output_dir OUTPUT_DIR] + +options: + -h, --help show this help message and exit + --inputs INPUTS Directory where to store images or PDFs, or a file path to a single image or PDF + --output_dir OUTPUT_DIR + Directory where to store the output images. Default: './ocr_outputs' +``` +```bash +python deepdoc/vision/t_recognizer.py -h +usage: t_recognizer.py [-h] --inputs INPUTS [--output_dir OUTPUT_DIR] [--threshold THRESHOLD] [--mode {layout,tsr}] + +options: + -h, --help show this help message and exit + --inputs INPUTS Directory where to store images or PDFs, or a file path to a single image or PDF + --output_dir OUTPUT_DIR + Directory where to store the output images. Default: './layouts_outputs' + --threshold THRESHOLD + A threshold to filter out detections. Default: 0.5 + --mode {layout,tsr} Task mode: layout recognition or table structure recognition +``` + +Our models are served on HuggingFace. If you have trouble downloading HuggingFace models, this might help!! +```bash +export HF_ENDPOINT=https://hf-mirror.com +``` + + +## 2. Vision + +We use vision information to resolve problems as human being. + - OCR. Since a lot of documents presented as images or at least be able to transform to image, + OCR is a very essential and fundamental or even universal solution for text extraction. + ```bash + python deepdoc/vision/t_ocr.py --inputs=path_to_images_or_pdfs --output_dir=path_to_store_result + ``` + The inputs could be directory to images or PDF, or a image or PDF. + You can look into the folder 'path_to_store_result' where has images which demonstrate the positions of results, + txt files which contain the OCR text. +
+ +
+ + - Layout recognition. Documents from different domain may have various layouts, + like, newspaper, magazine, book and résumé are distinct in terms of layout. + Only when machine have an accurate layout analysis, it can decide if these text parts are successive or not, + or this part needs Table Structure Recognition(TSR) to process, or this part is a figure and described with this caption. + We have 10 basic layout components which covers most cases: + - Text + - Title + - Figure + - Figure caption + - Table + - Table caption + - Header + - Footer + - Reference + - Equation + + Have a try on the following command to see the layout detection results. + ```bash + python deepdoc/vision/t_recognizer.py --inputs=path_to_images_or_pdfs --threshold=0.2 --mode=layout --output_dir=path_to_store_result + ``` + The inputs could be directory to images or PDF, or a image or PDF. + You can look into the folder 'path_to_store_result' where has images which demonstrate the detection results as following: +
+ +
+ + - Table Structure Recognition(TSR). Data table is a frequently used structure to present data including numbers or text. + And the structure of a table might be very complex, like hierarchy headers, spanning cells and projected row headers. + Along with TSR, we also reassemble the content into sentences which could be well comprehended by LLM. + We have five labels for TSR task: + - Column + - Row + - Column header + - Projected row header + - Spanning cell + + Have a try on the following command to see the layout detection results. + ```bash + python deepdoc/vision/t_recognizer.py --inputs=path_to_images_or_pdfs --threshold=0.2 --mode=tsr --output_dir=path_to_store_result + ``` + The inputs could be directory to images or PDF, or a image or PDF. + You can look into the folder 'path_to_store_result' where has both images and html pages which demonstrate the detection results as following: +
+ +
+ + +## 3. Parser + +Four kinds of document formats as PDF, DOCX, EXCEL and PPT have their corresponding parser. +The most complex one is PDF parser since PDF's flexibility. The output of PDF parser includes: + - Text chunks with their own positions in PDF(page number and rectangular positions). + - Tables with cropped image from the PDF, and contents which has already translated into natural language sentences. + - Figures with caption and text in the figures. + +### Résumé + +The résumé is a very complicated kind of document. A résumé which is composed of unstructured text +with various layouts could be resolved into structured data composed of nearly a hundred of fields. +We haven't opened the parser yet, as we open the processing method after parsing procedure. + + \ No newline at end of file diff --git a/deepdoc/README_zh.md b/deepdoc/README_zh.md new file mode 100644 index 0000000000000000000000000000000000000000..afcbac246facc3f8318162a28720aa780e324b65 --- /dev/null +++ b/deepdoc/README_zh.md @@ -0,0 +1,116 @@ +[English](./README.md) | 简体中文 + +# *Deep*Doc + +- [*Deep*Doc](#deepdoc) + - [1. 介绍](#1-介绍) + - [2. 视觉处理](#2-视觉处理) + - [3. 解析器](#3-解析器) + - [简历](#简历) + + +## 1. 介绍 + +对于来自不同领域、具有不同格式和不同检索要求的大量文档，准确的分析成为一项极具挑战性的任务。*Deep*Doc 就是为了这个目的而诞生的。到目前为止，*Deep*Doc 中有两个组成部分：视觉处理和解析器。如果您对我们的OCR、布局识别和TSR结果感兴趣，您可以运行下面的测试程序。 + +```bash +python deepdoc/vision/t_ocr.py -h +usage: t_ocr.py [-h] --inputs INPUTS [--output_dir OUTPUT_DIR] + +options: + -h, --help show this help message and exit + --inputs INPUTS Directory where to store images or PDFs, or a file path to a single image or PDF + --output_dir OUTPUT_DIR + Directory where to store the output images. Default: './ocr_outputs' +``` + +```bash +python deepdoc/vision/t_recognizer.py -h +usage: t_recognizer.py [-h] --inputs INPUTS [--output_dir OUTPUT_DIR] [--threshold THRESHOLD] [--mode {layout,tsr}] + +options: + -h, --help show this help message and exit + --inputs INPUTS Directory where to store images or PDFs, or a file path to a single image or PDF + --output_dir OUTPUT_DIR + Directory where to store the output images. Default: './layouts_outputs' + --threshold THRESHOLD + A threshold to filter out detections. Default: 0.5 + --mode {layout,tsr} Task mode: layout recognition or table structure recognition +``` + +HuggingFace为我们的模型提供服务。如果你在下载HuggingFace模型时遇到问题，这可能会有所帮助！！ + +```bash +export HF_ENDPOINT=https://hf-mirror.com +``` + + +## 2. 视觉处理 + +作为人类，我们使用视觉信息来解决问题。 + + - **OCR（Optical Character Recognition，光学字符识别）**。由于许多文档都是以图像形式呈现的，或者至少能够转换为图像，因此OCR是文本提取的一个非常重要、基本，甚至通用的解决方案。 + + ```bash + python deepdoc/vision/t_ocr.py --inputs=path_to_images_or_pdfs --output_dir=path_to_store_result + ``` + + 输入可以是图像或PDF的目录，或者单个图像、PDF文件。您可以查看文件夹 `path_to_store_result` ，其中有演示结果位置的图像，以及包含OCR文本的txt文件。 + +
+ +
+ + - 布局识别（Layout recognition）。来自不同领域的文件可能有不同的布局，如报纸、杂志、书籍和简历在布局方面是不同的。只有当机器有准确的布局分析时，它才能决定这些文本部分是连续的还是不连续的，或者这个部分需要表结构识别（Table Structure Recognition，TSR）来处理，或者这个部件是一个图形并用这个标题来描述。我们有10个基本布局组件，涵盖了大多数情况： + - 文本 + - 标题 + - 配图 + - 配图标题 + - 表格 + - 表格标题 + - 页头 + - 页尾 + - 参考引用 + - 公式 + + 请尝试以下命令以查看布局检测结果。 + + ```bash + python deepdoc/vision/t_recognizer.py --inputs=path_to_images_or_pdfs --threshold=0.2 --mode=layout --output_dir=path_to_store_result + ``` + + 输入可以是图像或PDF的目录，或者单个图像、PDF文件。您可以查看文件夹 `path_to_store_result` ，其中有显示检测结果的图像，如下所示： +
+ +
+ + - **TSR（Table Structure Recognition，表结构识别）**。数据表是一种常用的结构，用于表示包括数字或文本在内的数据。表的结构可能非常复杂，比如层次结构标题、跨单元格和投影行标题。除了TSR，我们还将内容重新组合成LLM可以很好理解的句子。TSR任务有五个标签： + - 列 + - 行 + - 列标题 + - 行标题 + - 合并单元格 + + 请尝试以下命令以查看布局检测结果。 + + ```bash + python deepdoc/vision/t_recognizer.py --inputs=path_to_images_or_pdfs --threshold=0.2 --mode=tsr --output_dir=path_to_store_result + ``` + + 输入可以是图像或PDF的目录，或者单个图像、PDF文件。您可以查看文件夹 `path_to_store_result` ，其中包含图像和html页面，这些页面展示了以下检测结果： + +
+ +
+ + +## 3. 解析器 + +PDF、DOCX、EXCEL和PPT四种文档格式都有相应的解析器。最复杂的是PDF解析器，因为PDF具有灵活性。PDF解析器的输出包括： + - 在PDF中有自己位置的文本块（页码和矩形位置）。 + - 带有PDF裁剪图像的表格，以及已经翻译成自然语言句子的内容。 + - 图中带标题和文字的图。 + +### 简历 + +简历是一种非常复杂的文件。一份由各种布局的非结构化文本组成的简历可以分解为由近百个字段组成的结构化数据。我们还没有打开解析器，因为我们在解析过程之后打开了处理方法。 diff --git a/deepdoc/__init__.py b/deepdoc/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/deepdoc/parser/__init__.py b/deepdoc/parser/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..67e5b5a8dcb76d62e2e22494964be805211ff557 --- /dev/null +++ b/deepdoc/parser/__init__.py @@ -0,0 +1,21 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +from .pdf_parser import RAGFlowPdfParser as PdfParser, PlainParser +from .docx_parser import RAGFlowDocxParser as DocxParser +from .excel_parser import RAGFlowExcelParser as ExcelParser +from .ppt_parser import RAGFlowPptParser as PptParser +from .html_parser import RAGFlowHtmlParser as HtmlParser +from .json_parser import RAGFlowJsonParser as JsonParser +from .markdown_parser import RAGFlowMarkdownParser as MarkdownParser +from .txt_parser import RAGFlowTxtParser as TxtParser \ No newline at end of file diff --git a/deepdoc/parser/docx_parser.py b/deepdoc/parser/docx_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..57804109938709654897f7db8c816a1dfa434019 --- /dev/null +++ b/deepdoc/parser/docx_parser.py @@ -0,0 +1,136 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +from docx import Document +import re +import pandas as pd +from collections import Counter +from rag.nlp import rag_tokenizer +from io import BytesIO + + +class RAGFlowDocxParser: + + def __extract_table_content(self, tb): + df = [] + for row in tb.rows: + df.append([c.text for c in row.cells]) + return self.__compose_table_content(pd.DataFrame(df)) + + def __compose_table_content(self, df): + + def blockType(b): + patt = [ + ("^(20|19)[0-9]{2}[年/-][0-9]{1,2}[月/-][0-9]{1,2}日*$", "Dt"), + (r"^(20|19)[0-9]{2}年$", "Dt"), + (r"^(20|19)[0-9]{2}[年/-][0-9]{1,2}月*$", "Dt"), + ("^[0-9]{1,2}[月/-][0-9]{1,2}日*$", "Dt"), + (r"^第*[一二三四1-4]季度$", "Dt"), + (r"^(20|19)[0-9]{2}年*[一二三四1-4]季度$", "Dt"), + (r"^(20|19)[0-9]{2}[ABCDE]$", "DT"), + ("^[0-9.,+%/ -]+$", "Nu"), + (r"^[0-9A-Z/\._~-]+$", "Ca"), + (r"^[A-Z]*[a-z' -]+$", "En"), + (r"^[0-9.,+-]+[0-9A-Za-z/$￥%<>（）()' -]+$", "NE"), + (r"^.{1}$", "Sg") + ] + for p, n in patt: + if re.search(p, b): + return n + tks = [t for t in rag_tokenizer.tokenize(b).split(" ") if len(t) > 1] + if len(tks) > 3: + if len(tks) < 12: + return "Tx" + else: + return "Lx" + + if len(tks) == 1 and rag_tokenizer.tag(tks[0]) == "nr": + return "Nr" + + return "Ot" + + if len(df) < 2: + return [] + max_type = Counter([blockType(str(df.iloc[i, j])) for i in range( + 1, len(df)) for j in range(len(df.iloc[i, :]))]) + max_type = max(max_type.items(), key=lambda x: x[1])[0] + + colnm = len(df.iloc[0, :]) + hdrows = [0] # header is not nessesarily appear in the first line + if max_type == "Nu": + for r in range(1, len(df)): + tys = Counter([blockType(str(df.iloc[r, j])) + for j in range(len(df.iloc[r, :]))]) + tys = max(tys.items(), key=lambda x: x[1])[0] + if tys != max_type: + hdrows.append(r) + + lines = [] + for i in range(1, len(df)): + if i in hdrows: + continue + hr = [r - i for r in hdrows] + hr = [r for r in hr if r < 0] + t = len(hr) - 1 + while t > 0: + if hr[t] - hr[t - 1] > 1: + hr = hr[t:] + break + t -= 1 + headers = [] + for j in range(len(df.iloc[i, :])): + t = [] + for h in hr: + x = str(df.iloc[i + h, j]).strip() + if x in t: + continue + t.append(x) + t = ",".join(t) + if t: + t += ": " + headers.append(t) + cells = [] + for j in range(len(df.iloc[i, :])): + if not str(df.iloc[i, j]): + continue + cells.append(headers[j] + str(df.iloc[i, j])) + lines.append(";".join(cells)) + + if colnm > 3: + return lines + return ["\n".join(lines)] + + def __call__(self, fnm, from_page=0, to_page=100000): + self.doc = Document(fnm) if isinstance( + fnm, str) else Document(BytesIO(fnm)) + pn = 0 # parsed page + secs = [] # parsed contents + for p in self.doc.paragraphs: + if pn > to_page: + break + + runs_within_single_paragraph = [] # save runs within the range of pages + for run in p.runs: + if pn > to_page: + break + if from_page <= pn < to_page and p.text.strip(): + runs_within_single_paragraph.append(run.text) # append run.text first + + # wrap page break checker into a static method + if 'lastRenderedPageBreak' in run._element.xml: + pn += 1 + + secs.append(("".join(runs_within_single_paragraph), p.style.name)) # then concat run.text as part of the paragraph + + tbls = [self.__extract_table_content(tb) for tb in self.doc.tables] + return secs, tbls diff --git a/deepdoc/parser/excel_parser.py b/deepdoc/parser/excel_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..4bb509061245b78d9ba68cadccc2f6dcade02f51 --- /dev/null +++ b/deepdoc/parser/excel_parser.py @@ -0,0 +1,99 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +from openpyxl import load_workbook +import sys +from io import BytesIO + +from rag.nlp import find_codec + + +class RAGFlowExcelParser: + def html(self, fnm, chunk_rows=256): + if isinstance(fnm, str): + wb = load_workbook(fnm) + else: + wb = load_workbook(BytesIO(fnm)) + + tb_chunks = [] + for sheetname in wb.sheetnames: + ws = wb[sheetname] + rows = list(ws.rows) + if not rows: continue + + tb_rows_0 = "" + for t in list(rows[0]): + tb_rows_0 += f"{t.value}" + tb_rows_0 += "" + + for chunk_i in range((len(rows) - 1) // chunk_rows + 1): + tb = "" + tb += f"" + tb += tb_rows_0 + for r in list(rows[1 + chunk_i * chunk_rows:1 + (chunk_i + 1) * chunk_rows]): + tb += "" + for i, c in enumerate(r): + if c.value is None: + tb += "" + else: + tb += f"" + tb += "" + tb += "
{sheetname}
{c.value}
\n" + tb_chunks.append(tb) + + return tb_chunks + + def __call__(self, fnm): + if isinstance(fnm, str): + wb = load_workbook(fnm) + else: + wb = load_workbook(BytesIO(fnm)) + res = [] + for sheetname in wb.sheetnames: + ws = wb[sheetname] + rows = list(ws.rows) + if not rows:continue + ti = list(rows[0]) + for r in list(rows[1:]): + l = [] + for i, c in enumerate(r): + if not c.value: + continue + t = str(ti[i].value) if i < len(ti) else "" + t += ("：" if t else "") + str(c.value) + l.append(t) + l = "; ".join(l) + if sheetname.lower().find("sheet") < 0: + l += " ——" + sheetname + res.append(l) + return res + + @staticmethod + def row_number(fnm, binary): + if fnm.split(".")[-1].lower().find("xls") >= 0: + wb = load_workbook(BytesIO(binary)) + total = 0 + for sheetname in wb.sheetnames: + ws = wb[sheetname] + total += len(list(ws.rows)) + return total + + if fnm.split(".")[-1].lower() in ["csv", "txt"]: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + return len(txt.split("\n")) + + +if __name__ == "__main__": + psr = RAGFlowExcelParser() + psr(sys.argv[1]) diff --git a/deepdoc/parser/html_parser.py b/deepdoc/parser/html_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..d5cde78c2eaa0c8eec1903a874e0b5dd6c2f78d0 --- /dev/null +++ b/deepdoc/parser/html_parser.py @@ -0,0 +1,44 @@ +# -*- coding: utf-8 -*- +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from rag.nlp import find_codec +import readability +import html_text +import chardet + +def get_encoding(file): + with open(file,'rb') as f: + tmp = chardet.detect(f.read()) + return tmp['encoding'] + +class RAGFlowHtmlParser: + def __call__(self, fnm, binary=None): + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(fnm, "r",encoding=get_encoding(fnm)) as f: + txt = f.read() + return self.parser_txt(txt) + + @classmethod + def parser_txt(cls, txt): + if type(txt) != str: + raise TypeError("txt type should be str!") + html_doc = readability.Document(txt) + title = html_doc.title() + content = html_text.extract_text(html_doc.summary(html_partial=True)) + txt = f"{title}\n{content}" + sections = txt.split("\n") + return sections diff --git a/deepdoc/parser/json_parser.py b/deepdoc/parser/json_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..52b54d7b080bb2440dc2117afc6221befef2c886 --- /dev/null +++ b/deepdoc/parser/json_parser.py @@ -0,0 +1,116 @@ +# -*- coding: utf-8 -*- +# The following documents are mainly referenced, and only adaptation modifications have been made +# from https://github.com/langchain-ai/langchain/blob/master/libs/text-splitters/langchain_text_splitters/json.py + +import json +from typing import Any, Dict, List, Optional +from rag.nlp import find_codec + +class RAGFlowJsonParser: + def __init__( + self, max_chunk_size: int = 2000, min_chunk_size: Optional[int] = None + ): + super().__init__() + self.max_chunk_size = max_chunk_size * 2 + self.min_chunk_size = ( + min_chunk_size + if min_chunk_size is not None + else max(max_chunk_size - 200, 50) + ) + + def __call__(self, binary): + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + json_data = json.loads(txt) + chunks = self.split_json(json_data, True) + sections = [json.dumps(l, ensure_ascii=False) for l in chunks if l] + return sections + + @staticmethod + def _json_size(data: Dict) -> int: + """Calculate the size of the serialized JSON object.""" + return len(json.dumps(data, ensure_ascii=False)) + + @staticmethod + def _set_nested_dict(d: Dict, path: List[str], value: Any) -> None: + """Set a value in a nested dictionary based on the given path.""" + for key in path[:-1]: + d = d.setdefault(key, {}) + d[path[-1]] = value + + def _list_to_dict_preprocessing(self, data: Any) -> Any: + if isinstance(data, dict): + # Process each key-value pair in the dictionary + return {k: self._list_to_dict_preprocessing(v) for k, v in data.items()} + elif isinstance(data, list): + # Convert the list to a dictionary with index-based keys + return { + str(i): self._list_to_dict_preprocessing(item) + for i, item in enumerate(data) + } + else: + # Base case: the item is neither a dict nor a list, so return it unchanged + return data + + def _json_split( + self, + data: Dict[str, Any], + current_path: Optional[List[str]] = None, + chunks: Optional[List[Dict]] = None, + ) -> List[Dict]: + """ + Split json into maximum size dictionaries while preserving structure. + """ + current_path = current_path or [] + chunks = chunks or [{}] + if isinstance(data, dict): + for key, value in data.items(): + new_path = current_path + [key] + chunk_size = self._json_size(chunks[-1]) + size = self._json_size({key: value}) + remaining = self.max_chunk_size - chunk_size + + if size < remaining: + # Add item to current chunk + self._set_nested_dict(chunks[-1], new_path, value) + else: + if chunk_size >= self.min_chunk_size: + # Chunk is big enough, start a new chunk + chunks.append({}) + + # Iterate + self._json_split(value, new_path, chunks) + else: + # handle single item + self._set_nested_dict(chunks[-1], current_path, data) + return chunks + + def split_json( + self, + json_data: Dict[str, Any], + convert_lists: bool = False, + ) -> List[Dict]: + """Splits JSON into a list of JSON chunks""" + + if convert_lists: + chunks = self._json_split(self._list_to_dict_preprocessing(json_data)) + else: + chunks = self._json_split(json_data) + + # Remove the last chunk if it's empty + if not chunks[-1]: + chunks.pop() + return chunks + + def split_text( + self, + json_data: Dict[str, Any], + convert_lists: bool = False, + ensure_ascii: bool = True, + ) -> List[str]: + """Splits JSON into a list of JSON formatted strings""" + + chunks = self.split_json(json_data=json_data, convert_lists=convert_lists) + + # Convert to string + return [json.dumps(chunk, ensure_ascii=ensure_ascii) for chunk in chunks] diff --git a/deepdoc/parser/markdown_parser.py b/deepdoc/parser/markdown_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..60e6ba49834e8aef66774082f37d04d99ec0b593 --- /dev/null +++ b/deepdoc/parser/markdown_parser.py @@ -0,0 +1,44 @@ +# -*- coding: utf-8 -*- +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re + +class RAGFlowMarkdownParser: + def __init__(self, chunk_token_num=128): + self.chunk_token_num = int(chunk_token_num) + + def extract_tables_and_remainder(self, markdown_text): + # Standard Markdown table + table_pattern = re.compile( + r''' + (?:\n|^) + (?:\|.*?\|.*?\|.*?\n) + (?:\|(?:\s*[:-]+[-| :]*\s*)\|.*?\n) + (?:\|.*?\|.*?\|.*?\n)+ + ''', re.VERBOSE) + tables = table_pattern.findall(markdown_text) + remainder = table_pattern.sub('', markdown_text) + + # Borderless Markdown table + no_border_table_pattern = re.compile( + r''' + (?:\n|^) + (?:\S.*?\|.*?\n) + (?:(?:\s*[:-]+[-| :]*\s*).*?\n) + (?:\S.*?\|.*?\n)+ + ''', re.VERBOSE) + no_border_tables = no_border_table_pattern.findall(remainder) + tables.extend(no_border_tables) + remainder = no_border_table_pattern.sub('', remainder) + + return remainder, tables diff --git a/deepdoc/parser/pdf_parser.py b/deepdoc/parser/pdf_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..0afc67ab16aedab6eafa625a16565c92a5bba3c6 --- /dev/null +++ b/deepdoc/parser/pdf_parser.py @@ -0,0 +1,1174 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import os +import random + +import xgboost as xgb +from io import BytesIO +import torch +import re +import pdfplumber +import logging +from PIL import Image, ImageDraw +import numpy as np +from timeit import default_timer as timer +from pypdf import PdfReader as pdf2_read + +from api.utils.file_utils import get_project_base_directory +from deepdoc.vision import OCR, Recognizer, LayoutRecognizer, TableStructureRecognizer +from rag.nlp import rag_tokenizer +from copy import deepcopy +from huggingface_hub import snapshot_download + +logging.getLogger("pdfminer").setLevel(logging.WARNING) + + +class RAGFlowPdfParser: + def __init__(self): + self.ocr = OCR() + if hasattr(self, "model_speciess"): + self.layouter = LayoutRecognizer("layout." + self.model_speciess) + else: + self.layouter = LayoutRecognizer("layout") + self.tbl_det = TableStructureRecognizer() + + self.updown_cnt_mdl = xgb.Booster() + if torch.cuda.is_available(): + self.updown_cnt_mdl.set_param({"device": "cuda"}) + try: + model_dir = os.path.join( + get_project_base_directory(), + "rag/res/deepdoc") + self.updown_cnt_mdl.load_model(os.path.join( + model_dir, "updown_concat_xgb.model")) + except Exception as e: + model_dir = snapshot_download( + repo_id="InfiniFlow/text_concat_xgb_v1.0", + local_dir=os.path.join(get_project_base_directory(), "rag/res/deepdoc"), + local_dir_use_symlinks=False) + self.updown_cnt_mdl.load_model(os.path.join( + model_dir, "updown_concat_xgb.model")) + + self.page_from = 0 + """ + If you have trouble downloading HuggingFace models, -_^ this might help!! + + For Linux: + export HF_ENDPOINT=https://hf-mirror.com + + For Windows: + Good luck + ^_- + + """ + + def __char_width(self, c): + return (c["x1"] - c["x0"]) // max(len(c["text"]), 1) + + def __height(self, c): + return c["bottom"] - c["top"] + + def _x_dis(self, a, b): + return min(abs(a["x1"] - b["x0"]), abs(a["x0"] - b["x1"]), + abs(a["x0"] + a["x1"] - b["x0"] - b["x1"]) / 2) + + def _y_dis( + self, a, b): + return ( + b["top"] + b["bottom"] - a["top"] - a["bottom"]) / 2 + + def _match_proj(self, b): + proj_patt = [ + r"第[零一二三四五六七八九十百]+章", + r"第[零一二三四五六七八九十百]+[条节]", + r"[零一二三四五六七八九十百]+[、是 　]", + r"[\(（][零一二三四五六七八九十百]+[）\)]", + r"[\(（][0-9]+[）\)]", + r"[0-9]+(、|\.[　 ]|）|\.[^0-9./a-zA-Z_%><-]{4,})", + r"[0-9]+\.[0-9.]+(、|\.[ 　])", + r"[⚫•➢①② ]", + ] + return any([re.match(p, b["text"]) for p in proj_patt]) + + def _updown_concat_features(self, up, down): + w = max(self.__char_width(up), self.__char_width(down)) + h = max(self.__height(up), self.__height(down)) + y_dis = self._y_dis(up, down) + LEN = 6 + tks_down = rag_tokenizer.tokenize(down["text"][:LEN]).split(" ") + tks_up = rag_tokenizer.tokenize(up["text"][-LEN:]).split(" ") + tks_all = up["text"][-LEN:].strip() \ + + (" " if re.match(r"[a-zA-Z0-9]+", + up["text"][-1] + down["text"][0]) else "") \ + + down["text"][:LEN].strip() + tks_all = rag_tokenizer.tokenize(tks_all).split(" ") + fea = [ + up.get("R", -1) == down.get("R", -1), + y_dis / h, + down["page_number"] - up["page_number"], + up["layout_type"] == down["layout_type"], + up["layout_type"] == "text", + down["layout_type"] == "text", + up["layout_type"] == "table", + down["layout_type"] == "table", + True if re.search( + r"([。？！；!?;+)）]|[a-z]\.)$", + up["text"]) else False, + True if re.search(r"[，：‘“、0-9（+-]$", up["text"]) else False, + True if re.search( + r"(^.?[/,?;:\]，。；：’”？！》】）-])", + down["text"]) else False, + True if re.match(r"[\(（][^\(\)（）]+[）\)]$", up["text"]) else False, + True if re.search(r"[，,][^。.]+$", up["text"]) else False, + True if re.search(r"[，,][^。.]+$", up["text"]) else False, + True if re.search(r"[\(（][^\)）]+$", up["text"]) + and re.search(r"[\)）]", down["text"]) else False, + self._match_proj(down), + True if re.match(r"[A-Z]", down["text"]) else False, + True if re.match(r"[A-Z]", up["text"][-1]) else False, + True if re.match(r"[a-z0-9]", up["text"][-1]) else False, + True if re.match(r"[0-9.%,-]+$", down["text"]) else False, + up["text"].strip()[-2:] == down["text"].strip()[-2:] if len(up["text"].strip() + ) > 1 and len( + down["text"].strip()) > 1 else False, + up["x0"] > down["x1"], + abs(self.__height(up) - self.__height(down)) / min(self.__height(up), + self.__height(down)), + self._x_dis(up, down) / max(w, 0.000001), + (len(up["text"]) - len(down["text"])) / + max(len(up["text"]), len(down["text"])), + len(tks_all) - len(tks_up) - len(tks_down), + len(tks_down) - len(tks_up), + tks_down[-1] == tks_up[-1], + max(down["in_row"], up["in_row"]), + abs(down["in_row"] - up["in_row"]), + len(tks_down) == 1 and rag_tokenizer.tag(tks_down[0]).find("n") >= 0, + len(tks_up) == 1 and rag_tokenizer.tag(tks_up[0]).find("n") >= 0 + ] + return fea + + @staticmethod + def sort_X_by_page(arr, threashold): + # sort using y1 first and then x1 + arr = sorted(arr, key=lambda r: (r["page_number"], r["x0"], r["top"])) + for i in range(len(arr) - 1): + for j in range(i, -1, -1): + # restore the order using th + if abs(arr[j + 1]["x0"] - arr[j]["x0"]) < threashold \ + and arr[j + 1]["top"] < arr[j]["top"] \ + and arr[j + 1]["page_number"] == arr[j]["page_number"]: + tmp = arr[j] + arr[j] = arr[j + 1] + arr[j + 1] = tmp + return arr + + def _has_color(self, o): + if o.get("ncs", "") == "DeviceGray": + if o["stroking_color"] and o["stroking_color"][0] == 1 and o["non_stroking_color"] and \ + o["non_stroking_color"][0] == 1: + if re.match(r"[a-zT_\[\]\(\)-]+", o.get("text", "")): + return False + return True + + def _table_transformer_job(self, ZM): + logging.info("Table processing...") + imgs, pos = [], [] + tbcnt = [0] + MARGIN = 10 + self.tb_cpns = [] + assert len(self.page_layout) == len(self.page_images) + for p, tbls in enumerate(self.page_layout): # for page + tbls = [f for f in tbls if f["type"] == "table"] + tbcnt.append(len(tbls)) + if not tbls: + continue + for tb in tbls: # for table + left, top, right, bott = tb["x0"] - MARGIN, tb["top"] - MARGIN, \ + tb["x1"] + MARGIN, tb["bottom"] + MARGIN + left *= ZM + top *= ZM + right *= ZM + bott *= ZM + pos.append((left, top)) + imgs.append(self.page_images[p].crop((left, top, right, bott))) + + assert len(self.page_images) == len(tbcnt) - 1 + if not imgs: + return + recos = self.tbl_det(imgs) + tbcnt = np.cumsum(tbcnt) + for i in range(len(tbcnt) - 1): # for page + pg = [] + for j, tb_items in enumerate( + recos[tbcnt[i]: tbcnt[i + 1]]): # for table + poss = pos[tbcnt[i]: tbcnt[i + 1]] + for it in tb_items: # for table components + it["x0"] = (it["x0"] + poss[j][0]) + it["x1"] = (it["x1"] + poss[j][0]) + it["top"] = (it["top"] + poss[j][1]) + it["bottom"] = (it["bottom"] + poss[j][1]) + for n in ["x0", "x1", "top", "bottom"]: + it[n] /= ZM + it["top"] += self.page_cum_height[i] + it["bottom"] += self.page_cum_height[i] + it["pn"] = i + it["layoutno"] = j + pg.append(it) + self.tb_cpns.extend(pg) + + def gather(kwd, fzy=10, ption=0.6): + eles = Recognizer.sort_Y_firstly( + [r for r in self.tb_cpns if re.match(kwd, r["label"])], fzy) + eles = Recognizer.layouts_cleanup(self.boxes, eles, 5, ption) + return Recognizer.sort_Y_firstly(eles, 0) + + # add R,H,C,SP tag to boxes within table layout + headers = gather(r".*header$") + rows = gather(r".* (row|header)") + spans = gather(r".*spanning") + clmns = sorted([r for r in self.tb_cpns if re.match( + r"table column$", r["label"])], key=lambda x: (x["pn"], x["layoutno"], x["x0"])) + clmns = Recognizer.layouts_cleanup(self.boxes, clmns, 5, 0.5) + for b in self.boxes: + if b.get("layout_type", "") != "table": + continue + ii = Recognizer.find_overlapped_with_threashold(b, rows, thr=0.3) + if ii is not None: + b["R"] = ii + b["R_top"] = rows[ii]["top"] + b["R_bott"] = rows[ii]["bottom"] + + ii = Recognizer.find_overlapped_with_threashold( + b, headers, thr=0.3) + if ii is not None: + b["H_top"] = headers[ii]["top"] + b["H_bott"] = headers[ii]["bottom"] + b["H_left"] = headers[ii]["x0"] + b["H_right"] = headers[ii]["x1"] + b["H"] = ii + + ii = Recognizer.find_horizontally_tightest_fit(b, clmns) + if ii is not None: + b["C"] = ii + b["C_left"] = clmns[ii]["x0"] + b["C_right"] = clmns[ii]["x1"] + + ii = Recognizer.find_overlapped_with_threashold(b, spans, thr=0.3) + if ii is not None: + b["H_top"] = spans[ii]["top"] + b["H_bott"] = spans[ii]["bottom"] + b["H_left"] = spans[ii]["x0"] + b["H_right"] = spans[ii]["x1"] + b["SP"] = ii + + def __ocr(self, pagenum, img, chars, ZM=3): + bxs = self.ocr.detect(np.array(img)) + if not bxs: + self.boxes.append([]) + return + bxs = [(line[0], line[1][0]) for line in bxs] + bxs = Recognizer.sort_Y_firstly( + [{"x0": b[0][0] / ZM, "x1": b[1][0] / ZM, + "top": b[0][1] / ZM, "text": "", "txt": t, + "bottom": b[-1][1] / ZM, + "page_number": pagenum} for b, t in bxs if b[0][0] <= b[1][0] and b[0][1] <= b[-1][1]], + self.mean_height[-1] / 3 + ) + + # merge chars in the same rect + for c in Recognizer.sort_Y_firstly( + chars, self.mean_height[pagenum - 1] // 4): + ii = Recognizer.find_overlapped(c, bxs) + if ii is None: + self.lefted_chars.append(c) + continue + ch = c["bottom"] - c["top"] + bh = bxs[ii]["bottom"] - bxs[ii]["top"] + if abs(ch - bh) / max(ch, bh) >= 0.7 and c["text"] != ' ': + self.lefted_chars.append(c) + continue + if c["text"] == " " and bxs[ii]["text"]: + if re.match(r"[0-9a-zA-Z,.?;:!%%]", bxs[ii]["text"][-1]): + bxs[ii]["text"] += " " + else: + bxs[ii]["text"] += c["text"] + + for b in bxs: + if not b["text"]: + left, right, top, bott = b["x0"] * ZM, b["x1"] * \ + ZM, b["top"] * ZM, b["bottom"] * ZM + b["text"] = self.ocr.recognize(np.array(img), + np.array([[left, top], [right, top], [right, bott], [left, bott]], + dtype=np.float32)) + del b["txt"] + bxs = [b for b in bxs if b["text"]] + if self.mean_height[-1] == 0: + self.mean_height[-1] = np.median([b["bottom"] - b["top"] + for b in bxs]) + self.boxes.append(bxs) + + def _layouts_rec(self, ZM, drop=True): + assert len(self.page_images) == len(self.boxes) + self.boxes, self.page_layout = self.layouter( + self.page_images, self.boxes, ZM, drop=drop) + # cumlative Y + for i in range(len(self.boxes)): + self.boxes[i]["top"] += \ + self.page_cum_height[self.boxes[i]["page_number"] - 1] + self.boxes[i]["bottom"] += \ + self.page_cum_height[self.boxes[i]["page_number"] - 1] + + def _text_merge(self): + # merge adjusted boxes + bxs = self.boxes + + def end_with(b, txt): + txt = txt.strip() + tt = b.get("text", "").strip() + return tt and tt.find(txt) == len(tt) - len(txt) + + def start_with(b, txts): + tt = b.get("text", "").strip() + return tt and any([tt.find(t.strip()) == 0 for t in txts]) + + # horizontally merge adjacent box with the same layout + i = 0 + while i < len(bxs) - 1: + b = bxs[i] + b_ = bxs[i + 1] + if b.get("layoutno", "0") != b_.get("layoutno", "1") or b.get("layout_type", "") in ["table", "figure", + "equation"]: + i += 1 + continue + if abs(self._y_dis(b, b_) + ) < self.mean_height[bxs[i]["page_number"] - 1] / 3: + # merge + bxs[i]["x1"] = b_["x1"] + bxs[i]["top"] = (b["top"] + b_["top"]) / 2 + bxs[i]["bottom"] = (b["bottom"] + b_["bottom"]) / 2 + bxs[i]["text"] += b_["text"] + bxs.pop(i + 1) + continue + i += 1 + continue + + dis_thr = 1 + dis = b["x1"] - b_["x0"] + if b.get("layout_type", "") != "text" or b_.get( + "layout_type", "") != "text": + if end_with(b, "，") or start_with(b_, "（，"): + dis_thr = -8 + else: + i += 1 + continue + + if abs(self._y_dis(b, b_)) < self.mean_height[bxs[i]["page_number"] - 1] / 5 \ + and dis >= dis_thr and b["x1"] < b_["x1"]: + # merge + bxs[i]["x1"] = b_["x1"] + bxs[i]["top"] = (b["top"] + b_["top"]) / 2 + bxs[i]["bottom"] = (b["bottom"] + b_["bottom"]) / 2 + bxs[i]["text"] += b_["text"] + bxs.pop(i + 1) + continue + i += 1 + self.boxes = bxs + + def _naive_vertical_merge(self): + bxs = Recognizer.sort_Y_firstly( + self.boxes, np.median( + self.mean_height) / 3) + i = 0 + while i + 1 < len(bxs): + b = bxs[i] + b_ = bxs[i + 1] + if b["page_number"] < b_["page_number"] and re.match( + r"[0-9 •一—-]+$", b["text"]): + bxs.pop(i) + continue + if not b["text"].strip(): + bxs.pop(i) + continue + concatting_feats = [ + b["text"].strip()[-1] in ",;:'\"，、‘“；：-", + len(b["text"].strip()) > 1 and b["text"].strip( + )[-2] in ",;:'\"，‘“、；：", + b_["text"].strip() and b_["text"].strip()[0] in "。；？！?”）),，、：", + ] + # features for not concating + feats = [ + b.get("layoutno", 0) != b_.get("layoutno", 0), + b["text"].strip()[-1] in "。？！?", + self.is_english and b["text"].strip()[-1] in ".!?", + b["page_number"] == b_["page_number"] and b_["top"] - + b["bottom"] > self.mean_height[b["page_number"] - 1] * 1.5, + b["page_number"] < b_["page_number"] and abs( + b["x0"] - b_["x0"]) > self.mean_width[b["page_number"] - 1] * 4, + ] + # split features + detach_feats = [b["x1"] < b_["x0"], + b["x0"] > b_["x1"]] + if (any(feats) and not any(concatting_feats)) or any(detach_feats): + print( + b["text"], + b_["text"], + any(feats), + any(concatting_feats), + any(detach_feats)) + i += 1 + continue + # merge up and down + b["bottom"] = b_["bottom"] + b["text"] += b_["text"] + b["x0"] = min(b["x0"], b_["x0"]) + b["x1"] = max(b["x1"], b_["x1"]) + bxs.pop(i + 1) + self.boxes = bxs + + def _concat_downward(self, concat_between_pages=True): + # count boxes in the same row as a feature + for i in range(len(self.boxes)): + mh = self.mean_height[self.boxes[i]["page_number"] - 1] + self.boxes[i]["in_row"] = 0 + j = max(0, i - 12) + while j < min(i + 12, len(self.boxes)): + if j == i: + j += 1 + continue + ydis = self._y_dis(self.boxes[i], self.boxes[j]) / mh + if abs(ydis) < 1: + self.boxes[i]["in_row"] += 1 + elif ydis > 0: + break + j += 1 + + # concat between rows + boxes = deepcopy(self.boxes) + blocks = [] + while boxes: + chunks = [] + + def dfs(up, dp): + chunks.append(up) + i = dp + while i < min(dp + 12, len(boxes)): + ydis = self._y_dis(up, boxes[i]) + smpg = up["page_number"] == boxes[i]["page_number"] + mh = self.mean_height[up["page_number"] - 1] + mw = self.mean_width[up["page_number"] - 1] + if smpg and ydis > mh * 4: + break + if not smpg and ydis > mh * 16: + break + down = boxes[i] + if not concat_between_pages and down["page_number"] > up["page_number"]: + break + + if up.get("R", "") != down.get( + "R", "") and up["text"][-1] != "，": + i += 1 + continue + + if re.match(r"[0-9]{2,3}/[0-9]{3}$", up["text"]) \ + or re.match(r"[0-9]{2,3}/[0-9]{3}$", down["text"]) \ + or not down["text"].strip(): + i += 1 + continue + + if not down["text"].strip(): + i += 1 + continue + + if up["x1"] < down["x0"] - 10 * \ + mw or up["x0"] > down["x1"] + 10 * mw: + i += 1 + continue + + if i - dp < 5 and up.get("layout_type") == "text": + if up.get("layoutno", "1") == down.get( + "layoutno", "2"): + dfs(down, i + 1) + boxes.pop(i) + return + i += 1 + continue + + fea = self._updown_concat_features(up, down) + if self.updown_cnt_mdl.predict( + xgb.DMatrix([fea]))[0] <= 0.5: + i += 1 + continue + dfs(down, i + 1) + boxes.pop(i) + return + + dfs(boxes[0], 1) + boxes.pop(0) + if chunks: + blocks.append(chunks) + + # concat within each block + boxes = [] + for b in blocks: + if len(b) == 1: + boxes.append(b[0]) + continue + t = b[0] + for c in b[1:]: + t["text"] = t["text"].strip() + c["text"] = c["text"].strip() + if not c["text"]: + continue + if t["text"] and re.match( + r"[0-9\.a-zA-Z]+$", t["text"][-1] + c["text"][-1]): + t["text"] += " " + t["text"] += c["text"] + t["x0"] = min(t["x0"], c["x0"]) + t["x1"] = max(t["x1"], c["x1"]) + t["page_number"] = min(t["page_number"], c["page_number"]) + t["bottom"] = c["bottom"] + if not t["layout_type"] \ + and c["layout_type"]: + t["layout_type"] = c["layout_type"] + boxes.append(t) + + self.boxes = Recognizer.sort_Y_firstly(boxes, 0) + + def _filter_forpages(self): + if not self.boxes: + return + findit = False + i = 0 + while i < len(self.boxes): + if not re.match(r"(contents|目录|目次|table of contents|致谢|acknowledge)$", + re.sub(r"( | |\u3000)+", "", self.boxes[i]["text"].lower())): + i += 1 + continue + findit = True + eng = re.match( + r"[0-9a-zA-Z :'.-]{5,}", + self.boxes[i]["text"].strip()) + self.boxes.pop(i) + if i >= len(self.boxes): + break + prefix = self.boxes[i]["text"].strip()[:3] if not eng else " ".join( + self.boxes[i]["text"].strip().split(" ")[:2]) + while not prefix: + self.boxes.pop(i) + if i >= len(self.boxes): + break + prefix = self.boxes[i]["text"].strip()[:3] if not eng else " ".join( + self.boxes[i]["text"].strip().split(" ")[:2]) + self.boxes.pop(i) + if i >= len(self.boxes) or not prefix: + break + for j in range(i, min(i + 128, len(self.boxes))): + if not re.match(prefix, self.boxes[j]["text"]): + continue + for k in range(i, j): + self.boxes.pop(i) + break + if findit: + return + + page_dirty = [0] * len(self.page_images) + for b in self.boxes: + if re.search(r"(··|··|··)", b["text"]): + page_dirty[b["page_number"] - 1] += 1 + page_dirty = set([i + 1 for i, t in enumerate(page_dirty) if t > 3]) + if not page_dirty: + return + i = 0 + while i < len(self.boxes): + if self.boxes[i]["page_number"] in page_dirty: + self.boxes.pop(i) + continue + i += 1 + + def _merge_with_same_bullet(self): + i = 0 + while i + 1 < len(self.boxes): + b = self.boxes[i] + b_ = self.boxes[i + 1] + if not b["text"].strip(): + self.boxes.pop(i) + continue + if not b_["text"].strip(): + self.boxes.pop(i + 1) + continue + + if b["text"].strip()[0] != b_["text"].strip()[0] \ + or b["text"].strip()[0].lower() in set("qwertyuopasdfghjklzxcvbnm") \ + or rag_tokenizer.is_chinese(b["text"].strip()[0]) \ + or b["top"] > b_["bottom"]: + i += 1 + continue + b_["text"] = b["text"] + "\n" + b_["text"] + b_["x0"] = min(b["x0"], b_["x0"]) + b_["x1"] = max(b["x1"], b_["x1"]) + b_["top"] = b["top"] + self.boxes.pop(i) + + def _extract_table_figure(self, need_image, ZM, + return_html, need_position): + tables = {} + figures = {} + # extract figure and table boxes + i = 0 + lst_lout_no = "" + nomerge_lout_no = [] + while i < len(self.boxes): + if "layoutno" not in self.boxes[i]: + i += 1 + continue + lout_no = str(self.boxes[i]["page_number"]) + \ + "-" + str(self.boxes[i]["layoutno"]) + if TableStructureRecognizer.is_caption(self.boxes[i]) or self.boxes[i]["layout_type"] in ["table caption", + "title", + "figure caption", + "reference"]: + nomerge_lout_no.append(lst_lout_no) + if self.boxes[i]["layout_type"] == "table": + if re.match(r"(数据|资料|图表)*来源[:： ]", self.boxes[i]["text"]): + self.boxes.pop(i) + continue + if lout_no not in tables: + tables[lout_no] = [] + tables[lout_no].append(self.boxes[i]) + self.boxes.pop(i) + lst_lout_no = lout_no + continue + if need_image and self.boxes[i]["layout_type"] == "figure": + if re.match(r"(数据|资料|图表)*来源[:： ]", self.boxes[i]["text"]): + self.boxes.pop(i) + continue + if lout_no not in figures: + figures[lout_no] = [] + figures[lout_no].append(self.boxes[i]) + self.boxes.pop(i) + lst_lout_no = lout_no + continue + i += 1 + + # merge table on different pages + nomerge_lout_no = set(nomerge_lout_no) + tbls = sorted([(k, bxs) for k, bxs in tables.items()], + key=lambda x: (x[1][0]["top"], x[1][0]["x0"])) + + i = len(tbls) - 1 + while i - 1 >= 0: + k0, bxs0 = tbls[i - 1] + k, bxs = tbls[i] + i -= 1 + if k0 in nomerge_lout_no: + continue + if bxs[0]["page_number"] == bxs0[0]["page_number"]: + continue + if bxs[0]["page_number"] - bxs0[0]["page_number"] > 1: + continue + mh = self.mean_height[bxs[0]["page_number"] - 1] + if self._y_dis(bxs0[-1], bxs[0]) > mh * 23: + continue + tables[k0].extend(tables[k]) + del tables[k] + + def x_overlapped(a, b): + return not any([a["x1"] < b["x0"], a["x0"] > b["x1"]]) + + # find captions and pop out + i = 0 + while i < len(self.boxes): + c = self.boxes[i] + # mh = self.mean_height[c["page_number"]-1] + if not TableStructureRecognizer.is_caption(c): + i += 1 + continue + + # find the nearest layouts + def nearest(tbls): + nonlocal c + mink = "" + minv = 1000000000 + for k, bxs in tbls.items(): + for b in bxs: + if b.get("layout_type", "").find("caption") >= 0: + continue + y_dis = self._y_dis(c, b) + x_dis = self._x_dis( + c, b) if not x_overlapped( + c, b) else 0 + dis = y_dis * y_dis + x_dis * x_dis + if dis < minv: + mink = k + minv = dis + return mink, minv + + tk, tv = nearest(tables) + fk, fv = nearest(figures) + # if min(tv, fv) > 2000: + # i += 1 + # continue + if tv < fv and tk: + tables[tk].insert(0, c) + logging.debug( + "TABLE:" + + self.boxes[i]["text"] + + "; Cap: " + + tk) + elif fk: + figures[fk].insert(0, c) + logging.debug( + "FIGURE:" + + self.boxes[i]["text"] + + "; Cap: " + + tk) + self.boxes.pop(i) + + res = [] + positions = [] + + def cropout(bxs, ltype, poss): + nonlocal ZM + pn = set([b["page_number"] - 1 for b in bxs]) + if len(pn) < 2: + pn = list(pn)[0] + ht = self.page_cum_height[pn] + b = { + "x0": np.min([b["x0"] for b in bxs]), + "top": np.min([b["top"] for b in bxs]) - ht, + "x1": np.max([b["x1"] for b in bxs]), + "bottom": np.max([b["bottom"] for b in bxs]) - ht + } + louts = [l for l in self.page_layout[pn] if l["type"] == ltype] + ii = Recognizer.find_overlapped(b, louts, naive=True) + if ii is not None: + b = louts[ii] + else: + logging.warn( + f"Missing layout match: {pn + 1},%s" % + (bxs[0].get( + "layoutno", ""))) + + left, top, right, bott = b["x0"], b["top"], b["x1"], b["bottom"] + if right < left: right = left + 1 + poss.append((pn + self.page_from, left, right, top, bott)) + return self.page_images[pn] \ + .crop((left * ZM, top * ZM, + right * ZM, bott * ZM)) + pn = {} + for b in bxs: + p = b["page_number"] - 1 + if p not in pn: + pn[p] = [] + pn[p].append(b) + pn = sorted(pn.items(), key=lambda x: x[0]) + imgs = [cropout(arr, ltype, poss) for p, arr in pn] + pic = Image.new("RGB", + (int(np.max([i.size[0] for i in imgs])), + int(np.sum([m.size[1] for m in imgs]))), + (245, 245, 245)) + height = 0 + for img in imgs: + pic.paste(img, (0, int(height))) + height += img.size[1] + return pic + + # crop figure out and add caption + for k, bxs in figures.items(): + txt = "\n".join([b["text"] for b in bxs]) + if not txt: + continue + + poss = [] + res.append( + (cropout( + bxs, + "figure", poss), + [txt])) + positions.append(poss) + + for k, bxs in tables.items(): + if not bxs: + continue + bxs = Recognizer.sort_Y_firstly(bxs, np.mean( + [(b["bottom"] - b["top"]) / 2 for b in bxs])) + poss = [] + res.append((cropout(bxs, "table", poss), + self.tbl_det.construct_table(bxs, html=return_html, is_english=self.is_english))) + positions.append(poss) + + assert len(positions) == len(res) + + if need_position: + return list(zip(res, positions)) + return res + + def proj_match(self, line): + if len(line) <= 2: + return + if re.match(r"[0-9 ().,%%+/-]+$", line): + return False + for p, j in [ + (r"第[零一二三四五六七八九十百]+章", 1), + (r"第[零一二三四五六七八九十百]+[条节]", 2), + (r"[零一二三四五六七八九十百]+[、 　]", 3), + (r"[\(（][零一二三四五六七八九十百]+[）\)]", 4), + (r"[0-9]+(、|\.[　 ]|\.[^0-9])", 5), + (r"[0-9]+\.[0-9]+(、|[. 　]|[^0-9])", 6), + (r"[0-9]+\.[0-9]+\.[0-9]+(、|[ 　]|[^0-9])", 7), + (r"[0-9]+\.[0-9]+\.[0-9]+\.[0-9]+(、|[ 　]|[^0-9])", 8), + (r".{,48}[：:?？]$", 9), + (r"[0-9]+）", 10), + (r"[\(（][0-9]+[）\)]", 11), + (r"[零一二三四五六七八九十百]+是", 12), + (r"[⚫•➢✓]", 12) + ]: + if re.match(p, line): + return j + return + + def _line_tag(self, bx, ZM): + pn = [bx["page_number"]] + top = bx["top"] - self.page_cum_height[pn[0] - 1] + bott = bx["bottom"] - self.page_cum_height[pn[0] - 1] + page_images_cnt = len(self.page_images) + if pn[-1] - 1 >= page_images_cnt: return "" + while bott * ZM > self.page_images[pn[-1] - 1].size[1]: + bott -= self.page_images[pn[-1] - 1].size[1] / ZM + pn.append(pn[-1] + 1) + if pn[-1] - 1 >= page_images_cnt: + return "" + + return "@@{}\t{:.1f}\t{:.1f}\t{:.1f}\t{:.1f}##" \ + .format("-".join([str(p) for p in pn]), + bx["x0"], bx["x1"], top, bott) + + def __filterout_scraps(self, boxes, ZM): + + def width(b): + return b["x1"] - b["x0"] + + def height(b): + return b["bottom"] - b["top"] + + def usefull(b): + if b.get("layout_type"): + return True + if width( + b) > self.page_images[b["page_number"] - 1].size[0] / ZM / 3: + return True + if b["bottom"] - b["top"] > self.mean_height[b["page_number"] - 1]: + return True + return False + + res = [] + while boxes: + lines = [] + widths = [] + pw = self.page_images[boxes[0]["page_number"] - 1].size[0] / ZM + mh = self.mean_height[boxes[0]["page_number"] - 1] + mj = self.proj_match( + boxes[0]["text"]) or boxes[0].get( + "layout_type", + "") == "title" + + def dfs(line, st): + nonlocal mh, pw, lines, widths + lines.append(line) + widths.append(width(line)) + width_mean = np.mean(widths) + mmj = self.proj_match( + line["text"]) or line.get( + "layout_type", + "") == "title" + for i in range(st + 1, min(st + 20, len(boxes))): + if (boxes[i]["page_number"] - line["page_number"]) > 0: + break + if not mmj and self._y_dis( + line, boxes[i]) >= 3 * mh and height(line) < 1.5 * mh: + break + + if not usefull(boxes[i]): + continue + if mmj or \ + (self._x_dis(boxes[i], line) < pw / 10): \ + # and abs(width(boxes[i])-width_mean)/max(width(boxes[i]),width_mean)<0.5): + # concat following + dfs(boxes[i], i) + boxes.pop(i) + break + + try: + if usefull(boxes[0]): + dfs(boxes[0], 0) + else: + logging.debug("WASTE: " + boxes[0]["text"]) + except Exception as e: + pass + boxes.pop(0) + mw = np.mean(widths) + if mj or mw / pw >= 0.35 or mw > 200: + res.append( + "\n".join([c["text"] + self._line_tag(c, ZM) for c in lines])) + else: + logging.debug("REMOVED: " + + "<<".join([c["text"] for c in lines])) + + return "\n\n".join(res) + + @staticmethod + def total_page_number(fnm, binary=None): + try: + pdf = pdfplumber.open( + fnm) if not binary else pdfplumber.open(BytesIO(binary)) + return len(pdf.pages) + except Exception as e: + logging.error(str(e)) + + def __images__(self, fnm, zoomin=3, page_from=0, + page_to=299, callback=None): + self.lefted_chars = [] + self.mean_height = [] + self.mean_width = [] + self.boxes = [] + self.garbages = {} + self.page_cum_height = [0] + self.page_layout = [] + self.page_from = page_from + st = timer() + try: + self.pdf = pdfplumber.open(fnm) if isinstance( + fnm, str) else pdfplumber.open(BytesIO(fnm)) + self.page_images = [p.to_image(resolution=72 * zoomin).annotated for i, p in + enumerate(self.pdf.pages[page_from:page_to])] + self.page_chars = [[{**c, 'top': c['top'], 'bottom': c['bottom']} for c in page.dedupe_chars().chars if self._has_color(c)] for page in + self.pdf.pages[page_from:page_to]] + self.total_page = len(self.pdf.pages) + except Exception as e: + logging.error(str(e)) + + self.outlines = [] + try: + self.pdf = pdf2_read(fnm if isinstance(fnm, str) else BytesIO(fnm)) + outlines = self.pdf.outline + + def dfs(arr, depth): + for a in arr: + if isinstance(a, dict): + self.outlines.append((a["/Title"], depth)) + continue + dfs(a, depth + 1) + + dfs(outlines, 0) + except Exception as e: + logging.warning(f"Outlines exception: {e}") + if not self.outlines: + logging.warning(f"Miss outlines") + + logging.info("Images converted.") + self.is_english = [re.search(r"[a-zA-Z0-9,/¸;:'\[\]\(\)!@#$%^&*\"?<>._-]{30,}", "".join( + random.choices([c["text"] for c in self.page_chars[i]], k=min(100, len(self.page_chars[i]))))) for i in + range(len(self.page_chars))] + if sum([1 if e else 0 for e in self.is_english]) > len( + self.page_images) / 2: + self.is_english = True + else: + self.is_english = False + + st = timer() + for i, img in enumerate(self.page_images): + chars = self.page_chars[i] if not self.is_english else [] + self.mean_height.append( + np.median(sorted([c["height"] for c in chars])) if chars else 0 + ) + self.mean_width.append( + np.median(sorted([c["width"] for c in chars])) if chars else 8 + ) + self.page_cum_height.append(img.size[1] / zoomin) + j = 0 + while j + 1 < len(chars): + if chars[j]["text"] and chars[j + 1]["text"] \ + and re.match(r"[0-9a-zA-Z,.:;!%]+", chars[j]["text"] + chars[j + 1]["text"]) \ + and chars[j + 1]["x0"] - chars[j]["x1"] >= min(chars[j + 1]["width"], + chars[j]["width"]) / 2: + chars[j]["text"] += " " + j += 1 + + self.__ocr(i + 1, img, chars, zoomin) + if callback and i % 6 == 5: + callback(prog=(i + 1) * 0.6 / len(self.page_images), msg="") + # print("OCR:", timer()-st) + + if not self.is_english and not any( + [c for c in self.page_chars]) and self.boxes: + bxes = [b for bxs in self.boxes for b in bxs] + self.is_english = re.search(r"[\na-zA-Z0-9,/¸;:'\[\]\(\)!@#$%^&*\"?<>._-]{30,}", + "".join([b["text"] for b in random.choices(bxes, k=min(30, len(bxes)))])) + + logging.info("Is it English:", self.is_english) + + self.page_cum_height = np.cumsum(self.page_cum_height) + assert len(self.page_cum_height) == len(self.page_images) + 1 + if len(self.boxes) == 0 and zoomin < 9: self.__images__(fnm, zoomin * 3, page_from, + page_to, callback) + + def __call__(self, fnm, need_image=True, zoomin=3, return_html=False): + self.__images__(fnm, zoomin) + self._layouts_rec(zoomin) + self._table_transformer_job(zoomin) + self._text_merge() + self._concat_downward() + self._filter_forpages() + tbls = self._extract_table_figure( + need_image, zoomin, return_html, False) + return self.__filterout_scraps(deepcopy(self.boxes), zoomin), tbls + + def remove_tag(self, txt): + return re.sub(r"@@[\t0-9.-]+?##", "", txt) + + def crop(self, text, ZM=3, need_position=False): + imgs = [] + poss = [] + for tag in re.findall(r"@@[0-9-]+\t[0-9.\t]+##", text): + pn, left, right, top, bottom = tag.strip( + "#").strip("@").split("\t") + left, right, top, bottom = float(left), float( + right), float(top), float(bottom) + poss.append(([int(p) - 1 for p in pn.split("-")], + left, right, top, bottom)) + if not poss: + if need_position: + return None, None + return + + max_width = max( + np.max([right - left for (_, left, right, _, _) in poss]), 6) + GAP = 6 + pos = poss[0] + poss.insert(0, ([pos[0][0]], pos[1], pos[2], max( + 0, pos[3] - 120), max(pos[3] - GAP, 0))) + pos = poss[-1] + poss.append(([pos[0][-1]], pos[1], pos[2], min(self.page_images[pos[0][-1]].size[1] / ZM, pos[4] + GAP), + min(self.page_images[pos[0][-1]].size[1] / ZM, pos[4] + 120))) + + positions = [] + for ii, (pns, left, right, top, bottom) in enumerate(poss): + right = left + max_width + bottom *= ZM + for pn in pns[1:]: + bottom += self.page_images[pn - 1].size[1] + imgs.append( + self.page_images[pns[0]].crop((left * ZM, top * ZM, + right * + ZM, min( + bottom, self.page_images[pns[0]].size[1]) + )) + ) + if 0 < ii < len(poss) - 1: + positions.append((pns[0] + self.page_from, left, right, top, min( + bottom, self.page_images[pns[0]].size[1]) / ZM)) + bottom -= self.page_images[pns[0]].size[1] + for pn in pns[1:]: + imgs.append( + self.page_images[pn].crop((left * ZM, 0, + right * ZM, + min(bottom, + self.page_images[pn].size[1]) + )) + ) + if 0 < ii < len(poss) - 1: + positions.append((pn + self.page_from, left, right, 0, min( + bottom, self.page_images[pn].size[1]) / ZM)) + bottom -= self.page_images[pn].size[1] + + if not imgs: + if need_position: + return None, None + return + height = 0 + for img in imgs: + height += img.size[1] + GAP + height = int(height) + width = int(np.max([i.size[0] for i in imgs])) + pic = Image.new("RGB", + (width, height), + (245, 245, 245)) + height = 0 + for ii, img in enumerate(imgs): + if ii == 0 or ii + 1 == len(imgs): + img = img.convert('RGBA') + overlay = Image.new('RGBA', img.size, (0, 0, 0, 0)) + overlay.putalpha(128) + img = Image.alpha_composite(img, overlay).convert("RGB") + pic.paste(img, (0, int(height))) + height += img.size[1] + GAP + + if need_position: + return pic, positions + return pic + + def get_position(self, bx, ZM): + poss = [] + pn = bx["page_number"] + top = bx["top"] - self.page_cum_height[pn - 1] + bott = bx["bottom"] - self.page_cum_height[pn - 1] + poss.append((pn, bx["x0"], bx["x1"], top, min( + bott, self.page_images[pn - 1].size[1] / ZM))) + while bott * ZM > self.page_images[pn - 1].size[1]: + bott -= self.page_images[pn - 1].size[1] / ZM + top = 0 + pn += 1 + poss.append((pn, bx["x0"], bx["x1"], top, min( + bott, self.page_images[pn - 1].size[1] / ZM))) + return poss + + +class PlainParser(object): + def __call__(self, filename, from_page=0, to_page=100000, **kwargs): + self.outlines = [] + lines = [] + try: + self.pdf = pdf2_read( + filename if isinstance( + filename, str) else BytesIO(filename)) + for page in self.pdf.pages[from_page:to_page]: + lines.extend([t for t in page.extract_text().split("\n")]) + + outlines = self.pdf.outline + + def dfs(arr, depth): + for a in arr: + if isinstance(a, dict): + self.outlines.append((a["/Title"], depth)) + continue + dfs(a, depth + 1) + + dfs(outlines, 0) + except Exception as e: + logging.warning(f"Outlines exception: {e}") + if not self.outlines: + logging.warning(f"Miss outlines") + + return [(l, "") for l in lines], [] + + def crop(self, ck, need_position): + raise NotImplementedError + + @staticmethod + def remove_tag(txt): + raise NotImplementedError + + +if __name__ == "__main__": + pass diff --git a/deepdoc/parser/ppt_parser.py b/deepdoc/parser/ppt_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..ce2451057f40f76f5e9baa494433841d5d2f8925 --- /dev/null +++ b/deepdoc/parser/ppt_parser.py @@ -0,0 +1,61 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +from io import BytesIO +from pptx import Presentation + + +class RAGFlowPptParser(object): + def __init__(self): + super().__init__() + + def __extract(self, shape): + if shape.shape_type == 19: + tb = shape.table + rows = [] + for i in range(1, len(tb.rows)): + rows.append("; ".join([tb.cell( + 0, j).text + ": " + tb.cell(i, j).text for j in range(len(tb.columns)) if tb.cell(i, j)])) + return "\n".join(rows) + + if shape.has_text_frame: + return shape.text_frame.text + + if shape.shape_type == 6: + texts = [] + for p in sorted(shape.shapes, key=lambda x: (x.top // 10, x.left)): + t = self.__extract(p) + if t: + texts.append(t) + return "\n".join(texts) + + def __call__(self, fnm, from_page, to_page, callback=None): + ppt = Presentation(fnm) if isinstance( + fnm, str) else Presentation( + BytesIO(fnm)) + txts = [] + self.total_page = len(ppt.slides) + for i, slide in enumerate(ppt.slides): + if i < from_page: + continue + if i >= to_page: + break + texts = [] + for shape in sorted( + slide.shapes, key=lambda x: ((x.top if x.top is not None else 0) // 10, x.left)): + txt = self.__extract(shape) + if txt: + texts.append(txt) + txts.append("\n".join(texts)) + + return txts diff --git a/deepdoc/parser/resume/__init__.py b/deepdoc/parser/resume/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..8fe338dae89d9372a123af81e178f42c470f6481 --- /dev/null +++ b/deepdoc/parser/resume/__init__.py @@ -0,0 +1,65 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import datetime + + +def refactor(cv): + for n in ["raw_txt", "parser_name", "inference", "ori_text", "use_time", "time_stat"]: + if n in cv and cv[n] is not None: del cv[n] + cv["is_deleted"] = 0 + if "basic" not in cv: cv["basic"] = {} + if cv["basic"].get("photo2"): del cv["basic"]["photo2"] + + for n in ["education", "work", "certificate", "project", "language", "skill", "training"]: + if n not in cv or cv[n] is None: continue + if type(cv[n]) == type({}): cv[n] = [v for _, v in cv[n].items()] + if type(cv[n]) != type([]): + del cv[n] + continue + vv = [] + for v in cv[n]: + if "external" in v and v["external"] is not None: del v["external"] + vv.append(v) + cv[n] = {str(i): vv[i] for i in range(len(vv))} + + basics = [ + ("basic_salary_month", "salary_month"), + ("expect_annual_salary_from", "expect_annual_salary"), + ] + for n, t in basics: + if cv["basic"].get(n): + cv["basic"][t] = cv["basic"][n] + del cv["basic"][n] + + work = sorted([v for _, v in cv.get("work", {}).items()], key=lambda x: x.get("start_time", "")) + edu = sorted([v for _, v in cv.get("education", {}).items()], key=lambda x: x.get("start_time", "")) + + if work: + cv["basic"]["work_start_time"] = work[0].get("start_time", "") + cv["basic"]["management_experience"] = 'Y' if any( + [w.get("management_experience", '') == 'Y' for w in work]) else 'N' + cv["basic"]["annual_salary"] = work[-1].get("annual_salary_from", "0") + + for n in ["annual_salary_from", "annual_salary_to", "industry_name", "position_name", "responsibilities", + "corporation_type", "scale", "corporation_name"]: + cv["basic"][n] = work[-1].get(n, "") + + if edu: + for n in ["school_name", "discipline_name"]: + if n in edu[-1]: cv["basic"][n] = edu[-1][n] + + cv["basic"]["updated_at"] = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S") + if "contact" not in cv: cv["contact"] = {} + if not cv["contact"].get("name"): cv["contact"]["name"] = cv["basic"].get("name", "") + return cv \ No newline at end of file diff --git a/deepdoc/parser/resume/entities/__init__.py b/deepdoc/parser/resume/entities/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/deepdoc/parser/resume/entities/corporations.py b/deepdoc/parser/resume/entities/corporations.py new file mode 100644 index 0000000000000000000000000000000000000000..d653b3e43b80029849fbb2c0aed21797b1fc8ef7 --- /dev/null +++ b/deepdoc/parser/resume/entities/corporations.py @@ -0,0 +1,93 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import re,json,os +import pandas as pd +from rag.nlp import rag_tokenizer +from . import regions +current_file_path = os.path.dirname(os.path.abspath(__file__)) +GOODS = pd.read_csv(os.path.join(current_file_path, "res/corp_baike_len.csv"), sep="\t", header=0).fillna(0) +GOODS["cid"] = GOODS["cid"].astype(str) +GOODS = GOODS.set_index(["cid"]) +CORP_TKS = json.load(open(os.path.join(current_file_path, "res/corp.tks.freq.json"), "r")) +GOOD_CORP = json.load(open(os.path.join(current_file_path, "res/good_corp.json"), "r")) +CORP_TAG = json.load(open(os.path.join(current_file_path, "res/corp_tag.json"), "r")) + +def baike(cid, default_v=0): + global GOODS + try: + return GOODS.loc[str(cid), "len"] + except Exception as e: + pass + return default_v + + +def corpNorm(nm, add_region=True): + global CORP_TKS + if not nm or type(nm)!=type(""):return "" + nm = rag_tokenizer.tradi2simp(rag_tokenizer.strQ2B(nm)).lower() + nm = re.sub(r"&", "&", nm) + nm = re.sub(r"[\(\)（）\+'\"\t \*\\【】-]+", " ", nm) + nm = re.sub(r"([—-]+.*| +co\..*|corp\..*| +inc\..*| +ltd.*)", "", nm, 10000, re.IGNORECASE) + nm = re.sub(r"(计算机|技术|(技术|科技|网络)*有限公司|公司|有限|研发中心|中国|总部)$", "", nm, 10000, re.IGNORECASE) + if not nm or (len(nm)<5 and not regions.isName(nm[0:2])):return nm + + tks = rag_tokenizer.tokenize(nm).split(" ") + reg = [t for i,t in enumerate(tks) if regions.isName(t) and (t != "中国" or i > 0)] + nm = "" + for t in tks: + if regions.isName(t) or t in CORP_TKS:continue + if re.match(r"[0-9a-zA-Z\\,.]+", t) and re.match(r".*[0-9a-zA-Z\,.]+$", nm):nm += " " + nm += t + + r = re.search(r"^([^a-z0-9 \(\)&]{2,})[a-z ]{4,}$", nm.strip()) + if r:nm = r.group(1) + r = re.search(r"^([a-z ]{3,})[^a-z0-9 \(\)&]{2,}$", nm.strip()) + if r:nm = r.group(1) + return nm.strip() + (("" if not reg else "(%s)"%reg[0]) if add_region else "") + + +def rmNoise(n): + n = re.sub(r"[\(（][^()（）]+[)）]", "", n) + n = re.sub(r"[,. &（）()]+", "", n) + return n + +GOOD_CORP = set([corpNorm(rmNoise(c), False) for c in GOOD_CORP]) +for c,v in CORP_TAG.items(): + cc = corpNorm(rmNoise(c), False) + if not cc: print (c) +CORP_TAG = {corpNorm(rmNoise(c), False):v for c,v in CORP_TAG.items()} + +def is_good(nm): + global GOOD_CORP + if nm.find("外派")>=0:return False + nm = rmNoise(nm) + nm = corpNorm(nm, False) + for n in GOOD_CORP: + if re.match(r"[0-9a-zA-Z]+$", n): + if n == nm: return True + elif nm.find(n)>=0:return True + return False + +def corp_tag(nm): + global CORP_TAG + nm = rmNoise(nm) + nm = corpNorm(nm, False) + for n in CORP_TAG.keys(): + if re.match(r"[0-9a-zA-Z., ]+$", n): + if n == nm: return CORP_TAG[n] + elif nm.find(n)>=0: + if len(n)<3 and len(nm)/len(n)>=2:continue + return CORP_TAG[n] + return [] + diff --git a/deepdoc/parser/resume/entities/degrees.py b/deepdoc/parser/resume/entities/degrees.py new file mode 100644 index 0000000000000000000000000000000000000000..dc2d5bc170cd171950a9ba8d3e77e88b94af24ce --- /dev/null +++ b/deepdoc/parser/resume/entities/degrees.py @@ -0,0 +1,37 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +TBL = {"94":"EMBA", +"6":"MBA", +"95":"MPA", +"92":"专升本", +"4":"专科", +"90":"中专", +"91":"中技", +"86":"初中", +"3":"博士", +"10":"博士后", +"1":"本科", +"2":"硕士", +"87":"职高", +"89":"高中" +} + +TBL_ = {v:k for k,v in TBL.items()} + +def get_name(id): + return TBL.get(str(id), "") + +def get_id(nm): + if not nm:return "" + return TBL_.get(nm.upper().strip(), "") diff --git a/deepdoc/parser/resume/entities/industries.py b/deepdoc/parser/resume/entities/industries.py new file mode 100644 index 0000000000000000000000000000000000000000..9eeb10e55f5728125b281037cae0917d0c3a9c2e --- /dev/null +++ b/deepdoc/parser/resume/entities/industries.py @@ -0,0 +1,704 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +TBL = {"1":{"name":"IT/通信/电子","parent":"0"}, +"2":{"name":"互联网","parent":"0"}, +"3":{"name":"电子商务","parent":"2"}, +"4":{"name":"互联网金融","parent":"2"}, +"5":{"name":"网络游戏","parent":"2"}, +"6":{"name":"社交网络平台","parent":"2"}, +"7":{"name":"视频音乐","parent":"2"}, +"9":{"name":"安全","parent":"2"}, +"10":{"name":"云计算","parent":"2"}, +"12":{"name":"工具类客户端应用","parent":"2"}, +"13":{"name":"互联网广告","parent":"2"}, +"14":{"name":"企业互联网服务","parent":"2"}, +"16":{"name":"在线教育","parent":"2"}, +"17":{"name":"在线医疗","parent":"2"}, +"19":{"name":"B2B","parent":"3"}, +"20":{"name":"B2C","parent":"3"}, +"21":{"name":"C2C","parent":"3"}, +"22":{"name":"生活信息本地化","parent":"3"}, +"23":{"name":"在线旅游","parent":"2"}, +"24":{"name":"第三方支付","parent":"4"}, +"26":{"name":"客户端游戏","parent":"5"}, +"27":{"name":"网页游戏","parent":"5"}, +"28":{"name":"手机游戏","parent":"5"}, +"29":{"name":"微博","parent":"6"}, +"30":{"name":"社交网站","parent":"6"}, +"31":{"name":"在线视频","parent":"7"}, +"32":{"name":"在线音乐","parent":"7"}, +"35":{"name":"企业安全","parent":"9"}, +"36":{"name":"个人安全","parent":"9"}, +"37":{"name":"企业级云服务","parent":"10"}, +"38":{"name":"个人级云服务","parent":"10"}, +"43":{"name":"输入法","parent":"12"}, +"44":{"name":"浏览器","parent":"12"}, +"45":{"name":"词典","parent":"12"}, 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+"1093":{"name":"汽车配件电子商务","parent":"3"}, +"1094":{"name":"输配电设备","parent":"777"}, +"1095":{"name":"矿山设备","parent":"727"}, +"1096":{"name":"机床机械","parent":"726"}, +"1097":{"name":"农产品电商","parent":"3"}, +"1098":{"name":"陶瓷装饰材料","parent":"746"}, +"1099":{"name":"车载联网设备","parent":"487"}, +"1100":{"name":"汽车销售电子商务","parent":"3"}, +"1101":{"name":"石油设备","parent":"730"}, +"1102":{"name":"智能家居","parent":"487"}, +"1103":{"name":"散热器","parent":"751"}, +"1104":{"name":"电力工程","parent":"775"}, +"1105":{"name":"生鲜电商","parent":"3"}, +"1106":{"name":"互联网数据服务","parent":"490"}, +"1107":{"name":"房车、商务车销售","parent":"749"}, +"1108":{"name":"茶叶电子商务","parent":"3"}, +"1109":{"name":"酒类电子商务","parent":"3"}, +"1110":{"name":"阀门","parent":"730"}, +"1111":{"name":"食品电商","parent":"3"}, +"1112":{"name":"儿童摄影","parent":"871"}, +"1113":{"name":"广告摄影","parent":"871"}, +"1114":{"name":"婚纱摄影","parent":"871"}, +"1115":{"name":"模具制造","parent":"620"}, +"1116":{"name":"汽车模具","parent":"629"}, +"1117":{"name":"认证咨询","parent":"567"}, +"1118":{"name":"数字视觉制作服务","parent":"590"}, +"1119":{"name":"牙科及医疗器械","parent":"646"}, +"1120":{"name":"猎头招聘","parent":"560"}, +"1121":{"name":"家居","parent":"518"}, +"1122":{"name":"收藏品","parent":"518"}, +"1123":{"name":"首饰","parent":"518"}, +"1124":{"name":"工艺品","parent":"518"}, +"1125":{"name":"财务","parent":"515"}, +"1126":{"name":"税务","parent":"515"}, +"1127":{"name":"分类信息","parent":"2"}, +"1128":{"name":"宠物","parent":"0"}, +"1129":{"name":"快消品","parent":"518"}, +"1130":{"name":"人工智能","parent":"2"}, +"1131":{"name":"农/林/牧/渔","parent":"0"} +} + +def get_names(id): + id = str(id) + nms = [] + d = TBL.get(id) + if not d:return [] + nms.append(d["name"]) + p = get_names(d["parent"]) + if p: nms.extend(p) + return nms + +if __name__ == "__main__": + print(get_names("1119")) diff --git a/deepdoc/parser/resume/entities/regions.py b/deepdoc/parser/resume/entities/regions.py new file mode 100644 index 0000000000000000000000000000000000000000..e1707530b48f75f8bf7bb17565eb417748da1878 --- /dev/null +++ b/deepdoc/parser/resume/entities/regions.py @@ -0,0 +1,775 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +TBL = { +"2":{"name":"北京","parent":"1"}, +"3":{"name":"天津","parent":"1"}, +"4":{"name":"河北","parent":"1"}, +"5":{"name":"山西","parent":"1"}, +"6":{"name":"内蒙古","parent":"1"}, +"7":{"name":"辽宁","parent":"1"}, +"8":{"name":"吉林","parent":"1"}, +"9":{"name":"黑龙江","parent":"1"}, +"10":{"name":"上海","parent":"1"}, +"11":{"name":"江苏","parent":"1"}, +"12":{"name":"浙江","parent":"1"}, +"13":{"name":"安徽","parent":"1"}, +"14":{"name":"福建","parent":"1"}, +"15":{"name":"江西","parent":"1"}, +"16":{"name":"山东","parent":"1"}, +"17":{"name":"河南","parent":"1"}, +"18":{"name":"湖北","parent":"1"}, +"19":{"name":"湖南","parent":"1"}, +"20":{"name":"广东","parent":"1"}, +"21":{"name":"广西","parent":"1"}, +"22":{"name":"海南","parent":"1"}, +"23":{"name":"重庆","parent":"1"}, +"24":{"name":"四川","parent":"1"}, +"25":{"name":"贵州","parent":"1"}, +"26":{"name":"云南","parent":"1"}, +"27":{"name":"西藏","parent":"1"}, +"28":{"name":"陕西","parent":"1"}, +"29":{"name":"甘肃","parent":"1"}, +"30":{"name":"青海","parent":"1"}, +"31":{"name":"宁夏","parent":"1"}, +"32":{"name":"新疆","parent":"1"}, +"33":{"name":"北京市","parent":"2"}, +"34":{"name":"天津市","parent":"3"}, +"35":{"name":"石家庄市","parent":"4"}, +"36":{"name":"唐山市","parent":"4"}, +"37":{"name":"秦皇岛市","parent":"4"}, +"38":{"name":"邯郸市","parent":"4"}, 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True + if nm + "市" in NM_SET:return True + if re.sub(r"(省|(回族|壮族|维吾尔)*自治区)$", "", nm) in NM_SET:return True + return False diff --git a/deepdoc/parser/resume/entities/res/corp.tks.freq.json b/deepdoc/parser/resume/entities/res/corp.tks.freq.json new file mode 100644 index 0000000000000000000000000000000000000000..c75e2498397cad5e8a150116337145cfcc677dd4 --- /dev/null +++ b/deepdoc/parser/resume/entities/res/corp.tks.freq.json @@ -0,0 +1,65 @@ +[ + "科技", + "集团", + "网络科技", + "技术", + "信息", + "分公司", + "信息技术", + "发展", + "科技股份", + "网络", + "贸易", + "商贸", + "工程", + "企业", + "集团股份", + "商务", + "工业", + "控股集团", + "国际贸易", + "软件技术", + "数码科技", + "软件开发", + "有限", + "经营", + "科技开发", + "股份公司", + "电子技术", + "实业集团", + "责任", + "无限", + "工程技术", + "上市公司", + "技术开发", + "软件系统", + "总公司", + "网络服务", + "ltd.", + "technology", + "company", + "服务公司", + "计算机技术", + "计算机软件", + "电子信息", + "corporation", + "计算机服务", + "计算机系统", + "有限公司", + "事业部", + "公司", + "股份", + "有限责任", + "软件", + "控股", + "高科技", + "房地产", + "事业群", + "部门", + 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+ "广州银汉网络科技有限公司": [ + "好游戏", + "行业好公司" + ], + "库洛": [ + "好游戏", + "行业好公司" + ], + "库洛游戏": [ + "好游戏", + "行业好公司" + ], + "库洛科技": [ + "好游戏", + "行业好公司" + ], + "廊坊瞬秒网络科技有限公司": [ + "好游戏", + "行业好公司" + ], + "当乐网": [ + "好游戏", + "行业好公司" + ], + "当歌网络": [ + "好游戏", + "行业好公司" + ], + "彩云游戏浏览器": [ + "好游戏", + "行业好公司" + ], + "彩瞳网络": [ + "行业头部多元化", + "好游戏" + ], + "彩蛋": [ + "好游戏", + "行业好公司" + ], + "征和建元": [ + "好游戏", + "行业好公司" + ], + "征聚信息": [ + "好游戏", + "行业好公司" + ], + "征途网络": [ + "好游戏", + "行业好公司" + ], + "征铎信息": [ + "好游戏", + "行业好公司" + ], + "微传": [ + "好游戏", + "行业好公司" + ], + "微语音": [ + "好游戏", + "行业好公司" + ], + "心动": [ + "行业头部", + "好游戏" + ], + "心动娱乐": [ + "行业头部", + "好游戏" + ], + "心动小狗": [ + "好游戏", + "行业好公司" + ], + "心动游戏": [ + "行业头部", + "好游戏" + ], + "心动网络": [ + "行业头部", + "好游戏" + ], + "心动网络有限公司": [ + "好游戏", + "行业好公司" + ], + "心动网络股份有限公司": [ + "好游戏", + "行业好公司" + ], + "心跳时空": [ + "好游戏", + "行业好公司" + ], + "必果文创": [ + "好游戏", + "行业好公司" + ], + "必果文创（北京）科技有限公司": [ + "好游戏", + "行业好公司" + ], + "快乐熊猫": [ + "好游戏", + "行业好公司" + ], + 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[ + "阅文偏好" + ], + "princesse tam.tam": [ + "阅文偏好" + ], + "plst": [ + "阅文偏好" + ], + "匡威": [ + "阅文偏好" + ], + "converse": [ + "阅文偏好" + ], + "chuck taylor all star": [ + "阅文偏好" + ], + "jack purcell": [ + "阅文偏好" + ], + "cons": [ + "阅文偏好" + ], + "华彩光影传媒文化": [ + "阅文偏好" + ], + "末那工作": [ + "阅文偏好" + ], + "manas": [ + "阅文偏好" + ], + "萌奇文化": [ + "阅文偏好" + ], + "萌奇meki": [ + "阅文偏好" + ], + "艾漫动漫设计": [ + "阅文偏好" + ], + "艾漫aimon": [ + "阅文偏好" + ], + "aimon shanghai animation design": [ + "阅文偏好" + ], + "娱猫传媒": [ + "阅文偏好" + ], + "娱猫": [ + "阅文偏好" + ], + "网易聚玩": [ + "阅文偏好" + ], + "hobby": [ + "阅文偏好" + ], + "善禧文化": [ + "阅文偏好" + ], + "善禧": [ + "阅文偏好" + ], + "亿福莱": [ + "阅文偏好" + ], + "actoys": [ + "阅文偏好" + ], + "ac模玩网": [ + "阅文偏好" + ], + "actoys模玩网": [ + "阅文偏好" + ], + "凡米粒文化": [ + "阅文偏好" + ], + "凡米粒": [ + "阅文偏好" + ], + "凡米粒familyout": [ + "阅文偏好" + ], + "familyout": [ + "阅文偏好" + ], + "乐自天成文化": [ + "阅文偏好" + ], + "52 toys": [ + "阅文偏好" + ], + "乐自天成": [ + "阅文偏好" + ], + "海脉文化传播": [ + "阅文偏好" + ], + "hobbymax": [ + "阅文偏好" + ], + "泡泡玛特文化创意": [ + "阅文偏好" + ], + "pop mart": [ + "阅文偏好" + ], + "泡泡玛特": [ + "阅文偏好" + ], + "御座文化": [ + "阅文偏好" + ], + "邦策": [ + "阅文偏好" + ], + "漫踪": [ + "阅文偏好" + ], + "monzon": [ + "阅文偏好" + ], + "nanjing bangce trading": [ + "阅文偏好" + ], + "天猫": [ + "阅文偏好", + "微众偏好", + "综合大厂" + ], + "聚划算": [ + "行业头部", + "阅文偏好" + ], + "tmall": [ + "行业头部", + "阅文偏好" + ], + "zhejiang tmall": [ + "行业头部", + "阅文偏好" + ], + "淘宝": [ + "阅文偏好", + "微众偏好", + "综合大厂" + ], + "taobao": [ + "行业头部多元化", + "阅文偏好" + ], + "淘宝网": [ + "行业头部多元化", + "阅文偏好" + ], + "zhejiang taobao network": [ + "行业头部多元化", + "阅文偏好" + ], + "京东叁佰陆拾度电子商务": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "京东": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "beijng jingdong century commerce": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "1号店": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "京东云": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "零机科技": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "京东股票": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "京东科技": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "猫眼文化传媒": [ + "阅文偏好" + ], + "猫眼电影": [ + "阅文偏好", + "微众偏好" + ], + "maoyan": [ + "阅文偏好" + ], + "猫眼娱乐": [ + "阅文偏好", + "微众偏好" + ], + "beijing maoyan culture media": [ + "阅文偏好" + ], + "指点": [ + "阅文偏好" + ], + "抠电影": [ + "阅文偏好" + ], + "guide infinity beijing": [ + "阅文偏好" + ], + "动艺时光": [ + "阅文偏好" + ], + "时光网": [ + "阅文偏好" + ], + "mtime": [ + "阅文偏好" + ], + "beijing dongyi shiguang network": [ + "阅文偏好" + ], + "熵变": [ + "阅文偏好" + ], + "萌趣": [ + "阅文偏好" + ], + "shanghai entropy network": [ + "阅文偏好" + ], + "海拓天行": [ + "阅文偏好" + ], + "漫骆驼": [ + "阅文偏好" + ], + "beijing manluotuo": [ + "阅文偏好" + ], + "shanghai bili bili": [ + "行业头部多元化", + "阅文偏好" + ], + "b站": [ + "行业头部多元化", + "阅文偏好" + ], + "爱奇艺": [ + "行业头部多元化", + "阅文偏好" + ], + "iqiyi": [ + "行业头部多元化", + "阅文偏好" + ], + "times square": [ + "行业头部多元化", + "阅文偏好" + ], + "beijing iqiyi science&": [ + "行业头部多元化", + "阅文偏好" + ], + "巨亿星城": [ + "阅文偏好" + ], + "脑动": [ + "阅文偏好" + ], + "次元仓": [ + "阅文偏好" + ], + "guangzhou naodong network": [ + "阅文偏好" + ], + "葩趣": [ + "阅文偏好" + ], + "beijing paqu": [ + "阅文偏好" + ], + "腾讯视频": [ + "微众偏好", + "阅文偏好", + "综合大厂" + ], + "快乐阳光互动娱乐传媒": [ + "行业头部", + "阅文偏好" + ], + "芒果tv": [ + "行业头部", + "阅文偏好" + ], + "阿里巴巴文化娱乐": [ + "行业头部", + "阅文偏好" + ], + "优酷": [ + "阅文偏好", + "微众偏好", + "综合大厂" + ], + "youku": [ + "行业头部", + "阅文偏好" + ], + "阿里巴巴数字娱乐": [ + "阅文偏好" + ], + "娱乐宝": [ + "阅文偏好" + ], + "闲鱼": [ + "阅文偏好", + "微众偏好", + "综合大厂" + ], + "代拍网": [ + "阅文偏好" + ], + "喵斯拉": [ + "阅文偏好" + ], + "猫耳fm": [ + "阅文偏好" + ], + "missevan": [ + "阅文偏好" + ], + "m站": [ + "阅文偏好" + ], + "网易lofter": [ + "阅文偏好" + ], + "lofter": [ + "阅文偏好" + ], + "老福特": [ + "阅文偏好" + ], + "netease": [ + "阅文偏好", + "综合大厂" + ], + "淘宝众筹": [ + "阅文偏好" + ], + "京东众筹": [ + "阅文偏好" + ], + "摩点会想": [ + "阅文偏好" + ], + "摩点": [ + "阅文偏好" + ], + "万达电影": [ + "阅文偏好" + ], + "万达影城": [ + "阅文偏好" + ], + "wanda cinemas": [ + "阅文偏好" + ], + "横店影视制作": [ + "阅文偏好" + ], + "横店影视": [ + "阅文偏好" + ], + "光逸电影院": [ + "阅文偏好" + ], + "金逸影城": [ + "阅文偏好" + ], + "popmart": [ + "阅文偏好" + ], + "潮漫艾文化传播": [ + "阅文偏好" + ], + "潮玩星球": [ + "阅文偏好" + ], + "ipstar": [ + "阅文偏好" + ], + "国塑唐商社": [ + "阅文偏好" + ], + "塑唐": [ + "阅文偏好" + ], + "筑梦文化": [ + "阅文偏好" + ], + "人潮互娱文化": [ + "阅文偏好" + ], + "人潮互娱": [ + "阅文偏好" + ], + "辉联文化创意": [ + "阅文偏好" + ], + "辉联文化": [ + "阅文偏好" + ], + "万娱引力文化传媒": [ + "阅文偏好" + ], + "万娱引力": [ + "阅文偏好" + ], + "移联创": [ + "阅文偏好" + ], + "wondershow": [ + "阅文偏好" + ], + "快看世界": [ + "阅文偏好" + ], + "快看": [ + "阅文偏好" + ], + "快看漫画": [ + "阅文偏好" + ], + "腾讯动漫": [ + "阅文偏好" + ], + "炫果壳": [ + "阅文偏好" + ], + "微博动漫": [ + "阅文偏好" + ], + "呵呵呵文化传播": [ + "阅文偏好" + ], + "哔哩哔哩漫画": [ + "阅文偏好" + ], + "懒人在线": [ + "阅文偏好" + ], + "懒人听书": [ + "阅文偏好" + ], + "麦克风文化传媒": [ + "阅文偏好" + ], + "蜻蜓fm": [ + "阅文偏好" + ], + "阿里巴巴文学": [ + "阅文偏好" + ], + "书旗小说": [ + "阅文偏好" + ], + "书旗小说网": [ + "阅文偏好" + ], + "喜马拉雅": [ + "阅文偏好" + ], + "himalaya": [ + "阅文偏好" + ], + "天盈九州": [ + "阅文偏好" + ], + "凤凰网": [ + "阅文偏好" + ], + "凤凰新媒体": [ + "阅文偏好" + ], + "凤凰卫视": [ + "阅文偏好" + ], + "tencent": [ + "微众偏好", + "阅文偏好", + "综合大厂" + ], + "鹅厂": [ + "微众偏好", + "阅文偏好", + "综合大厂" + ], + "掌阅科技": [ + "阅文偏好" + ], + "掌阅": [ + "阅文偏好" + ], + "掌阅书城": [ + "阅文偏好" + ], + "掌阅文学": [ + "阅文偏好" + ], + "掌阅精选": [ + "阅文偏好" + ], + "掌阅校园": [ + "阅文偏好" + ], + "掌阅国际": [ + "阅文偏好" + ], + "ireader": [ + "阅文偏好" + ], + "vipshop": [ + "行业头部", + "微众偏好", + "阅文偏好" + ], + "vips": [ + "行业头部", + "微众偏好", + "阅文偏好" + ], + "唯你搭": [ + "行业头部", + "微众偏好", + "阅文偏好" + ], + "花海仓": [ + "行业头部", + "微众偏好", + "阅文偏好" + ], + "唯品支付": [ + "行业头部", + "微众偏好", + "阅文偏好" + ], + "唯品仓": [ + "行业头部", + "微众偏好", + "阅文偏好" + ], + "唯品金融": [ + "行业头部", + "微众偏好", + "阅文偏好" + ], + "美图": [ + "阅文偏好" + ], + "meitu": [ + "阅文偏好" + ], + "美图秀秀": [ + "阅文偏好" + ], + "alibaba": [ + "阅文偏好", + "微众偏好", + "综合大厂" + ], + "ali": [ + "阅文偏好", + "微众偏好", + "综合大厂" + ], + "alibaba group holding limited": [ + "阅文偏好", + "微众偏好", + "综合大厂" + ], + "基分文化传播": [ + "阅文偏好", + "行业好公司" + ], + "qutoutiao": [ + "阅文偏好", + "行业好公司" + ], + "网易传媒": [ + "阅文偏好" + ], + "netease media group": [ + "阅文偏好" + ], + "media. 163. com": [ + "阅文偏好" + ], + "复阅": [ + "阅文偏好" + ], + "妙计": [ + "阅文偏好" + ], + "beijing xiaomi": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "xiaomi": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "小米科技": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "米家": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "小米有品": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "小米集团": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "mi": [ + "行业头部多元化", + "阅文偏好" + ], + "优酷网": [ + "行业头部", + "阅文偏好" + ], + "youku information beijing": [ + "行业头部", + "阅文偏好" + ], + "趣阅数字": [ + "阅文偏好", + "行业好公司" + ], + "shanghai quyue digital": [ + "阅文偏好", + "行业好公司" + ], + "趣阅": [ + "阅文偏好", + "行业好公司" + ], + "麟动": [ + "阅文偏好", + "行业好公司" + ], + "cheetah mobile": [ + "行业头部多元化", + "阅文偏好" + ], + "猎豹": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "cht": [ + "行业头部多元化", + "阅文偏好" + ], + "清理大师": [ + "行业头部多元化", + "阅文偏好" + ], + "nyse": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "cmcm": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "taptap": [ + "行业头部", + "阅文偏好" + ], + "三快": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "大众点评": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团云": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团民宿": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团打车": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团小贷": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "摩拜单车": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "馒头直播": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团优选": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团买菜": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "美团单车": [ + "行业头部多元化", + "微众偏好", + "阅文偏好" + ], + "合合": [ + "微众偏好", + "阅文偏好", + "行业好公司" + ], + "合合信息": [ + "微众偏好", + "阅文偏好", + "行业好公司" + ], + "intsig": [ + "阅文偏好", + "行业好公司" + ], + "沪江教育": [ + "行业头部", + "阅文偏好" + ], + "hujiang education&shanghai limited": [ + "行业头部", + "阅文偏好" + ], + "沪江": [ + "行业头部", + "阅文偏好" + ], + "互加文化": [ + "行业头部", + "阅文偏好" + ], + "钧正": [ + "行业头部多元化", + "阅文偏好" + ], + "哈罗单车": [ + "行业头部多元化", + "阅文偏好" + ], + "hellobike": [ + "行业头部多元化", + "阅文偏好" + ], + "携程旅游": [ + "行业头部多元化", + "阅文偏好" + ], + "ctrip travel network shanghai": [ + "行业头部多元化", + "阅文偏好" + ], + "ctrip": [ + "行业头部多元化", + "阅文偏好" + ], + "携程旅行网": [ + "行业头部多元化", + "阅文偏好" + ], + "晁图网络": [ + "阅文偏好", + "行业好公司" + ], + "shanghai chaotu network": [ + "阅文偏好", + "行业好公司" + ], + "晁图": [ + "阅文偏好", + "行业好公司" + ], + "shxgroup": [ + "阅文偏好", + "行业好公司" + ], + "cross 2": [ + "阅文偏好", + "行业好公司" + ], + "搜狐新媒体": [ + "行业头部", + "阅文偏好" + ], + "beijing sohu new media information": [ + "行业头部", + "阅文偏好" + ], + "搜狐": [ + "行业头部", + "阅文偏好" + ], + "sohu": [ + "行业头部", + "阅文偏好" + ], + "沙发视频": [ + "行业头部", + "阅文偏好" + ], + "搜狐新闻": [ + "行业头部", + "阅文偏好" + ], + "搜狐体育": [ + "行业头部", + "阅文偏好" + ], + "搜狐时尚": [ + "行业头部", + "阅文偏好" + ], + "搜狐焦点": [ + "行业头部", + "阅文偏好" + ], + "我爱cba": [ + "行业头部", + "阅文偏好" + ], + "狐友": [ + "行业头部", + "阅文偏好" + ], + "斗鱼网络科技": [ + "阅文偏好", + "行业好公司" + ], + "wuhan douyu network": [ + "阅文偏好", + "行业好公司" + ], + "斗鱼": [ + "阅文偏好", + "行业好公司" + ], + "douyu": [ + "阅文偏好", + "行业好公司" + ], + "鲨鱼网络": [ + "阅文偏好", + "行业好公司" + ], + "五八": [ + "行业头部多元化", + "阅文偏好" + ], + "beijing 58 information ttechnology": [ + "行业头部多元化", + "阅文偏好" + ], + "五八同城": [ + "行业头部多元化", + "阅文偏好" + ], + "beijing 58 information": [ + "行业头部多元化", + "阅文偏好" + ], + "新浪互联服务": [ + "行业头部", + "阅文偏好" + ], + "sina": [ + "行业头部", + "阅文偏好" + ], + "新浪": [ + "行业头部", + "阅文偏好" + ], + "新浪微博": [ + "行业头部", + "阅文偏好" + ], + "新浪新闻": [ + "行业头部", + "阅文偏好" + ], + "绿洲": [ + "行业头部", + "阅文偏好" + ], + "新浪乐居": [ + "行业头部", + "阅文偏好" + ], + "新浪阅读": [ + "行业头部", + "阅文偏好" + ], + "微跳蚤": [ + "行业头部", + "阅文偏好" + ], + "鲜城": [ + "行业头部", + "阅文偏好" + ], + "云从科技": [ + "行业头部", + "微众偏好" + ], + "cloudwalk": [ + "行业头部", + "微众偏好" + ], + "云从": [ + "行业头部", + "微众偏好" + ], + "cloudwalk group": [ + "行业头部", + "微众偏好" + ], + "同盾科技": [ + "微众偏好" + ], + "同盾": [ + "微众偏好" + ], + "海致星图": [ + "微众偏好" + ], + "品钛科技控股公司": [ + "微众偏好" + ], + "品钛": [ + "微众偏好" + ], + "pintec": [ + "微众偏好" + ], + "钒钛智能": [ + "微众偏好" + ], + "慧安金科": [ + "微众偏好" + ], + "冰鉴": [ + "微众偏好" + ], + "ice kredit": [ + "微众偏好" + ], + "冰鉴科技": [ + "微众偏好" + ], + "第四范式": [ + "行业头部", + "微众偏好" + ], + "4 paradigm": [ + "行业头部", + "微众偏好" + ], + "众安服务": [ + "行业头部", + "微众偏好" + ], + "众安科技": [ + "行业头部", + "微众偏好" + ], + "众安": [ + "行业头部", + "微众偏好" + ], + "水滴保险经纪": [ + "微众偏好" + ], + "水滴保险": [ + "微众偏好" + ], + "鲸鹳": [ + "微众偏好" + ], + "保险极客": [ + "微众偏好" + ], + "平安": [ + "行业头部", + "微众偏好" + ], + "pingan": [ + "微众偏好" + ], + "爱保科技": [ + "微众偏好" + ], + "泰康在线财产保险": [ + "微众偏好" + ], + "泰康在线": [ + "微众偏好" + ], + "tk.cn insurance": [ + "微众偏好" + ], + "中国人民保险": [ + "微众偏好" + ], + "中国人保": [ + "微众偏好" + ], + "the people s insurance group of china": [ + "微众偏好" + ], + "栈略数据": [ + "微众偏好" + ], + "leapstack": [ + "微众偏好" + ], + "况客": [ + "微众偏好" + ], + "弘量智能": [ + "微众偏好" + ], + "弘量科技": [ + "微众偏好" + ], + "magnum research limited.": [ + "微众偏好" + ], + "国金涌富资产管理": [ + "微众偏好" + ], + "国金涌富": [ + "微众偏好" + ], + "熵简科技": [ + "微众偏好" + ], + "铂诺计算": [ + "微众偏好" + ], + "标贝": [ + "微众偏好" + ], + "标贝科技": [ + "微众偏好" + ], + "硅基智能": [ + "微众偏好" + ], + "silicon intelligence": [ + "微众偏好" + ], + "智齿博创": [ + "微众偏好" + ], + "智齿科技": [ + "微众偏好" + ], + "容联易通": [ + "微众偏好" + ], + "容联云通讯": [ + "微众偏好" + ], + "iflytek": [ + "行业头部多元化", + "微众偏好" + ], + "沃丰时代数据": [ + "微众偏好" + ], + "udesk": [ + "微众偏好" + ], + "口袋财富": [ + "微众偏好" + ], + "理财魔方": [ + "微众偏好" + ], + "蘑菇人工智能": [ + "微众偏好" + ], + "蘑菇智能": [ + "微众偏好" + ], + "灵犀智投": [ + "微众偏好" + ], + "数行": [ + "微众偏好" + ], + "数行科技": [ + "微众偏好" + ], + "北京知因智慧科技": [ + "微众偏好" + ], + "知因智慧": [ + "微众偏好" + ], + "颖投": [ + "微众偏好" + ], + "妙盈科技": [ + "微众偏好" + ], + "miotech": [ + "微众偏好" + ], + "旷视科技": [ + "行业头部", + "微众偏好" + ], + "megvii": [ + "行业头部", + "微众偏好" + ], + "旷视金智": [ + "行业头部", + "微众偏好" + ], + "旷云金智": [ + "行业头部", + "微众偏好" + ], + "旷镜博煊": [ + "行业头部", + "微众偏好" + ], + "商汤": [ + "行业头部", + "微众偏好" + ], + "beijing sensetime": [ + "行业头部", + "微众偏好" + ], + "sensetime": [ + "行业头部", + "微众偏好" + ], + "拉卡拉支付": [ + "微众偏好" + ], + "拉卡拉": [ + "微众偏好" + ], + "中国银联": [ + "行业头部多元化", + "微众偏好" + ], + "云闪付": [ + "微众偏好" + ], + "依图": [ + "微众偏好" + ], + "yitu": [ + "微众偏好" + ], + "百融云创": [ + "微众偏好" + ], + "交叉": [ + "微众偏好" + ], + "交叉科技": [ + "微众偏好" + ], + "鸟瞰智能": [ + "微众偏好" + ], + "追一": [ + "微众偏好" + ], + "追一科技": [ + "微众偏好" + ], + "zhuiyi": [ + "微众偏好" + ], + "jd digits": [ + "行业头部多元化", + "微众偏好" + ], + "壹账通金融": [ + "微众偏好" + ], + "金融壹账通": [ + "行业头部", + "微众偏好" + ], + "oneconnect": [ + "微众偏好" + ], + "蚂蚁": [ + "行业头部多元化", + "微众偏好" + ], + "蚂蚁集团": [ + "行业头部多元化", + "微众偏好" + ], + "ant": [ + "行业头部多元化", + "微众偏好" + ], + "ant group": [ + "行业头部多元化", + "微众偏好" + ], + "ant financial services group": [ + "行业头部多元化", + "微众偏好" + ], + "支付宝": [ + "微众偏好", + "综合大厂" + ], + "余额宝": [ + "行业头部多元化", + "微众偏好" + ], + "花呗": [ + "行业头部多元化", + "微众偏好" + ], + "相互宝": [ + "行业头部多元化", + "微众偏好" + ], + "网商银行": [ + "行业头部多元化", + "微众偏好" + ], + "芝麻信用": [ + "行业头部多元化", + "微众偏好" + ], + "蚂蚁财富": [ + "行业头部多元化", + "微众偏好" + ], + "罗汉堂": [ + "行业头部多元化", + "微众偏好" + ], + "度小满": [ + "微众偏好" + ], + "度小满金融": [ + "微众偏好" + ], + "du xiaoman financial": [ + "微众偏好" + ], + "百度金融": [ + "微众偏好" + ], + "腾讯金融": [ + "微众偏好" + ], + "tencent financial": [ + "微众偏好" + ], + "fit": [ + "微众偏好" + ], + "财付通": [ + "微众偏好" + ], + "苏宁金融服务": [ + "微众偏好" + ], + "苏宁金融": [ + "微众偏好" + ], + "financesn": [ + "微众偏好" + ], + "陆家嘴国际金融资产交易市场": [ + "行业头部", + "微众偏好" + ], + "lufax": [ + "行业头部", + "微众偏好" + ], + "中移动金融": [ + "微众偏好" + ], + "移动金融": [ + "微众偏好" + ], + "中移金科": [ + "微众偏好" + ], + "china mobile financial": [ + "微众偏好" + ], + "信也": [ + "微众偏好" + ], + "拍拍贷": [ + "微众偏好" + ], + "finvolution group": [ + "微众偏好" + ], + "招商云创": [ + "微众偏好" + ], + "云知声智能": [ + "微众偏好", + "行业好公司" + ], + "云知声": [ + "微众偏好", + "行业好公司" + ], + "unisound ai": [ + "微众偏好" + ], + "the 4 th paradigm": [ + "微众偏好" + ], + "百度网讯": [ + "微众偏好" + ], + "飞桨": [ + "微众偏好" + ], + "paddlepaddle": [ + "微众偏好" + ], + "beijing baidu netcom science and": [ + "微众偏好" + ], + "百度在线网络": [ + "行业头部多元化", + "微众偏好" + ], + "百度": [ + "行业头部多元化", + "微众偏好" + ], + "baidu": [ + "行业头部多元化", + "微众偏好" + ], + "百度文学": [ + "行业头部多元化", + "微众偏好" + ], + "百度地图": [ + "行业头部多元化", + "微众偏好" + ], + "百度视频": [ + "行业头部多元化", + "微众偏好" + ], + "百度钱包": [ + "行业头部多元化", + "微众偏好" + ], + "百度秀": [ + "行业头部多元化", + "微众偏好" + ], + "百度云": [ + "行业头部多元化", + "微众偏好" + ], + "百度网盘": [ + "行业头部多元化", + "微众偏好" + ], + "百度智能云": [ + "行业头部多元化", + "微众偏好" + ], + "百度糯米网": [ + "行业头部多元化", + "微众偏好" + ], + "百度手机": [ + "行业头部多元化", + "微众偏好" + ], + "百度开放平台": [ + "行业头部多元化", + "微众偏好" + ], + "百度apollo": [ + "行业头部多元化", + "微众偏好" + ], + "百度百科": [ + "行业头部多元化", + "微众偏好" + ], + "百度贴吧": [ + "行业头部多元化", + "微众偏好" + ], + "虎博": [ + "微众偏好" + ], + "tigerobo": [ + "微众偏好" + ], + "shanghai yerui information": [ + "微众偏好" + ], + "pactera": [ + "微众偏好" + ], + "甲骨文中国": [ + "微众偏好", + "综合大厂" + ], + "甲骨文": [ + "微众偏好", + "综合大厂" + ], + "oracle": [ + "微众偏好", + "综合大厂" + ], + "oracle china software system": [ + "微众偏好" + ], + "思爱普中国": [ + "微众偏好" + ], + "思爱普": [ + "微众偏好" + ], + "sap": [ + "微众偏好" + ], + "sap china": [ + "微众偏好" + ], + "salesforce.com ,": [ + "微众偏好" + ], + "赛富时": [ + "微众偏好" + ], + "salesforce": [ + "微众偏好", + "综合大厂" + ], + "前海微众银行": [ + "微众偏好", + "综合大厂" + ], + "微众银行": [ + "微众偏好", + "综合大厂" + ], + "webank": [ + "微众偏好", + "综合大厂" + ], + "新网银行": [ + "微众偏好" + ], + "xwbank": [ + "微众偏好" + ], + "sichuan xwbank": [ + "微众偏好" + ], + "中信百信银行": [ + "微众偏好" + ], + "百信银行": [ + "微众偏好" + ], + "citic aibank limited": [ + "微众偏好" + ], + "奇步天下": [ + "微众偏好" + ], + "360数科": [ + "微众偏好" + ], + "beijing odd step the world": [ + "微众偏好" + ], + "马上消费金融": [ + "行业头部", + "微众偏好" + ], + "马上金融": [ + "微众偏好" + ], + "mashang consumer finance": [ + "行业头部", + "微众偏好" + ], + "微众信用": [ + "微众偏好" + ], + "微众信科": [ + "微众偏好" + ], + "中企云链金融信息服务": [ + "微众偏好" + ], + "中企云链": [ + "微众偏好" + ], + "招联消费金融": [ + "行业头部", + "微众偏好" + ], + "mucfc": [ + "微众偏好" + ], + "merchants union consumer finance": [ + "行业头部", + "微众偏好" + ], + "汇立金融": [ + "微众偏好" + ], + "welab": [ + "微众偏好" + ], + "乐信控股": [ + "微众偏好", + "行业好公司" + ], + "乐信": [ + "微众偏好", + "行业好公司" + ], + "lexin": [ + "微众偏好" + ], + "shenzhen lexin holding": [ + "微众偏好", + "行业好公司" + ], + "快钱支付清算": [ + "微众偏好" + ], + "快钱": [ + "微众偏好" + ], + "kuaiqian": [ + "微众偏好" + ], + "kuaiqian payment and settlement service": [ + "微众偏好" + ], + "连连银通电子支付": [ 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], + "credit suisse": [ + "微众偏好" + ], + "华云中盛科技": [ + "微众偏好" + ], + "华云中盛": [ + "微众偏好" + ], + "德勤管理咨询": [ + "微众偏好" + ], + "富邦华一银行": [ + "微众偏好", + "行业好公司" + ], + "fubon": [ + "微众偏好", + "行业好公司" + ], + "富邦金控": [ + "微众偏好", + "行业好公司" + ], + "富邦华一": [ + "微众偏好", + "行业好公司" + ], + "富邦银行": [ + "微众偏好", + "行业好公司" + ], + "富邦产险": [ + "微众偏好", + "行业好公司" + ], + "富邦证券": [ + "微众偏好", + "行业好公司" + ], + "富邦投信": [ + "微众偏好", + "行业好公司" + ], + "探迹科技": [ + "微众偏好", + "行业好公司" + ], + "探迹": [ + "微众偏好", + "行业好公司" + ], + "tungee": [ + "微众偏好", + "行业好公司" + ], + "易联支付": [ + "微众偏好", + "行业好公司" + ], + "payeco": [ + "微众偏好", + "行业好公司" + ], + "网联清算": [ + "微众偏好", + "行业好公司" + ], + "nyse:cmcm": [ + "行业头部多元化", + "微众偏好" + ], + "金山网络": [ + "行业头部多元化", + "微众偏好" + ], + "猎户星空": [ + "行业头部多元化", + "微众偏好" + ], + "猎豹浏览器": [ + "行业头部多元化", + "微众偏好" + ], + "猎豹清理大师": [ + "行业头部多元化", + "微众偏好" + ], + "猎豹安全大师": [ + "行业头部多元化", + "微众偏好" + ], + "豹来电": [ + "行业头部多元化", + "微众偏好" + ], + "趣输入": [ + "行业头部多元化", + "微众偏好" + ], + "钢琴块2": [ + "行业头部多元化", + "微众偏好" + ], + "滚动的天空": [ + "行业头部多元化", + "微众偏好" + ], + "跳舞的线": [ + "行业头部多元化", + "微众偏好" + ], + "砖块消消消": [ + "行业头部多元化", + "微众偏好" + ], + "live.me": [ + "行业头部多元化", + "微众偏好" + ], + "豹小秘": [ + "行业头部多元化", + "微众偏好" + ], + "豹咖啡": [ + "行业头部多元化", + "微众偏好" + ], + "豹小贩": [ + "行业头部多元化", + "微众偏好" + ], + "小豹ai翻译棒": [ + "行业头部多元化", + "微众偏好" + ], + "迅雷": [ + "行业头部", + "微众偏好" + ], + "xunlei networking technologies": [ + "行业头部", + "微众偏好" + ], + "xunlei": [ + "行业头部", + "微众偏好" + ], + "迅雷集团": [ + "行业头部", + "微众偏好" + ], + "迅雷网络": [ + "行业头部", + "微众偏好" + ], + "迅雷看看": [ + "行业头部", + "微众偏好" + ], + "妙镜vr": [ + "行业头部", + "微众偏好" + ], + "图记": [ + "行业头部", + "微众偏好" + ], + "网心": [ + "行业头部", + "微众偏好" + ], + "迅雷网文化": [ + "行业头部", + "微众偏好" + ], + "卓联软件": [ + "行业头部", + "微众偏好" + ], + "北京网心科技": [ + "行业头部", + "微众偏好" + ], + "迅雷区块链": [ + "行业头部", + "微众偏好" + ], + "迅雷之锤": [ + "行业头部", + "微众偏好" + ], + "阿里健康": [ + "微众偏好", + "综合大厂" + ], + "阿里影业": [ + "微众偏好", + "综合大厂" + ], + "安居客": [ + "微众偏好", + "综合大厂" + ], + "菜鸟网络": [ + "微众偏好", + "综合大厂" + ], + "高德": [ + "微众偏好", + "综合大厂" + ], + "考拉": [ + "微众偏好", + "综合大厂" + ], + "口碑": [ + "微众偏好", + "综合大厂" + ], + "盒马": [ + "微众偏好", + "综合大厂" + ], + "1688. com": [ + "微众偏好", + "综合大厂" + ], + "零售通": [ + "微众偏好", + "综合大厂" + ], + "全球速卖通": [ + "微众偏好", + "综合大厂" + ], + "阿里巴巴国际站": [ + "微众偏好", + "综合大厂" + ], + "飞猪": [ + "微众偏好", + "综合大厂" + ], + "大麦": [ + "微众偏好", + "综合大厂" + ], + "钉钉": [ + "微众偏好", + "综合大厂" + ], + "阿里通信": [ + "微众偏好", + "综合大厂" + ], + "优视": [ + "微众偏好", + "综合大厂" + ], + "友盟": [ + "微众偏好", + "综合大厂" + ], + "虾米": [ + "微众偏好", + "综合大厂" + ], + "阿里星球": [ + "微众偏好", + "综合大厂" + ], + "天猫精灵": [ + "微众偏好", + "综合大厂" + ], + "来往": [ + "微众偏好", + "综合大厂" + ], + "天天动听": [ + "微众偏好", + "综合大厂" + ], + "诚信通": [ + "微众偏好", + "综合大厂" + ], + "华为投资控股": [ + "微众偏好", + "综合大厂" + ], + "海思": [ + "微众偏好", + "综合大厂" + ], + "华为云": [ + "微众偏好", + "综合大厂" + ], + "鸿蒙": [ + "微众偏好", + "综合大厂" + ], + "华为通信": [ + "微众偏好", + "综合大厂" + ], + "讯联智付": [ + "微众偏好", + "综合大厂" + ], + "安捷信": [ + "微众偏好", + "综合大厂" + ], + "超聚变数字": [ + "微众偏好", + "综合大厂" + ], + "海思光电子": [ + 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[ + "行业头部", + "微众偏好" + ], + "moodys": [ + "行业头部", + "微众偏好" + ], + "简米": [ + "微众偏好", + "行业好公司" + ], + "简米网络": [ + "微众偏好", + "行业好公司" + ], + "ping": [ + "微众偏好", + "行业好公司" + ], + "fenxiangzhushou": [ + "微众偏好", + "行业好公司" + ], + "pingxx": [ + "微众偏好", + "行业好公司" + ], + "子瓜手虫电子商务": [ + "微众偏好", + "行业好公司" + ], + "乐信集团": [ + "微众偏好", + "行业好公司" + ], + "lexinfintech": [ + "微众偏好", + "行业好公司" + ], + "分期乐": [ + "微众偏好", + "行业好公司" + ], + "阿斯麦光刻设备": [ + "微众偏好", + "行业好公司" + ], + "阿斯麦": [ + "微众偏好", + "行业好公司" + ], + "asml": [ + "微众偏好", + "行业好公司" + ], + "asml软件研发中心": [ + "微众偏好", + "行业好公司" + ], + "聚爱聊": [ + "微众偏好" + ], + "金星创业投资": [ + "微众偏好" + ], + "瀚星创业投资": [ + "微众偏好" + ], + "深圳证券交易所": [ + "行业头部", + "微众偏好" + ], + "证券交易中心": [ + "行业头部", + "微众偏好" + ], + "深交所": [ + "行业头部", + "微众偏好" + ], + "顺丰控股": [ + "行业头部多元化", + "微众偏好" + ], + "顺丰": [ + "行业头部多元化", + "微众偏好" + ], + "顺丰速运": [ + "行业头部多元化", + "微众偏好" + ], + "sf express": [ + "行业头部多元化", + "微众偏好" + ], + "华多网络": [ + "行业头部", + "微众偏好" + ], + "yy": [ + "行业头部", + "微众偏好" + ], + 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], + "趣加游戏": [ + "行业头部" + ], + "华夏芯通用处理器(北京)": [ + "行业好公司" + ], + "华夏芯通用处理器": [ + "行业好公司" + ], + "通用处理器": [ + "行业好公司" + ], + "overstock": [ + "综合大厂" + ], + "数龙信息": [ + "行业好公司" + ], + "创景": [ + "行业好公司" + ], + "arm": [ + "行业头部多元化" + ], + "推特twitter": [ + "综合大厂" + ], + "天梯网络": [ + "行业好公司" + ], + "基分文化传播(上海)": [ + "行业好公司" + ], + "绝地": [ + "行业好公司" + ], + "hangzhou jedi": [ + "行业好公司" + ], + "爱数软件": [ + "行业好公司" + ], + "wg": [ + "行业头部" + ], + "wargaming chicago baltimore": [ + "行业头部" + ], + "战争公司": [ + "行业头部" + ], + "云畅游戏": [ + "行业好公司" + ], + "云畅(济南)": [ + "行业好公司" + ], + "工作日workday": [ + "综合大厂" + ], + "中兴电子科技": [ + "行业好公司" + ], + "中兴电子科技(福建)": [ + "行业好公司" + ], + "视源": [ + "行业好公司" + ], + "那朵花文化传播": [ + "行业好公司" + ], + "邹城市祥生房地产开发": [ + "行业好公司" + ], + "骏梦科技": [ + "行业好公司" + ], + "骏梦天空": [ + "行业好公司" + ], + "蓝港在线": [ + "行业好公司" + ], + "langang online beijing": [ + "行业好公司" + ], + "千橡": [ + "行业好公司" + ], + "人人网": [ + "行业好公司" + ], + "值得买": [ + "行业好公司" + ], + "苏州叠纸": [ + "行业头部" + ], + "龙渊网络": [ + "行业好公司" + ], + "龙渊网": [ + "行业好公司" + ], + "龙渊(成都)": [ + "行业好公司" + ], + "普强": [ + "行业好公司" + ], + "雪宝": [ + "行业好公司" + ], + "idreamsky": [ + "行业好公司" + ], + "泰康之家投资": [ + "行业好公司" + ], + "泰康之家投资(北京)": [ + "行业好公司" + ], + "阳光城物业服务": [ + "行业好公司" + ], + "阳光城物业服务(福建)": [ + "行业好公司" + ], + "创维rgb电子": [ + "行业好公司" + ], + "创维rgb电子(深圳)": [ + "行业好公司" + ], + "邦奇": [ + "行业好公司" + ], + "天凡": [ + "行业好公司" + ], + "奥多比系统adobe": [ + "综合大厂" + ], + "无端": [ + "行业好公司" + ], + "sabre": [ + "综合大厂" + ], + "恺英网络": [ + "行业好公司" + ], + "迅升": [ + "行业好公司" + ], + "朴朴电商": [ + "行业好公司" + ], + "快仓": [ + "行业好公司" + ], + "快仓智能(上海)": [ + "行业好公司" + ], + "通联": [ + "行业好公司" + ], + "索尼互动娱乐": [ + "行业头部" + ], + "索尼公司": [ + "行业头部" + ], + "光环": [ + "行业好公司" + ], + "飞鱼国际": [ + "行业好公司" + ], + "feiyu international compan": [ + "行业好公司" + ], + "联众互动(北京)": [ + "行业好公司" + ], + "联众大厅": [ + "行业好公司" + ], + "ourgame": [ + "行业好公司" + ], + "游讯在线": [ + "行业好公司" + ], + "华样人生体育文化": [ + "行业好公司" + ], + "联众世界": [ + "行业好公司" + ], + "乐天lotte": [ + "综合大厂" + ], + "groupon": [ + "综合大厂" + ], + "世嘉sega": [ + "行业头部" + ], + "灿和兄弟(深圳)": [ + "行业好公司" + ], + "淘米(上海)": [ + "行业好公司" + ], + "欣圣": [ + "行业好公司" + ], + "淘米网": [ + "行业好公司" + ], + "中手游(深圳市)": [ + "行业好公司" + ], + "创成": [ + "行业好公司" + ], + "郡阳": [ + "行业好公司" + ], + "梦逐": [ + "行业好公司" + ], + "广敞": [ + "行业好公司" + ], + "华孚": [ + "行业好公司" + ], + "紫翊": [ + "行业好公司" + ], + "亿歌": [ + "行业好公司" + ], + "suzhou gamefriend network": [ + "行业好公司" + ], + "suzhou juhe network": [ + "行业好公司" + ], + "聚合传奇": [ + "行业好公司" + ], + "聚和": [ + "行业好公司" + ], + "幻塔网络": [ + "行业好公司" + ], + "游道易网络文化": [ + "行业好公司" + ], + "beijing yodo 1 network culture": [ + "行业好公司" + ], + "游道易网络": [ + "行业好公司" + ], + "力新": [ + "行业好公司" + ], + "微护照weipass": [ + "行业好公司" + ], + "wayfair": [ + "综合大厂" + ], + "pubg": [ + "行业头部" + ], + "派酷": [ + "行业好公司" + ], + "shanghai shengku network": [ + "行业好公司" + ], + "伽马新媒文化传播": [ + "行业好公司" + ], + "菲鹏": [ + "行业好公司" + ], + "yandex": [ + "综合大厂" + ], + "多益(广州)": [ + "行业好公司" + ], + "黑帆": [ + "行业好公司" + ], + "狸猫": [ + "行业好公司" + ], + "安维尔(上海)": [ + "行业好公司" + ], + "竞技世界(成都)": [ + "行业好公司" + ], + "jjworld beijing network": [ + "行业好公司" + ], + "jjworld": [ + "行业好公司" + ], + "zenimax media": [ + "行业头部" + ], + "贝塞斯达": [ + "行业头部" + ], + "友塔游戏": [ + "行业好公司" + ], + "guangzhou qingtianzhu network": [ + "行业好公司" + ], + "擎天柱(广州市)": [ + "行业好公司" + ], + "星河时代": [ + "行业好公司" + ], + "数说故事(广州)": [ + "行业好公司" + ], + "shanghai leshu information": [ + "行业好公司" + ], + "游苑": [ + "行业好公司" + ], + "灵擎": [ + "行业好公司" + ], + "逗游": [ + "行业好公司" + ], + "亲婴": [ + "行业好公司" + ], + "趣抓": [ + "行业好公司" + ], + "337平台": [ + "行业好公司" + ], + "行云": [ + "行业好公司" + ], + "cn elex": [ + "行业好公司" + ], + "elex wireless": [ + "行业好公司" + ], + "浮云": [ + "行业好公司" + ], + "shenzhen bshark limited": [ + "行业好公司" + ], + "创思教育(东莞市)": [ + "行业好公司" + ], + "创思教育": [ + "行业好公司" + ], + "骏伯网络": [ + "行业好公司" + ], + "游卡": [ + "行业好公司" + ], + "游族网络": [ + "行业好公司" + ], + "游族(南京)": [ + "行业好公司" + ], + "广州要玩娱乐": [ + "行业好公司" + ], + "要玩娱乐(广州)": [ + "行业好公司" + ], + "东方融资网": [ + "行业好公司" + ], + "点点互动(北京)": [ + "行业好公司" + ], + "funplusgame": [ + "行业好公司" + ], + "grubhub": [ + "综合大厂" + ], + "闪殿": [ + "行业好公司" + ], + "popup union": [ + "行业好公司" + ], + "抱一": [ + "行业好公司" + ], + "stitch fix": [ + "综合大厂" + ], + "宝开游戏": [ + "行业头部" + ], + "维瑟罗游戏": [ + "行业头部" + ], + "锦游": [ + "行业好公司" + ], + "佰钧成(苏州)": [ + "行业好公司" + ], + "shanghai 37 wan network": [ + "行业好公司" + ], + "37. com": [ + "行业好公司" + ], + "星众": [ + "行业好公司" + ], + "shanghai hard communication network": [ + "行业好公司" + ], + "37 wan": [ + "行业好公司" + ], + "硬通": [ + "行业好公司" + ], + "冠航": [ + "行业好公司" + ], + "尚轩": [ + "行业好公司" + ], + "三七": [ + "行业好公司" + ], + "尚趣玩": [ + "行业好公司" + ], + "黑湖": [ + "行业好公司" + ], + "星河产业投资运营": [ + "行业好公司" + ], + "星河产业投资运营(深圳市)": [ + "行业好公司" + ], + "asos": [ + "综合大厂" + ], + "微盟新媒体": [ + "行业头部" + ], + "td": [ + "行业好公司" + ], + "育碧电脑软件": [ + "行业头部" + ], + "向日葵娱乐互动": [ + "行业头部" + ], + "育碧娱乐": [ + "行业头部" + ], + "育碧电脑": [ + "行业头部" + ], + "安畅网络": [ + "行业好公司" + ], + "银星": [ + "行业好公司" + ], + "cndw": [ + "行业好公司" + ], + "dovo technology.inc": [ + "行业好公司" + ], + "天象": [ + "行业好公司" + ], + "天象互动": [ + "行业好公司" + ], + "乐牛软件": [ + "行业好公司" + ], + "亿客行咨询服务": [ + "综合大厂" + ], + "亿客行咨询服务(北京)": [ + "综合大厂" + ], + "亿客行": [ + "综合大厂" + ], + "expedia": [ + "综合大厂" + ] +} \ No newline at end of file diff --git a/deepdoc/parser/resume/entities/res/good_corp.json b/deepdoc/parser/resume/entities/res/good_corp.json new file mode 100644 index 0000000000000000000000000000000000000000..e2a89a46cdbf9305b2a019e30c78f25a3f30d13f --- /dev/null +++ b/deepdoc/parser/resume/entities/res/good_corp.json @@ -0,0 +1,911 @@ +[ + "google assistant investments", + "amazon", + "dingtalk china information", + "zhejiang alibaba communication", + "yunos", + "腾讯云", + "新浪新闻", + "网邻通", + "蚂蚁集团", + "大疆", + "恒生股份", + "sf express", + "智者天下", + "shanghai hema network", + "papayamobile", + "lexinfintech", + "industrial consumer finance", + "360搜索", + "世纪光速", + "迅雷区块链", + "赛盒科技", + "齐力电子商务", + "平安养老险", + "平安证券", + "平安好贷", + "五八新服", + "呯嘭智能", + "阿里妈妈", + "mdt", + "tencent", + "weibo", + "浪潮软件", + "阿里巴巴广告", + "mashang consumer finance", + "维沃", + "hqg , limited", + "moodys", + "搜狐支付", + "百度秀", + "新浪服务", + "零售通", + "同城艺龙", + "虾米音乐", + "贝壳集团", + "小米有品", + "滴滴自动驾驶", + "图记", + "阿里影业", + "卓联软件", + "zhejiang tmall", + "谷歌中国", + "hithink flush", + "时装科技", + "程会玩国际旅行社", + "amazon china holding limited", + "中信消金", + "当当比特物流", + "新浪新媒体咨询", + "tongcheng network", + "金山在线", + "shopping cart", + "犀互动", + "五八", + "bilibili", + "阿里星球", + "滴滴金科服务", + "美团", + "哈啰出行", + "face", + "平安健康", + "招商银行", + "连亚", + "盒马网络", + "b站", + "华为机器", + "shanghai mdt infotech", + "ping an healthkonnect", + "beijing home link real estate broker", + "花海仓", + "beijing jingdong shangke information", + "微影智能", + "酷狗游戏", + "health.pingan.com", + "众安", + "陌陌", + "海康威视数字", + "同程网", + "艾丁金融", + "知乎", + " lu", + "国际商业机器公司", + "捷信消费金融", + "恒生利融", + "china merchants bank", + "企鹅电竞", + "捷信信驰", + "360智能家居", + "小桔车服", + "homecredit", + "皮皮虾", + "畅游", + "聚爱聊", + "suning.com", + "途牛旅游网", + "花呗", + "盈店通", + "sina", + "阿里巴巴音乐", + "华为技术有限公司", + "国付宝", + "shanghai lianshang network", + "oppo", + "华为投资控股", + "beijing sohu new media information", + "times square", + "菜鸟物流", + "lingxing", + "jd digits", + "同程旅游", + "分期乐", + "火锅视频", + "天天快报", + "猎豹移动", + "五八人力资源", + "宝宝树", + "顺丰科技", + "上海西翠", + "诗程文化传播", + "dewu", + "领星网络", + "aliexpress", + "贝塔通科技", + "链家", + "花小猪", + "趣输入", + "搜狐新媒体", + "一淘", + "56", + "qq阅读", + "青桔单车", + "iflytek", + "每日优鲜电子商务", + "腾讯觅影", + "微医", + "松果网", + "paypal", + "递瑞供应链管理", + "领星", + "qunar", + "三快", + "lu.com", + "携程旅行网", + "新潮传媒", + "链家经纪", + "景域文化", + "阿里健康", + "pingpeng", + "聚划算", + "零机科技", + "街兔电单车", + "快乐购", + "华为数字能源", + "搜狐", + "陆家嘴国际金融资产交易市场", + "nanjing tuniu", + "亚马逊", + "苏宁易购", + "携程旅游", + "苏宁金服", + "babytree", + "悟空问答", + "同花顺", + "eastmoney", + "浪潮信息", + "滴滴智慧交通", + "beijing ruixun lingtong", + "平安综合金融服务", + "爱奇艺", + "小米集团", + "华为云", + "微店", + "恒生集团", + "网易有道", + "boccfc", + "世纪思速科技", + "海康消防", + "beijing xiaomi", + "众安科技", + "五八同城", + "霆程汽车租赁", + "云卖分销", + "乐信集团", + "蚂蚁", + "舶乐蜜电子商务", + "支付宝中国", + "砖块消消消", + "vivo", + "阿里互娱", + "中国平安", + "lingxihudong", + "百度网盘", + "1号店", + "字节跳动", + "京东科技", + "驴妈妈兴旅国际旅行社", + "hangzhou alibaba music", + "xunlei", + "灵犀互动娱乐", + "快手", + "youtube", + "连尚慧眼", + "腾讯体育", + "爱商在线", + "酷我音乐", + "金融壹账通", + "搜狗服务", + "banma information", + "a站", + "罗汉堂", + "薇仕网络", + "搜狐新闻", + "贝宝", + "薇仕", + "口袋时尚科技", + "穆迪咨询", + "新狐投资管理", + "hikvision", + "alimama china holding limited", + "超聚变数字", + "腾讯视频", + "恒生电子", + "百度游戏", + "绿洲", + "木瓜移动", + "红袖添香", + "店匠科技", + "易贝", + "一淘网", + "博览群书", + "唯品会", + "lazglobal", + "amap", + "芒果网", + "口碑", + "海康慧影", + "腾讯音乐娱乐", + "网易严选", + "微信", + "shenzhen lexin holding", + "hangzhou pingpeng intelligent", + "连尚网络", + "海思", + "isunor", + "蝉翼", + "阿里游戏", + "广州优视", + "优视", + "腾讯征信", + "识装", + "finserve.pingan.com", + "papaya", + "阅文", + "平安健康保险", + "考拉海购", + "网易印象", + "wifi万能钥匙", + "新浪互联服务", + "亚马逊云科技", + "迅雷看看", + "华为朗新科技", + "adyen hong kong limited", + "谷歌", + "得物", + "网心", + "cainiao network", + "沐瞳", + "linkedln", + "hundsun", + "阿里旅行", + "珍爱网", + "阿里巴巴通信", + "金山奇剑", + "tongtool", + "华为安捷信电气", + "快乐时代", + "平安寿险", + "微博", + "微跳蚤", + "oppo移动通信", + "毒", + "alimama", + "shoplazza", + "shenzhen dianjiang science and", + "众鸣世科", + "平安金融", + "狐友", + "维沃移动通信", + "tobosoft", + "齐力电商", + "ali", + "诚信通", + "行吟", + "跳舞的线", + "橙心优选", + "众安健康", + "亚马逊中国投资", + "德絮投资管理中心合伙", + "招联消费金融", + "百度文学", + "芝麻信用", + "阿里零售通", + "时装", + "花样直播", + "sogou", + "uc", + "海思半导体", + "zhongan online p&c insurance", + "新浪数字", + "驴妈妈旅游网", + "华为数字能源技术", + "京东数科", + "oracle", + "xiaomi", + "nyse", + "阳光消费金融", + "天天动听", + "大众点评", + "上海瑞家", + "trustpass", + "hundsun technologies", + "美团小贷", + "ebay", + "通途", + "tcl", + "鸿蒙", + "酷狗计算机", + "品诺保险", + "capitalg", + "康盛创想", + "58同城", + "闲鱼", + "微软", + "吉易付科技", + "理财通", + "ctrip", + "yy", + "华为数字", + "kingsoft", + "孙宁金融", + "房江湖经纪", + "youku", + "ant financial services group", + "盒马", + "sensetime", + "伊千网络", + "小豹ai翻译棒", + "shopify", + "前海微众银行", + "qd", + "gmail", + "pingpong", + "alibaba group holding limited", + "捷信时空电子商务", + "orientsec", + "乔戈里管理咨询", + "ant", + "锐讯灵通", + "兴业消费金融", + "京东叁佰陆拾度电子商务", + "新浪", + "优酷土豆", + "海康机器人", + "美团单车", + "海康存储", + "领英", + "阿里全球速卖通", + "美菜网", + "京邦达", + "安居客", + "阿里体育", + "相互宝", + "cloudwalk", + "百度智能云", + "贝壳", + "酷狗", + "sunshine consumer finance", + "掌宜", + "奇酷网", + "核新同花顺", + "阿里巴巴影业", + "节创", + "学而思网校", + "速途", + "途牛", + "阿里云计算", + "beijing sensetime", + "alibaba cloud", + "西瓜视频", + "美团优选", + "orient securities limited", + "华为朗新", + "店匠", + "shanghai weishi network", + "友盟", + "飞猪旅行", + "滴滴出行", + "alipay", + "mogu", + "dangdang", + "大麦网", + "汉军智能系统", + "百度地图", + "货车帮", + "狐狸金服", + "众安在线保险经纪", + "华为通信", + "新浪支付", + "zhihu", + "alibaba cloud computing", + "沙发视频", + "金山软件", + "ping an good doctor", + "携程", + "脉脉", + "youku information beijing", + "zhongan", + "艾丁软件", + "乒乓智能", + "蘑菇街", + "taobao", + "华为技术服务", + "仕承文化传播", + "安捷信", + "狐狸互联网小额贷款", + "节点迅捷", + "中国银行", + "搜镇", + "众安在线", + "dingtalk", + "云从科技", + "beijing jingbangda trade", + "moody s", + "滚动的天空", + "yl.pingan.com", + "奇虎", + "alihealth", + "芒果tv", + "lufax", + "美团打车", + "小桔", + "贝壳找房网", + "小米科技", + "vips", + "kindle", + "亚马逊服务", + "citic consumer finance", + "微众", + "搜狗智慧互联网医院", + "盒马鲜生", + "life.pinan.com", + "ph.com.cn", + "银联", + "cmbchina", + "平安金融科技咨询", + "微保", + "甲骨文中国", + "飞书", + "koubei shanghai information", + "企鹅辅导", + "斑马", + "平安租赁", + "云从", + "马上消费", + "hangzhou ali baba advertising", + "金山", + "赛盒", + "科大讯飞", + "金星创业投资", + "平安国际融资租赁", + "360你财富", + "西山居", + "shenzhen qianhai fourth paradigm data", + "海思光电子", + "猎户星空", + "网易公司", + "浪潮", + "粒粒橙传媒", + "招联金融", + "100. me", + "捷信信驰咨询", + "唯品仓", + "orient", + "趣拿", + "摩拜单车", + "天猫精灵", + "菜鸟", + "豹小贩", + "去哪儿", + "米家", + "哈啰单车", + "搜狐体育", + "shopify payments usa", + "高德软件", + "讯联智付", + "乐信", + "唯你搭", + "第四范式", + "菜鸟网络", + "同程", + "yy语音", + "浪潮云", + "东财", + "淘宝", + "寻梦", + "citic securities limited", + "青橙之旅", + "阿里巴巴", + "番茄小说", + "上海亿贝", + "inspur", + "babytree inc", + "海康智慧产业股权投资基金合伙合伙", + "adyen", + "艺龙", + "蚂蚁金服", + "平安金服", + "百度百科", + "unionpay", + "当当", + "阅文集团", + "东方财富", + "东方证券", + "哈罗单车", + "优酷", + "海康", + "alipay china network", + "网商银行", + "钧正", + "property.pingan.com", + "豹咖啡", + "网易", + "我爱cba", + "theduapp", + "360", + "金山数字娱乐", + "新浪阅读", + "alibabagames", + "顺丰", + "支点商贸", + "同程旅行", + "citic securities", + "ele.com", + "tal", + "fresh hema", + "运满满", + "贝壳网", + "酷狗音乐", + "鲜城", + "360健康", + "浪潮世科", + "迅雷网络", + "哔哩哔哩", + "华为电动", + "淘友天下", + "华多网络", + "xunlei networking technologies", + "云杉", + "当当网电子商务", + "津虹网络", + "wedoc cloud hangzhou holdings", + "alisports shanghai", + "旷视金智", + "钉钉中国", + "微影", + "金山快快", + "亿贝", + "wedoc", + "autonavi", + "哈啰助力车", + "google cloud", + "新浪乐居", + "京东股票", + "搜狗智慧远程医疗中心", + "中银消金", + "merchants union consumer finance", + "王者荣耀", + "百度手机", + "美团民宿", + "kaola", + "小屋", + "金山网络", + "来往", + "顺丰速运", + "腾讯课堂", + "百度在线网络", + "美团买菜", + "威视汽车", + "uc mobile", + "来赞达", + "平安健康医疗", + "豹小秘", + "尚网", + "哈勃投资", + " ping an insurance group of china ,", + "小米", + "360好药", + "qq音乐", + "lingxigames", + "faceu激萌", + "搜狗", + "sohu", + "满帮", + "vipshop", + "wishpost", + "金山世游", + "shanghai yibaimi network", + "1688", + "海康汽车", + "顺丰控股", + "华为", + "妙镜vr", + "paybkj.com", + "hellobike", + "豹来电", + "京东", + "驴妈妈", + "momo", + "平安健康险", + "哈勃科技", + "美菜", + "众安在线财产保险", + "海康威视", + "east money information", + "阿里云", + "蝉游记", + "余额宝", + "屋客", + "滴滴", + "shopify international limited", + "百度", + "阿里健康中国", + "阿里通信", + "微梦创科", + "微医云", + "轻颜相机", + "搜易居", + "趣店集团", + "美团云", + "ant group", + "金山云", + "beijing express hand", + "觅觅", + "支付宝", + "滴滴承信科技咨询服务", + "拼多多", + "众安运动", + "乞力电商", + "youcash", + "唯品金融", + "陆金所", + "本地生活", + "sz dji", + "海康智能", + "魔方网聘", + "青藤大学", + "international business machines", + "学而思", + "beijing zhongming century science and", + "猎豹清理大师", + "asinking", + "高德", + "苏宁", + "优酷网", + "艾丁", + "中银消费金融", + "京东健康", + "五八教育", + "pingpongx", + "搜狐时尚", + "阿里广告", + "平安财险", + "中邮消金", + "etao", + "怕怕", + "nyse:cmcm", + "华为培训中心", + "高德地图", + "云狐天下征信", + "大疆创新", + "连尚", + "壹佰米", + "康健公司", + "iqiyi.com", + "360安全云盘", + "馒头直播", + "淘友网", + "东方赢家", + "bank of china", + "微众银行", + "阿里巴巴国际站", + "虾米", + "去哪儿网", + "ctrip travel network shanghai", + "潇湘书院", + "腾讯", + "快乐阳光互动娱乐传媒", + "迅雷", + "weidian", + "滴滴货运", + "ping an puhui enterprise management", + "新浪仓石基金销售", + "搜狐焦点", + "alibaba pictures", + "wps", + "平安", + "lazmall", + "百度开放平台", + "兴业消金", + " 珍爱网", + "京东云", + "小红书", + "1688. com", + "如视智数", + "missfresh", + "pazl.pingan.cn", + "平安集团", + "kugou", + "懂车帝", + "斑马智行", + "浪潮集团", + "netease hangzhou network", + "pagd.net", + "探探", + "chinaliterature", + "amazon亚马逊", + "alphabet", + "当当文创手工艺品电子商务", + "五八邦", + "shenzhen zhenai network information", + "lingshoutong", + "字节", + "lvmama", + "金山办公", + "众安保险", + "时装信息", + "优视科技", + "guangzhou kugou", + "ibm", + "滴滴打车", + "beijing sogou information service", + "megvii", + "健谈哥", + "cloudwalk group", + "蜂联科技", + "冬云", + "京东尚科", + "钢琴块2", + "京东世纪", + "商汤", + "众鸣世纪", + "腾讯音乐", + "迅雷网文化", + "华为云计算技术", + "live.me", + "全球速卖通", + "快的打车", + "hello group inc", + "美丽说", + "suning", + "opengauss", + "lazada", + "tmall", + "acfun", + "当当网", + "中银", + "旷视科技", + "百度钱包", + "淘宝网", + "新浪微博", + "迅雷集团", + "中信消费金融", + "学而思教育", + "平安普惠", + "悟空跨境", + "irobotbox", + "平安产险", + "inspur group", + "世纪卓越快递服务", + "奇虎360", + "webank", + "偶藻", + "唯品支付", + "腾讯云计算", + "众安服务", + "亿之唐", + "beijing 58 information ttechnology", + "平安好医生", + "迅雷之锤", + "旅行小账本", + "芒果游戏", + "新浪传媒", + "旷镜博煊", + "全民k歌", + "滴滴支付", + "北京网心科技", + "挂号网", + "萤石", + "chinavision media group limited", + "猎豹安全大师", + "cmcm", + "趣店", + "蚂蚁财富", + "商汤科技", + "甲骨文", + "百度云", + "百度apollo", + "19 pay", + "stock.pingan.com", + "tiktok", + "alibaba pictures group limited", + "ele", + "考拉", + "天猫", + "腾讯优图", + "起点中文网", + "百度视频", + "shanghai bili bili", + "京东物流", + "ebay marketplaces gmbh", + "alibaba sport", + "wish", + "阿里巴巴中国", + "中国银联", + "alibaba china network", + "china ping an property insurance", + "百度糯米网", + "微软中国", + "一九付", + "4 paradigm", + "叮咚买菜", + "umeng", + "众鸣科技", + "平安财富通", + "google", + "巨量引擎", + "百度贴吧", + "beijing jingdong century information", + "讯飞", + "beijing yunshan information", + "满运软件", + "中邮消费金融", + "饿了么", + "alios", + "腾讯ai实验室", + "第四范式智能", + "瀚星创业投资", + "gradient ventures", + "microsoft", + "哈啰共享汽车", + "乞力电子商务", + "mscf", + "网易影业文化", + "铁友旅游咨询", + "kilimall", + "云企互联投资", + "ping an financial consulting", + "beijng jingdong century commerce", + "高德威智能交通系统", + "中友信息", + "平安医疗健康管理", + "eciticcfc", + "中信证券", + "fliggy", + "电子湾", + "旷云金智", + "微粒贷", + "rsi", + "滴滴云计算", + "google ventures", + "箐程", + "每日优鲜", + "音兔", + "拉扎斯", + "今日头条", + "乐信控股", + "猎豹浏览器", + "细微咨询", + "好未来", + "我乐", + "绘声绘色", + "抖音", + "搜狐新时代", + "飞猪", + "鹅厂", + "贝壳找房", + "tuniu", + "红马传媒文化", + "钉钉", + "马上消费金融", + "360手机", + "平安医保", + "快途", + "alibaba", + "小哈换电", + "大麦", + "恒睿人工智能研究院", + "谷歌资本", + "猎豹", + "穆迪信息" +] diff --git a/deepdoc/parser/resume/entities/res/good_sch.json b/deepdoc/parser/resume/entities/res/good_sch.json new file mode 100644 index 0000000000000000000000000000000000000000..14b8ecfef5d4e53da2f0ebab1547da99ea9ccf34 --- /dev/null +++ b/deepdoc/parser/resume/entities/res/good_sch.json @@ -0,0 +1,595 @@ +[ +"中国科技大学", +"国防科学技术大学", +"清华大学", +"清华", +"tsinghua university", +"thu", +"北京大学", +"北大", +"beijing university", +"pku", +"中国科学技术大学", +"中国科大", +"中科大", +"china science & technology university", +"ustc", +"复旦大学", +"复旦", +"fudan university", +"fdu", +"中国人民大学", +"人大", +"人民大学", +"renmin university of china", +"ruc", +"上海交通大学", +"上海交大", +"shanghai jiao tong university", +"sjtu", +"南京大学", +"南大", +"nanjing university", +"nju", +"同济大学", +"同济", +"tongji university", +"tongji", +"浙江大学", +"浙大", +"zhejiang university", +"zju", +"南开大学", +"南开", +"nankai university", +"nku", +"北京航空航天大学", +"北航", +"beihang university", +"buaa", +"北京师范大学", +"北师", +"北师大", +"beijing normal university", +"bnu", +"武汉大学", +"武大", +"wuhan university", +"whu", +"西安交通大学", +"西安交大", +"xi’an jiaotong university", +"xjtu", +"天津大学", +"天大", +"university of tianjin", +"tju", +"华中科技大学", +"华中大", +"central china university science and technology", +"hust", +"北京理工大学", +"北理", +"beijing institute of technology", +"bit", +"东南大学", +"东大", +"southeast china university", +"seu", +"中山大学", +"中大", +"zhongshan university", +"sysu", +"华东师范大学", +"华师大", +"east china normal university", +"ecnu", +"哈尔滨工业大学", +"哈工大", +"harbin institute of technology", +"hit", +"厦门大学", +"厦大", +"xiamen university", +"xmu", +"西北工业大学", +"西工大", +"西北工大", +"northwestern polytechnical university", +"npu", +"中南大学", +"中南", +"middle and southern university", +"csu", +"大连理工大学", +"大工", +"institute of technology of dalian", +"dut", +"四川大学", +"川大", +"sichuan university", +"scu", +"电子科技大学", +"电子科大", +"university of electronic science and technology of china", +"uestc", +"华南理工大学", +"华南理工", +"institutes of technology of south china", +"scut", +"吉林大学", +"吉大", +"jilin university", +"jlu", +"湖南大学", +"湖大", +"hunan university", +"hnu", +"重庆大学", +"重大", +"university of chongqing", +"cqu", +"山东大学", +"山大", +"shandong university", +"sdu", +"中国农业大学", +"中国农大", +"china agricultural university", +"cau", +"中国海洋大学", +"中国海大", +"chinese marine university", +"ouc", +"中央民族大学", +"中央民大", +"central university for nationalities", +"muc", +"东北大学", +"东北工学院", +"northeastern university", +"neu 或 nu", +"兰州大学", +"兰大", +"lanzhou university", +"lzu", +"西北农林科技大学", +"西农","西北农大", +"northwest a&f university", +"nwafu", +"中国人民解放军国防科技大学", +"国防科技大学","国防科大", +"national university of defense technology", +"nudt", +"郑州大学", +"郑大", +"zhengzhou university", +"zzu", +"云南大学", +"云大", +"yunnan university", +"ynu", +"新疆大学", +"新大", +"xinjiang university", +"xju", +"北京交通大学", +"北京交大", +"beijing jiaotong university", +"bjtu", +"北京工业大学", +"北工大", +"beijing university of technology", +"bjut", +"北京科技大学", +"北科大","北京科大", +"university of science and technology beijing", +"ustb", +"北京化工大学", +"北化", +"beijing university of chemical technology", +"buct", +"北京邮电大学", +"北邮", +"beijing university of posts and telecommunications", +"beijing university of post and telecommunications", +"beijing university of post and telecommunication", +"beijing university of posts and telecommunication", +"bupt", +"北京林业大学", +"北林", +"beijing forestry university", +"bfu", +"北京协和医学院", +"协和医学院", +"peking union medical college", +"pumc", +"北京中医药大学", +"北中医", +"beijing university of chinese medicine", +"bucm", +"首都师范大学", +"首师大", +"capital normal university", +"cnu", +"北京外国语大学", +"北外", +"beijing foreign studies university", +"bfsu", +"中国传媒大学", +"中媒", +"中传", +"北京广播学院", +"communication university of china", +"cuc", +"中央财经大学", +"中央财大", +"中财大", +"the central university of finance and economics", +"cufe", +"对外经济贸易大学", +"对外经贸大学", +"贸大", +"university of international business and economics", +"uibe", +"外交学院", +"外院", +"china foreign affairs university", +"cfau", +"中国人民公安大学", +"公安大学", +"people's public security university of china", +"ppsuc", +"北京体育大学", +"北体大", +"beijing sport university", +"bsu", +"中央音乐学院", +"央音", +"中央院", +"central conservatory of music", +"ccom", +"中国音乐学院", +"国音", +"中国院", +"china conservatory of music", +"ccmusic", +"中央美术学院", +"央美", +"central academy of fine art", +"cafa", +"中央戏剧学院", +"中戏", +"the central academy of drama", +"tcad", +"中国政法大学", +"法大", +"china university of political science and law", +"zuc", +"cupl", +"中国科学院大学", +"国科大", +"科院大", +"university of chinese academy of sciences", +"ucas", +"福州大学", +"福大", +"university of fuzhou", +"fzu", +"暨南大学", +"暨大", +"ji'nan university", +"jnu", +"广州中医药大学", +"广中医", +"traditional chinese medicine university of guangzhou", +"gucm", +"华南师范大学", +"华南师大", +"south china normal university", +"scnu", +"广西大学", +"西大", +"guangxi university", +"gxu", +"贵州大学", +"贵大", +"guizhou university", +"gzu", +"海南大学", +"海大", +"university of hainan", +"hainu", +"河南大学", +"河大", +"he'nan university", +"henu", +"哈尔滨工程大学", +"哈工程", +"harbin engineering university", +"heu", +"东北农业大学", +"东北农大", +"northeast agricultural university", +"neau", +"东北林业大学", +"东北林大", +"northeast forestry university", +"nefu", +"中国地质大学", +"地大", +"china university of geosciences", +"cug", +"武汉理工大学", +"武汉理工", +"wuhan university of technology", +"wut", +"华中农业大学", +"华中农大", +"华农", +"central china agricultural university", +"hzau", +"华中师范大学", +"华中师大", +"华大", +"central china normal university", +"ccnu", +"中南财经政法大学", +"中南大", +"zhongnan university of economics & law", +"zuel", +"湖南师范大学", +"湖南师大", +"hunan normal university", +"hunnu", +"延边大学", +"延大", +"yanbian university", +"ybu", +"东北师范大学", +"东北师大", +"northeast normal university", +"nenu", +"苏州大学", +"苏大", +"soochow university", +"suda", +"南京航空航天大学", +"南航", +"nanjing aero-space university", +"nuaa", +"南京理工大学", +"南理工", +"institutes of technology of nanjing", +"njust", +"中国矿业大学", +"中国矿大", +"china mining university", +"cumt", +"南京邮电大学", +"南邮", +"nanjing university of posts and telecommunications", +"njupt", +"河海大学", +"河海", +"river sea university", +"hhu", +"江南大学", +"江南大", +"jiangnan university", +"jiangnan", +"南京林业大学", +"南林", +"nanjing forestry university", +"njfu", +"南京信息工程大学", +"南信大", +"nanjing university of information science and technology", +"nuist", +"南京农业大学", +"南农", +"南农大", +"南京农大", +"agricultural university of nanjing", +"njau", +"nau", +"南京中医药大学", +"南中医", +"nanjing university of chinese medicine", +"njucm", +"中国药科大学", +"中国药大", +"china medicine university", +"cpu", +"南京师范大学", +"南京师大", +"南师大", +"南师", +"nanjing normal university", +"nnu", +"南昌大学", +"昌大", +"university of nanchang","nanchang university", +"ncu", +"辽宁大学", +"辽大", +"liaoning university", +"lnu", +"大连海事大学", +"大连海大", +"海大", +"maritime affairs university of dalian", +"dmu", +"内蒙古大学", +"内大", +"university of the inner mongol","inner mongolia university", +"imu", +"宁夏大学", +"宁大", +"ningxia university", +"nxu", +"青海大学", +"清大", +"qinghai university", +"qhu", +"中国石油大学", +"中石大", +"china university of petroleum beijing", +"upc", +"太原理工大学", +"太原理工", +"institutes of technology of taiyuan","taiyuan university of technology", +"tyut", +"西北大学", +"西大", +"northwest university", +"nwu", +"西安电子科技大学", +"西电", +"xidian university", +"xdu", +"长安大学", +"长大", +"chang`an university", +"chu", +"陕西师范大学", +"陕西师大", +"陕师大", +"shaanxi normal university", +"snnu", +"第四军医大学", +"空军军医大学","四医大", +"air force medical university", +"fmmu", +"华东理工大学", +"华理", +"east china university of science", +"ecust", +"东华大学", +"东华", +"donghua university", +"dhu", +"上海海洋大学", +"上海海大", +"shanghai ocean university", +"shou", +"上海中医药大学", +"上中医", +"shanghai university of traditional chinese medicine", +"shutcm", +"上海外国语大学", +"上外", +"shanghai international studies university", +"sisu", +"上海财经大学", +"上海财大", +"上财", +"shanghai university of finance", +"sufe", +"上海体育学院", +"shanghai university of sport", +"上海音乐学院", +"上音", +"shanghai conservatory of music", +"shcm", +"上海大学", +"上大", +"shanghai university", +"第二军医大学", +"海军军医大学", +"naval medical university", +"西南交通大学", +"西南交大", +"southwest jiaotong university", +"swjtu", +"西南石油大学", +"西南石大", +"southwest petroleum university", +"swpu", +"成都理工大学", +"成都理工", +"chengdu university of technology", +"cdut ", +"四川农业大学", +"川农", +"川农大", +"sichuan agricultural university", +"sicau", +"成都中医药大学", +"成中医", +"chengdu university of tcm", +"cdutcm", +"西南财经大学", +"西南财大", +"西财", +"southwestern university of finance and economics", +"swufe", +"天津工业大学", +"天工大", +"tianjin university of technology", +"tgu", +"天津医科大学", +"天津医大", +"medical university of tianjin", +"tmu", +"天津中医药大学", +"天中", +"tianjin university of traditional chinese medicine", +"tutcm", +"华北电力大学", +"华电", +"north china electric power university", +"ncepu", +"河北工业大学", +"河工大", +"hebei university of technology", +"hebut", +"西藏大学", +"藏大", +"tibet university", +"tu", +"石河子大学", +"石大", +"shihezi university", +"中国美术学院", +"中国美院", +"国美", +"china academy of art", +"caa", +"宁波大学", +"宁大", +"ningbo university", +"nbu", +"西南大学", +"西大", +"southwest university", +"swu", +"安徽大学", +"安大", +"university of anhui", +"ahu", +"合肥工业大学", +"合肥工大", +"合工大", +"hefei university of technology", +"hfut", +"中国地质大学", +"地大", +"china university of geosciences", +"cug", +"中国地质大学", +"地大", +"北京地大", +"cugb", +"中国矿业大学", +"中国矿大", +"china university of mining & technology", +"cumtb", +"中国石油大学", +"中石大", +"石大", +"china university of petroleum", +"cup", +"中国石油大学", +"中石大", +"cup"] diff --git a/deepdoc/parser/resume/entities/res/school.rank.csv b/deepdoc/parser/resume/entities/res/school.rank.csv new file mode 100644 index 0000000000000000000000000000000000000000..4dab9cb97ff3eaf94d5e59a3e435d635abd819a2 --- /dev/null +++ b/deepdoc/parser/resume/entities/res/school.rank.csv @@ -0,0 +1,1627 @@ +清华大学,2,985,清华 +清华大学,2,985,Tsinghua University +清华大学,2,985,THU +北京大学,1,985,北大 +北京大学,1,985,Beijing University +北京大学,1,985,PKU +中国科学技术大学,14,985,中国科大 +中国科学技术大学,14,985,中科大 +中国科学技术大学,14,985,China Science & Technology University +中国科学技术大学,14,985,USTC +复旦大学,5,985,复旦 +复旦大学,5,985,Fudan University +复旦大学,5,985,FDU +中国人民大学,15,985,人大 +中国人民大学,15,985,人民大学 +中国人民大学,15,985,Renmin University Of China +中国人民大学,15,985,RUC +上海交通大学,4,985,上海交大 +上海交通大学,4,985,Shanghai Jiao Tong University +上海交通大学,4,985,SJTU +南京大学,11,985,南大 +南京大学,11,985,Nanjing University +南京大学,11,985,NJU +同济大学,17,985,同济 +同济大学,17,985,Tongji University +同济大学,17,985,Tongji +浙江大学,3,985,浙大 +浙江大学,3,985,Zhejiang University +浙江大学,3,985,ZJU +南开大学,27,985,南开 +南开大学,27,985,Nankai University +南开大学,27,985,NKU +北京航空航天大学,21,985,北航 +北京航空航天大学,21,985,Beihang University +北京航空航天大学,21,985,BUAA +北京师范大学,23,985,北师 +北京师范大学,23,985,北师大 +北京师范大学,23,985,Beijing Normal University +北京师范大学,23,985,BNU +武汉大学,6,985,武大 +武汉大学,6,985,Wuhan University +武汉大学,6,985,WHU +西安交通大学,13,985,西安交大 +西安交通大学,13,985,Xi’an Jiaotong University +西安交通大学,13,985,XJTU +天津大学,22,985,天大 +天津大学,22,985,University Of Tianjin +天津大学,22,985,TJU +华中科技大学,8,985,华中大 +华中科技大学,8,985,Central China University Science and Technology +华中科技大学,8,985,HUST +北京理工大学,24,985,北理 +北京理工大学,24,985,Beijing Institute of Technology +北京理工大学,24,985,BIT +东南大学,20,985,东大 +东南大学,20,985,Southeast China University +东南大学,20,985,SEU +中山大学,9,985,中大 +中山大学,9,985,Zhongshan University +中山大学,9,985,SYSU +华东师范大学,30,985,华师大 +华东师范大学,30,985,East China Normal University +华东师范大学,30,985,ECNU +哈尔滨工业大学,10,985,哈工大 +哈尔滨工业大学,10,985,Harbin Institute Of Technology +哈尔滨工业大学,10,985,HIT +厦门大学,28,985,厦大 +厦门大学,28,985,Xiamen University +厦门大学,28,985,XMU +西北工业大学,31,985,西工大 +西北工业大学,31,985,西北工大 +西北工业大学,31,985,Northwestern Polytechnical University +西北工业大学,31,985,NPU +中南大学,19,985,中南 +中南大学,19,985,Middle and Southern University +中南大学,19,985,CSU +大连理工大学,26,985,大工 +大连理工大学,26,985,Institute Of Technology Of Dalian +大连理工大学,26,985,DUT +四川大学,7,985,川大 +四川大学,7,985,Sichuan University +四川大学,7,985,SCU +电子科技大学,32,985,电子科大 +电子科技大学,32,985,University of Electronic Science and Technology of China +电子科技大学,32,985,UESTC +华南理工大学,25,985,华南理工 +华南理工大学,25,985,Institutes Of Technology Of South China +华南理工大学,25,985,SCUT +吉林大学,12,985,吉大 +吉林大学,12,985,Jilin University +吉林大学,12,985,JLU +湖南大学,38,985,湖大 +湖南大学,38,985,Hunan University +湖南大学,38,985,HNU +重庆大学,29,985,重大 +重庆大学,29,985,University Of Chongqing +重庆大学,29,985,CQU +山东大学,16,985,山大 +山东大学,16,985,Shandong University +山东大学,16,985,SDU +中国农业大学,37,985,中国农大 +中国农业大学,37,985,China Agricultural University +中国农业大学,37,985,CAU +中国海洋大学,60,985,中国海大 +中国海洋大学,60,985,Chinese Marine University +中国海洋大学,60,985,OUC +中央民族大学,106,985,中央民大 +中央民族大学,106,985,Central University For Nationalities +中央民族大学,106,985,MUC +东北大学,41,985,东北工学院 +东北大学,41,985,Northeastern University +东北大学,41,985,NEU +东北大学,41,985,NU +兰州大学,39,985,兰大 +兰州大学,39,985,Lanzhou University +兰州大学,39,985,LZU +西北农林科技大学,78,985,西农、西北农大 +西北农林科技大学,78,985,Northwest A&F University +西北农林科技大学,78,985,NWAFU +中国人民解放军国防科技大学,89,985,国防科技大学、国防科大、国防科学技术大学 +中国人民解放军国防科技大学,89,985,National University of Defense Technology +中国人民解放军国防科技大学,89,985,NUDT +郑州大学,34,211,郑大 +郑州大学,34,211,Zhengzhou University +郑州大学,34,211,ZZU +云南大学,75,211,云大 +云南大学,75,211,Yunnan University +云南大学,75,211,YNU +新疆大学,114,211,新大 +新疆大学,114,211,Xinjiang University +新疆大学,114,211,XJU +北京交通大学,49,211,北京交大 +北京交通大学,49,211,Beijing Jiaotong University +北京交通大学,49,211,BJTU +北京工业大学,63,211,北工大 +北京工业大学,63,211,Beijing University Of Technology +北京工业大学,63,211,BJUT +北京科技大学,48,211,北科大、北京科大 +北京科技大学,48,211,University Of Science and Technology Beijing +北京科技大学,48,211,USTB +北京化工大学,82,211,北化 +北京化工大学,82,211,Beijing University of Chemical Technology +北京化工大学,82,211,BUCT +北京邮电大学,76,211,北邮 +北京邮电大学,76,211,Beijing University Of Posts and Telecommunications +北京邮电大学,76,211,BUPT +北京林业大学,88,211,北林 +北京林业大学,88,211,Beijing Forestry University +北京林业大学,88,211,BFU +北京协和医学院,,双一流,协和医学院 +北京协和医学院,,双一流,Peking Union Medical College +北京协和医学院,,双一流,PUMC +北京中医药大学,121,211,北中医 +北京中医药大学,121,211,Beijing University Of Chinese Medicine +北京中医药大学,121,211,BUCM +首都师范大学,,双一流,首师大 +首都师范大学,,双一流,Capital Normal University +首都师范大学,,双一流,CNU +北京外国语大学,124,211,北外 +北京外国语大学,124,211,Beijing Foreign Studies University +北京外国语大学,124,211,BFSU +中国传媒大学,96,211,中媒 +中国传媒大学,96,211,中传 +中国传媒大学,96,211,北京广播学院 +中国传媒大学,96,211,Communication University Of China +中国传媒大学,96,211,CUC +中央财经大学,79,211,中央财大 +中央财经大学,79,211,中财大 +中央财经大学,79,211,The Central University Of Finance and Economics +中央财经大学,79,211,CUFE +对外经济贸易大学,99,211,对外经贸大学 +对外经济贸易大学,99,211,贸大 +对外经济贸易大学,99,211,University Of International Business and Economics +对外经济贸易大学,99,211,UIBE +外交学院,,双一流,外院 +外交学院,,双一流,China Foreign Affairs University +外交学院,,双一流,CFAU +中国人民公安大学,,双一流,公安大学 +中国人民公安大学,,双一流,People's Public Security University of China +中国人民公安大学,,双一流,PPSUC +北京体育大学,122,211,北体大 +北京体育大学,122,211,Beijing Sport University +北京体育大学,122,211,BSU +中央音乐学院,103,211,央音 +中央音乐学院,103,211,中央院 +中央音乐学院,103,211,Central Conservatory Of Music +中央音乐学院,103,211,CCOM +中国音乐学院,,双一流,国音 +中国音乐学院,,双一流,中国院 +中国音乐学院,,双一流,China Conservatory of Music +中国音乐学院,,双一流,CCMUSIC +中央美术学院,104,双一流,央美 +中央美术学院,104,双一流,Central Academy of Fine Art +中央美术学院,104,双一流,CAFA +中央戏剧学院,133,双一流,中戏 +中央戏剧学院,133,双一流,The Central Academy Of Drama +中央戏剧学院,133,双一流,TCAD +中国政法大学,90,211,法大 +中国政法大学,90,211,China University Of Political Science and Law +中国政法大学,90,211,ZUC +中国政法大学,90,211,CUPL +中国科学院大学,18,双一流,国科大 +中国科学院大学,18,双一流,科院大 +中国科学院大学,18,双一流,University of Chinese Academy of Sciences +中国科学院大学,18,双一流,UCAS +福州大学,72,211,福大 +福州大学,72,211,University Of Fuzhou +福州大学,72,211,FZU +暨南大学,44,211,暨大 +暨南大学,44,211,Ji'nan University +暨南大学,44,211,JNU +广州中医药大学,,双一流,广中医 +广州中医药大学,,双一流,Traditional Chinese Medicine University Of Guangzhou +广州中医药大学,,双一流,GUCM +华南师范大学,55,211,华南师大 +华南师范大学,55,211,South China Normal University +华南师范大学,55,211,SCNU +广西大学,71,211,广西大 +广西大学,71,211,Guangxi University +广西大学,71,211,GXU +贵州大学,94,211,贵大 +贵州大学,94,211,Guizhou University +贵州大学,94,211,GZU +海南大学,101,211,海大 +海南大学,101,211,University Of Hainan +海南大学,101,211,HAINU +河南大学,85,双一流,河大 +河南大学,85,双一流,He'nan University +河南大学,85,双一流,HENU +哈尔滨工程大学,65,211,哈工程 +哈尔滨工程大学,65,211,Harbin Engineering University +哈尔滨工程大学,65,211,HEU +东北农业大学,98,211,东北农大 +东北农业大学,98,211,Northeast Agricultural University +东北农业大学,98,211,NEAU +东北林业大学,93,211,东北林大 +东北林业大学,93,211,Northeast Forestry University +东北林业大学,93,211,NEFU +中国地质大学,80,211,地大 +中国地质大学,80,211,China University Of Geosciences +中国地质大学,80,211,CUG +武汉理工大学,40,211,武汉理工 +武汉理工大学,40,211,Wuhan University of Technology +武汉理工大学,40,211,WUT +华中农业大学,52,211,华中农大 +华中农业大学,52,211,华农 +华中农业大学,52,211,Central China Agricultural University +华中农业大学,52,211,HZAU +华中师范大学,58,211,华中师大 +华中师范大学,58,211,华大 +华中师范大学,58,211,Central China Normal University +华中师范大学,58,211,CCNU +中南财经政法大学,105,211,中南大 +中南财经政法大学,105,211,Zhongnan University Of Economics & Law +中南财经政法大学,105,211,ZUEL +湖南师范大学,68,211,湖南师大 +湖南师范大学,68,211,Hunan Normal University +湖南师范大学,68,211,HUNNU +延边大学,130,211,延大 +延边大学,130,211,Yanbian University +延边大学,130,211,YBU +东北师范大学,69,211,东北师大 +东北师范大学,69,211,Northeast Normal University +东北师范大学,69,211,NENU +苏州大学,35,211,苏大 +苏州大学,35,211,Soochow University +苏州大学,35,211,SUDA +南京航空航天大学,33,211,南航 +南京航空航天大学,33,211,Nanjing Aero-Space University +南京航空航天大学,33,211,NUAA +南京理工大学,42,211,南理工 +南京理工大学,42,211,Institutes Of Technology Of Nanjing +南京理工大学,42,211,NJUST +中国矿业大学,61,211,中国矿大 +中国矿业大学,61,211,China Mining University +中国矿业大学,61,211,CUMT +南京邮电大学,,双一流,南邮 +南京邮电大学,,双一流,Nanjing University of Posts and Telecommunications +南京邮电大学,,双一流,NJUPT +河海大学,54,211,河海 +河海大学,54,211,River Sea University +河海大学,54,211,HHU +江南大学,57,211,江南大 +江南大学,57,211,Jiangnan University +江南大学,57,211,Jiangnan +南京林业大学,,双一流,南林 +南京林业大学,,双一流,Nanjing Forestry University +南京林业大学,,双一流,NJFU +南京信息工程大学,91,双一流,南信大 +南京信息工程大学,91,双一流,Nanjing University of Information Science and Technology +南京信息工程大学,91,双一流,NUIST +南京农业大学,53,211,南农 +南京农业大学,53,211,南农大 +南京农业大学,53,211,南京农大 +南京农业大学,53,211,Agricultural University Of Nanjing +南京农业大学,53,211,NJAU +南京农业大学,53,211,NAU +南京中医药大学,,双一流,南中医 +南京中医药大学,,双一流,Nanjing University Of Chinese Medicine +南京中医药大学,,双一流,NJUCM +中国药科大学,119,211,中国药大 +中国药科大学,119,211,China Medicine University +中国药科大学,119,211,CPU +南京师范大学,56,211,南京师大 +南京师范大学,56,211,南师大 +南京师范大学,56,211,南师 +南京师范大学,56,211,Nanjing Normal University +南京师范大学,56,211,NNU +南昌大学,47,211,昌大 +南昌大学,47,211,University Of Nanchang、Nanchang University +南昌大学,47,211,NCU +辽宁大学,118,211,辽大 +辽宁大学,118,211,Liaoning University +辽宁大学,118,211,LNU +大连海事大学,111,211,大连海大 +大连海事大学,111,211,Maritime Affairs University Of Dalian +大连海事大学,111,211,DMU +内蒙古大学,116,211,内大 +内蒙古大学,116,211,University Of The Inner Mongol、Inner Mongolia University +内蒙古大学,116,211,IMU +宁夏大学,125,211,Ningxia University +宁夏大学,125,211,NXU +青海大学,129,211,清大 +青海大学,129,211,Qinghai University +青海大学,129,211,QHU +中国石油大学,77,双一流,中石大 +中国石油大学,77,双一流,China University Of Petroleum Beijing +中国石油大学,77,双一流,UPC +太原理工大学,84,211,太原理工 +太原理工大学,84,211,Institutes Of Technology Of Taiyuan、Taiyuan University of Technology +太原理工大学,84,211,TYUT +西北大学,59,211,西北大 +西北大学,59,211,Northwest University +西北大学,59,211,NWU +西安电子科技大学,50,211,西电 +西安电子科技大学,50,211,Xidian University +西安电子科技大学,50,211,XDU +长安大学,83,211,长大 +长安大学,83,211,Chang`an University +长安大学,83,211,CHU +陕西师范大学,67,211,陕西师大 +陕西师范大学,67,211,陕师大 +陕西师范大学,67,211,Shaanxi Normal University +陕西师范大学,67,211,SNNU +第四军医大学,,211,空军军医大学、四医大 +第四军医大学,,211,Air Force Medical University +第四军医大学,,211,FMMU +华东理工大学,45,211,华理 +华东理工大学,45,211,East China University Of Science +华东理工大学,45,211,ECUST +东华大学,74,211,东华 +东华大学,74,211,Donghua University +东华大学,74,211,DHU +上海海洋大学,,双一流,上海海大 +上海海洋大学,,双一流,Shanghai Ocean University +上海海洋大学,,双一流,SHOU +上海中医药大学,,211,上中医 +上海中医药大学,,211,Shanghai University of Traditional Chinese Medicine +上海中医药大学,,211,SHUTCM +上海外国语大学,123,211,上外 +上海外国语大学,123,211,Shanghai International Studies University +上海外国语大学,123,211,SISU +上海财经大学,95,211,上海财大 +上海财经大学,95,211,上财 +上海财经大学,95,211,Shanghai University Of Finance +上海财经大学,95,211,SUFE +上海体育学院,,双一流,Shanghai University Of Sport +上海音乐学院,,双一流,上音 +上海音乐学院,,双一流,Shanghai Conservatory Of Music +上海音乐学院,,双一流,SHCM +上海大学,43,211,上大 +上海大学,43,211,Shanghai University +第二军医大学,,211,海军军医大学 +第二军医大学,,211,Naval Medical University +西南交通大学,36,211,西南交大 +西南交通大学,36,211,Southwest Jiaotong University +西南交通大学,36,211,SWJTU +西南石油大学,,双一流,西南石大 +西南石油大学,,双一流,Southwest Petroleum University +西南石油大学,,双一流,SWPU +成都理工大学,,双一流,成都理工 +成都理工大学,,双一流,Chengdu University Of Technology +成都理工大学,,双一流,CDUT +四川农业大学,113,211,川农 +四川农业大学,113,211,川农大 +四川农业大学,113,211,Sichuan Agricultural University +四川农业大学,113,211,SICAU +成都中医药大学,,双一流,成中医 +成都中医药大学,,双一流,Chengdu University of TCM +成都中医药大学,,双一流,CDUTCM +西南财经大学,97,211,西南财大 +西南财经大学,97,211,西财 +西南财经大学,97,211,Southwestern University Of Finance And Economics +西南财经大学,97,211,SWUFE +天津工业大学,,双一流,天工大 +天津工业大学,,双一流,Tianjin University of Technology +天津工业大学,,双一流,TGU +天津医科大学,107,211,天津医大 +天津医科大学,107,211,Medical University Of Tianjin +天津医科大学,107,211,TMU +天津中医药大学,,双一流,天中 +天津中医药大学,,双一流,Tianjin University of Traditional Chinese Medicine +天津中医药大学,,双一流,TUTCM +华北电力大学,73,211,华电 +华北电力大学,73,211,North China Electric Power University +华北电力大学,73,211,NCEPU +河北工业大学,92,211,河工大 +河北工业大学,92,211,Hebei University of Technology +河北工业大学,92,211,HEBUT +西藏大学,135,211,藏大 +西藏大学,135,211,Tibet University +西藏大学,135,211,TU +石河子大学,117,211,石大 +石河子大学,117,211,Shihezi University +中国美术学院,,双一流,中国美院 +中国美术学院,,双一流,国美 +中国美术学院,,双一流,China Academy of Art +中国美术学院,,双一流,CAA +宁波大学,70,双一流,Ningbo University +宁波大学,70,双一流,NBU +西南大学,46,985,西南大 +西南大学,46,985,Southwest University +西南大学,46,985,SWU +安徽大学,81,211,安大 +安徽大学,81,211,University Of Anhui +安徽大学,81,211,AHU +合肥工业大学,51,211,合肥工大 +合肥工业大学,51,211,合工大 +合肥工业大学,51,211,HeFei University of Technology +合肥工业大学,51,211,HFUT +麻省理工学院,1,海外名校,Massachusetts Institute of Technology +麻省理工学院,1,海外名校,MIT +麻省理工学院,1,海外名校,麻省 +麻省理工学院,1,海外名校,马萨诸塞理工学院 +牛津大学,2,海外名校,University of Oxford +牛津大学,2,海外名校,Oxford +牛津大学,2,海外名校,Oxon +牛津大学,2,海外名校,牛津 +斯坦福大学,3,海外名校,Stanford University +斯坦福大学,3,海外名校,Leland Stanford Junior University +斯坦福大学,3,海外名校,斯坦福 +斯坦福大学,3,海外名校,Stanford +剑桥大学,3,海外名校,University of Cambridge +剑桥大学,3,海外名校,剑桥 +哈佛大学,5,海外名校,Harvard University +哈佛大学,5,海外名校,哈佛 +加州理工学院,6,海外名校,California Institute of Technology +加州理工学院,6,海外名校,Caltech +加州理工学院,6,海外名校,加州理工 +帝国理工学院,,海外名校,Imperial College London +帝国理工学院,,海外名校,帝国理工医学院 +帝国理工学院,,海外名校,Imperial College of Science +帝国理工学院,,海外名校,Technology and Medicine +帝国理工学院,,海外名校,帝国学院 +帝国理工学院,,海外名校,帝国理工 +帝国理工学院,,海外名校,Imperial +帝国理工学院,,海外名校,IC +苏黎世联邦理工学院,8,海外名校,苏黎世理工 +苏黎世联邦理工学院,8,海外名校,ETH +苏黎世联邦理工学院,8,海外名校,Swiss Federal Institute of Technology in Zurich +伦敦大学学院,8,海外名校,UCL +伦敦大学学院,8,海外名校,University College London +芝加哥大学,10,海外名校,University of Chicago +芝加哥大学,10,海外名校,芝大 +芝加哥大学,10,海外名校,UChicago +新加坡国立大学,11,海外名校,National University of Singapore +新加坡国立大学,11,海外名校,NUS +南洋理工大学,12,海外名校,Nanyang Technological University +南洋理工大学,12,海外名校,Singapore +南洋理工大学,12,海外名校,NTU +宾夕法尼亚大学,13,海外名校,University of Pennsylvania +宾夕法尼亚大学,13,海外名校,UPenn +宾夕法尼亚大学,13,海外名校,宾大 +洛桑联邦理工学院,14,海外名校,EPFL +洛桑联邦理工学院,14,海外名校,Swiss federal Institute of Technology in Lausanne +耶鲁大学,14,海外名校,Yale University +耶鲁大学,14,海外名校,耶鲁 +耶鲁大学,14,海外名校,Yale +爱丁堡大学,16,海外名校,The University of Edinburgh +爱丁堡大学,16,海外名校,Edin +爱丁堡大学,16,海外名校,爱大 +哥伦比亚大学,19,海外名校,Columbia University +哥伦比亚大学,19,海外名校,哥大 +哥伦比亚大学,19,海外名校,Columbia University in the City of New York +普林斯顿大学,20,海外名校,Princeton University +普林斯顿大学,20,海外名校,普林斯顿 +康奈尔大学,21,海外名校,Cornell University +康奈尔大学,21,海外名校,Cornell +康奈尔大学,21,海外名校,康奈尔 +香港大学,22,海外名校,The University of Hong Kong +香港大学,22,海外名校,HKU +香港大学,22,海外名校,港大 +东京大学,23,海外名校,The University of Tokyo +东京大学,23,海外名校,東京大学 +东京大学,23,海外名校,UTokyo +密歇根大学安娜堡分校,,海外名校,University of Michigan-Ann Arbor +密歇根大学安娜堡分校,,海外名校,UMich +约翰霍普金斯大学,25,海外名校,Johns Hopkins University +约翰霍普金斯大学,25,海外名校,JHU +约翰霍普金斯大学,25,海外名校,Hopkins +约翰霍普金斯大学,25,海外名校,霍普金斯大学 +多伦多大学,26,海外名校,University of Toronto +多伦多大学,26,海外名校,UofT +多伦多大学,26,海外名校,UToronto +麦吉尔大学,27,海外名校,McGill University +麦吉尔大学,27,海外名校,McGill +澳洲国立大学,,海外名校,The Australian National University +澳洲国立大学,,海外名校,ANU +曼彻斯特大学,27,海外名校,The University of Manchester +曼彻斯特大学,27,海外名校,UoM +京都大学,33,海外名校,Kyoto University +香港科技大学,34,海外名校,The Hong Kong University of Science and Technology +香港科技大学,34,海外名校,HKUST +伦敦大学国王学院,,海外名校,King's College London +伦敦大学国王学院,,海外名校,King's +伦敦大学国王学院,,海外名校,KCL +首尔国立大学,36,海外名校,Seoul National University +首尔国立大学,36,海外名校,SNU +墨尔本大学,37,海外名校,The University of Melbourne +墨尔本大学,37,海外名校,UniMelb +墨尔本大学,37,海外名校,Melb Uni +悉尼大学,38,海外名校,The University of Sydney +悉尼大学,38,海外名校,USYD +悉尼大学,38,海外名校,Sydney U +香港中文大学,39,海外名校,The Chinese University of Hong Kong +香港中文大学,39,海外名校,CUHK +韩国高等科技学院,,海外名校,Korea Advanced Institute of Science And Technology +韩国高等科技学院,,海外名校,KAIST +纽约大学,42,海外名校,New York University +纽约大学,42,海外名校,NYU +新南威尔士大学,43,海外名校,The University of New South Wales +新南威尔士大学,43,海外名校,UNSW +巴黎第九大学,,海外名校,University Paris Dauphine +英属哥伦比亚大学,,海外名校,University of British Columbia +英属哥伦比亚大学,,海外名校,UBC +昆士兰大学,47,海外名校,The University of Queensland +昆士兰大学,47,海外名校,UQ +巴黎理工学院,49,海外名校,Institut Polytechnique de Paris +巴黎理工学院,49,海外名校,IP-Paris +伦敦政治经济学院,49,海外名校,The London School of Economics and Political Science +伦敦政治经济学院,49,海外名校,LSE +伦敦政治经济学院,49,海外名校,London School of Economics +慕尼黑工业大学,,海外名校,Technical University of Munich +杜克大学,52,海外名校,Duke University +卡耐基梅隆大学,,海外名校,Carnegie Mellon University +卡耐基梅隆大学,,海外名校,TU München +卡耐基梅隆大学,,海外名校,TUM +香港城市大学,53,海外名校,City University of Hong Kong +香港城市大学,53,海外名校,CityU +阿姆斯特丹大学,55,海外名校,University of Amsterdam +阿姆斯特丹大学,55,海外名校,UvA +东京工业大学,56,海外名校,Tokyo Institute of Technology +东京工业大学,56,海外名校,Tokyo Tech +代尔夫特理工大学,57,海外名校,Delft University of Technology +莫纳什大学,,海外名校,Monash University +莫纳什大学,,海外名校,Monash +莫纳什大学,,海外名校,蒙纳士 +莫纳什大学,,海外名校,莫纳什 +莫纳什大学,,海外名校,莫大 +布朗大学,60,海外名校,Brown University +布朗大学,60,海外名校,Brown +布朗大学,60,海外名校,布朗 +华威大学,61,海外名校,The University of Warwick +华威大学,61,海外名校,华威 +华威大学,61,海外名校,Warwick +华威大学,61,海外名校,UoW +布里斯托大学,62,海外名校,University of Bristol +布里斯托大学,62,海外名校,布大 +海德堡大学,63,海外名校,Heidelberg University +海德堡大学,63,海外名校,海德堡大学 +慕尼黑大学,64,海外名校,LMU +慕尼黑大学,64,海外名校,University of Munich +马来亚大学,65,海外名校,University of Malaya +马来亚大学,65,海外名校,马大 +香港理工大学,66,海外名校,The Hong Kong Polytechnic University +香港理工大学,66,海外名校,PolyU +香港理工大学,66,海外名校,理大 +香港理工大学,66,海外名校,港理工 +德克萨斯大学奥斯汀分校,,海外名校,University of Texas at Austin +德克萨斯大学奥斯汀分校,,海外名校,得州大学 +德克萨斯大学奥斯汀分校,,海外名校,UT-Austin +国立台湾大学,68,海外名校,National Taiwan University +国立台湾大学,68,海外名校,台大 +布宜诺斯艾利斯大学,69,海外名校,Universidad de Buenos Aires +布宜诺斯艾利斯大学,69,海外名校,UBA +鲁汶大学（荷语）,,海外名校,University of Leuven +鲁汶大学（荷语）,,海外名校,KU Leuven +苏黎世大学,70,海外名校,University of Zurich +苏黎世大学,70,海外名校,UZH +索邦大学,72,海外名校,Sorbonne University +索邦大学,72,海外名校,索邦 +索邦大学,72,海外名校,Sorbonne +格拉斯哥大学,73,海外名校,University of Glasgow +格拉斯哥大学,73,海外名校,格大 +高丽大学,,海外名校,Korea University +高丽大学,,海外名校,高丽大 +大阪大学,75,海外名校,Osaka University +大阪大学,75,海外名校,阪大 +威斯康辛大学麦迪逊分校,,海外名校,University of Wisconsin-Madison +威斯康辛大学麦迪逊分校,,海外名校,UW-Madison +南安普敦大学,,海外名校,University of Southampton +南安普敦大学,,海外名校,Soton +莫斯科国立大学,,海外名校,Lomonosov Moscow State University +莫斯科国立大学,,海外名校,莫斯科大学 +哥本哈根大学,79,海外名校,University of Copenhagen +哥本哈根大学,79,海外名校,UCPH +延世大学,79,海外名校,Yonsei University +延世大学,79,海外名校,연세대학교 +浦项科技大学,81,海外名校,Pohang University of Science And Technology +浦项科技大学,81,海外名校,POSTECH +杜伦大学,,海外名校,Durham University +杜伦大学,,海外名校,Durham +伊利诺伊大学厄巴纳-香槟分校,,海外名校,University of Illinois at Urbana-Champaign +伊利诺伊大学厄巴纳-香槟分校,,海外名校,UIUC +奥克兰大学,85,海外名校,The University of Auckland +奥克兰大学,85,海外名校,UoA +华盛顿大学,85,海外名校,University of Washington +华盛顿大学,85,海外名校,UWashington +华盛顿大学,85,海外名校,UW +巴黎萨克雷大学,86,海外名校,Université Paris-Saclay +巴黎萨克雷大学,86,海外名校,UPSaclay +巴黎萨克雷大学,86,海外名校,UPS +隆德大学,87,海外名校,Lund University +佐治亚理工学院,88,海外名校,Georgia Institute of Technology +佐治亚理工学院,88,海外名校,Georgia Tech +佐治亚理工学院,88,海外名校,Gatech +佐治亚理工学院,88,海外名校,GT +瑞典皇家理工学院,89,海外名校,KTH Royal Institute of Technology +瑞典皇家理工学院,89,海外名校,皇家理工学院 +瑞典皇家理工学院,89,海外名校,KTH +伯明翰大学,90,海外名校,University of Birmingham +伯明翰大学,90,海外名校,伯大 +伯明翰大学,90,海外名校,UoB +圣安德鲁斯大学,91,海外名校,University of St Andrews +圣安德鲁斯大学,91,海外名校,St Andrews +圣安德鲁斯大学,91,海外名校,St And +圣安德鲁斯大学,91,海外名校,圣安 +利兹大学,92,海外名校,University of Leeds +西澳大学,93,海外名校,The University of Western Australia +西澳大学,93,海外名校,UWA +莱斯大学,94,海外名校,Rice University +莱斯大学,94,海外名校,Rice +谢菲尔德大学,95,海外名校,The University of Sheffield +谢菲尔德大学,95,海外名校,谢菲 +谢菲尔德大学,95,海外名校,谢大 +谢菲尔德大学,95,海外名校,TUoS +宾州州立大学公园分校,,海外名校,Pennsylvania State University +宾州州立大学公园分校,,海外名校,University Park +成均馆大学,97,海外名校,Sungkyunkwan University(SKKU) +成均馆大学,97,海外名校,成均馆大 +成均馆大学,97,海外名校,SKKU +丹麦技术大学,99,海外名校,Technical University of Denmark +丹麦技术大学,99,海外名校,DTU +北卡罗来纳大学教堂山分校,100,海外名校,University of North Carolina at Chapel Hill +北卡罗来纳大学教堂山分校,100,海外名校,UNC +都柏林三一学院,,海外名校,Trinity College Dublin +都柏林三一学院,,海外名校,The University of Dublin +都柏林三一学院,,海外名校,TCD +奥斯陆大学,102,海外名校,University of Oslo +奥斯陆大学,102,海外名校,UiO +奥斯陆大学,102,海外名校,奥大 +诺丁汉大学,103,海外名校,University of Nottingham +诺丁汉大学,103,海外名校,UoN +诺丁汉大学,103,海外名校,诺大 +赫尔辛基大学,104,海外名校,University of Helsinki +赫尔辛基大学,104,海外名校,UH +墨西哥国立自治大学,105,海外名校,Universidad Nacional Autónoma de México +墨西哥国立自治大学,105,海外名校,墨国大 +墨西哥国立自治大学,105,海外名校,UNAM +日内瓦大学,105,海外名校,University of Geneva +日内瓦大学,105,海外名校,UNIGE +圣路易斯华盛顿大学,107,海外名校,Washington University in St. Louis +圣路易斯华盛顿大学,107,海外名校,WashU +圣路易斯华盛顿大学,107,海外名校,WUSTL +阿德雷德大学,,海外名校,The University of Adelaide +阿德雷德大学,,海外名校,阿大 +阿卜杜勒阿齐兹国王大学,109,海外名校,King Abdulaziz University (KAU) +乌得勒支大学,,海外名校,Utrecht University +乌得勒支大学,,海外名校,UU +蒙特利尔大学,111,海外名校,Université de Montréal +蒙特利尔大学,111,海外名校,UdeM +蒙特利尔大学,111,海外名校,蒙大 +阿尔托大学,112,海外名校,Aalto University +阿尔托大学,112,海外名校,Aalto +波士顿大学,112,海外名校,Boston University +波士顿大学,112,海外名校,BU +莱顿大学,112,海外名校,Leiden University +南加州大学,11,海外名校,University of Southern California +南加州大学,11,海外名校,南加州大学 +南加州大学,11,海外名校,南加大 +南加州大学,11,海外名校,USC +普渡大学西拉法叶分校,116,海外名校,Purdue University +普渡大学西拉法叶分校,116,海外名校,普渡大学 +伦敦大学玛丽女王学院,,海外名校,Queen Mary University of London +伦敦大学玛丽女王学院,,海外名校,QMUL +伦敦大学玛丽女王学院,,海外名校,Queen Mary +名古屋大学,118,海外名校,Nagoya University +名古屋大学,118,海外名校,名大 +伯尔尼大学,119,海外名校,University of Bern +伯尔尼大学,119,海外名校,UniBe +俄亥俄州立大学,120,海外名校,The Ohio State University +俄亥俄州立大学,120,海外名校,Ohio State +俄亥俄州立大学,120,海外名校,OSU +查尔姆斯理工大学,121,海外名校,Chalmers University of Technology +查尔姆斯理工大学,121,海外名校,Chalmers +圣保罗大学,121,海外名校,Universidade de São Paulo +圣保罗大学,121,海外名校,USP +圣保罗大学,121,海外名校,圣大 +瓦格宁根大学,,海外名校,Wageningen University & Research +瓦格宁根大学,,海外名校,Wageningen UR +乌普萨拉大学,124,海外名校,Uppsala University +乌普萨拉大学,124,海外名校,乌大 +埃因霍温理工大学,,海外名校,Eindhoven University of Technology +埃因霍温理工大学,,海外名校,TU/e +埃因霍温理工大学,,海外名校,TU Eindhoven +柏林自由大学,127,海外名校,Freie Universitaet Berlin +柏林自由大学,127,海外名校,FU Berlin +柏林洪堡大学,128,海外名校,Humboldt-Universität zu Berlin +柏林洪堡大学,128,海外名校,洪堡大学 +柏林洪堡大学,128,海外名校,柏林大学 +格罗宁根大学,128,海外名校,University of Groningen +格罗宁根大学,128,海外名校,RuG +里昂高等师范学院,,海外名校,École Normale Supérieure de Lyon +里昂高等师范学院,,海外名校,ENS Lyon +兰卡斯特大学,,海外名校,Lancaster University +兰卡斯特大学,,海外名校,兰卡 +悉尼科技大学,133,海外名校,University of Technology Sydney +悉尼科技大学,133,海外名校,UTS +悉尼科技大学,133,海外名校,悉尼科大 +纽卡斯尔大学,134,海外名校,Newcastle University +纽卡斯尔大学,134,海外名校,NCL +纽卡斯尔大学,134,海外名校,纽大 +智利天主大学,,海外名校,Pontificia Universidad Católica de Chile (UC) +卡尔斯鲁厄理工学院,136,海外名校,KIT +卡尔斯鲁厄理工学院,136,海外名校,Karlsruhe Institute of Technology +九州大学,137,海外名校,Kyushu University +九州大学,137,海外名校,九大 +巴塞尔大学,138,海外名校,University of Basel +巴塞尔大学,138,海外名校,Unibasel +麦克马斯特大学,140,海外名校,McMaster University +麦克马斯特大学,140,海外名校,麦马 +根特大学,141,海外名校,Ghent University +根特大学,141,海外名校,UGent +米兰理工大学,142,海外名校,Politecnico di Milano +米兰理工大学,142,海外名校,POLIMI +米兰理工大学,142,海外名校,米理 +米兰理工大学,142,海外名校,米兰理工 +马来西亚博特拉大学,143,海外名校,Universiti Putra Malaysia (UPM) +马来西亚博特拉大学,143,海外名校,UPM +马来西亚国民大学,144,海外名校,Universiti Kebangsaan Malaysia (UKM) +马来西亚国民大学,144,海外名校,UKM +北海道大学,145,海外名校,Hokkaido University +北海道大学,145,海外名校,北大（ほくだい） +马来西亚理科大学,147,海外名校,Universiti Sains Malaysia (USM) +马来西亚理科大学,147,海外名校,USM +马来西亚理科大学,147,海外名校,槟城理大 +斯德哥尔摩大学,148,海外名校,Stockholm University +斯德哥尔摩大学,148,海外名校,SU +埃克塞特大学,149,海外名校,The University of Exeter +埃克塞特大学,149,海外名校,Exon +滑铁卢大学,149,海外名校,University of Waterloo +滑铁卢大学,149,海外名校,Waterloo（UW） +卡迪夫大学,151,海外名校,Cardiff University +卡迪夫大学,151,海外名校,卡大 +维也纳大学,151,海外名校,University of Vienna +维也纳大学,151,海外名校,univie +约克大学（英国）,,海外名校,University of York +约克大学（英国）,,海外名校,York +罗切斯特大学,,海外名校,University of Rochester +罗切斯特大学,,海外名校,U of R +奥胡斯大学,155,海外名校,Aarhus University +奥胡斯大学,155,海外名校,AU +汉阳大学,156,海外名校,Hanyang University +汉阳大学,156,海外名校,汉阳大 +密歇根州立大学,157,海外名校,Michigan State University +密歇根州立大学,157,海外名校,MSU +马里兰大学学院公园分校,,海外名校,University of Maryland +马里兰大学学院公园分校,,海外名校,College Park +马里兰大学学院公园分校,,海外名校,UMD +马里兰大学学院公园分校,,海外名校,UMCP +柏林工业大学,159,海外名校,Technische Universität Berlin (TU Berlin) +柏林工业大学,159,海外名校,TUB +柏林工业大学,159,海外名校,TU Berlin +埃默里大学,160,海外名校,Emory University +埃默里大学,160,海外名校,Emory +凯斯西储大学,161,海外名校,Case Western Reserve University +凯斯西储大学,161,海外名校,CWRU +凯斯西储大学,161,海外名校,CASE +蒙特雷理工学院,,海外名校,Tecnológico de Monterrey +法赫德国王石油与矿产大学,,海外名校,King Fahd University of Petroleum & Minerals +法赫德国王石油与矿产大学,,海外名校,KFUPM +匹兹堡大学,163,海外名校,University of Pittsburgh +匹兹堡大学,163,海外名校,PITT +匹兹堡大学,163,海外名校,匹大 +亚琛工业大学,165,海外名校,RWTH Aachen University +亚琛工业大学,165,海外名校,RWTH Aachen +亚琛工业大学,165,海外名校,RWTH +博洛尼亚大学,166,海外名校,Alma Mater Studiorum - University of Bologna +博洛尼亚大学,166,海外名校,Unibo +博洛尼亚大学,166,海外名校,博大 +巴斯大学,166,海外名校,University of Bath +德州农工大学,168,海外名校,Texas A&M University +德州农工大学,168,海外名校,TAMU +巴塞罗那大学,168,海外名校,Universitat de Barcelona +西安大略大学,,海外名校,Western University +西安大略大学,,海外名校,韦仕敦大学 +西安大略大学,,海外名校,UWO +罗马第一大学,,海外名校,Sapienza University of Rome +罗马第一大学,,海外名校,罗马一大 +弗莱堡大学,,海外名校,Albert-Ludwigs-Universitaet Freiburg +都柏林大学学院,,海外名校,University College Dublin +都柏林大学学院,,海外名校,UCD +都柏林大学学院,,海外名校,UC Dublin +佛罗里达大学,173,海外名校,University of Florida +佛罗里达大学,173,海外名校,UF +佛罗里达大学,173,海外名校,UFL +国立哈萨克大学,,海外名校,Al-Farabi Kazakh National University +洛桑大学,176,海外名校,University of Lausanne +蒂宾根大学,177,海外名校,Eberhard Karls Universität Tübingen +印度理工学院孟买分校,,海外名校,Indian Institute of Technology Bombay +印度理工学院孟买分校,,海外名校,IITB +伊拉斯姆斯大学,,海外名校,Erasmus University Rotterdam +国立清华大学,180,海外名校,National Tsing Hua University +维也纳技术大学,,海外名校,Technische Universität Wien +哥德堡大学,180,海外名校,University of Gothenburg +哈里发大学,,海外名校,Khalifa University +智利大学,183,海外名校,Universidad de Chile +印度理工学院德里分校,,海外名校,Indian Institute of Technology Delhi +印度理工学院德里分校,,海外名校,IITD +印度科学学院,,海外名校,Indian Institute of Science +明尼苏达大学双城分校,186,海外名校,University of Minnesota Twin Cities +鲁汶大学（法语）,,海外名校,Université catholique de Louvain +鲁汶大学（法语）,,海外名校,UCLouvain +利物浦大学,189,海外名校,University of Liverpool +特文特大学,,海外名校,University of Twente +达特茅斯学院,191,海外名校,Dartmouth College +马来西亚理工大学,,海外名校,Universiti Teknologi Malaysia +卧龙岗大学,193,海外名校,University of Wollongong +科廷大学,194,海外名校,Curtin University +德累斯顿工业大学,194,海外名校,Technische Universität Dresden +奥塔戈大学,,海外名校,University of Otago +纽卡斯尔大学（澳洲）,,海外名校,The University of Newcastle +纽卡斯尔大学（澳洲）,,海外名校,Australia +纽卡斯尔大学（澳洲）,,海外名校,UON +耶路撒冷希伯来大学,198,海外名校,The Hebrew University of Jerusalem +卑尔根大学,199,海外名校,University of Bergen +麦考瑞大学,200,海外名校,Macquarie University +加州大学伯克利分校,32,海外名校,"University of California, Berkeley" +加州大学伯克利分校,32,海外名校,UC Berkeley +加州大学伯克利分校,32,海外名校,Cal +加州大学圣地亚哥分校,48,海外名校,"University of California, San Diego" +加州大学圣地亚哥分校,48,海外名校,UCSD +加州大学圣地亚哥分校,48,海外名校,UC San Diego +加州大学戴维斯分校,138,海外名校,"University of California, Davis" +加州大学戴维斯分校,138,海外名校,UC Davis +加州大学圣塔芭芭拉分校,146,海外名校,"University of California, Santa Barbara" +加州大学圣塔芭芭拉分校,146,海外名校,UCSB +加州大学圣塔芭芭拉分校,146,海外名校,UC Santa Barbara +上海体育学院,,双一流,SUS +密歇根大学-安娜堡,23,海外名校,University of Michigan - Ann Arbor +伦敦国王学院,35,海外名校,King’s College London +加州大学洛杉矶分校,40,海外名校,"University of California, Los Angeles" +韩国科学技术院,41,海外名校,KAIST - Korea Advanced Institute of Science & Technology +巴黎文理研究大学,44,海外名校,PSL University +德克萨斯州大学奥斯汀分校,67,海外名校,The University of Texas at Austin +威斯康星大学-麦迪逊,75,海外名校,University of Wisconsin - Madison +宾夕法尼亚州立大学,96,海外名校,Penn State (Main campus) +里昂高等师范学校,130,海外名校,Ecole Normale Superieure - Lyon +智利天主教大学,135,海外名校,Pontifical Catholic University of Chile +约克大学,494,海外名校,York University +马里兰大学帕克分校,158,海外名校,"University of Maryland, College Park" +蒙特雷技术学院,161,海外名校,Tecnologico de Monterrey +天主教鲁汶大学（法语区）,188,海外名校,Université Catholique de Louvain +澳大利亚纽卡斯尔大学,197,海外名校,"The University of Newcastle, Australia" +庆应义塾大学,201,海外名校,Keio University +雷丁大学,202,海外名校,University of Reading +早稻田大学,203,海外名校,Waseda University +哥廷根大学,204,海外名校,University of Göttingen +阿伯丁大学,205,海外名校,University of Aberdeen +墨尔本皇家理工大学,206,海外名校,RMIT University +马德里自治大学,207,海外名校,Autonomous University of Madrid +布鲁塞尔自由大学,207,海外名校,Universite libre de Bruxelles +阿姆斯特丹自由大学,209,海外名校,Vrije Universiteit Amsterdam +巴塞罗那自治大学,209,海外名校,Autonomous University of Barcelona +蔚山国立科学技术研究所,212,海外名校,Ulsan National Institute of Science & Technology +昆士兰科技大学,213,海外名校,Queensland University of Technology +汉堡大学,214,海外名校,Universität Hamburg +朱拉隆功大学,215,海外名校,Chulalongkorn University +亚利桑那州立大学,216,海外名校,Arizona State University +贝尔法斯特女王大学,216,海外名校,Queen’s University Belfast +范德堡大学,218,海外名校,Vanderbilt University +坎皮纳斯州立大学,219,海外名校,State University of Campinas +拉德堡德大学,220,海外名校,Radboud University +布鲁塞尔大学,221,海外名校,Vrije Universiteit Brussel +圣母大学,701,海外名校,Notre Dame University-Louaize NDU +马德里康普顿斯大学,223,海外名校,Complutense University of Madrid +卡塔尔大学,224,海外名校,Qatar University +波恩大学,226,海外名校,Rheinische Friedrich-Wilhelms-Universität Bonn +开普敦大学,226,海外名校,University of Cape Town +萨塞克斯大学,226,海外名校,University of Sussex +弗吉尼亚大学,226,海外名校,University of Virginia +渥太华大学,230,海外名校,University of Ottawa +拉夫堡大学,231,海外名校,Loughborough University +加州大学欧文分校,232,海外名校,"University of California, Irvine" +安特卫普大学,233,海外名校,University of Antwerp +马斯特里赫特大学,233,海外名校,Maastricht University +卡尔加里大学,235,海外名校,University of Calgary +安德斯大学,236,海外名校,Universidad de los Andes +莱斯特大学,236,海外名校,University of Leicester +维多利亚大学,601,海外名校,Victoria University +金斯敦女王大学,240,海外名校,Queen's University at Kingston +瑞士提契诺大学,240,海外名校,USI - Università della Svizzera italiana +贝鲁特美国大学,242,海外名校,American University of Beirut +帕多瓦大学,242,海外名校,Università di Padova +圣彼得堡国立大学,242,海外名校,Saint Petersburg State University +巴黎高科桥梁学院,245,海外名校,Ecole des Ponts ParisTech +新西伯利亚州立大学,246,海外名校,Novosibirsk State University +马萨诸塞大学安姆斯特分校,246,海外名校,University of Massachusetts +乔治敦大学,248,海外名校,Georgetown University +庞培法布拉大学,248,海外名校,Pompeu Fabra University +文莱达鲁萨兰国大学,250,海外名校,Universiti Brunei Darussalam (UBD) +科罗拉多大学-玻尔得,251,海外名校,University of Colorado at Boulder +国立成功大学,252,海外名校,National Cheng Kung University +叶史瓦大学,252,海外名校,Yeshiva University +加查马达大学,254,海外名校,Gadjah Mada University +印度马德拉斯技术学院,255,海外名校,Indian Institute of Technology Madras +玛希隆大学,255,海外名校,Mahidol University +特拉维夫大学,255,海外名校,Tel Aviv University +哥伦比亚国立大学,258,海外名校,National University of Colombia +爱尔兰国立大学戈尔韦分校,258,海外名校,National University of Ireland Galway +坎特伯雷大学,258,海外名校,University of Canterbury +科学宝,261,海外名校,Sciences Po +巴黎大学,261,海外名校,Université de Paris +庆熙大学,264,海外名校,Kyung Hee University +罗格斯大学,264,海外名校,Rutgers University–New Brunswick +纳瓦拉大学,266,海外名校,University of Navarra +布拉格查理大学,266,海外名校,Charles University +国立阳明大学,268,海外名校,National Yang Ming Chiao Tung University +亚利桑那大学,268,海外名校,The University of Arizona +达姆施塔特工业大学,269,海外名校,Technical University Darmstadt +赫瑞瓦特大学,270,海外名校,Heriot Watt University +达尔豪斯大学,272,海外名校,Dalhousie University +托木斯克州立大学,272,海外名校,Tomsk State University +萨里大学,272,海外名校,University of Surrey +南方科技大学,275,海外名校,Southern University of Science & Technology +塔夫茨大学,275,海外名校,Tufts University +格拉茨科技大学,277,海外名校,Graz University of Technology +印度理工学院坎普尔,277,海外名校,Indian Institute of Technology Kanpur +沙特国王大学,277,海外名校,King Saud University +印度理工学院卡拉格普尔分校,280,海外名校,Indian Institute of Technology Kharagpur +鲍曼莫斯科国立技术大学,281,海外名校,Bauman Moscow State Technical University +因斯布鲁克大学,281,海外名校,University of Innsbruck +迪肯大学,283,海外名校,Deakin University +梅西大学,284,海外名校,Massey University +伊利诺伊大学芝加哥分校,285,海外名校,University of Illinois at Chicago +筑波大学,285,海外名校,University of Tsukuba +香港浸会大学,287,海外名校,Hong Kong Baptist University +阿联酋大学,288,海外名校,United Arab Emirates University +印度尼西亚大学,290,海外名校,University of Indonesia +格里菲斯大学,290,海外名校,Griffith University +莫斯科物理科学与技术学院,290,海外名校,Moscow Institute of Physics and Technology +巴黎第一大学,290,海外名校,Panthéon-Sorbonne University – Paris 1 +白俄罗斯国立大学,295,海外名校,Belarusian State University +波尔图大学,295,海外名校,University of Porto +图尔库大学,295,海外名校,University of Turku +科克大学,298,海外名校,University College Cork +西蒙弗雷泽大学,298,海外名校,Simon Fraser University +北卡罗来纳州立大学,300,海外名校,North Carolina State University +塔尔图大学,300,海外名校,University of Tartu +斯特拉斯克莱德大学,302,海外名校,University of Strathclyde +塔斯马尼亚大学,303,海外名校,University of Tasmania +万隆理工学院（ITB）,303,海外名校,Bandung Institute of Technology (ITB) +光州科学技术学院,305,海外名校,Gwangju Institute of Science and Technology +俄罗斯国立高等经济大学,305,海外名校,HSE University +东英吉利大学,307,海外名校,University of East Anglia +华沙大学,308,海外名校,University of Warsaw +南丹麦大学,309,海外名校,University of Southern Denmark +雅盖隆大学,309,海外名校,Jagiellonian University +印第安纳大学伯明顿分校,311,海外名校,Indiana University +科隆大学,311,海外名校,University of Cologne +迈阿密大学,311,海外名校,University of Miami +格勒诺布尔阿尔卑斯大学,314,海外名校,Grenoble Alpes University +国立台湾科技大学,314,海外名校,National Taiwan University of Science and Technology +米兰大学,316,海外名校,University of Milan +俄罗斯人民友谊大学,317,海外名校,RUDN University +IE大学,317,海外名校,IE University +国立核研究大学-莫斯科工程物理学院,319,海外名校,National Research Nuclear University MEPhI +加泰罗尼亚理工大学,319,海外名校,Polytechnic University of Catalonia +斯威本科技大学,321,海外名校,Swinburne University of Technology +阿根廷天主教大学,322,海外名校,Pontificia Universidad Católica Argentina +邓迪大学,322,海外名校,University of Dundee +澳门大学,322,海外名校,University of Macau +埃尔朗根-纽伦堡大学,322,海外名校,Friedrich-Alexander-Universität Erlangen-Nürnberg +奥尔堡大学,326,海外名校,Aalborg University +南澳大利亚大学,326,海外名校,University of South Australia +国立欧亚大学,328,海外名校,L.N. Gumilyov Eurasian National University +林雪平大学,329,海外名校,Linkoping University +以色列理工学院,330,海外名校,Technion - Israel Institute of Technology +伦敦大学城市学院,330,海外名校,City University London +伦敦大学伯贝克学院,332,海外名校,Birkbeck University London +圣光机大学,365,海外名校,ITMO University +国立台湾师范大学,334,海外名校,National Taiwan Normal University +都灵理工大学,334,海外名校,Politecnico di Torino +伦敦大学皇家霍洛威学院,334,海外名校,Royal Holloway University of London +法兰克福大学,340,海外名校,Goethe University Frankfurt +夏威夷大学马诺阿分校,340,海外名校,University of Hawai’i at Mānoa +广岛大学,343,海外名校,Hiroshima University +耶拿大学,344,海外名校,Universität Jena +文莱大学,344,海外名校,Universiti Teknologi Brunei +弗吉尼亚理工,346,海外名校,Virginia Polytechnic Institute and State University +斯图加特大学,347,海外名校,Universität Stuttgart +加州大学圣克鲁兹分校,347,海外名校,"University of California, Santa Cruz" +喀山联邦大学,347,海外名校,Kazan Federal University +斯特雅大学,347,海外名校,UCSI University +马德里卡洛斯三世大学,351,海外名校,Universidad Carlos III de Madrid +乌拉尔联邦大学,351,海外名校,Ural Federal University +伦敦布鲁内尔大学,351,海外名校,Brunel University London +约翰内斯开普勒大学林茨,354,海外名校,Johannes Kepler University Linz +乔治华盛顿大学,355,海外名校,George Washington University +里斯本大学,356,海外名校,University of Lisbon +蒂尔堡大学,356,海外名校,Tilburg University +国立科技大学-巴基斯坦,358,海外名校,National University of Sciences & Technology - Pakistan +于韦斯屈莱大学,358,海外名校,University of Jyvaskyla +犹他大学,358,海外名校,University of Utah +拉筹伯大学,362,海外名校,La Trobe University +莫斯科国立国际关系学院,362,海外名校,MGIMO University +梨花女子大学,362,海外名校,Ewha Womans University +乌尔姆大学,365,海外名校,Ulm University +于默奥大学,365,海外名校,Umea University +苏丹卡布斯大学,368,海外名校,Sultan Qaboos University +挪威科技大学,369,海外名校,Norwegian University of Science and Technology +里约热内卢联邦大学,369,海外名校,Federal University of Rio de Janeiro +瓦伦西亚理工大学,371,海外名校,Polytechnic University of Valencia +林肯大学,801,海外名校,University of Lincoln +布拉格化工大学,373,海外名校,"University of Chemistry & Technology, Prague" +康涅狄格大学,373,海外名校,University of Connecticut +怀卡托大学,373,海外名校,University of Waikato +奥卢大学,377,海外名校,University of Oulu +维尔茨堡大学,378,海外名校,Julius-Maximilians-Universität Würzburg +真纳大学,378,海外名校,Quaid I Azam University +纽约州立大学石溪分校,378,海外名校,Stony Brook University +谢里夫科技大学,381,海外名校,Sharif University of Technology +东京医科齿科大学,381,海外名校,Tokyo Medical and Dental University +美国沙迦大学,383,海外名校,American University of Sharjah +肯特大学,383,海外名校,University of Kent +神户大学,386,海外名校,Kobe University +堪萨斯大学,387,海外名校,University of Kansas +纽约州立大学布法罗分校,388,海外名校,University at Buffalo +比萨大学,388,海外名校,University of Pisa +圣拉斐尔生命健康大学,390,海外名校,Università Vita-Salute San Raffaele +伦敦大学亚非学院,391,海外名校,SOAS University of London +巴勒莫大学,801,海外名校,University of Palermo +彼得大帝圣彼得堡理工大学,393,海外名校,Peter the Great St Petersburg Polytechnic University +波鸿大学,393,海外名校,University of Bochum +国立研究托木斯克理工大学,395,海外名校,National Research Tomsk Polytechnic University +秘鲁天主教大学,395,海外名校,Pontifical Catholic University of Peru +印度理工学院古瓦哈提,395,海外名校,Indian Institute of Technology Guwahati +巴基斯坦工程与应用科学研究所,398,海外名校,Pakistan Institute of Engineering and Applied Sciences (PIEAS) +菲律宾大学,399,海外名校,University of the Philippines +南方大学,400,海外名校,Universidad Austral +印度理工学院鲁尔基校区,400,海外名校,Indian Institute of Technology Roorkee +维尔纽斯大学,400,海外名校,Vilnius University +加州大学河滨分校,403,海外名校,"University of California, Riverside" +布拉格捷克技术大学,403,海外名校,Czech Technical University in Prague +弗林德斯大学,407,海外名校,Flinders University +台北医科大学,407,海外名校,Taipei Medical University +明斯特大学,411,海外名校,University of Muenster +国立中山大学,412,海外名校,National Sun Yat-Sen University +哈韦里亚纳大学,412,海外名校,Pontificia Universidad Javeriana +拉彭兰塔理工大学,414,海外名校,Lappeenranta University of Technology +拉瓦尔大学,414,海外名校,Université Laval +国油大学,414,海外名校,Universiti Teknologi Petronas +科罗拉多大学-丹佛,414,海外名校,University of Colorado at Denver +坦佩雷大学,414,海外名校,University of Tampere +中央大学,414,海外名校,Chung-Ang University +斯特拉斯堡大学,421,海外名校,Université de Strasbourg +雅典国立技术大学,421,海外名校,National Technical University of Athens +曼海姆大学,423,海外名校,Universität Mannheim +那不勒斯菲里德里克第二大学,424,海外名校,University of Naples - Federico II +威特沃特斯兰德大学,424,海外名校,University of the Witwatersrand +詹姆斯库克大学,424,海外名校,James Cook University +约翰内斯古腾堡美因茨大学,427,海外名校,Johannes Gutenberg University of Mainz +华盛顿州立大学,427,海外名校,Washington State University +维克森林大学,429,海外名校,Wake Forest University +牛津布鲁克斯大学,429,海外名校,Oxford Brookes University +新里斯本大学,431,海外名校,NOVA University Lisbon +伦斯勒理工学院,431,海外名校,Rensselaer Polytechnic Institute +科罗拉多州立大学,431,海外名校,Colorado State University +圣保罗联邦大学,434,海外名校,Federal University of Sao Paulo +约翰内斯堡大学,434,海外名校,University of Johannesburg +堪培拉大学,436,海外名校,University of Canberra +杜兰大学,436,海外名校,Tulane University +埃塞克斯大学,439,海外名校,University of Essex +塞浦路斯大学,440,海外名校,University of Cyprus +特伦托大学,440,海外名校,University of Trento +特罗姆瑟大学挪威北极大学,440,海外名校,University of Tromsø The Arctic University of Norway +斯旺西大学,440,海外名校,Swansea University +伊利诺伊理工学院,444,海外名校,Illinois Institute of Technology +韩国外国语大学,445,海外名校,HUFS - Hankuk (Korea) University of Foreign Studies +开罗美国大学,445,海外名校,The American University in Cairo +萨尔大学,447,海外名校,Saarland University +乌姆古拉大学,447,海外名校,Umm Al-Qura University +莱比锡大学,447,海外名校,Universität Leipzig +米兰 - 比可卡大学,450,海外名校,University of Milan-Bicocca +佛罗伦萨大学,451,海外名校,University of Florence +奥克兰理工大学,451,海外名校,Auckland University of Technology +邦德大学,451,海外名校,Bond University +科英布拉大学,455,海外名校,University of Coimbra +爱荷华大学,455,海外名校,University of Iowa +布兰迪斯大学,455,海外名校,Brandeis University +萨斯喀彻温大学,458,海外名校,University of Saskatchewan +马德里理工大学,459,海外名校,Universidad Politécnica de Madrid +圣加仑大学,459,海外名校,University of St Gallen +马丁·路德·哈勒-威登堡大学,461,海外名校,Martin Luther University of Halle-Wittenberg +科罗拉多矿业大学,461,海外名校,Colorado School of Mines +远东联邦大学,461,海外名校,Far Eastern Federal University +伦敦大学金史密斯学院,461,海外名校,Goldsmiths University London +爱兰加大学,465,海外名校,Airlangga University +阿米尔卡比尔理工大学,465,海外名校,Amirkabir University of Technology +贝尔格拉诺大学,465,海外名校,Universidad de Belgrano +国立台北科技大学,469,海外名校,National Taipei University of Technology +乌拉圭蒙得维的亚大学,469,海外名校,Universidad de Montevideo (UM) +乌拉圭大学,471,海外名校,Universidad ORT Uruguay +斯特灵大学,471,海外名校,University of Stirling +内盖夫本古里安大学,471,海外名校,Ben-Gurion University of the Negev +哈瑟尔特大学,471,海外名校,Hasselt University +佛罗里达州立大学,475,海外名校,Florida State University +密苏里大学,476,海外名校,Mizzou - University of Missouri +德克萨斯大学-达拉斯,477,海外名校,The University of Texas at Dallas +巴伊兰大学,477,海外名校,Bar-Ilan University +千叶大学,477,海外名校,Chiba University +长庚大学,480,海外名校,Chang Gung University +列日大学,480,海外名校,University of Liege +南哈萨克斯坦大学,482,海外名校,Auezov South Kazakhstan University (SKU) +斯泰伦博斯大学,482,海外名校,Stellenbosch University +韩国天主教大学,482,海外名校,The Catholic University of Korea +都灵大学,485,海外名校,University of Turin +阿斯顿大学,485,海外名校,Aston University +俄罗斯国立科技大学,487,海外名校,The National University of Science and Technology MISIS +横滨市立大学,487,海外名校,Yokohama City University +智利圣地亚哥大学,487,海外名校,Universidad de Santiago de Chile +都柏林城市大学,490,海外名校,Dublin City University +贾森·利比希大学,490,海外名校,Justus Liebig University Giessen +圣保罗州立大学,492,海外名校,UNESP +格拉纳达大学,492,海外名校,University of Granada +罗马第二大学,494,海外名校,University of Roma - Tor Vergata +西悉尼大学,494,海外名校,University of Western Sydney +波士顿学院,494,海外名校,Boston College +基尔大学,751,海外名校,Keele University +东国大学,494,海外名校,Dongguk University +爱荷华州立大学,494,海外名校,Iowa State University +西江大学,494,海外名校,Sogang University +华沙工业大学,501,海外名校,Warsaw University of Technology +艾克斯 - 马赛大学,501,海外名校,Aix-Marseille University +哈瓦那大学,501,海外名校,Universidad de La Habana +康斯坦茨大学,501,海外名校,Universität Konstanz +波尔多大学,501,海外名校,Universite de Bordeaux +德里大学,501,海外名校,University of Delhi +克拉根福大学,501,海外名校,University of Klagenfurt +利默里克大学,501,海外名校,University of Limerick +萨特巴耶夫大学,501,海外名校,Satbayev University +密苏里科技大学,511,海外名校,Missouri University of Science & Technology +新加坡管理大学,511,海外名校,Singapore Management University +茂物农业大学,511,海外名校,IPB University +科奇大学,511,海外名校,Koç University +哈尔科夫大学,511,海外名校,V. N. Karazin Kharkiv National University +韦恩州立大学,511,海外名校,Wayne State University +阿尔卡拉大学,511,海外名校,Universidad de Alcala +马来西亚北方大学,511,海外名校,Universiti Utara Malaysia +巴拉曼德大学,511,海外名校,University of Balamand +中央大学“阿伯勒玛塔”德拉斯别墅,521,海外名校,"Universidad Central ""Marta Abreu"" de Las Villas" +拜罗伊特大学,521,海外名校,University of Bayreuth +东芬兰大学,521,海外名校,University of Eastern Finland +德黑兰大学,521,海外名校,University of Tehran +康考迪亚大学,521,海外名校,Concordia University +阿卜杜勒拉曼费萨尔大学,521,海外名校,Imam Abdulrahman Bin Faisal University +蒙彼利埃大学,521,海外名校,Montpellier University +国立中央大学,521,海外名校,National Central University +理海大学,531,海外名校,Lehigh University +长崎大学,531,海外名校,Nagasaki University +国家研究萨拉托夫州立大学,531,海外名校,National Research Saratov State University +俄勒冈州立大学,531,海外名校,Oregon State University +贝鲁特圣约瑟夫大学,531,海外名校,Saint Joseph University of Beirut (USJ) +南方联邦大学,531,海外名校,Southern Federal University +韩国亚洲大学,531,海外名校,Ajou University +一桥大学,531,海外名校,Hitotsubashi University +里昂国家科学研究院,531,海外名校,Institut National des Sciences Appliquées de Lyon (INSA) +哥斯达黎加大学,531,海外名校,Universidad de Costa Rica +萨拉戈萨大学,531,海外名校,Universidad de Zaragoza +特拉华大学,531,海外名校,University of Delaware +蔚山大学,541,海外名校,University of Ulsan +阿伯里斯特威斯大学,541,海外名校,Aberystwyth University +伊朗科技大学,541,海外名校,Iran University of Science & Technology +庆北国立大学,541,海外名校,Kyungpook National University +新泻大学,541,海外名校,Niigata University +萨班哲大学,541,海外名校,Sabanci University +佐治亚大学,541,海外名校,The University of Georgia +田纳西大学,541,海外名校,"The University of Tennessee, Knoxville" +马萨里克大学,551,海外名校,Masaryk University +中东技术大学,551,海外名校,Middle East Technical University +图卢兹第三大学,551,海外名校,Paul Sabatier University (Toulouse 3) +阿拜哈萨克斯坦国立师范大学,551,海外名校,Abai Kazakh National Pedagogical University +塞萨洛尼基亚里士多德大学,551,海外名校,Aristotle University of Thessaloniki +哈萨克国立农业大学,551,海外名校,Kazakh National Agrarian University KazNAU +塞维利亚大学,551,海外名校,Universidad de Sevilla +泛美大学,551,海外名校,Universidad Panamericana (UP) +米兰圣心天主教大学,551,海外名校,Università Cattolica del Sacro Cuore +塞格德大学,551,海外名校,University of Szeged +帕维亚大学研究学院,561,海外名校,Università degli Studi di Pavia +弗里堡大学,561,海外名校,Université de Fribourg +阿尔泰州立大学,561,海外名校,Altai State University +哈林大学,561,海外名校,Hallym University +仁荷大学,561,海外名校,Inha University +贾瓦哈拉尔尼赫鲁大学,561,海外名校,Jawaharlal Nehru University +布伦瑞克工业大学,561,海外名校,Technical University of Braunschweig +新学院大学,561,海外名校,The New School +大阪市立大学,571,海外名校,Osaka City University +开罗大学,571,海外名校,Cairo University +卡斯里克圣灵大学,571,海外名校,Holy Spirit University of Kaslik +伊万第比利斯国立大学,571,海外名校,Ivane Javakhishvili Tbilisi State University +全北国立大学,571,海外名校,Jeonbuk National University +不来梅大学,571,海外名校,Universität Bremen +瓦伦西亚大学,571,海外名校,Universitat de Valencia +米尼奥大学,571,海外名校,University of Minho +内布拉斯加大学-林肯,571,海外名校,University of Nebraska - Lincoln +拉普拉塔国立大学,581,海外名校,Universidad Nacional de La Plata (UNLP) +圭尔夫大学,581,海外名校,University of Guelph +南佛罗里达大学,581,海外名校,University of South Florida +黎巴嫩美国大学,581,海外名校,Lebanese American University +香港岭南大学,581,海外名校,"Lingnan University, Hong Kong" +默多克大学,581,海外名校,Murdoch University +冈山大学,581,海外名校,Okayama University +萨马拉国立研究大学（Samara University）,581,海外名校,Samara National Research University (Samara University) +国立政治大学,591,海外名校,National Chengchi University +Savitribai普鲁大学,591,海外名校,Savitribai Phule Pune University +索非亚大学,591,海外名校,Sofia University +哥伦比亚外事大学,591,海外名校,Universidad Externado de Colombia +雷根斯堡大学,591,海外名校,Universität Regensburg +魁北克大学,591,海外名校,Université du Québec +德布勒森大学,591,海外名校,University of Debrecen +卢布尔雅那大学,591,海外名校,University of Ljubljana +巴林应用科学大学,591,海外名校,Applied Science University - Bahrain +比尔肯特大学,591,海外名校,Bilkent University +印度理工学院海德拉巴,591,海外名校,Indian Institute of Technology Hyderabad +熊本大学,591,海外名校,Kumamoto University +阿博大学,601,海外名校,Abo Akademi University +迪拜美国大学,601,海外名校,American University in Dubai +马尼拉雅典大学,601,海外名校,Ateneo de Manila University +班戈大学,601,海外名校,Bangor University +迪拜加拿大大学,601,海外名校,Canadian University Dubai +卡尔顿大学,601,海外名校,Carleton University +中央昆士兰大学,601,海外名校,Central Queensland University +清迈大学,601,海外名校,Chiang Mai University +克拉克大学,601,海外名校,Clark University +科米利亚斯宗座大学,601,海外名校,Comillas Pontifical University +考文垂大学,601,海外名校,Coventry University +岐阜大学,601,海外名校,Gifu University +金泽大学,601,海外名校,Kanazawa University +金斯顿大学,601,海外名校,Kingston University +建国大学,601,海外名校,Konkuk University +墨西哥阿那瓦克大学,601,海外名校,Universidad Anáhuac México +康塞普西翁大学,601,海外名校,Universidad de Concepción +布宜诺斯艾利斯省中央大学 (UNICEN,601,海外名校,Universidad Nacional del Centro de la Provincia de Buenos Aires (UNICEN) +拉蒙鲁尔大学,601,海外名校,Universitat Ramon Llull +霍恩海姆大学,601,海外名校,University Hohenheim +阿威罗大学,601,海外名校,University of Aveiro +辛辛那提大学,601,海外名校,University of Cincinnati +热那亚大学,601,海外名校,University of Genoa +曼尼托巴大学,601,海外名校,University of Manitoba +普利茅斯大学,601,海外名校,University of Plymouth +比勒陀利亚大学,601,海外名校,University of Pretoria +沙迦大学,601,海外名校,University of Sharjah +锡耶纳大学,601,海外名校,University of Siena +南卡罗来纳大学,601,海外名校,University of South Carolina +汉诺威莱布尼兹大学,601,海外名校,Leibniz University Hannover +管理科学大学,601,海外名校,Management and Science University +南京科技大学,601,海外名校,Nanjing University of Science & Technology +帕拉茨基大学,601,海外名校,Palacky University Olomouc +Pavol JozefŠafárikUniversity位于科希策,601,海外名校,Pavol Jozef Šafárik University in Košice +釜山国立大学,601,海外名校,Pusan National University +S.D.阿斯芬迪亚罗夫哈萨克国立医科大学,601,海外名校,S.D. Asfendiyarov Kazakh National Medical University +世宗大学,601,海外名校,Sejong University +深圳大学,601,海外名校,Shenzhen University +史密斯学院,601,海外名校,Smith College +基辅国立大学,601,海外名校,Taras Shevchenko National University Kiev +法政大学,601,海外名校,Thammasat University +约旦大学,601,海外名校,The University of Jordan +东京农工大学,601,海外名校,Tokyo University of Agriculture and Technology +巴黎第二大学,601,海外名校,University Paris 2 Panthéon-Assas +扎耶德大学,651,海外名校,Zayed University +安蒂奥基亚大学,651,海外名校,Universidad de Antioquia +ICESI大学,651,海外名校,Universidad ICESI +秘鲁秘鲁卡耶塔诺大学,651,海外名校,Universidad Peruana Cayetano Heredia +玻利瓦尔纳天主教大学,651,海外名校,Universidad Pontificia Bolivariana +罗斯托克大学,651,海外名校,Universität Rostock +克劳德·伯纳德·里昂大学,651,海外名校,Université Claude Bernard Lyon 1 +玛拉工艺大学,651,海外名校,Universiti Teknologi MARA - UiTM +克里特岛大学,651,海外名校,University of Crete +赫尔大学,651,海外名校,University of Hull +海德拉巴大学,651,海外名校,University of Hyderabad +肯塔基大学,651,海外名校,University of Kentucky +马萨诸塞大学波士顿分校,651,海外名校,University of Massachusetts Boston +蒙斯大学,651,海外名校,University of Mons +新不伦瑞克大学,651,海外名校,University of New Brunswick +俄克拉荷马大学,651,海外名校,University of Oklahoma +俄勒冈大学,651,海外名校,University of Oregon +佩奇大学,651,海外名校,University of Pecs +朴茨茅斯大学,651,海外名校,University of Portsmouth +萨拉曼卡大学,651,海外名校,University of Salamanca +的里雅斯特大学,651,海外名校,University of Trieste +佛蒙特大学,651,海外名校,University of Vermont +美利坚大学,651,海外名校,American University +威廉与玛丽学院,651,海外名校,College of William and Mary +布拉迪斯拉发的夸美纽斯大学,651,海外名校,Comenius University in Bratislava +德雷塞尔大学,651,海外名校,Drexel University +伊迪丝科文大学,651,海外名校,Edith Cowan University +罗兰大学,651,海外名校,Eotvos Lorand University +米纳斯吉拉斯州联邦大学,651,海外名校,Universidade Federal de Minas Gerais +博尔扎诺自由大学,651,海外名校,Free University of Bozen-Bolzano +霍华德大学,651,海外名校,Howard University +伊曼纽尔·康德波罗的海联邦大学,651,海外名校,Immanuel Kant Baltic Federal University +马来西亚国际伊斯兰大学,651,海外名校,International Islamic University Malaysia +迦达浦大学,651,海外名校,Jadavpur University +鹿儿岛大学,651,海外名校,Kagoshima University +卡尔·弗朗岑斯大学格拉茨大学,651,海外名校,Karl-Franzens-Universitaet Graz +哈立德国王大学,651,海外名校,King Khalid University +拉合尔管理科学大学,651,海外名校,Lahore University of Management Sciences +洛巴切夫斯基大学,651,海外名校,Lobachevsky University +澳门科技大学,651,海外名校,Macau University of Science & Technology +密歇根理工大学,651,海外名校,Michigan Technological University +雅典大学,651,海外名校,National and Kapodistrian University of Athens +国立中兴大学,651,海外名校,National Chung Hsing University +国立哈尔科夫工业大学,651,海外名校,"National Technical University ""Kharkiv Polytechnic Institute""" +里约热内卢天主教大学,651,海外名校,Pontifícia Universidade Católica do Rio de Janeiro +谢切诺夫大学,651,海外名校,Sechenov University +双威大学,651,海外名校,Sunway University +雪城大学,651,海外名校,Syracuse University +新墨西哥大学-阿尔伯克基,651,海外名校,The University of New Mexico - Albuquerque +德岛大学,651,海外名校,Tokushima University +阿尔斯特大学,651,海外名校,Ulster University +黎巴嫩大学,701,海外名校,Lebanese University +米德尔塞克斯大学,701,海外名校,Middlesex University +乌克兰国立技术大学 – 伊戈尔·西科斯基基辅理工学院,701,海外名校,National Technical University of Ukraine – Igor Sikorsky Kyiv Poly +新泽西理工大学,701,海外名校,New Jersey Institute of Technology +诺桑比亚大学,701,海外名校,Northumbria University +印度金德而全球大学,701,海外名校,O.P. Jindal Global University +大阪府大学,701,海外名校,Osaka Prefecture University +马尔堡菲尔兹大学,701,海外名校,Philipps University of Marburg +普列汉诺夫俄罗斯经济大学,701,海外名校,Plekhanov Russian University of Economics +巴里理工大学,701,海外名校,Politecnico di Bari +穆罕默德·本·法赫德王子大学,701,海外名校,Prince Mohammad Bin Fahd university +罗维拉-威尔吉利大学,701,海外名校,Rovira i Virgili University +圣彼得堡国立电子科技大学,701,海外名校,Saint Petersburg Electrotechnical University ETU-LETI +史蒂文斯理工学院,701,海外名校,Stevens Institute of Technology +苏美州立大学,701,海外名校,Sumy State University +东京都立大学,701,海外名校,Tokyo Metropolitan University +乌法国立航空技术大学,701,海外名校,Ufa State Aviation Technical University +委内瑞拉中央大学,701,海外名校,Universidad Central de Venezuela +萨瓦纳大学,701,海外名校,Universidad de La Sabana +圣安德烈斯大学,701,海外名校,Universidad de San Andrés - UdeSA +伊比利亚美洲大学,701,海外名校,Universidad Iberoamericana IBERO +圣地亚哥德孔波斯特拉大学,701,海外名校,Universidade de Santiago de Compostela +波茨坦大学,701,海外名校,Universität Potsdam +蔚蓝海岸大学,701,海外名校,Université Côte d'Azur +苏塞大学,701,海外名校,Université de Sousse +布拉德福德大学,701,海外名校,University of Bradford +海法大学,701,海外名校,University of Haifa +休斯敦大学,701,海外名校,University of Houston +哈德斯菲尔德大学,701,海外名校,University of Huddersfield +摩德纳大学和雷焦艾米利亚,701,海外名校,University of Modena and Reggio Emilia +南昆士兰大学,701,海外名校,University of Southern Queensland +巴斯克大学,701,海外名校,University of the Basque Country +威斯敏斯特大学,701,海外名校,University of Westminster +温莎大学,701,海外名校,University of Windsor +弗吉尼亚联邦大学,701,海外名校,Virginia Commonwealth University +阿布扎比大学,701,海外名校,Abu Dhabi University +阿治曼大学,701,海外名校,Ajman University +艾因大学,701,海外名校,Al Ain University +海峡大学,701,海外名校,Bogaziçi Üniversitesi +布尔诺工业大学,701,海外名校,Brno University of Technology +查尔斯达尔文大学,701,海外名校,Charles Darwin University +纽约城市大学,701,海外名校,City University of New York +群马大学,701,海外名校,Gunma University +印度理工学院布巴内斯瓦尔,701,海外名校,Indian Institute of Technology Bhubaneswar +布宜诺斯艾利斯技术大学,701,海外名校,Instituto Tecnológico de Buenos Aires (ITBA) +伊斯坦布尔理工大学,701,海外名校,Istanbul Technical University +约夫大学,701,海外名校,Jouf University +阿道夫·伊巴涅斯大学,751,海外名校,Adolfo Ibáñez University +中东美国大学,751,海外名校,American University of the Middle East +白俄罗斯国立技术大学（BNTU）,751,海外名校,Belarusian National Technical University (BNTU) +布雷西亚大学,751,海外名校,Brescia University +全南国立大学,751,海外名校,Chonnam National University +忠南国立大学,751,海外名校,Chungnam National University +克拉克森大学,751,海外名校,Clarkson University +檀国大学,751,海外名校,Dankook University +南里奥格兰德联邦大学,751,海外名校,Federal University of Rio Grande do Sul +佐治亚州立大学,751,海外名校,Georgia State University +杜塞尔多夫大学,751,海外名校,Heinrich Heine University Duesseldorf +印尼泗水理工大学,751,海外名校,Institut Teknologi Sepuluh Nopember +国立理工学院 (IPN),751,海外名校,Instituto Politécnico Nacional (IPN) +墨西哥自治技术学院,751,海外名校,Instituto Tecnológico Autónomo de México (ITAM) +印度新德里国立伊斯兰大学,751,海外名校,Jamia Millia Islamia +卡拉干达国立技术大学,751,海外名校,Karaganda State Technical University +República大学（乌德拉尔）,751,海外名校,Universidad de la República (Udelar) +罗萨里奥大学,751,海外名校,Universidad del Rosario +基多圣弗朗西斯科大学,751,海外名校,Universidad San Francisco de Quito +托拉卡托迪泰拉大学,751,海外名校,Universidad Torcuato Di Tella +佩鲁贾研究大学,751,海外名校,Università degli Studi di Perugia +舍布鲁克大学,751,海外名校,Université de Sherbrooke +国能大学,751,海外名校,Universiti Tenaga Nasional (UNITEN) +中佛罗里达大学,751,海外名校,University of Central Florida +丹佛大学,751,海外名校,University of Denver +格林威治大学,751,海外名校,University of Greenwich +马里兰大学巴尔的摩,751,海外名校,"University of Maryland, Baltimore County" +萨格勒布大学,751,海外名校,University of Zagreb +曼尼珀尔高等教育学院,751,海外名校,Manipal Academy of Higher Education +梅努斯大学,751,海外名校,Maynooth University +纽芬兰纪念大学,751,海外名校,Memorial University of Newfoundland +瓦尔帕莱索天主教大学,751,海外名校,Pontificia Universidad Catolica de Valparaiso +努拉·本·公主阿卜杜勒拉曼大学,751,海外名校,Princess Nourah bint Abdulrahman University +里加技术大学,751,海外名校,Riga Technical University +立命馆大学,751,海外名校,Ritsumeikan University +设拉子大学,751,海外名校,Shiraz University +南十字大学,751,海外名校,Southern Cross University +纽约州立大学奥尔巴尼分校,751,海外名校,State University of New York Albany +塔林科技大学,751,海外名校,Tallinn University of Technology +天普大学,751,海外名校,Temple University +维尔纽斯Gediminas技术大学,751,海外名校,Vilnius Gediminas Technical University +伍斯特理工学院,751,海外名校,Worcester Polytechnic Institute +越南国立大学胡志明市,801,海外名校,Viet Nam National University Ho Chi Minh City (VNU-HCM) +越南河内国立大学,801,海外名校,Vietnam National University Hanoi +维陶塔斯·马格努斯大学,801,海外名校,Vytautas Magnus University +西弗吉尼亚大学,801,海外名校,West Virginia University +弗罗茨瓦夫科技大学,801,海外名校,Wroclaw University of Science and Technology +西交利物浦大学,801,海外名校,Xi‘an Jiaotong-Liverpool University +山口大学,801,海外名校,Yamaguchi University +埃里温州立大学,801,海外名校,Yerevan State University +岭南大学,801,海外名校,Yeungnam University +横滨国立大学,801,海外名校,Yokohama National University +查平戈自治大学,801,海外名校,Universidad Autónoma de Chapingo +伊达尔戈自治大学,801,海外名校,Universidad Autónoma del Estado de Hidalgo +墨西哥自治大学,801,海外名校,Universidad Autonoma del Estado de Mexico +大都会大学（UAM）,801,海外名校,Universidad Autónoma Metropolitana (UAM) +卡塔利卡大学安德烈斯·贝洛大学,801,海外名校,Universidad Católica Andres Bello +乌拉圭卡托利卡大学（UCU）,801,海外名校,Universidad Católica del Uruguay (UCU) +瓜达拉哈拉大学,801,海外名校,Universidad de Guadalajara +美洲普埃布拉大学（UDLAP）,801,海外名校,Universidad de las Américas Puebla (UDLAP) +洛斯安第斯大学-（ULA）梅里达,801,海外名校,Universidad de Los Andes - (ULA) Mérida +洛斯安第斯大学-智利,801,海外名校,Universidad de los Andes - Chile +奥维耶多大学,801,海外名校,Universidad de Oviedo +瓦莱大学,801,海外名校,Universidad del Valle +圣地亚哥大学门户网站,801,海外名校,University Diego Portales +EAFIT大学,801,海外名校,Universidad EAFIT +国立圣路易斯大学,801,海外名校,Universidad Nacional de San Luis +圣马科斯国立大学市长,801,海外名校,Universidad Nacional Mayor de San Marcos +西蒙玻利瓦尔大学（USB）,801,海外名校,Universidad Simón Bolívar (USB) +巴拿马巴拿马技术大学（UTP）,801,海外名校,Universidad Tecnológica de Panamá (UTP) +全国技术大学（UTN）,801,海外名校,Universidad Tecnológica Nacional (UTN) +卡图里卡葡萄牙大学-UCP,801,海外名校,Universidade Católica Portuguesa - UCP +拉科鲁尼亚大学,801,海外名校,Universidade da Coruna +巴西利亚大学,801,海外名校,Universidade de Brasília +费拉拉大学,801,海外名校,Universita' degli Studi di Ferrara +乌迪内大学研究,801,海外名校,Università degli Studi di Udine +意大利马尔凯理工大学,801,海外名校,Universita' Politecnica delle Marche +帕贾扎兰大学,801,海外名校,Universitas Padjadjaran +杜伊斯堡 - 埃森大学,801,海外名校,University of Duisburg-Essen +里尔大学,801,海外名校,Université de Lille +洛林大学,801,海外名校,Universite de Lorraine +南特大学,801,海外名校,Université de Nantes +雷恩第一大学,801,海外名校,Université de Rennes 1 +图卢兹大学1 Capitole,801,海外名校,Université Toulouse 1 Capitole +吉隆坡大学,801,海外名校,Universiti Kuala Lumpur +马来西亚彭亨大学,801,海外名校,Universiti Malaysia Pahang +马来西亚玻璃市大学,801,海外名校,Universiti Malaysia Perlis +拉曼大学,801,海外名校,Universiti Tunku Abdul Rahman (UTAR) +阿利坎特大学,801,海外名校,University of Alicante +巴格达大学,801,海外名校,University of Baghdad +巴林大学,801,海外名校,University of Bahrain +巴里大学,801,海外名校,University of Bari +布莱顿大学,801,海外名校,University of Brighton +加尔各答大学,801,海外名校,University of Calcutta +中央兰开夏大学,801,海外名校,University of Central Lancashire +达卡大学,801,海外名校,University of Dhaka +东伦敦大学,801,海外名校,University of East London +拉合尔工程技术大学（UET）,801,海外名校,University of Engineering & Technology (UET) Lahore +格但斯克大学,801,海外名校,University of Gdansk +哈特福德大学,801,海外名校,University of Hartford +赫特福德大学,801,海外名校,University of Hertfordshire +赫拉德茨克拉洛夫大学,801,海外名校,University of Hradec Kralove +夸祖鲁纳塔尔大学,801,海外名校,University of KwaZulu Natal +罗兹大学,801,海外名校,University of Lodz +马耳他大学,801,海外名校,University of Malta +马里博尔大学,801,海外名校,University of Maribor +墨西拿大学,801,海外名校,University of Messina +密西西比大学,801,海外名校,University of Mississippi +密苏里大学堪萨斯城分校,801,海外名校,"University of Missouri, Kansas City" +穆尔西亚大学,801,海外名校,University of Murcia +新英格兰大学,801,海外名校,University of New England +新罕布什尔大学,801,海外名校,University of New Hampshire +帕尔马大学,801,海外名校,University of Parma +帕特雷大学,801,海外名校,University of Patras +萨勒诺大学,801,海外名校,University of Salerno +索尔福德大学,801,海外名校,University of Salford +首尔大学,801,海外名校,University of Seoul +旁遮普大学,801,海外名校,University of the Punjab +英格兰西部大学,801,海外名校,University of the West of England +塔尔萨大学,801,海外名校,University of Tulsa +秋明大学,801,海外名校,University of Tyumen +维罗纳大学,801,海外名校,University of Verona +威斯康星大学-密尔沃基,801,海外名校,University of Wisconsin - Milwaukee +弗罗茨瓦夫大学,801,海外名校,University of Wroclaw +怀俄明大学,801,海外名校,University of Wyoming +齐里纳大学,801,海外名校,University of Žilina +Y.A.院士布克托夫卡拉干达大学,801,海外名校,Academician Y.A. Buketov Karaganda University +亚当·米基维奇大学,801,海外名校,Adam Mickiewicz University +AGH科技大学,801,海外名校,AGH University of Science & Technology +艾恩夏姆斯大学,801,海外名校,Ain Shams University +安卡拉大学,801,海外名校,Ankara Üniversitesi +安娜大学,801,海外名校,Anna University +奥本大学,801,海外名校,Auburn University +澳洲天主教大学,801,海外名校,Australian Catholic University +孟加拉国工程技术大学,801,海外名校,Bangladesh University of Engineering and Technology +贝鲁特阿拉伯大学,801,海外名校,Beirut Arab University +比勒费尔德大学,801,海外名校,Bielefeld University +纽约州立大学宾汉姆顿大学,801,海外名校,Binghamton University +布达佩斯科技经济大学,801,海外名校,Budapest University of Technology & Economics +威尼斯福斯卡里宫大学,801,海外名校,Ca’ Foscari University of Venice +卡塔尼亚大学,801,海外名校,Catania University +查尔斯斯特大学,801,海外名校,Charles Sturt University +克莱姆森大学,801,海外名校,Clemson University +布达佩斯科维努斯大学,801,海外名校,Corvinus University of Budapest +克拉科夫工业大学,801,海外名校,Cracow University of Technology +CY塞尔吉巴黎大学,801,海外名校,CY Cergy Paris Université +布拉格捷克生命科学大学,801,海外名校,Czech University of Life Sciences in Prague +德拉萨大学,801,海外名校,De La Salle University +德蒙福特大学,801,海外名校,De Montfort University +多特蒙德工业大学,801,海外名校,Technical University of Dortmund +爱丁堡纳皮尔大学,801,海外名校,Edinburgh Napier University +巴拉那联邦大学,801,海外名校,Federal University of Parana +伯南布哥联邦大学,801,海外名校,Federal University of Pernambuco +圣卡塔琳娜联邦大学,801,海外名校,Federal University of Santa Catarina +圣卡洛斯联邦大学,801,海外名校,Federal University of Sao Carlos +费德里科圣玛丽亚技术大学,801,海外名校,Federico Santa María Technical University +俄罗斯联邦政府金融大学,801,海外名校,Financial University under the Government of the Russian Federation +佛罗里达国际大学,801,海外名校,Florida International University +福特汉姆大学,801,海外名校,Fordham University +格但斯克工业大学,801,海外名校,Gdansk University of Technology +乔治梅森大学,801,海外名校,George Mason University +德国约旦大学,801,海外名校,German Jordanian University +海湾科技大学,801,海外名校,Gulf University for Science and Technology +哈斯特帕大学,801,海外名校,Hacettepe University +印第安纳大学-印第安纳波利斯,801,海外名校,Indiana University-Purdue University at Indianapolis +国际基督教大学,801,海外名校,International Christian University +麦地那伊斯兰大学,801,海外名校,Islamic University of Madinah +伊斯坦布尔大学,801,海外名校,Istanbul University +约旦科技大学,801,海外名校,Jordan University of Science & Technology +堪萨斯州立大学,801,海外名校,Kansas State University +卡塞萨特大学,801,海外名校,Kasetsart University +考纳斯工业大学,801,海外名校,Kaunas University of Technology +哈萨克阿布赖汗国际关系与世界语言大学,801,海外名校,Kazakh Ablai Khan University of International Relations and World Languages +哈萨克斯坦-英国技术大学,801,海外名校,Kazakh-British Technical University +喀山国立研究技术大学,801,海外名校,Kazan National Research Technical University +孔敬大学,801,海外名校,Khon Kaen University +费萨尔国王大学,801,海外名校,King Faisal University +泰国国王科技大学,801,海外名校,King Mongkut’s University of Technology Thonburi +京都工业大学,801,海外名校,Kyoto Institute of Technology +九州工业大学,801,海外名校,Kyushu Institute of Technology +利物浦约翰摩尔斯大学,801,海外名校,Liverpool John Moores University +罗兹工业大学,801,海外名校,Lodz University of Technology +伦敦都会大学,801,海外名校,London Metropolitan University +伦敦南岸大学,801,海外名校,London South Bank University +路易斯安那州立大学,801,海外名校,Louisiana State University +芝加哥洛约拉大学,801,海外名校,Loyola University Chicago +利沃夫理工大学,801,海外名校,Lviv Polytechnic National University +曼彻斯特城市大学,801,海外名校,Manchester Metropolitan University +布尔诺的孟德尔大学,801,海外名校,Mendel University Brno +门捷列夫化工大学,801,海外名校,Mendeleev University of Chemical Technology +国立中正大学,801,海外名校,National Chung Cheng University +科尔多瓦国立大学,801,海外名校,National University of Cordoba +罗萨里奥国立大学,801,海外名校,National University of Rosario +尼古拉·哥白尼大学,801,海外名校,Nicolaus Copernicus University +NJSC KIMEP大学,801,海外名校,NJSC KIMEP University +诺丁汉特伦特大学,801,海外名校,Nottingham Trent University +新西伯利亚国立技术大学,801,海外名校,Novosibirsk State Technical University +俄克拉荷马州立大学,801,海外名校,Oklahoma State University +萨尔茨堡巴黎罗德隆大学,801,海外名校,Paris Lodron University of Salzburg +那不勒斯帕斯诺普大学,801,海外名校,Parthenope University Naples +彼尔姆国立研究大学,801,海外名校,Perm State National Research University +本地治里大学,801,海外名校,Pondicherry University +圣保罗天主教大学,801,海外名校,Pontifícia Universidade Católica de São Paulo +波兹南理工大学,801,海外名校,Poznan University of Technology +宋卡王子大学,801,海外名校,Prince of Songkla University +苏美亚公主科技大学,801,海外名校,Princess Sumaya University for Technology +卡西姆大学,801,海外名校,Qassim University +英国爱丁堡玛格丽特女王大学,801,海外名校,"Queen Margaret University , Edinburgh" +罗得大学,801,海外名校,Rhodes University +里加斯特拉丁斯大学,801,海外名校,Riga Stradins University +罗伯特·戈登大学,801,海外名校,Robert Gordon University +罗马特雷大学,801,海外名校,Roma Tre University +俄罗斯总统国民经济与公共行政学院,801,海外名校,Russian Presidential Academy of National Economy and Public Admini +罗格斯大学纽瓦克分校,801,海外名校,Rutgers University - Newark +瑞尔森大学,801,海外名校,Ryerson University +西雅图大学,801,海外名校,Seattle University +信州大学,801,海外名校,Shinshu University +Siksha'O'Anusandhan,801,海外名校,Siksha ‘O’ Anusandhan +西里西亚工业大学,801,海外名校,Silesian University of Technology +斯洛伐克工业大学布拉迪斯拉发,801,海外名校,Slovak University of Technology Bratislava +上智大学,801,海外名校,Sophia University +南乌拉尔州立大学,801,海外名校,South Ural State University +南卫理公会大学,801,海外名校,Southern Methodist University +塞切尼伊斯特万大学,801,海外名校,Széchenyi István University +圣伊斯特万大学,801,海外名校,Szent Istvan University +科希策技术大学,801,海外名校,Technical University of Kosice +利贝雷茨技术大学,801,海外名校,Technical University of Liberec +都柏林科技大学,801,海外名校,Technological University Dublin +哥斯达黎加技术中心（TECN）,801,海外名校,Tecnológico de Costa Rica -TEC +德克萨斯理工大学,801,海外名校,Texas Tech University +阿拉巴马大学,801,海外名校,The University of Alabama +阿尔伯塔大学,126,海外名校, +加州艺术学院,1,海外名校,California Institute of the Arts +萨凡纳艺术学院,2,海外名校,Savannah College of Art and Design +瑞格林艺术设计学院,3,海外名校,Ringling College of Art and Design +纽约视觉艺术学院,4,海外名校,School of Visual Art +谢尔丹学院,6,海外名校,Sheridan College +伯恩茅斯大学,7,海外名校,Bournemouth University +提赛德大学,8,海外名校,Teesside University +高布兰学院,9,海外名校,Gobelins diff --git a/deepdoc/parser/resume/entities/res/schools.csv b/deepdoc/parser/resume/entities/res/schools.csv new file mode 100644 index 0000000000000000000000000000000000000000..7ed0c84ae16ece4b73e9b72e1902e6fa172b19d7 --- /dev/null +++ b/deepdoc/parser/resume/entities/res/schools.csv @@ -0,0 +1,5713 @@ +id type parent_id name_cn name_en alias is_abroad is_world_known school_type is_double_first education_type province city is_985 +102982 0 0 ABC联邦大学 Federal University of ABC (UFABC) 1 0 NULL 0 NULL NULL NULL 0 +105232 0 0 LEC东京法律思维大学 1 0 NULL 0 NULL NULL NULL 0 +104244 0 0 LEC东京职业发展大学 1 0 NULL 0 NULL NULL NULL 0 +105334 0 0 Pontifícia里约热内卢天主教大学 Pontifical Catholic University of Rio de Janeiro 1 0 NULL 0 NULL NULL NULL 0 +104995 0 0 PSG理工学院 PSG College of Technology 1 0 NULL 0 NULL NULL NULL 0 +105336 0 0 Universite libre de Bruxelles Free University of Brussels 1 0 NULL 0 NULL NULL NULL 0 +104629 0 0 一桥大学 Hitotsubashi University 1 0 NULL 0 NULL NULL NULL 0 +100722 0 0 七台河职业学院 0 0 高职类 0 专科 黑龙江 七台河市 0 +105002 0 0 万隆理工学院 Bandung Institute of Technology (ITB) 1 0 NULL 0 NULL NULL NULL 0 +103586 0 0 三一学院 Trinity College 1 0 NULL 0 NULL NULL NULL 0 +105583 0 0 三亚中瑞酒店管理职业学院 0 0 高职类 0 民办(专科) 海南 三亚市 0 +102247 0 0 三亚城市职业学院 0 0 高职类 0 民办(专科) 海南 三亚市 0 +102245 0 0 三亚学院 0 0 综合类 0 民办(本科) 海南 三亚市 0 +102256 0 0 三亚理工职业学院 0 0 高职类 0 民办(专科) 海南 三亚市 0 +102254 0 0 三亚航空旅游职业学院 0 0 高职类 0 民办(专科) 海南 三亚市 0 +101763 0 0 三峡大学 0 0 综合类 0 本科 湖北 宜昌市 0 +101852 0 0 三峡大学科技学院 0 0 理工类 0 独立学院 湖北 宜昌市 0 +101829 0 0 三峡旅游职业技术学院 0 0 高职类 0 专科 湖北 宜昌市 0 +101825 0 0 三峡电力职业学院 0 0 高职类 0 专科 湖北 宜昌市 0 +101307 0 0 三明医学科技职业学院 三明职业技术学院 0 0 高职类 0 专科 福建 三明市 0 +101262 0 0 三明学院 0 0 综合类 0 本科 福建 三明市 0 +100877 0 0 三江学院 0 0 综合类 0 民办(本科) 江苏 南京市 0 +104285 0 0 三重中京大学 1 0 NULL 0 NULL NULL NULL 0 +104540 0 0 三重县立看护大学 1 0 NULL 0 NULL NULL NULL 0 +104675 0 0 三重大学 Mie University 1 0 NULL 0 NULL NULL NULL 0 +105612 0 0 三门峡社会管理职业学院 0 0 高职类 0 专科 河南 三门峡市 0 +101639 0 0 三门峡职业技术学院 0 0 高职类 0 专科 河南 三门峡市 0 +104643 0 0 上智大学 Sophia University 1 0 NULL 0 NULL NULL NULL 0 +104099 0 0 上武大学 1 0 NULL 0 NULL NULL NULL 0 +100797 0 0 上海东海职业技术学院 0 0 高职类 0 民办(专科) 上海 上海市 0 +100816 0 0 上海中侨职业技术学院 0 0 高职类 0 民办(专科) 上海 上海市 0 +100769 0 0 上海中医药大学 0 0 医科类 1 本科 上海 上海市 0 +100819 0 0 上海中华职业技术学院 0 0 高职类 0 民办(专科) 上海 上海市 0 +100761 2 0 上海交通大学 0 1 综合类 1 本科 上海 上海市 1 +100802 0 0 上海交通职业技术学院 0 0 高职类 0 专科 上海 上海市 0 +100777 0 0 上海体育学院 0 0 体育类 1 本科 上海 上海市 0 +100822 0 0 上海体育职业学院 0 0 高职类 0 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University 1 0 NULL 0 NULL NULL NULL 0 +102262 1 0 西南大学 0 0 综合类 1 本科 重庆 重庆市 0 +104464 0 0 西南女学院大学 1 0 NULL 0 NULL NULL NULL 0 +104463 0 0 西南学院大学 1 0 NULL 0 NULL NULL NULL 0 +102268 0 0 西南政法大学 0 0 政法类 0 本科 重庆 重庆市 0 +102512 0 0 西南林业大学 0 0 农林类 0 本科 云南 昆明市 0 +102350 0 0 西南民族大学 0 0 民族类 0 本科 四川 成都市 0 +102329 0 0 西南石油大学 0 0 理工类 1 本科 四川 成都市 0 +102331 0 0 西南科技大学 0 0 理工类 0 本科 四川 绵阳市 0 +102446 0 0 西南科技大学城市学院 0 0 综合类 0 独立学院 四川 绵阳市 0 +102328 1 0 西南财经大学 0 0 财经类 1 本科 四川 成都市 0 +102448 0 0 西南财经大学天府学院 0 0 财经类 0 独立学院 四川 绵阳市 0 +103719 0 0 西卡罗来纳大学 Western Carolina University 1 0 NULL 0 NULL NULL NULL 0 +102541 0 0 西双版纳职业技术学院 0 0 高职类 0 专科 云南 西双版纳傣族自治州 0 +103947 0 0 西奈山伊坎医学院 Icahn School of Medicine at Mount Sinai 1 0 NULL 0 NULL NULL NULL 0 +102749 0 0 西宁城市职业技术学院 0 0 高职类 0 专科 青海 西宁市 0 +102645 0 0 西安东方亚太职业技术学院 0 0 综合类 0 专科（高职） 陕西 西安市 0 +102584 2 0 西安交通大学 0 0 理工类 1 本科 陕西 西安市 1 +102680 0 0 西安交通大学城市学院 0 0 综合类 0 独立学院 陕西 西安市 0 +102625 0 0 西安交通工程学院 0 0 理工类 0 民办(本科) 陕西 西安市 0 +102606 0 0 西安体育学院 0 0 体育类 0 本科 陕西 西安市 0 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Ruhr-University Bochum 1 0 NULL 0 NULL NULL NULL 0 +105337 0 0 鲁汶天主教大学 Catholic University of Louvain 1 0 NULL 0 NULL NULL NULL 0 +100481 0 0 鲁迅美术学院 0 0 艺术类 0 本科 辽宁 沈阳市 0 +103135 0 0 鲍曼大学 Bauman Moscow State Technical University 1 0 NULL 0 NULL NULL NULL 0 +103659 0 0 鲍登大学 Bowdoin College 1 0 NULL 0 NULL NULL NULL 0 +103477 0 0 鲍耶大学 Babes-Bolyai University 1 0 NULL 0 NULL NULL NULL 0 +103319 0 0 鲜文大学 1 0 NULL 0 NULL NULL NULL 0 +104705 0 0 鸟取大学 Tottori University 1 0 NULL 0 NULL NULL NULL 0 +104611 0 0 鸣门教育大学 1 0 NULL 0 NULL NULL NULL 0 +101700 0 0 鹤壁汽车工程职业学院 0 0 高职类 0 民办(专科) 河南 鹤壁市 0 +101657 0 0 鹤壁职业技术学院 0 0 高职类 0 专科 河南 鹤壁市 0 +101712 0 0 鹤壁能源化工职业学院 0 0 NULL 0 其他 河南 鹤壁市 0 +100705 0 0 鹤岗师范高等专科学校 0 0 高职类 0 专科 黑龙江 鹤岗市 0 +100742 0 0 鹤岗矿务局职工大学 0 0 其他 0 专科（高职） 黑龙江 鹤岗市 0 +104203 0 0 鹤见大学 1 0 NULL 0 NULL NULL NULL 0 +101377 0 0 鹰潭职业技术学院 0 0 高职类 0 专科 江西 鹰潭市 0 +104501 0 0 鹿儿岛国际大学 1 0 NULL 0 NULL NULL NULL 0 +104639 0 0 鹿儿岛大学 Kagoshima University 1 0 NULL 0 NULL NULL NULL 0 +104502 0 0 鹿儿岛纯心女子大学 1 0 NULL 0 NULL NULL NULL 0 +104613 0 0 鹿屋体育大学 1 0 NULL 0 NULL NULL NULL 0 +104794 0 0 麦克雷雷大学 Makerere University 1 0 NULL 0 NULL NULL NULL 0 +103400 0 0 麦克马斯特大学 McMaster University 1 1 NULL 0 NULL NULL NULL 0 +104740 0 0 麦加大学 Umm Al-Qura University 1 0 NULL 0 NULL NULL NULL 0 +103396 0 0 麦吉尔大学 McGill University 1 1 NULL 0 NULL NULL NULL 0 +102918 0 0 麦考瑞大学 Macquarie University 1 0 NULL 0 NULL NULL NULL 0 +102888 0 0 麦觉理大学 Macquarie University 1 0 NULL 0 NULL NULL NULL 0 +103761 0 0 麦迪逊分校 University of Wisconsin, Madison 1 0 NULL 0 NULL NULL NULL 0 +104188 0 0 麻布大学 1 0 NULL 0 NULL NULL NULL 0 +105242 0 0 麻省大学波士顿分校 University of Massachusetts Boston 1 0 NULL 0 NULL NULL NULL 0 +103764 0 0 麻省理工学院 Massachusetts Institute of Technology (MIT) 1 1 NULL 0 NULL NULL NULL 0 +101750 0 0 黄冈师范学院 0 0 师范类 0 本科 湖北 黄冈市 0 +101822 0 0 黄冈科技职业学院 0 0 高职类 0 民办(专科) 湖北 黄冈市 0 +101780 0 0 黄冈职业技术学院 0 0 高职类 0 骨干(高职) 湖北 黄冈市 0 +101138 0 0 黄山学院 0 0 师范类 0 本科 安徽 黄山市 0 +101218 0 0 黄山职业技术学院 0 0 高职类 0 专科 安徽 黄山市 0 +101632 0 0 黄河交通学院 0 0 理工类 0 民办(本科) 河南 焦作市 0 +101648 0 0 黄河水利职业技术学院 0 0 高职类 0 示范(高职) 河南 开封市 0 +101626 0 0 黄河科技学院 0 0 理工类 0 民办(本科) 河南 郑州市 0 +101616 0 0 黄淮学院 0 0 综合类 0 本科 河南 驻马店市 0 +1464 0 0 黄石广播电视大学 HUANGSHI RADIO&TV UNIVERSITY 黄石电大 0 0 综合类 0 专科（高职） 湖北 黄石市 0 +103469 0 0 黎巴嫩美国大学 Lebanese American University 1 0 NULL 0 NULL NULL NULL 0 +101275 0 0 黎明职业大学 0 0 高职类 0 专科 福建 泉州市 0 +100692 0 0 黑河学院 0 0 综合类 0 本科 黑龙江 黑河市 0 +100719 0 0 黑龙江三江美术职业学院 0 0 高职类 0 民办(专科) 黑龙江 佳木斯市 0 +100681 0 0 黑龙江东方学院 0 0 综合类 0 民办(本科) 黑龙江 哈尔滨市 0 +100668 0 0 黑龙江中医药大学 0 0 医科类 0 本科 黑龙江 哈尔滨市 0 +100725 0 0 黑龙江交通职业技术学院 0 0 高职类 0 专科 黑龙江 齐齐哈尔市 0 +100715 0 0 黑龙江信息技术职业学院 0 0 高职类 0 专科 黑龙江 哈尔滨市 0 +100664 0 0 黑龙江八一农垦大学 0 0 农林类 0 本科 黑龙江 大庆市 0 +100714 0 0 黑龙江公安警官职业学院 0 0 高职类 0 专科 黑龙江 哈尔滨市 0 +100735 0 0 黑龙江兵器工业职工大学 0 0 军事类 0 专科（高职） 黑龙江 哈尔滨市 0 +100702 0 0 黑龙江农业工程职业学院 0 0 高职类 0 示范(高职) 黑龙江 哈尔滨市 0 +100709 0 0 黑龙江农业经济职业学院 0 0 高职类 0 示范(高职) 黑龙江 牡丹江市 0 +100701 0 0 黑龙江农业职业技术学院 0 0 高职类 0 专科 黑龙江 佳木斯市 0 +100717 0 0 黑龙江农垦科技职业学院 0 0 高职类 0 专科 黑龙江 哈尔滨市 0 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黑龙江省商业职工大学 0 0 其他 0 专科（高职） 黑龙江 哈尔滨市 0 +100746 0 0 黑龙江省政法管理干部学院 0 0 政法类 0 专科（高职） 黑龙江 哈尔滨市 0 +100747 0 0 黑龙江省教育学院 0 0 师范类 0 专科（高职） 黑龙江 哈尔滨市 0 +100739 0 0 黑龙江省电力职工大学 0 0 理工类 0 专科（高职） 黑龙江 哈尔滨市 0 +100753 0 0 黑龙江省社会科学院职工大学 0 0 其他 0 专科（高职） 黑龙江 哈尔滨市 0 +100745 0 0 黑龙江省经济管理干部学院 0 0 政法类 0 专科（高职） 黑龙江 哈尔滨市 0 +100755 0 0 黑龙江省职工体育运动技术学院 0 0 体育类 0 专科（高职） 黑龙江 哈尔滨市 0 +100661 0 0 黑龙江科技大学 0 0 理工类 0 本科 黑龙江 哈尔滨市 0 +100729 0 0 黑龙江粮食职业学院 0 0 高职类 0 专科 黑龙江 哈尔滨市 0 +100696 0 0 黑龙江职业学院 0 0 高职类 0 骨干(高职) 黑龙江 哈尔滨市 0 +100721 0 0 黑龙江能源职业学院 黑龙江煤炭职业技术学院 0 0 高职类 0 专科 黑龙江 双鸭山市 0 +100698 0 0 黑龙江艺术职业学院 0 0 高职类 0 专科 黑龙江 哈尔滨市 0 +100686 0 0 黑龙江财经学院 0 0 财经类 0 民办(本科) 黑龙江 哈尔滨市 0 +102475 0 0 黔东南民族职业技术学院 0 0 高职类 0 专科 贵州 黔东南苗族侗族自治州 0 +102468 0 0 黔南民族医学高等专科学校 0 0 高职类 0 专科 贵州 黔南布依族苗族自治州 0 +102461 0 0 黔南民族师范学院 0 0 师范类 0 本科 贵州 黔南布依族苗族自治州 0 +102494 0 0 黔南民族幼儿师范高等专科学校 0 0 高职类 0 专科 贵州 黔南布依族苗族自治州 0 +102476 0 0 黔南民族职业技术学院 0 0 高职类 0 专科 贵州 黔南布依族苗族自治州 0 +102483 0 0 黔西南民族职业技术学院 0 0 高职类 0 专科 贵州 黔西南布依族苗族自治州 0 +102930 0 0 默多克大学 Murdoch University 1 0 NULL 0 NULL NULL NULL 0 +103643 0 0 默海尔州立大学 Morehead State University 1 0 NULL 0 NULL NULL NULL 0 +101470 0 0 齐鲁医药学院 山东万杰医学院 0 0 医科类 0 民办(本科) 山东 淄博市 0 +101448 0 0 齐鲁工业大学 0 0 理工类 0 本科 山东 济南市 0 +101491 0 0 齐鲁师范学院 0 0 师范类 0 本科 山东 济南市 0 +101489 0 0 齐鲁理工学院 0 0 综合类 0 民办(本科) 山东 济南市 0 +100679 0 0 齐齐哈尔医学院 0 0 医科类 0 本科 黑龙江 齐齐哈尔市 0 +100671 0 0 齐齐哈尔大学 0 0 综合类 0 本科 黑龙江 齐齐哈尔市 0 +100684 0 0 齐齐哈尔工程学院 0 0 理工类 0 民办(本科) 黑龙江 齐齐哈尔市 0 +100741 0 0 齐齐哈尔市职工大学 0 0 其他 0 专科（高职） 黑龙江 齐齐哈尔市 0 +100733 0 0 齐齐哈尔理工职业学院 齐齐哈尔市建设职工大学 0 0 高职类 0 民办(专科) 黑龙江 齐齐哈尔市 0 +100693 0 0 齐齐哈尔高等师范专科学校 0 0 高职类 0 专科 黑龙江 齐齐哈尔市 0 +103307 0 0 龙仁大学 1 0 NULL 0 NULL NULL NULL 0 +101263 0 0 龙岩学院 0 0 师范类 0 本科 福建 龙岩市 0 +105146 0 0 龙比亚大学 Edinburgh Napier University 1 0 NULL 0 NULL NULL NULL 0 +104330 0 0 龙谷大学 1 0 NULL 0 NULL NULL NULL 0 +203765 0 0 加州艺术学院 California Institute of the Arts 1 1 NULL 0 NULL NULL NULL 0 +213765 0 0 萨凡纳艺术学院 Savannah College of Art and Design 1 1 NULL 0 NULL NULL NULL 0 +223765 0 0 瑞格林艺术设计学院 Ringling College of Art and Design 1 1 NULL 0 NULL NULL NULL 0 +233765 0 0 纽约视觉艺术学院 School of Visual Art 1 1 NULL 0 NULL NULL NULL 0 +253765 0 0 谢尔丹学院 Sheridan College 1 1 NULL 0 NULL NULL NULL 0 +263765 0 0 伯恩茅斯大学 Bournemouth University 1 1 NULL 0 NULL NULL NULL 0 +273765 0 0 提赛德大学 Teesside University 1 1 NULL 0 NULL NULL NULL 0 +283765 0 0 高布兰学院 Gobelins 1 1 NULL 0 NULL NULL NULL 0 diff --git a/deepdoc/parser/resume/entities/schools.py b/deepdoc/parser/resume/entities/schools.py new file mode 100644 index 0000000000000000000000000000000000000000..d90d9fde02f878e4768fc6630c3441e509ef91c5 --- /dev/null +++ b/deepdoc/parser/resume/entities/schools.py @@ -0,0 +1,74 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import os, json,re,copy +import pandas as pd +current_file_path = os.path.dirname(os.path.abspath(__file__)) +TBL = pd.read_csv(os.path.join(current_file_path, "res/schools.csv"), sep="\t", header=0).fillna("") +TBL["name_en"] = TBL["name_en"].map(lambda x: x.lower().strip()) +GOOD_SCH = json.load(open(os.path.join(current_file_path, "res/good_sch.json"), "r")) +GOOD_SCH = set([re.sub(r"[,. &（）()]+", "", c) for c in GOOD_SCH]) + + +def loadRank(fnm): + global TBL + TBL["rank"] = 1000000 + with open(fnm, "r",encoding='UTF-8') as f: + while True: + l = f.readline() + if not l:break + l = l.strip("\n").split(",") + try: + nm,rk = l[0].strip(),int(l[1]) + #assert len(TBL[((TBL.name_cn == nm) | (TBL.name_en == nm))]),f"<{nm}>" + TBL.loc[((TBL.name_cn == nm) | (TBL.name_en == nm)), "rank"] = rk + except Exception as e: + pass + + +loadRank(os.path.join(current_file_path, "res/school.rank.csv")) + + +def split(txt): + tks = [] + for t in re.sub(r"[ \t]+", " ",txt).split(" "): + if tks and re.match(r".*[a-zA-Z]$", tks[-1]) and \ + re.match(r"[a-zA-Z]", t) and tks: + tks[-1] = tks[-1] + " " + t + else:tks.append(t) + return tks + + +def select(nm): + global TBL + if not nm:return + if isinstance(nm, list):nm = str(nm[0]) + nm = split(nm)[0] + nm = str(nm).lower().strip() + nm = re.sub(r"[(（][^()（）]+[)）]", "", nm.lower()) + nm = re.sub(r"(^the |[,.&（）();；·]+|^(英国|美国|瑞士))", "", nm) + nm = re.sub(r"大学.*学院", "大学", nm) + tbl = copy.deepcopy(TBL) + tbl["hit_alias"] = tbl["alias"].map(lambda x:nm in set(x.split("+"))) + res = tbl[((tbl.name_cn == nm) | (tbl.name_en == nm) | (tbl.hit_alias == True))] + if res.empty:return + + return json.loads(res.to_json(orient="records"))[0] + + +def is_good(nm): + global GOOD_SCH + nm = re.sub(r"[(（][^()（）]+[)）]", "", nm.lower()) + nm = re.sub(r"[''`‘’“”,. &（）();；]+", "", nm) + return nm in GOOD_SCH + diff --git a/deepdoc/parser/resume/step_one.py b/deepdoc/parser/resume/step_one.py new file mode 100644 index 0000000000000000000000000000000000000000..34c474248a9674558c78132eca491e1a38da083e --- /dev/null +++ b/deepdoc/parser/resume/step_one.py @@ -0,0 +1,186 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import json +from deepdoc.parser.resume.entities import degrees, regions, industries + +FIELDS = [ +"address STRING", +"annual_salary int", +"annual_salary_from int", +"annual_salary_to int", +"birth STRING", +"card STRING", +"certificate_obj string", +"city STRING", +"corporation_id int", +"corporation_name STRING", +"corporation_type STRING", +"degree STRING", +"discipline_name STRING", +"education_obj string", +"email STRING", +"expect_annual_salary int", +"expect_city_names string", +"expect_industry_name STRING", +"expect_position_name STRING", +"expect_salary_from int", +"expect_salary_to int", +"expect_type STRING", +"gender STRING", +"industry_name STRING", +"industry_names STRING", +"is_deleted STRING", +"is_fertility STRING", +"is_house STRING", +"is_management_experience STRING", +"is_marital STRING", +"is_oversea STRING", +"language_obj string", +"name STRING", +"nation STRING", +"phone STRING", +"political_status STRING", +"position_name STRING", +"project_obj string", +"responsibilities string", +"salary_month int", +"scale STRING", +"school_name STRING", +"self_remark string", +"skill_obj string", +"title_name STRING", +"tob_resume_id STRING", +"updated_at Timestamp", +"wechat STRING", +"work_obj string", +"work_experience int", +"work_start_time BIGINT" +] + +def refactor(df): + def deal_obj(obj, k, kk): + if not isinstance(obj, type({})): + return "" + obj = obj.get(k, {}) + if not isinstance(obj, type({})): + return "" + return obj.get(kk, "") + + def loadjson(line): + try: + return json.loads(line) + except Exception as e: + pass + return {} + + df["obj"] = df["resume_content"].map(lambda x: loadjson(x)) + df.fillna("", inplace=True) + + clms = ["tob_resume_id", "updated_at"] + + def extract(nms, cc=None): + nonlocal clms + clms.extend(nms) + for c in nms: + if cc: + df[c] = df["obj"].map(lambda x: deal_obj(x, cc, c)) + else: + df[c] = df["obj"].map( + lambda x: json.dumps( + x.get( + c, + {}), + ensure_ascii=False) if isinstance( + x, + type( + {})) and ( + isinstance( + x.get(c), + type( + {})) or not x.get(c)) else str(x).replace( + "None", + "")) + + extract(["education", "work", "certificate", "project", "language", + "skill"]) + extract(["wechat", "phone", "is_deleted", + "name", "tel", "email"], "contact") + extract(["nation", "expect_industry_name", "salary_month", + "industry_ids", "is_house", "birth", "annual_salary_from", + "annual_salary_to", "card", + "expect_salary_to", "expect_salary_from", + "expect_position_name", "gender", "city", + "is_fertility", "expect_city_names", + "political_status", "title_name", "expect_annual_salary", + "industry_name", "address", "position_name", "school_name", + "corporation_id", + "is_oversea", "responsibilities", + "work_start_time", "degree", "management_experience", + "expect_type", "corporation_type", "scale", "corporation_name", + "self_remark", "annual_salary", "work_experience", + "discipline_name", "marital", "updated_at"], "basic") + + df["degree"] = df["degree"].map(lambda x: degrees.get_name(x)) + df["address"] = df["address"].map(lambda x: " ".join(regions.get_names(x))) + df["industry_names"] = df["industry_ids"].map(lambda x: " ".join([" ".join(industries.get_names(i)) for i in + str(x).split(",")])) + clms.append("industry_names") + + def arr2str(a): + if not a: + return "" + if isinstance(a, list): + a = " ".join([str(i) for i in a]) + return str(a).replace(",", " ") + + df["expect_industry_name"] = df["expect_industry_name"].map( + lambda x: arr2str(x)) + df["gender"] = df["gender"].map( + lambda x: "男" if x == 'M' else ( + "女" if x == 'F' else "")) + for c in ["is_fertility", "is_oversea", "is_house", + "management_experience", "marital"]: + df[c] = df[c].map( + lambda x: '是' if x == 'Y' else ( + '否' if x == 'N' else "")) + df["is_management_experience"] = df["management_experience"] + df["is_marital"] = df["marital"] + clms.extend(["is_management_experience", "is_marital"]) + + df.fillna("", inplace=True) + for i in range(len(df)): + if not df.loc[i, "phone"].strip() and df.loc[i, "tel"].strip(): + df.loc[i, "phone"] = df.loc[i, "tel"].strip() + + for n in ["industry_ids", "management_experience", "marital", "tel"]: + for i in range(len(clms)): + if clms[i] == n: + del clms[i] + break + + clms = list(set(clms)) + + df = df.reindex(sorted(clms), axis=1) + #print(json.dumps(list(df.columns.values)), "LLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLL") + for c in clms: + df[c] = df[c].map( + lambda s: str(s).replace( + "\t", + " ").replace( + "\n", + "\\n").replace( + "\r", + "\\n")) + # print(df.values.tolist()) + return dict(zip([n.split(" ")[0] for n in FIELDS], df.values.tolist()[0])) diff --git a/deepdoc/parser/resume/step_two.py b/deepdoc/parser/resume/step_two.py new file mode 100644 index 0000000000000000000000000000000000000000..00282b7d6c929153245cae216ced8c9844c3e85a --- /dev/null +++ b/deepdoc/parser/resume/step_two.py @@ -0,0 +1,592 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import re, copy, time, datetime, demjson3, \ + traceback, signal +import numpy as np +from deepdoc.parser.resume.entities import degrees, schools, corporations +from rag.nlp import rag_tokenizer, surname +from xpinyin import Pinyin +from contextlib import contextmanager + + +class TimeoutException(Exception): pass + + +@contextmanager +def time_limit(seconds): + def signal_handler(signum, frame): + raise TimeoutException("Timed out!") + + signal.signal(signal.SIGALRM, signal_handler) + signal.alarm(seconds) + try: + yield + finally: + signal.alarm(0) + + +ENV = None +PY = Pinyin() + + +def rmHtmlTag(line): + return re.sub(r"<[a-z0-9.\"=';,:\+_/ -]+>", " ", line, 100000, re.IGNORECASE) + + +def highest_degree(dg): + if not dg: return "" + if type(dg) == type(""): dg = [dg] + m = {"初中": 0, "高中": 1, "中专": 2, "大专": 3, "专升本": 4, "本科": 5, "硕士": 6, "博士": 7, "博士后": 8} + return sorted([(d, m.get(d, -1)) for d in dg], key=lambda x: x[1] * -1)[0][0] + + +def forEdu(cv): + if not cv.get("education_obj"): + cv["integerity_flt"] *= 0.8 + return cv + + first_fea, fea, maj, fmaj, deg, fdeg, sch, fsch, st_dt, ed_dt = [], [], [], [], [], [], [], [], [], [] + edu_nst = [] + edu_end_dt = "" + cv["school_rank_int"] = 1000000 + for ii, n in enumerate(sorted(cv["education_obj"], key=lambda x: x.get("start_time", "3"))): + e = {} + if n.get("end_time"): + if n["end_time"] > edu_end_dt: edu_end_dt = n["end_time"] + try: + dt = n["end_time"] + if re.match(r"[0-9]{9,}", dt): dt = turnTm2Dt(dt) + y, m, d = getYMD(dt) + ed_dt.append(str(y)) + e["end_dt_kwd"] = str(y) + except Exception as e: + pass + if n.get("start_time"): + try: + dt = n["start_time"] + if re.match(r"[0-9]{9,}", dt): dt = turnTm2Dt(dt) + y, m, d = getYMD(dt) + st_dt.append(str(y)) + e["start_dt_kwd"] = str(y) + except Exception as e: + pass + + r = schools.select(n.get("school_name", "")) + if r: + if str(r.get("type", "")) == "1": fea.append("211") + if str(r.get("type", "")) == "2": fea.append("211") + if str(r.get("is_abroad", "")) == "1": fea.append("留学") + if str(r.get("is_double_first", "")) == "1": fea.append("双一流") + if str(r.get("is_985", "")) == "1": fea.append("985") + if str(r.get("is_world_known", "")) == "1": fea.append("海外知名") + if r.get("rank") and cv["school_rank_int"] > r["rank"]: cv["school_rank_int"] = r["rank"] + + if n.get("school_name") and isinstance(n["school_name"], str): + sch.append(re.sub(r"(211|985|重点大学|[,&;；-])", "", n["school_name"])) + e["sch_nm_kwd"] = sch[-1] + fea.append(rag_tokenizer.fine_grained_tokenize(rag_tokenizer.tokenize(n.get("school_name", ""))).split(" ")[-1]) + + if n.get("discipline_name") and isinstance(n["discipline_name"], str): + maj.append(n["discipline_name"]) + e["major_kwd"] = n["discipline_name"] + + if not n.get("degree") and "985" in fea and not first_fea: n["degree"] = "1" + + if n.get("degree"): + d = degrees.get_name(n["degree"]) + if d: e["degree_kwd"] = d + if d == "本科" and ("专科" in deg or "专升本" in deg or "中专" in deg or "大专" in deg or re.search(r"(成人|自考|自学考试)", + n.get( + "school_name", + ""))): d = "专升本" + if d: deg.append(d) + + # for first degree + if not fdeg and d in ["中专", "专升本", "专科", "本科", "大专"]: + fdeg = [d] + if n.get("school_name"): fsch = [n["school_name"]] + if n.get("discipline_name"): fmaj = [n["discipline_name"]] + first_fea = copy.deepcopy(fea) + + edu_nst.append(e) + + cv["sch_rank_kwd"] = [] + if cv["school_rank_int"] <= 20 \ + or ("海外名校" in fea and cv["school_rank_int"] <= 200): + cv["sch_rank_kwd"].append("顶尖学校") + elif cv["school_rank_int"] <= 50 and cv["school_rank_int"] > 20 \ + or ("海外名校" in fea and cv["school_rank_int"] <= 500 and \ + cv["school_rank_int"] > 200): + cv["sch_rank_kwd"].append("精英学校") + elif cv["school_rank_int"] > 50 and ("985" in fea or "211" in fea) \ + or ("海外名校" in fea and cv["school_rank_int"] > 500): + cv["sch_rank_kwd"].append("优质学校") + else: + cv["sch_rank_kwd"].append("一般学校") + + if edu_nst: cv["edu_nst"] = edu_nst + if fea: cv["edu_fea_kwd"] = list(set(fea)) + if first_fea: cv["edu_first_fea_kwd"] = list(set(first_fea)) + if maj: cv["major_kwd"] = maj + if fsch: cv["first_school_name_kwd"] = fsch + if fdeg: cv["first_degree_kwd"] = fdeg + if fmaj: cv["first_major_kwd"] = fmaj + if st_dt: cv["edu_start_kwd"] = st_dt + if ed_dt: cv["edu_end_kwd"] = ed_dt + if ed_dt: cv["edu_end_int"] = max([int(t) for t in ed_dt]) + if deg: + if "本科" in deg and "专科" in deg: + deg.append("专升本") + deg = [d for d in deg if d != '本科'] + cv["degree_kwd"] = deg + cv["highest_degree_kwd"] = highest_degree(deg) + if edu_end_dt: + try: + if re.match(r"[0-9]{9,}", edu_end_dt): edu_end_dt = turnTm2Dt(edu_end_dt) + if edu_end_dt.strip("\n") == "至今": edu_end_dt = cv.get("updated_at_dt", str(datetime.date.today())) + y, m, d = getYMD(edu_end_dt) + cv["work_exp_flt"] = min(int(str(datetime.date.today())[0:4]) - int(y), cv.get("work_exp_flt", 1000)) + except Exception as e: + print("EXCEPTION: ", e, edu_end_dt, cv.get("work_exp_flt")) + if sch: + cv["school_name_kwd"] = sch + if (len(cv.get("degree_kwd", [])) >= 1 and "本科" in cv["degree_kwd"]) \ + or all([c.lower() in ["硕士", "博士", "mba", "博士后"] for c in cv.get("degree_kwd", [])]) \ + or not cv.get("degree_kwd"): + for c in sch: + if schools.is_good(c): + if "tag_kwd" not in cv: cv["tag_kwd"] = [] + cv["tag_kwd"].append("好学校") + cv["tag_kwd"].append("好学历") + break + if (len(cv.get("degree_kwd", [])) >= 1 and \ + "本科" in cv["degree_kwd"] and \ + any([d.lower() in ["硕士", "博士", "mba", "博士"] for d in cv.get("degree_kwd", [])])) \ + or all([d.lower() in ["硕士", "博士", "mba", "博士后"] for d in cv.get("degree_kwd", [])]) \ + or any([d in ["mba", "emba", "博士后"] for d in cv.get("degree_kwd", [])]): + if "tag_kwd" not in cv: cv["tag_kwd"] = [] + if "好学历" not in cv["tag_kwd"]: cv["tag_kwd"].append("好学历") + + if cv.get("major_kwd"): cv["major_tks"] = rag_tokenizer.tokenize(" ".join(maj)) + if cv.get("school_name_kwd"): cv["school_name_tks"] = rag_tokenizer.tokenize(" ".join(sch)) + if cv.get("first_school_name_kwd"): cv["first_school_name_tks"] = rag_tokenizer.tokenize(" ".join(fsch)) + if cv.get("first_major_kwd"): cv["first_major_tks"] = rag_tokenizer.tokenize(" ".join(fmaj)) + + return cv + + +def forProj(cv): + if not cv.get("project_obj"): return cv + + pro_nms, desc = [], [] + for i, n in enumerate( + sorted(cv.get("project_obj", []), key=lambda x: str(x.get("updated_at", "")) if type(x) == type({}) else "", + reverse=True)): + if n.get("name"): pro_nms.append(n["name"]) + if n.get("describe"): desc.append(str(n["describe"])) + if n.get("responsibilities"): desc.append(str(n["responsibilities"])) + if n.get("achivement"): desc.append(str(n["achivement"])) + + if pro_nms: + # cv["pro_nms_tks"] = rag_tokenizer.tokenize(" ".join(pro_nms)) + cv["project_name_tks"] = rag_tokenizer.tokenize(pro_nms[0]) + if desc: + cv["pro_desc_ltks"] = rag_tokenizer.tokenize(rmHtmlTag(" ".join(desc))) + cv["project_desc_ltks"] = rag_tokenizer.tokenize(rmHtmlTag(desc[0])) + + return cv + + +def json_loads(line): + return demjson3.decode(re.sub(r": *(True|False)", r": '\1'", line)) + + +def forWork(cv): + if not cv.get("work_obj"): + cv["integerity_flt"] *= 0.7 + return cv + + flds = ["position_name", "corporation_name", "corporation_id", "responsibilities", + "industry_name", "subordinates_count"] + duas = [] + scales = [] + fea = {c: [] for c in flds} + latest_job_tm = "" + goodcorp = False + goodcorp_ = False + work_st_tm = "" + corp_tags = [] + for i, n in enumerate( + sorted(cv.get("work_obj", []), key=lambda x: str(x.get("start_time", "")) if type(x) == type({}) else "", + reverse=True)): + if type(n) == type(""): + try: + n = json_loads(n) + except Exception as e: + continue + + if n.get("start_time") and (not work_st_tm or n["start_time"] < work_st_tm): work_st_tm = n["start_time"] + for c in flds: + if not n.get(c) or str(n[c]) == '0': + fea[c].append("") + continue + if c == "corporation_name": + n[c] = corporations.corpNorm(n[c], False) + if corporations.is_good(n[c]): + if i == 0: + goodcorp = True + else: + goodcorp_ = True + ct = corporations.corp_tag(n[c]) + if i == 0: + corp_tags.extend(ct) + elif ct and ct[0] != "软外": + corp_tags.extend([f"{t}(曾)" for t in ct]) + + fea[c].append(rmHtmlTag(str(n[c]).lower())) + + y, m, d = getYMD(n.get("start_time")) + if not y or not m: continue + st = "%s-%02d-%02d" % (y, int(m), int(d)) + latest_job_tm = st + + y, m, d = getYMD(n.get("end_time")) + if (not y or not m) and i > 0: continue + if not y or not m or int(y) > 2022: y, m, d = getYMD(str(n.get("updated_at", ""))) + if not y or not m: continue + ed = "%s-%02d-%02d" % (y, int(m), int(d)) + + try: + duas.append((datetime.datetime.strptime(ed, "%Y-%m-%d") - datetime.datetime.strptime(st, "%Y-%m-%d")).days) + except Exception as e: + print("kkkkkkkkkkkkkkkkkkkk", n.get("start_time"), n.get("end_time")) + + if n.get("scale"): + r = re.search(r"^([0-9]+)", str(n["scale"])) + if r: scales.append(int(r.group(1))) + + if goodcorp: + if "tag_kwd" not in cv: cv["tag_kwd"] = [] + cv["tag_kwd"].append("好公司") + if goodcorp_: + if "tag_kwd" not in cv: cv["tag_kwd"] = [] + cv["tag_kwd"].append("好公司(曾)") + + if corp_tags: + if "tag_kwd" not in cv: cv["tag_kwd"] = [] + cv["tag_kwd"].extend(corp_tags) + cv["corp_tag_kwd"] = [c for c in corp_tags if re.match(r"(综合|行业)", c)] + + if latest_job_tm: cv["latest_job_dt"] = latest_job_tm + if fea["corporation_id"]: cv["corporation_id"] = fea["corporation_id"] + + if fea["position_name"]: + cv["position_name_tks"] = rag_tokenizer.tokenize(fea["position_name"][0]) + cv["position_name_sm_tks"] = rag_tokenizer.fine_grained_tokenize(cv["position_name_tks"]) + cv["pos_nm_tks"] = rag_tokenizer.tokenize(" ".join(fea["position_name"][1:])) + + if fea["industry_name"]: + cv["industry_name_tks"] = rag_tokenizer.tokenize(fea["industry_name"][0]) + cv["industry_name_sm_tks"] = rag_tokenizer.fine_grained_tokenize(cv["industry_name_tks"]) + cv["indu_nm_tks"] = rag_tokenizer.tokenize(" ".join(fea["industry_name"][1:])) + + if fea["corporation_name"]: + cv["corporation_name_kwd"] = fea["corporation_name"][0] + cv["corp_nm_kwd"] = fea["corporation_name"] + cv["corporation_name_tks"] = rag_tokenizer.tokenize(fea["corporation_name"][0]) + cv["corporation_name_sm_tks"] = rag_tokenizer.fine_grained_tokenize(cv["corporation_name_tks"]) + cv["corp_nm_tks"] = rag_tokenizer.tokenize(" ".join(fea["corporation_name"][1:])) + + if fea["responsibilities"]: + cv["responsibilities_ltks"] = rag_tokenizer.tokenize(fea["responsibilities"][0]) + cv["resp_ltks"] = rag_tokenizer.tokenize(" ".join(fea["responsibilities"][1:])) + + if fea["subordinates_count"]: fea["subordinates_count"] = [int(i) for i in fea["subordinates_count"] if + re.match(r"[^0-9]+$", str(i))] + if fea["subordinates_count"]: cv["max_sub_cnt_int"] = np.max(fea["subordinates_count"]) + + if type(cv.get("corporation_id")) == type(1): cv["corporation_id"] = [str(cv["corporation_id"])] + if not cv.get("corporation_id"): cv["corporation_id"] = [] + for i in cv.get("corporation_id", []): + cv["baike_flt"] = max(corporations.baike(i), cv["baike_flt"] if "baike_flt" in cv else 0) + + if work_st_tm: + try: + if re.match(r"[0-9]{9,}", work_st_tm): work_st_tm = turnTm2Dt(work_st_tm) + y, m, d = getYMD(work_st_tm) + cv["work_exp_flt"] = min(int(str(datetime.date.today())[0:4]) - int(y), cv.get("work_exp_flt", 1000)) + except Exception as e: + print("EXCEPTION: ", e, work_st_tm, cv.get("work_exp_flt")) + + cv["job_num_int"] = 0 + if duas: + cv["dua_flt"] = np.mean(duas) + cv["cur_dua_int"] = duas[0] + cv["job_num_int"] = len(duas) + if scales: cv["scale_flt"] = np.max(scales) + return cv + + +def turnTm2Dt(b): + if not b: return + b = str(b).strip() + if re.match(r"[0-9]{10,}", b): b = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(int(b[:10]))) + return b + + +def getYMD(b): + y, m, d = "", "", "01" + if not b: return (y, m, d) + b = turnTm2Dt(b) + if re.match(r"[0-9]{4}", b): y = int(b[:4]) + r = re.search(r"[0-9]{4}.?([0-9]{1,2})", b) + if r: m = r.group(1) + r = re.search(r"[0-9]{4}.?[0-9]{,2}.?([0-9]{1,2})", b) + if r: d = r.group(1) + if not d or int(d) == 0 or int(d) > 31: d = "1" + if not m or int(m) > 12 or int(m) < 1: m = "1" + return (y, m, d) + + +def birth(cv): + if not cv.get("birth"): + cv["integerity_flt"] *= 0.9 + return cv + y, m, d = getYMD(cv["birth"]) + if not m or not y: return cv + b = "%s-%02d-%02d" % (y, int(m), int(d)) + cv["birth_dt"] = b + cv["birthday_kwd"] = "%02d%02d" % (int(m), int(d)) + + cv["age_int"] = datetime.datetime.now().year - int(y) + return cv + + +def parse(cv): + for k in cv.keys(): + if cv[k] == '\\N': cv[k] = '' + # cv = cv.asDict() + tks_fld = ["address", "corporation_name", "discipline_name", "email", "expect_city_names", + "expect_industry_name", "expect_position_name", "industry_name", "industry_names", "name", + "position_name", "school_name", "self_remark", "title_name"] + small_tks_fld = ["corporation_name", "expect_position_name", "position_name", "school_name", "title_name"] + kwd_fld = ["address", "city", "corporation_type", "degree", "discipline_name", "expect_city_names", "email", + "expect_industry_name", "expect_position_name", "expect_type", "gender", "industry_name", + "industry_names", "political_status", "position_name", "scale", "school_name", "phone", "tel"] + num_fld = ["annual_salary", "annual_salary_from", "annual_salary_to", "expect_annual_salary", "expect_salary_from", + "expect_salary_to", "salary_month"] + + is_fld = [ + ("is_fertility", "已育", "未育"), + ("is_house", "有房", "没房"), + ("is_management_experience", "有管理经验", "无管理经验"), + ("is_marital", "已婚", "未婚"), + ("is_oversea", "有海外经验", "无海外经验") + ] + + rmkeys = [] + for k in cv.keys(): + if cv[k] is None: rmkeys.append(k) + if (type(cv[k]) == type([]) or type(cv[k]) == type("")) and len(cv[k]) == 0: rmkeys.append(k) + for k in rmkeys: del cv[k] + + integerity = 0. + flds_num = 0. + + def hasValues(flds): + nonlocal integerity, flds_num + flds_num += len(flds) + for f in flds: + v = str(cv.get(f, "")) + if len(v) > 0 and v != '0' and v != '[]': integerity += 1 + + hasValues(tks_fld) + hasValues(small_tks_fld) + hasValues(kwd_fld) + hasValues(num_fld) + cv["integerity_flt"] = integerity / flds_num + + if cv.get("corporation_type"): + for p, r in [(r"(公司|企业|其它|其他|Others*|\n|未填写|Enterprises|Company|companies)", ""), + (r"[／/．·　<\(（]+.*", ""), + (r".*(合资|民企|股份制|中外|私营|个体|Private|创业|Owned|投资).*", "民营"), + (r".*(机关|事业).*", "机关"), + (r".*(非盈利|Non-profit).*", "非盈利"), + (r".*(外企|外商|欧美|foreign|Institution|Australia|港资).*", "外企"), + (r".*国有.*", "国企"), + (r"[ （）\(\)人/·0-9-]+", ""), + (r".*(元|规模|于|=|北京|上海|至今|中国|工资|州|shanghai|强|餐饮|融资|职).*", "")]: + cv["corporation_type"] = re.sub(p, r, cv["corporation_type"], 1000, re.IGNORECASE) + if len(cv["corporation_type"]) < 2: del cv["corporation_type"] + + if cv.get("political_status"): + for p, r in [ + (r".*党员.*", "党员"), + (r".*(无党派|公民).*", "群众"), + (r".*团员.*", "团员")]: + cv["political_status"] = re.sub(p, r, cv["political_status"]) + if not re.search(r"[党团群]", cv["political_status"]): del cv["political_status"] + + if cv.get("phone"): cv["phone"] = re.sub(r"^0*86([0-9]{11})", r"\1", re.sub(r"[^0-9]+", "", cv["phone"])) + + keys = list(cv.keys()) + for k in keys: + # deal with json objects + if k.find("_obj") > 0: + try: + cv[k] = json_loads(cv[k]) + cv[k] = [a for _, a in cv[k].items()] + nms = [] + for n in cv[k]: + if type(n) != type({}) or "name" not in n or not n.get("name"): continue + n["name"] = re.sub(r"(（442）|\t )", "", n["name"]).strip().lower() + if not n["name"]: continue + nms.append(n["name"]) + if nms: + t = k[:-4] + cv[f"{t}_kwd"] = nms + cv[f"{t}_tks"] = rag_tokenizer.tokenize(" ".join(nms)) + except Exception as e: + print("【EXCEPTION】:", str(traceback.format_exc()), cv[k]) + cv[k] = [] + + # tokenize fields + if k in tks_fld: + cv[f"{k}_tks"] = rag_tokenizer.tokenize(cv[k]) + if k in small_tks_fld: cv[f"{k}_sm_tks"] = rag_tokenizer.tokenize(cv[f"{k}_tks"]) + + # keyword fields + if k in kwd_fld: cv[f"{k}_kwd"] = [n.lower() + for n in re.split(r"[\t,，；;. ]", + re.sub(r"([^a-zA-Z])[ ]+([^a-zA-Z ])", r"\1，\2", cv[k]) + ) if n] + + if k in num_fld and cv.get(k): cv[f"{k}_int"] = cv[k] + + cv["email_kwd"] = cv.get("email_tks", "").replace(" ", "") + # for name field + if cv.get("name"): + nm = re.sub(r"[\n——\-\(（\+].*", "", cv["name"].strip()) + nm = re.sub(r"[ \t　]+", " ", nm) + if re.match(r"[a-zA-Z ]+$", nm): + if len(nm.split(" ")) > 1: + cv["name"] = nm + else: + nm = "" + elif nm and (surname.isit(nm[0]) or surname.isit(nm[:2])): + nm = re.sub(r"[a-zA-Z]+.*", "", nm[:5]) + else: + nm = "" + cv["name"] = nm.strip() + name = cv["name"] + + # name pingyin and its prefix + cv["name_py_tks"] = " ".join(PY.get_pinyins(nm[:20], '')) + " " + " ".join(PY.get_pinyins(nm[:20], ' ')) + cv["name_py_pref0_tks"] = "" + cv["name_py_pref_tks"] = "" + for py in PY.get_pinyins(nm[:20], ''): + for i in range(2, len(py) + 1): cv["name_py_pref_tks"] += " " + py[:i] + for py in PY.get_pinyins(nm[:20], ' '): + py = py.split(" ") + for i in range(1, len(py) + 1): cv["name_py_pref0_tks"] += " " + "".join(py[:i]) + + cv["name_kwd"] = name + cv["name_pinyin_kwd"] = PY.get_pinyins(nm[:20], ' ')[:3] + cv["name_tks"] = ( + rag_tokenizer.tokenize(name) + " " + (" ".join(list(name)) if not re.match(r"[a-zA-Z ]+$", name) else "") + ) if name else "" + else: + cv["integerity_flt"] /= 2. + + if cv.get("phone"): + r = re.search(r"(1[3456789][0-9]{9})", cv["phone"]) + if not r: + cv["phone"] = "" + else: + cv["phone"] = r.group(1) + + # deal with date fields + if cv.get("updated_at") and isinstance(cv["updated_at"], datetime.datetime): + cv["updated_at_dt"] = cv["updated_at"].strftime('%Y-%m-%d %H:%M:%S') + else: + y, m, d = getYMD(str(cv.get("updated_at", ""))) + if not y: y = "2012" + if not m: m = "01" + if not d: d = "01" + cv["updated_at_dt"] = f"%s-%02d-%02d 00:00:00" % (y, int(m), int(d)) + # long text tokenize + + if cv.get("responsibilities"): cv["responsibilities_ltks"] = rag_tokenizer.tokenize(rmHtmlTag(cv["responsibilities"])) + + # for yes or no field + fea = [] + for f, y, n in is_fld: + if f not in cv: continue + if cv[f] == '是': fea.append(y) + if cv[f] == '否': fea.append(n) + + if fea: cv["tag_kwd"] = fea + + cv = forEdu(cv) + cv = forProj(cv) + cv = forWork(cv) + cv = birth(cv) + + cv["corp_proj_sch_deg_kwd"] = [c for c in cv.get("corp_tag_kwd", [])] + for i in range(len(cv["corp_proj_sch_deg_kwd"])): + for j in cv.get("sch_rank_kwd", []): cv["corp_proj_sch_deg_kwd"][i] += "+" + j + for i in range(len(cv["corp_proj_sch_deg_kwd"])): + if cv.get("highest_degree_kwd"): cv["corp_proj_sch_deg_kwd"][i] += "+" + cv["highest_degree_kwd"] + + try: + if not cv.get("work_exp_flt") and cv.get("work_start_time"): + if re.match(r"[0-9]{9,}", str(cv["work_start_time"])): + cv["work_start_dt"] = turnTm2Dt(cv["work_start_time"]) + cv["work_exp_flt"] = (time.time() - int(int(cv["work_start_time"]) / 1000)) / 3600. / 24. / 365. + elif re.match(r"[0-9]{4}[^0-9]", str(cv["work_start_time"])): + y, m, d = getYMD(str(cv["work_start_time"])) + cv["work_start_dt"] = f"%s-%02d-%02d 00:00:00" % (y, int(m), int(d)) + cv["work_exp_flt"] = int(str(datetime.date.today())[0:4]) - int(y) + except Exception as e: + print("【EXCEPTION】", e, "==>", cv.get("work_start_time")) + if "work_exp_flt" not in cv and cv.get("work_experience", 0): cv["work_exp_flt"] = int(cv["work_experience"]) / 12. + + keys = list(cv.keys()) + for k in keys: + if not re.search(r"_(fea|tks|nst|dt|int|flt|ltks|kwd|id)$", k): del cv[k] + for k in cv.keys(): + if not re.search("_(kwd|id)$", k) or type(cv[k]) != type([]): continue + cv[k] = list(set([re.sub("(市)$", "", str(n)) for n in cv[k] if n not in ['中国', '0']])) + keys = [k for k in cv.keys() if re.search(r"_feas*$", k)] + for k in keys: + if cv[k] <= 0: del cv[k] + + cv["tob_resume_id"] = str(cv["tob_resume_id"]) + cv["id"] = cv["tob_resume_id"] + print("CCCCCCCCCCCCCCC") + + return dealWithInt64(cv) + + +def dealWithInt64(d): + if isinstance(d, dict): + for n, v in d.items(): + d[n] = dealWithInt64(v) + + if isinstance(d, list): + d = [dealWithInt64(t) for t in d] + + if isinstance(d, np.integer): d = int(d) + return d + diff --git a/deepdoc/parser/txt_parser.py b/deepdoc/parser/txt_parser.py new file mode 100644 index 0000000000000000000000000000000000000000..cd85ad6a711277cbe99a93b39740ed8d13ffe2d8 --- /dev/null +++ b/deepdoc/parser/txt_parser.py @@ -0,0 +1,42 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +from rag.nlp import find_codec,num_tokens_from_string + +class RAGFlowTxtParser: + def __call__(self, fnm, binary=None, chunk_token_num=128): + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(fnm, "r") as f: + while True: + l = f.readline() + if not l: + break + txt += l + return self.parser_txt(txt, chunk_token_num) + + @classmethod + def parser_txt(cls, txt, chunk_token_num=128): + if type(txt) != str: + raise TypeError("txt type should be str!") + sections = [] + for sec in txt.split("\n"): + if num_tokens_from_string(sec) > 10 * int(chunk_token_num): + sections.append((sec[: int(len(sec) / 2)], "")) + sections.append((sec[int(len(sec) / 2) :], "")) + else: + sections.append((sec, "")) + return sections \ No newline at end of file diff --git a/deepdoc/vision/__init__.py b/deepdoc/vision/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..46afe0127d7951b6484d4e492044e4b3d640b1d7 --- /dev/null +++ b/deepdoc/vision/__init__.py @@ -0,0 +1,61 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import pdfplumber + +from .ocr import OCR +from .recognizer import Recognizer +from .layout_recognizer import LayoutRecognizer +from .table_structure_recognizer import TableStructureRecognizer + + +def init_in_out(args): + from PIL import Image + import os + import traceback + from api.utils.file_utils import traversal_files + images = [] + outputs = [] + + if not os.path.exists(args.output_dir): + os.mkdir(args.output_dir) + + def pdf_pages(fnm, zoomin=3): + nonlocal outputs, images + pdf = pdfplumber.open(fnm) + images = [p.to_image(resolution=72 * zoomin).annotated for i, p in + enumerate(pdf.pages)] + + for i, page in enumerate(images): + outputs.append(os.path.split(fnm)[-1] + f"_{i}.jpg") + + def images_and_outputs(fnm): + nonlocal outputs, images + if fnm.split(".")[-1].lower() == "pdf": + pdf_pages(fnm) + return + try: + images.append(Image.open(fnm)) + outputs.append(os.path.split(fnm)[-1]) + except Exception as e: + traceback.print_exc() + + if os.path.isdir(args.inputs): + for fnm in traversal_files(args.inputs): + images_and_outputs(fnm) + else: + images_and_outputs(args.inputs) + + for i in range(len(outputs)): outputs[i] = os.path.join(args.output_dir, outputs[i]) + + return images, outputs \ No newline at end of file diff --git a/deepdoc/vision/layout_recognizer.py b/deepdoc/vision/layout_recognizer.py new file mode 100644 index 0000000000000000000000000000000000000000..2d6b295b32ab7d902dead414f5f88d323bb97556 --- /dev/null +++ b/deepdoc/vision/layout_recognizer.py @@ -0,0 +1,151 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os +import re +from collections import Counter +from copy import deepcopy +import numpy as np +from huggingface_hub import snapshot_download + +from api.utils.file_utils import get_project_base_directory +from deepdoc.vision import Recognizer + + +class LayoutRecognizer(Recognizer): + labels = [ + "_background_", + "Text", + "Title", + "Figure", + "Figure caption", + "Table", + "Table caption", + "Header", + "Footer", + "Reference", + "Equation", + ] + + def __init__(self, domain): + try: + model_dir = os.path.join( + get_project_base_directory(), + "rag/res/deepdoc") + super().__init__(self.labels, domain, model_dir) + except Exception as e: + model_dir = snapshot_download(repo_id="InfiniFlow/deepdoc", + local_dir=os.path.join(get_project_base_directory(), "rag/res/deepdoc"), + local_dir_use_symlinks=False) + super().__init__(self.labels, domain, model_dir) + + self.garbage_layouts = ["footer", "header", "reference"] + + def __call__(self, image_list, ocr_res, scale_factor=3, + thr=0.2, batch_size=16, drop=True): + def __is_garbage(b): + patt = [r"^•+$", r"(版权归©|免责条款|地址[:：])", r"\.{3,}", "^[0-9]{1,2} / ?[0-9]{1,2}$", + r"^[0-9]{1,2} of [0-9]{1,2}$", "^http://[^ ]{12,}", + "(资料|数据)来源[:：]", "[0-9a-z._-]+@[a-z0-9-]+\\.[a-z]{2,3}", + "\\(cid *: *[0-9]+ *\\)" + ] + return any([re.search(p, b["text"]) for p in patt]) + + layouts = super().__call__(image_list, thr, batch_size) + # save_results(image_list, layouts, self.labels, output_dir='output/', threshold=0.7) + assert len(image_list) == len(ocr_res) + # Tag layout type + boxes = [] + assert len(image_list) == len(layouts) + garbages = {} + page_layout = [] + for pn, lts in enumerate(layouts): + bxs = ocr_res[pn] + lts = [{"type": b["type"], + "score": float(b["score"]), + "x0": b["bbox"][0] / scale_factor, "x1": b["bbox"][2] / scale_factor, + "top": b["bbox"][1] / scale_factor, "bottom": b["bbox"][-1] / scale_factor, + "page_number": pn, + } for b in lts if float(b["score"]) >= 0.8 or b["type"] not in self.garbage_layouts] + lts = self.sort_Y_firstly(lts, np.mean( + [l["bottom"] - l["top"] for l in lts]) / 2) + lts = self.layouts_cleanup(bxs, lts) + page_layout.append(lts) + + # Tag layout type, layouts are ready + def findLayout(ty): + nonlocal bxs, lts, self + lts_ = [lt for lt in lts if lt["type"] == ty] + i = 0 + while i < len(bxs): + if bxs[i].get("layout_type"): + i += 1 + continue + if __is_garbage(bxs[i]): + bxs.pop(i) + continue + + ii = self.find_overlapped_with_threashold(bxs[i], lts_, + thr=0.4) + if ii is None: # belong to nothing + bxs[i]["layout_type"] = "" + i += 1 + continue + lts_[ii]["visited"] = True + keep_feats = [ + lts_[ + ii]["type"] == "footer" and bxs[i]["bottom"] < image_list[pn].size[1] * 0.9 / scale_factor, + lts_[ + ii]["type"] == "header" and bxs[i]["top"] > image_list[pn].size[1] * 0.1 / scale_factor, + ] + if drop and lts_[ + ii]["type"] in self.garbage_layouts and not any(keep_feats): + if lts_[ii]["type"] not in garbages: + garbages[lts_[ii]["type"]] = [] + garbages[lts_[ii]["type"]].append(bxs[i]["text"]) + bxs.pop(i) + continue + + bxs[i]["layoutno"] = f"{ty}-{ii}" + bxs[i]["layout_type"] = lts_[ii]["type"] if lts_[ + ii]["type"] != "equation" else "figure" + i += 1 + + for lt in ["footer", "header", "reference", "figure caption", + "table caption", "title", "table", "text", "figure", "equation"]: + findLayout(lt) + + # add box to figure layouts which has not text box + for i, lt in enumerate( + [lt for lt in lts if lt["type"] in ["figure", "equation"]]): + if lt.get("visited"): + continue + lt = deepcopy(lt) + del lt["type"] + lt["text"] = "" + lt["layout_type"] = "figure" + lt["layoutno"] = f"figure-{i}" + bxs.append(lt) + + boxes.extend(bxs) + + ocr_res = boxes + + garbag_set = set() + for k in garbages.keys(): + garbages[k] = Counter(garbages[k]) + for g, c in garbages[k].items(): + if c > 1: + garbag_set.add(g) + + ocr_res = [b for b in ocr_res if b["text"].strip() not in garbag_set] + return ocr_res, page_layout diff --git a/deepdoc/vision/ocr.py b/deepdoc/vision/ocr.py new file mode 100644 index 0000000000000000000000000000000000000000..317b671fdd4b6e70a1f6f318dad16cddfd97672a --- /dev/null +++ b/deepdoc/vision/ocr.py @@ -0,0 +1,622 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import copy +import time +import os + +from huggingface_hub import snapshot_download + +from api.utils.file_utils import get_project_base_directory +from .operators import * +import numpy as np +import onnxruntime as ort + +from .postprocess import build_post_process + + +def transform(data, ops=None): + """ transform """ + if ops is None: + ops = [] + for op in ops: + data = op(data) + if data is None: + return None + return data + + +def create_operators(op_param_list, global_config=None): + """ + create operators based on the config + + Args: + params(list): a dict list, used to create some operators + """ + assert isinstance( + op_param_list, list), ('operator config should be a list') + ops = [] + for operator in op_param_list: + assert isinstance(operator, + dict) and len(operator) == 1, "yaml format error" + op_name = list(operator)[0] + param = {} if operator[op_name] is None else operator[op_name] + if global_config is not None: + param.update(global_config) + op = eval(op_name)(**param) + ops.append(op) + return ops + + +def load_model(model_dir, nm): + model_file_path = os.path.join(model_dir, nm + ".onnx") + if not os.path.exists(model_file_path): + raise ValueError("not find model file path {}".format( + model_file_path)) + + options = ort.SessionOptions() + options.enable_cpu_mem_arena = False + options.execution_mode = ort.ExecutionMode.ORT_SEQUENTIAL + options.intra_op_num_threads = 2 + options.inter_op_num_threads = 2 + if False and ort.get_device() == "GPU": + sess = ort.InferenceSession( + model_file_path, + options=options, + providers=['CUDAExecutionProvider']) + else: + sess = ort.InferenceSession( + model_file_path, + options=options, + providers=['CPUExecutionProvider']) + return sess, sess.get_inputs()[0] + + +class TextRecognizer(object): + def __init__(self, model_dir): + self.rec_image_shape = [int(v) for v in "3, 48, 320".split(",")] + self.rec_batch_num = 16 + postprocess_params = { + 'name': 'CTCLabelDecode', + "character_dict_path": os.path.join(model_dir, "ocr.res"), + "use_space_char": True + } + self.postprocess_op = build_post_process(postprocess_params) + self.predictor, self.input_tensor = load_model(model_dir, 'rec') + + def resize_norm_img(self, img, max_wh_ratio): + imgC, imgH, imgW = self.rec_image_shape + + assert imgC == img.shape[2] + imgW = int((imgH * max_wh_ratio)) + w = self.input_tensor.shape[3:][0] + if isinstance(w, str): + pass + elif w is not None and w > 0: + imgW = w + h, w = img.shape[:2] + ratio = w / float(h) + if math.ceil(imgH * ratio) > imgW: + resized_w = imgW + else: + resized_w = int(math.ceil(imgH * ratio)) + + resized_image = cv2.resize(img, (resized_w, imgH)) + resized_image = resized_image.astype('float32') + resized_image = resized_image.transpose((2, 0, 1)) / 255 + resized_image -= 0.5 + resized_image /= 0.5 + padding_im = np.zeros((imgC, imgH, imgW), dtype=np.float32) + padding_im[:, :, 0:resized_w] = resized_image + return padding_im + + def resize_norm_img_vl(self, img, image_shape): + + imgC, imgH, imgW = image_shape + img = img[:, :, ::-1] # bgr2rgb + resized_image = cv2.resize( + img, (imgW, imgH), interpolation=cv2.INTER_LINEAR) + resized_image = resized_image.astype('float32') + resized_image = resized_image.transpose((2, 0, 1)) / 255 + return resized_image + + def resize_norm_img_srn(self, img, image_shape): + imgC, imgH, imgW = image_shape + + img_black = np.zeros((imgH, imgW)) + im_hei = img.shape[0] + im_wid = img.shape[1] + + if im_wid <= im_hei * 1: + img_new = cv2.resize(img, (imgH * 1, imgH)) + elif im_wid <= im_hei * 2: + img_new = cv2.resize(img, (imgH * 2, imgH)) + elif im_wid <= im_hei * 3: + img_new = cv2.resize(img, (imgH * 3, imgH)) + else: + img_new = cv2.resize(img, (imgW, imgH)) + + img_np = np.asarray(img_new) + img_np = cv2.cvtColor(img_np, cv2.COLOR_BGR2GRAY) + img_black[:, 0:img_np.shape[1]] = img_np + img_black = img_black[:, :, np.newaxis] + + row, col, c = img_black.shape + c = 1 + + return np.reshape(img_black, (c, row, col)).astype(np.float32) + + def srn_other_inputs(self, image_shape, num_heads, max_text_length): + + imgC, imgH, imgW = image_shape + feature_dim = int((imgH / 8) * (imgW / 8)) + + encoder_word_pos = np.array(range(0, feature_dim)).reshape( + (feature_dim, 1)).astype('int64') + gsrm_word_pos = np.array(range(0, max_text_length)).reshape( + (max_text_length, 1)).astype('int64') + + gsrm_attn_bias_data = np.ones((1, max_text_length, max_text_length)) + gsrm_slf_attn_bias1 = np.triu(gsrm_attn_bias_data, 1).reshape( + [-1, 1, max_text_length, max_text_length]) + gsrm_slf_attn_bias1 = np.tile( + gsrm_slf_attn_bias1, + [1, num_heads, 1, 1]).astype('float32') * [-1e9] + + gsrm_slf_attn_bias2 = np.tril(gsrm_attn_bias_data, -1).reshape( + [-1, 1, max_text_length, max_text_length]) + gsrm_slf_attn_bias2 = np.tile( + gsrm_slf_attn_bias2, + [1, num_heads, 1, 1]).astype('float32') * [-1e9] + + encoder_word_pos = encoder_word_pos[np.newaxis, :] + gsrm_word_pos = gsrm_word_pos[np.newaxis, :] + + return [ + encoder_word_pos, gsrm_word_pos, gsrm_slf_attn_bias1, + gsrm_slf_attn_bias2 + ] + + def process_image_srn(self, img, image_shape, num_heads, max_text_length): + norm_img = self.resize_norm_img_srn(img, image_shape) + norm_img = norm_img[np.newaxis, :] + + [encoder_word_pos, gsrm_word_pos, gsrm_slf_attn_bias1, gsrm_slf_attn_bias2] = \ + self.srn_other_inputs(image_shape, num_heads, max_text_length) + + gsrm_slf_attn_bias1 = gsrm_slf_attn_bias1.astype(np.float32) + gsrm_slf_attn_bias2 = gsrm_slf_attn_bias2.astype(np.float32) + encoder_word_pos = encoder_word_pos.astype(np.int64) + gsrm_word_pos = gsrm_word_pos.astype(np.int64) + + return (norm_img, encoder_word_pos, gsrm_word_pos, gsrm_slf_attn_bias1, + gsrm_slf_attn_bias2) + + def resize_norm_img_sar(self, img, image_shape, + width_downsample_ratio=0.25): + imgC, imgH, imgW_min, imgW_max = image_shape + h = img.shape[0] + w = img.shape[1] + valid_ratio = 1.0 + # make sure new_width is an integral multiple of width_divisor. + width_divisor = int(1 / width_downsample_ratio) + # resize + ratio = w / float(h) + resize_w = math.ceil(imgH * ratio) + if resize_w % width_divisor != 0: + resize_w = round(resize_w / width_divisor) * width_divisor + if imgW_min is not None: + resize_w = max(imgW_min, resize_w) + if imgW_max is not None: + valid_ratio = min(1.0, 1.0 * resize_w / imgW_max) + resize_w = min(imgW_max, resize_w) + resized_image = cv2.resize(img, (resize_w, imgH)) + resized_image = resized_image.astype('float32') + # norm + if image_shape[0] == 1: + resized_image = resized_image / 255 + resized_image = resized_image[np.newaxis, :] + else: + resized_image = resized_image.transpose((2, 0, 1)) / 255 + resized_image -= 0.5 + resized_image /= 0.5 + resize_shape = resized_image.shape + padding_im = -1.0 * np.ones((imgC, imgH, imgW_max), dtype=np.float32) + padding_im[:, :, 0:resize_w] = resized_image + pad_shape = padding_im.shape + + return padding_im, resize_shape, pad_shape, valid_ratio + + def resize_norm_img_spin(self, img): + img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + # return padding_im + img = cv2.resize(img, tuple([100, 32]), cv2.INTER_CUBIC) + img = np.array(img, np.float32) + img = np.expand_dims(img, -1) + img = img.transpose((2, 0, 1)) + mean = [127.5] + std = [127.5] + mean = np.array(mean, dtype=np.float32) + std = np.array(std, dtype=np.float32) + mean = np.float32(mean.reshape(1, -1)) + stdinv = 1 / np.float32(std.reshape(1, -1)) + img -= mean + img *= stdinv + return img + + def resize_norm_img_svtr(self, img, image_shape): + + imgC, imgH, imgW = image_shape + resized_image = cv2.resize( + img, (imgW, imgH), interpolation=cv2.INTER_LINEAR) + resized_image = resized_image.astype('float32') + resized_image = resized_image.transpose((2, 0, 1)) / 255 + resized_image -= 0.5 + resized_image /= 0.5 + return resized_image + + def resize_norm_img_abinet(self, img, image_shape): + + imgC, imgH, imgW = image_shape + + resized_image = cv2.resize( + img, (imgW, imgH), interpolation=cv2.INTER_LINEAR) + resized_image = resized_image.astype('float32') + resized_image = resized_image / 255. + + mean = np.array([0.485, 0.456, 0.406]) + std = np.array([0.229, 0.224, 0.225]) + resized_image = ( + resized_image - mean[None, None, ...]) / std[None, None, ...] + resized_image = resized_image.transpose((2, 0, 1)) + resized_image = resized_image.astype('float32') + + return resized_image + + def norm_img_can(self, img, image_shape): + + img = cv2.cvtColor( + img, cv2.COLOR_BGR2GRAY) # CAN only predict gray scale image + + if self.rec_image_shape[0] == 1: + h, w = img.shape + _, imgH, imgW = self.rec_image_shape + if h < imgH or w < imgW: + padding_h = max(imgH - h, 0) + padding_w = max(imgW - w, 0) + img_padded = np.pad(img, ((0, padding_h), (0, padding_w)), + 'constant', + constant_values=(255)) + img = img_padded + + img = np.expand_dims(img, 0) / 255.0 # h,w,c -> c,h,w + img = img.astype('float32') + + return img + + def __call__(self, img_list): + img_num = len(img_list) + # Calculate the aspect ratio of all text bars + width_list = [] + for img in img_list: + width_list.append(img.shape[1] / float(img.shape[0])) + # Sorting can speed up the recognition process + indices = np.argsort(np.array(width_list)) + rec_res = [['', 0.0]] * img_num + batch_num = self.rec_batch_num + st = time.time() + + for beg_img_no in range(0, img_num, batch_num): + end_img_no = min(img_num, beg_img_no + batch_num) + norm_img_batch = [] + imgC, imgH, imgW = self.rec_image_shape[:3] + max_wh_ratio = imgW / imgH + # max_wh_ratio = 0 + for ino in range(beg_img_no, end_img_no): + h, w = img_list[indices[ino]].shape[0:2] + wh_ratio = w * 1.0 / h + max_wh_ratio = max(max_wh_ratio, wh_ratio) + for ino in range(beg_img_no, end_img_no): + norm_img = self.resize_norm_img(img_list[indices[ino]], + max_wh_ratio) + norm_img = norm_img[np.newaxis, :] + norm_img_batch.append(norm_img) + norm_img_batch = np.concatenate(norm_img_batch) + norm_img_batch = norm_img_batch.copy() + + input_dict = {} + input_dict[self.input_tensor.name] = norm_img_batch + for i in range(100000): + try: + outputs = self.predictor.run(None, input_dict) + break + except Exception as e: + if i >= 3: + raise e + time.sleep(5) + preds = outputs[0] + rec_result = self.postprocess_op(preds) + for rno in range(len(rec_result)): + rec_res[indices[beg_img_no + rno]] = rec_result[rno] + + return rec_res, time.time() - st + + +class TextDetector(object): + def __init__(self, model_dir): + pre_process_list = [{ + 'DetResizeForTest': { + 'limit_side_len': 960, + 'limit_type': "max", + } + }, { + 'NormalizeImage': { + 'std': [0.229, 0.224, 0.225], + 'mean': [0.485, 0.456, 0.406], + 'scale': '1./255.', + 'order': 'hwc' + } + }, { + 'ToCHWImage': None + }, { + 'KeepKeys': { + 'keep_keys': ['image', 'shape'] + } + }] + postprocess_params = {"name": "DBPostProcess", "thresh": 0.3, "box_thresh": 0.5, "max_candidates": 1000, + "unclip_ratio": 1.5, "use_dilation": False, "score_mode": "fast", "box_type": "quad"} + + self.postprocess_op = build_post_process(postprocess_params) + self.predictor, self.input_tensor = load_model(model_dir, 'det') + + img_h, img_w = self.input_tensor.shape[2:] + if isinstance(img_h, str) or isinstance(img_w, str): + pass + elif img_h is not None and img_w is not None and img_h > 0 and img_w > 0: + pre_process_list[0] = { + 'DetResizeForTest': { + 'image_shape': [img_h, img_w] + } + } + self.preprocess_op = create_operators(pre_process_list) + + def order_points_clockwise(self, pts): + rect = np.zeros((4, 2), dtype="float32") + s = pts.sum(axis=1) + rect[0] = pts[np.argmin(s)] + rect[2] = pts[np.argmax(s)] + tmp = np.delete(pts, (np.argmin(s), np.argmax(s)), axis=0) + diff = np.diff(np.array(tmp), axis=1) + rect[1] = tmp[np.argmin(diff)] + rect[3] = tmp[np.argmax(diff)] + return rect + + def clip_det_res(self, points, img_height, img_width): + for pno in range(points.shape[0]): + points[pno, 0] = int(min(max(points[pno, 0], 0), img_width - 1)) + points[pno, 1] = int(min(max(points[pno, 1], 0), img_height - 1)) + return points + + def filter_tag_det_res(self, dt_boxes, image_shape): + img_height, img_width = image_shape[0:2] + dt_boxes_new = [] + for box in dt_boxes: + if isinstance(box, list): + box = np.array(box) + box = self.order_points_clockwise(box) + box = self.clip_det_res(box, img_height, img_width) + rect_width = int(np.linalg.norm(box[0] - box[1])) + rect_height = int(np.linalg.norm(box[0] - box[3])) + if rect_width <= 3 or rect_height <= 3: + continue + dt_boxes_new.append(box) + dt_boxes = np.array(dt_boxes_new) + return dt_boxes + + def filter_tag_det_res_only_clip(self, dt_boxes, image_shape): + img_height, img_width = image_shape[0:2] + dt_boxes_new = [] + for box in dt_boxes: + if isinstance(box, list): + box = np.array(box) + box = self.clip_det_res(box, img_height, img_width) + dt_boxes_new.append(box) + dt_boxes = np.array(dt_boxes_new) + return dt_boxes + + def __call__(self, img): + ori_im = img.copy() + data = {'image': img} + + st = time.time() + data = transform(data, self.preprocess_op) + img, shape_list = data + if img is None: + return None, 0 + img = np.expand_dims(img, axis=0) + shape_list = np.expand_dims(shape_list, axis=0) + img = img.copy() + input_dict = {} + input_dict[self.input_tensor.name] = img + for i in range(100000): + try: + outputs = self.predictor.run(None, input_dict) + break + except Exception as e: + if i >= 3: + raise e + time.sleep(5) + + post_result = self.postprocess_op({"maps": outputs[0]}, shape_list) + dt_boxes = post_result[0]['points'] + dt_boxes = self.filter_tag_det_res(dt_boxes, ori_im.shape) + + return dt_boxes, time.time() - st + + +class OCR(object): + def __init__(self, model_dir=None): + """ + If you have trouble downloading HuggingFace models, -_^ this might help!! + + For Linux: + export HF_ENDPOINT=https://hf-mirror.com + + For Windows: + Good luck + ^_- + + """ + if not model_dir: + try: + model_dir = os.path.join( + get_project_base_directory(), + "rag/res/deepdoc") + self.text_detector = TextDetector(model_dir) + self.text_recognizer = TextRecognizer(model_dir) + except Exception as e: + model_dir = snapshot_download(repo_id="InfiniFlow/deepdoc", + local_dir=os.path.join(get_project_base_directory(), "rag/res/deepdoc"), + local_dir_use_symlinks=False) + self.text_detector = TextDetector(model_dir) + self.text_recognizer = TextRecognizer(model_dir) + + self.drop_score = 0.5 + self.crop_image_res_index = 0 + + def get_rotate_crop_image(self, img, points): + ''' + img_height, img_width = img.shape[0:2] + left = int(np.min(points[:, 0])) + right = int(np.max(points[:, 0])) + top = int(np.min(points[:, 1])) + bottom = int(np.max(points[:, 1])) + img_crop = img[top:bottom, left:right, :].copy() + points[:, 0] = points[:, 0] - left + points[:, 1] = points[:, 1] - top + ''' + assert len(points) == 4, "shape of points must be 4*2" + img_crop_width = int( + max( + np.linalg.norm(points[0] - points[1]), + np.linalg.norm(points[2] - points[3]))) + img_crop_height = int( + max( + np.linalg.norm(points[0] - points[3]), + np.linalg.norm(points[1] - points[2]))) + pts_std = np.float32([[0, 0], [img_crop_width, 0], + [img_crop_width, img_crop_height], + [0, img_crop_height]]) + M = cv2.getPerspectiveTransform(points, pts_std) + dst_img = cv2.warpPerspective( + img, + M, (img_crop_width, img_crop_height), + borderMode=cv2.BORDER_REPLICATE, + flags=cv2.INTER_CUBIC) + dst_img_height, dst_img_width = dst_img.shape[0:2] + if dst_img_height * 1.0 / dst_img_width >= 1.5: + dst_img = np.rot90(dst_img) + return dst_img + + def sorted_boxes(self, dt_boxes): + """ + Sort text boxes in order from top to bottom, left to right + args: + dt_boxes(array):detected text boxes with shape [4, 2] + return: + sorted boxes(array) with shape [4, 2] + """ + num_boxes = dt_boxes.shape[0] + sorted_boxes = sorted(dt_boxes, key=lambda x: (x[0][1], x[0][0])) + _boxes = list(sorted_boxes) + + for i in range(num_boxes - 1): + for j in range(i, -1, -1): + if abs(_boxes[j + 1][0][1] - _boxes[j][0][1]) < 10 and \ + (_boxes[j + 1][0][0] < _boxes[j][0][0]): + tmp = _boxes[j] + _boxes[j] = _boxes[j + 1] + _boxes[j + 1] = tmp + else: + break + return _boxes + + def detect(self, img): + time_dict = {'det': 0, 'rec': 0, 'cls': 0, 'all': 0} + + if img is None: + return None, None, time_dict + + start = time.time() + dt_boxes, elapse = self.text_detector(img) + time_dict['det'] = elapse + + if dt_boxes is None: + end = time.time() + time_dict['all'] = end - start + return None, None, time_dict + + return zip(self.sorted_boxes(dt_boxes), [ + ("", 0) for _ in range(len(dt_boxes))]) + + def recognize(self, ori_im, box): + img_crop = self.get_rotate_crop_image(ori_im, box) + + rec_res, elapse = self.text_recognizer([img_crop]) + text, score = rec_res[0] + if score < self.drop_score: + return "" + return text + + def __call__(self, img, cls=True): + time_dict = {'det': 0, 'rec': 0, 'cls': 0, 'all': 0} + + if img is None: + return None, None, time_dict + + start = time.time() + ori_im = img.copy() + dt_boxes, elapse = self.text_detector(img) + time_dict['det'] = elapse + + if dt_boxes is None: + end = time.time() + time_dict['all'] = end - start + return None, None, time_dict + + img_crop_list = [] + + dt_boxes = self.sorted_boxes(dt_boxes) + + for bno in range(len(dt_boxes)): + tmp_box = copy.deepcopy(dt_boxes[bno]) + img_crop = self.get_rotate_crop_image(ori_im, tmp_box) + img_crop_list.append(img_crop) + + rec_res, elapse = self.text_recognizer(img_crop_list) + + time_dict['rec'] = elapse + + filter_boxes, filter_rec_res = [], [] + for box, rec_result in zip(dt_boxes, rec_res): + text, score = rec_result + if score >= self.drop_score: + filter_boxes.append(box) + filter_rec_res.append(rec_result) + end = time.time() + time_dict['all'] = end - start + + # for bno in range(len(img_crop_list)): + # print(f"{bno}, {rec_res[bno]}") + + return list(zip([a.tolist() for a in filter_boxes], filter_rec_res)) diff --git 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+驊 +腎 +﹗ +響 +杋 +剛 +嚴 +禪 +歓 +槍 +傘 +檸 +檫 +炣 +勢 +鏜 +鎢 +銑 +尐 +減 +奪 +惡 +θ +僮 +婭 +臘 +ū +ì +殻 +鉄 +∑ +蛲 +焼 +緖 +續 +紹 +懮 \ No newline at end of file diff --git a/deepdoc/vision/operators.py b/deepdoc/vision/operators.py new file mode 100644 index 0000000000000000000000000000000000000000..382fe3635ff827799f4907d77f150cca72f2560c --- /dev/null +++ b/deepdoc/vision/operators.py @@ -0,0 +1,711 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import sys +import six +import cv2 +import numpy as np +import math +from PIL import Image + + +class DecodeImage(object): + """ decode image """ + + def __init__(self, + img_mode='RGB', + channel_first=False, + ignore_orientation=False, + **kwargs): + self.img_mode = img_mode + self.channel_first = channel_first + self.ignore_orientation = ignore_orientation + + def __call__(self, data): + img = data['image'] + if six.PY2: + assert isinstance(img, str) and len( + img) > 0, "invalid input 'img' in DecodeImage" + else: + assert isinstance(img, bytes) and len( + img) > 0, "invalid input 'img' in DecodeImage" + img = np.frombuffer(img, dtype='uint8') + if self.ignore_orientation: + img = cv2.imdecode(img, cv2.IMREAD_IGNORE_ORIENTATION | + cv2.IMREAD_COLOR) + else: + img = cv2.imdecode(img, 1) + if img is None: + return None + if self.img_mode == 'GRAY': + img = cv2.cvtColor(img, cv2.COLOR_GRAY2BGR) + elif self.img_mode == 'RGB': + assert img.shape[2] == 3, 'invalid shape of image[%s]' % ( + img.shape) + img = img[:, :, ::-1] + + if self.channel_first: + img = img.transpose((2, 0, 1)) + + data['image'] = img + return data + + +class StandardizeImage(object): + """normalize image + Args: + mean (list): im - mean + std (list): im / std + is_scale (bool): whether need im / 255 + norm_type (str): type in ['mean_std', 'none'] + """ + + def __init__(self, mean, std, is_scale=True, norm_type='mean_std'): + self.mean = mean + self.std = std + self.is_scale = is_scale + self.norm_type = norm_type + + def __call__(self, im, im_info): + """ + Args: + im (np.ndarray): image (np.ndarray) + im_info (dict): info of image + Returns: + im (np.ndarray): processed image (np.ndarray) + im_info (dict): info of processed image + """ + im = im.astype(np.float32, copy=False) + if self.is_scale: + scale = 1.0 / 255.0 + im *= scale + + if self.norm_type == 'mean_std': + mean = np.array(self.mean)[np.newaxis, np.newaxis, :] + std = np.array(self.std)[np.newaxis, np.newaxis, :] + im -= mean + im /= std + return im, im_info + + +class NormalizeImage(object): + """ normalize image such as substract mean, divide std + """ + + def __init__(self, scale=None, mean=None, std=None, order='chw', **kwargs): + if isinstance(scale, str): + scale = eval(scale) + self.scale = np.float32(scale if scale is not None else 1.0 / 255.0) + mean = mean if mean is not None else [0.485, 0.456, 0.406] + std = std if std is not None else [0.229, 0.224, 0.225] + + shape = (3, 1, 1) if order == 'chw' else (1, 1, 3) + self.mean = np.array(mean).reshape(shape).astype('float32') + self.std = np.array(std).reshape(shape).astype('float32') + + def __call__(self, data): + img = data['image'] + from PIL import Image + if isinstance(img, Image.Image): + img = np.array(img) + assert isinstance(img, + np.ndarray), "invalid input 'img' in NormalizeImage" + data['image'] = ( + img.astype('float32') * self.scale - self.mean) / self.std + return data + + +class ToCHWImage(object): + """ convert hwc image to chw image + """ + + def __init__(self, **kwargs): + pass + + def __call__(self, data): + img = data['image'] + from PIL import Image + if isinstance(img, Image.Image): + img = np.array(img) + data['image'] = img.transpose((2, 0, 1)) + return data + + +class Fasttext(object): + def __init__(self, path="None", **kwargs): + import fasttext + self.fast_model = fasttext.load_model(path) + + def __call__(self, data): + label = data['label'] + fast_label = self.fast_model[label] + data['fast_label'] = fast_label + return data + + +class KeepKeys(object): + def __init__(self, keep_keys, **kwargs): + self.keep_keys = keep_keys + + def __call__(self, data): + data_list = [] + for key in self.keep_keys: + data_list.append(data[key]) + return data_list + + +class Pad(object): + def __init__(self, size=None, size_div=32, **kwargs): + if size is not None and not isinstance(size, (int, list, tuple)): + raise TypeError("Type of target_size is invalid. Now is {}".format( + type(size))) + if isinstance(size, int): + size = [size, size] + self.size = size + self.size_div = size_div + + def __call__(self, data): + + img = data['image'] + img_h, img_w = img.shape[0], img.shape[1] + if self.size: + resize_h2, resize_w2 = self.size + assert ( + img_h < resize_h2 and img_w < resize_w2 + ), '(h, w) of target size should be greater than (img_h, img_w)' + else: + resize_h2 = max( + int(math.ceil(img.shape[0] / self.size_div) * self.size_div), + self.size_div) + resize_w2 = max( + int(math.ceil(img.shape[1] / self.size_div) * self.size_div), + self.size_div) + img = cv2.copyMakeBorder( + img, + 0, + resize_h2 - img_h, + 0, + resize_w2 - img_w, + cv2.BORDER_CONSTANT, + value=0) + data['image'] = img + return data + + +class LinearResize(object): + """resize image by target_size and max_size + Args: + target_size (int): the target size of image + keep_ratio (bool): whether keep_ratio or not, default true + interp (int): method of resize + """ + + def __init__(self, target_size, keep_ratio=True, interp=cv2.INTER_LINEAR): + if isinstance(target_size, int): + target_size = [target_size, target_size] + self.target_size = target_size + self.keep_ratio = keep_ratio + self.interp = interp + + def __call__(self, im, im_info): + """ + Args: + im (np.ndarray): image (np.ndarray) + im_info (dict): info of image + Returns: + im (np.ndarray): processed image (np.ndarray) + im_info (dict): info of processed image + """ + assert len(self.target_size) == 2 + assert self.target_size[0] > 0 and self.target_size[1] > 0 + im_channel = im.shape[2] + im_scale_y, im_scale_x = self.generate_scale(im) + im = cv2.resize( + im, + None, + None, + fx=im_scale_x, + fy=im_scale_y, + interpolation=self.interp) + im_info['im_shape'] = np.array(im.shape[:2]).astype('float32') + im_info['scale_factor'] = np.array( + [im_scale_y, im_scale_x]).astype('float32') + return im, im_info + + def generate_scale(self, im): + """ + Args: + im (np.ndarray): image (np.ndarray) + Returns: + im_scale_x: the resize ratio of X + im_scale_y: the resize ratio of Y + """ + origin_shape = im.shape[:2] + im_c = im.shape[2] + if self.keep_ratio: + im_size_min = np.min(origin_shape) + im_size_max = np.max(origin_shape) + target_size_min = np.min(self.target_size) + target_size_max = np.max(self.target_size) + im_scale = float(target_size_min) / float(im_size_min) + if np.round(im_scale * im_size_max) > target_size_max: + im_scale = float(target_size_max) / float(im_size_max) + im_scale_x = im_scale + im_scale_y = im_scale + else: + resize_h, resize_w = self.target_size + im_scale_y = resize_h / float(origin_shape[0]) + im_scale_x = resize_w / float(origin_shape[1]) + return im_scale_y, im_scale_x + + +class Resize(object): + def __init__(self, size=(640, 640), **kwargs): + self.size = size + + def resize_image(self, img): + resize_h, resize_w = self.size + ori_h, ori_w = img.shape[:2] # (h, w, c) + ratio_h = float(resize_h) / ori_h + ratio_w = float(resize_w) / ori_w + img = cv2.resize(img, (int(resize_w), int(resize_h))) + return img, [ratio_h, ratio_w] + + def __call__(self, data): + img = data['image'] + if 'polys' in data: + text_polys = data['polys'] + + img_resize, [ratio_h, ratio_w] = self.resize_image(img) + if 'polys' in data: + new_boxes = [] + for box in text_polys: + new_box = [] + for cord in box: + new_box.append([cord[0] * ratio_w, cord[1] * ratio_h]) + new_boxes.append(new_box) + data['polys'] = np.array(new_boxes, dtype=np.float32) + data['image'] = img_resize + return data + + +class DetResizeForTest(object): + def __init__(self, **kwargs): + super(DetResizeForTest, self).__init__() + self.resize_type = 0 + self.keep_ratio = False + if 'image_shape' in kwargs: + self.image_shape = kwargs['image_shape'] + self.resize_type = 1 + if 'keep_ratio' in kwargs: + self.keep_ratio = kwargs['keep_ratio'] + elif 'limit_side_len' in kwargs: + self.limit_side_len = kwargs['limit_side_len'] + self.limit_type = kwargs.get('limit_type', 'min') + elif 'resize_long' in kwargs: + self.resize_type = 2 + self.resize_long = kwargs.get('resize_long', 960) + else: + self.limit_side_len = 736 + self.limit_type = 'min' + + def __call__(self, data): + img = data['image'] + src_h, src_w, _ = img.shape + if sum([src_h, src_w]) < 64: + img = self.image_padding(img) + + if self.resize_type == 0: + # img, shape = self.resize_image_type0(img) + img, [ratio_h, ratio_w] = self.resize_image_type0(img) + elif self.resize_type == 2: + img, [ratio_h, ratio_w] = self.resize_image_type2(img) + else: + # img, shape = self.resize_image_type1(img) + img, [ratio_h, ratio_w] = self.resize_image_type1(img) + data['image'] = img + data['shape'] = np.array([src_h, src_w, ratio_h, ratio_w]) + return data + + def image_padding(self, im, value=0): + h, w, c = im.shape + im_pad = np.zeros((max(32, h), max(32, w), c), np.uint8) + value + im_pad[:h, :w, :] = im + return im_pad + + def resize_image_type1(self, img): + resize_h, resize_w = self.image_shape + ori_h, ori_w = img.shape[:2] # (h, w, c) + if self.keep_ratio is True: + resize_w = ori_w * resize_h / ori_h + N = math.ceil(resize_w / 32) + resize_w = N * 32 + ratio_h = float(resize_h) / ori_h + ratio_w = float(resize_w) / ori_w + img = cv2.resize(img, (int(resize_w), int(resize_h))) + # return img, np.array([ori_h, ori_w]) + return img, [ratio_h, ratio_w] + + def resize_image_type0(self, img): + """ + resize image to a size multiple of 32 which is required by the network + args: + img(array): array with shape [h, w, c] + return(tuple): + img, (ratio_h, ratio_w) + """ + limit_side_len = self.limit_side_len + h, w, c = img.shape + + # limit the max side + if self.limit_type == 'max': + if max(h, w) > limit_side_len: + if h > w: + ratio = float(limit_side_len) / h + else: + ratio = float(limit_side_len) / w + else: + ratio = 1. + elif self.limit_type == 'min': + if min(h, w) < limit_side_len: + if h < w: + ratio = float(limit_side_len) / h + else: + ratio = float(limit_side_len) / w + else: + ratio = 1. + elif self.limit_type == 'resize_long': + ratio = float(limit_side_len) / max(h, w) + else: + raise Exception('not support limit type, image ') + resize_h = int(h * ratio) + resize_w = int(w * ratio) + + resize_h = max(int(round(resize_h / 32) * 32), 32) + resize_w = max(int(round(resize_w / 32) * 32), 32) + + try: + if int(resize_w) <= 0 or int(resize_h) <= 0: + return None, (None, None) + img = cv2.resize(img, (int(resize_w), int(resize_h))) + except BaseException: + print(img.shape, resize_w, resize_h) + sys.exit(0) + ratio_h = resize_h / float(h) + ratio_w = resize_w / float(w) + return img, [ratio_h, ratio_w] + + def resize_image_type2(self, img): + h, w, _ = img.shape + + resize_w = w + resize_h = h + + if resize_h > resize_w: + ratio = float(self.resize_long) / resize_h + else: + ratio = float(self.resize_long) / resize_w + + resize_h = int(resize_h * ratio) + resize_w = int(resize_w * ratio) + + max_stride = 128 + resize_h = (resize_h + max_stride - 1) // max_stride * max_stride + resize_w = (resize_w + max_stride - 1) // max_stride * max_stride + img = cv2.resize(img, (int(resize_w), int(resize_h))) + ratio_h = resize_h / float(h) + ratio_w = resize_w / float(w) + + return img, [ratio_h, ratio_w] + + +class E2EResizeForTest(object): + def __init__(self, **kwargs): + super(E2EResizeForTest, self).__init__() + self.max_side_len = kwargs['max_side_len'] + self.valid_set = kwargs['valid_set'] + + def __call__(self, data): + img = data['image'] + src_h, src_w, _ = img.shape + if self.valid_set == 'totaltext': + im_resized, [ratio_h, ratio_w] = self.resize_image_for_totaltext( + img, max_side_len=self.max_side_len) + else: + im_resized, (ratio_h, ratio_w) = self.resize_image( + img, max_side_len=self.max_side_len) + data['image'] = im_resized + data['shape'] = np.array([src_h, src_w, ratio_h, ratio_w]) + return data + + def resize_image_for_totaltext(self, im, max_side_len=512): + + h, w, _ = im.shape + resize_w = w + resize_h = h + ratio = 1.25 + if h * ratio > max_side_len: + ratio = float(max_side_len) / resize_h + resize_h = int(resize_h * ratio) + resize_w = int(resize_w * ratio) + + max_stride = 128 + resize_h = (resize_h + max_stride - 1) // max_stride * max_stride + resize_w = (resize_w + max_stride - 1) // max_stride * max_stride + im = cv2.resize(im, (int(resize_w), int(resize_h))) + ratio_h = resize_h / float(h) + ratio_w = resize_w / float(w) + return im, (ratio_h, ratio_w) + + def resize_image(self, im, max_side_len=512): + """ + resize image to a size multiple of max_stride which is required by the network + :param im: the resized image + :param max_side_len: limit of max image size to avoid out of memory in gpu + :return: the resized image and the resize ratio + """ + h, w, _ = im.shape + + resize_w = w + resize_h = h + + # Fix the longer side + if resize_h > resize_w: + ratio = float(max_side_len) / resize_h + else: + ratio = float(max_side_len) / resize_w + + resize_h = int(resize_h * ratio) + resize_w = int(resize_w * ratio) + + max_stride = 128 + resize_h = (resize_h + max_stride - 1) // max_stride * max_stride + resize_w = (resize_w + max_stride - 1) // max_stride * max_stride + im = cv2.resize(im, (int(resize_w), int(resize_h))) + ratio_h = resize_h / float(h) + ratio_w = resize_w / float(w) + + return im, (ratio_h, ratio_w) + + +class KieResize(object): + def __init__(self, **kwargs): + super(KieResize, self).__init__() + self.max_side, self.min_side = kwargs['img_scale'][0], kwargs[ + 'img_scale'][1] + + def __call__(self, data): + img = data['image'] + points = data['points'] + src_h, src_w, _ = img.shape + im_resized, scale_factor, [ratio_h, ratio_w + ], [new_h, new_w] = self.resize_image(img) + resize_points = self.resize_boxes(img, points, scale_factor) + data['ori_image'] = img + data['ori_boxes'] = points + data['points'] = resize_points + data['image'] = im_resized + data['shape'] = np.array([new_h, new_w]) + return data + + def resize_image(self, img): + norm_img = np.zeros([1024, 1024, 3], dtype='float32') + scale = [512, 1024] + h, w = img.shape[:2] + max_long_edge = max(scale) + max_short_edge = min(scale) + scale_factor = min(max_long_edge / max(h, w), + max_short_edge / min(h, w)) + resize_w, resize_h = int(w * float(scale_factor) + 0.5), int(h * float( + scale_factor) + 0.5) + max_stride = 32 + resize_h = (resize_h + max_stride - 1) // max_stride * max_stride + resize_w = (resize_w + max_stride - 1) // max_stride * max_stride + im = cv2.resize(img, (resize_w, resize_h)) + new_h, new_w = im.shape[:2] + w_scale = new_w / w + h_scale = new_h / h + scale_factor = np.array( + [w_scale, h_scale, w_scale, h_scale], dtype=np.float32) + norm_img[:new_h, :new_w, :] = im + return norm_img, scale_factor, [h_scale, w_scale], [new_h, new_w] + + def resize_boxes(self, im, points, scale_factor): + points = points * scale_factor + img_shape = im.shape[:2] + points[:, 0::2] = np.clip(points[:, 0::2], 0, img_shape[1]) + points[:, 1::2] = np.clip(points[:, 1::2], 0, img_shape[0]) + return points + + +class SRResize(object): + def __init__(self, + imgH=32, + imgW=128, + down_sample_scale=4, + keep_ratio=False, + min_ratio=1, + mask=False, + infer_mode=False, + **kwargs): + self.imgH = imgH + self.imgW = imgW + self.keep_ratio = keep_ratio + self.min_ratio = min_ratio + self.down_sample_scale = down_sample_scale + self.mask = mask + self.infer_mode = infer_mode + + def __call__(self, data): + imgH = self.imgH + imgW = self.imgW + images_lr = data["image_lr"] + transform2 = ResizeNormalize( + (imgW // self.down_sample_scale, imgH // self.down_sample_scale)) + images_lr = transform2(images_lr) + data["img_lr"] = images_lr + if self.infer_mode: + return data + + images_HR = data["image_hr"] + label_strs = data["label"] + transform = ResizeNormalize((imgW, imgH)) + images_HR = transform(images_HR) + data["img_hr"] = images_HR + return data + + +class ResizeNormalize(object): + def __init__(self, size, interpolation=Image.BICUBIC): + self.size = size + self.interpolation = interpolation + + def __call__(self, img): + img = img.resize(self.size, self.interpolation) + img_numpy = np.array(img).astype("float32") + img_numpy = img_numpy.transpose((2, 0, 1)) / 255 + return img_numpy + + +class GrayImageChannelFormat(object): + """ + format gray scale image's channel: (3,h,w) -> (1,h,w) + Args: + inverse: inverse gray image + """ + + def __init__(self, inverse=False, **kwargs): + self.inverse = inverse + + def __call__(self, data): + img = data['image'] + img_single_channel = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + img_expanded = np.expand_dims(img_single_channel, 0) + + if self.inverse: + data['image'] = np.abs(img_expanded - 1) + else: + data['image'] = img_expanded + + data['src_image'] = img + return data + + +class Permute(object): + """permute image + Args: + to_bgr (bool): whether convert RGB to BGR + channel_first (bool): whether convert HWC to CHW + """ + + def __init__(self, ): + super(Permute, self).__init__() + + def __call__(self, im, im_info): + """ + Args: + im (np.ndarray): image (np.ndarray) + im_info (dict): info of image + Returns: + im (np.ndarray): processed image (np.ndarray) + im_info (dict): info of processed image + """ + im = im.transpose((2, 0, 1)).copy() + return im, im_info + + +class PadStride(object): + """ padding image for model with FPN, instead PadBatch(pad_to_stride) in original config + Args: + stride (bool): model with FPN need image shape % stride == 0 + """ + + def __init__(self, stride=0): + self.coarsest_stride = stride + + def __call__(self, im, im_info): + """ + Args: + im (np.ndarray): image (np.ndarray) + im_info (dict): info of image + Returns: + im (np.ndarray): processed image (np.ndarray) + im_info (dict): info of processed image + """ + coarsest_stride = self.coarsest_stride + if coarsest_stride <= 0: + return im, im_info + im_c, im_h, im_w = im.shape + pad_h = int(np.ceil(float(im_h) / coarsest_stride) * coarsest_stride) + pad_w = int(np.ceil(float(im_w) / coarsest_stride) * coarsest_stride) + padding_im = np.zeros((im_c, pad_h, pad_w), dtype=np.float32) + padding_im[:, :im_h, :im_w] = im + return padding_im, im_info + + +def decode_image(im_file, im_info): + """read rgb image + Args: + im_file (str|np.ndarray): input can be image path or np.ndarray + im_info (dict): info of image + Returns: + im (np.ndarray): processed image (np.ndarray) + im_info (dict): info of processed image + """ + if isinstance(im_file, str): + with open(im_file, 'rb') as f: + im_read = f.read() + data = np.frombuffer(im_read, dtype='uint8') + im = cv2.imdecode(data, 1) # BGR mode, but need RGB mode + im = cv2.cvtColor(im, cv2.COLOR_BGR2RGB) + else: + im = im_file + im_info['im_shape'] = np.array(im.shape[:2], dtype=np.float32) + im_info['scale_factor'] = np.array([1., 1.], dtype=np.float32) + return im, im_info + + +def preprocess(im, preprocess_ops): + # process image by preprocess_ops + im_info = { + 'scale_factor': np.array( + [1., 1.], dtype=np.float32), + 'im_shape': None, + } + im, im_info = decode_image(im, im_info) + for operator in preprocess_ops: + im, im_info = operator(im, im_info) + return im, im_info diff --git a/deepdoc/vision/postprocess.py b/deepdoc/vision/postprocess.py new file mode 100644 index 0000000000000000000000000000000000000000..198089c814842759d01740a2cda22d7b4d0490c9 --- /dev/null +++ b/deepdoc/vision/postprocess.py @@ -0,0 +1,366 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import copy +import re +import numpy as np +import cv2 +from shapely.geometry import Polygon +import pyclipper + + +def build_post_process(config, global_config=None): + support_dict = ['DBPostProcess', 'CTCLabelDecode'] + + config = copy.deepcopy(config) + module_name = config.pop('name') + if module_name == "None": + return + if global_config is not None: + config.update(global_config) + assert module_name in support_dict, Exception( + 'post process only support {}'.format(support_dict)) + module_class = eval(module_name)(**config) + return module_class + + +class DBPostProcess(object): + """ + The post process for Differentiable Binarization (DB). + """ + + def __init__(self, + thresh=0.3, + box_thresh=0.7, + max_candidates=1000, + unclip_ratio=2.0, + use_dilation=False, + score_mode="fast", + box_type='quad', + **kwargs): + self.thresh = thresh + self.box_thresh = box_thresh + self.max_candidates = max_candidates + self.unclip_ratio = unclip_ratio + self.min_size = 3 + self.score_mode = score_mode + self.box_type = box_type + assert score_mode in [ + "slow", "fast" + ], "Score mode must be in [slow, fast] but got: {}".format(score_mode) + + self.dilation_kernel = None if not use_dilation else np.array( + [[1, 1], [1, 1]]) + + def polygons_from_bitmap(self, pred, _bitmap, dest_width, dest_height): + ''' + _bitmap: single map with shape (1, H, W), + whose values are binarized as {0, 1} + ''' + + bitmap = _bitmap + height, width = bitmap.shape + + boxes = [] + scores = [] + + contours, _ = cv2.findContours((bitmap * 255).astype(np.uint8), + cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE) + + for contour in contours[:self.max_candidates]: + epsilon = 0.002 * cv2.arcLength(contour, True) + approx = cv2.approxPolyDP(contour, epsilon, True) + points = approx.reshape((-1, 2)) + if points.shape[0] < 4: + continue + + score = self.box_score_fast(pred, points.reshape(-1, 2)) + if self.box_thresh > score: + continue + + if points.shape[0] > 2: + box = self.unclip(points, self.unclip_ratio) + if len(box) > 1: + continue + else: + continue + box = box.reshape(-1, 2) + + _, sside = self.get_mini_boxes(box.reshape((-1, 1, 2))) + if sside < self.min_size + 2: + continue + + box = np.array(box) + box[:, 0] = np.clip( + np.round(box[:, 0] / width * dest_width), 0, dest_width) + box[:, 1] = np.clip( + np.round(box[:, 1] / height * dest_height), 0, dest_height) + boxes.append(box.tolist()) + scores.append(score) + return boxes, scores + + def boxes_from_bitmap(self, pred, _bitmap, dest_width, dest_height): + ''' + _bitmap: single map with shape (1, H, W), + whose values are binarized as {0, 1} + ''' + + bitmap = _bitmap + height, width = bitmap.shape + + outs = cv2.findContours((bitmap * 255).astype(np.uint8), cv2.RETR_LIST, + cv2.CHAIN_APPROX_SIMPLE) + if len(outs) == 3: + img, contours, _ = outs[0], outs[1], outs[2] + elif len(outs) == 2: + contours, _ = outs[0], outs[1] + + num_contours = min(len(contours), self.max_candidates) + + boxes = [] + scores = [] + for index in range(num_contours): + contour = contours[index] + points, sside = self.get_mini_boxes(contour) + if sside < self.min_size: + continue + points = np.array(points) + if self.score_mode == "fast": + score = self.box_score_fast(pred, points.reshape(-1, 2)) + else: + score = self.box_score_slow(pred, contour) + if self.box_thresh > score: + continue + + box = self.unclip(points, self.unclip_ratio).reshape(-1, 1, 2) + box, sside = self.get_mini_boxes(box) + if sside < self.min_size + 2: + continue + box = np.array(box) + + box[:, 0] = np.clip( + np.round(box[:, 0] / width * dest_width), 0, dest_width) + box[:, 1] = np.clip( + np.round(box[:, 1] / height * dest_height), 0, dest_height) + boxes.append(box.astype("int32")) + scores.append(score) + return np.array(boxes, dtype="int32"), scores + + def unclip(self, box, unclip_ratio): + poly = Polygon(box) + distance = poly.area * unclip_ratio / poly.length + offset = pyclipper.PyclipperOffset() + offset.AddPath(box, pyclipper.JT_ROUND, pyclipper.ET_CLOSEDPOLYGON) + expanded = np.array(offset.Execute(distance)) + return expanded + + def get_mini_boxes(self, contour): + bounding_box = cv2.minAreaRect(contour) + points = sorted(list(cv2.boxPoints(bounding_box)), key=lambda x: x[0]) + + index_1, index_2, index_3, index_4 = 0, 1, 2, 3 + if points[1][1] > points[0][1]: + index_1 = 0 + index_4 = 1 + else: + index_1 = 1 + index_4 = 0 + if points[3][1] > points[2][1]: + index_2 = 2 + index_3 = 3 + else: + index_2 = 3 + index_3 = 2 + + box = [ + points[index_1], points[index_2], points[index_3], points[index_4] + ] + return box, min(bounding_box[1]) + + def box_score_fast(self, bitmap, _box): + ''' + box_score_fast: use bbox mean score as the mean score + ''' + h, w = bitmap.shape[:2] + box = _box.copy() + xmin = np.clip(np.floor(box[:, 0].min()).astype("int32"), 0, w - 1) + xmax = np.clip(np.ceil(box[:, 0].max()).astype("int32"), 0, w - 1) + ymin = np.clip(np.floor(box[:, 1].min()).astype("int32"), 0, h - 1) + ymax = np.clip(np.ceil(box[:, 1].max()).astype("int32"), 0, h - 1) + + mask = np.zeros((ymax - ymin + 1, xmax - xmin + 1), dtype=np.uint8) + box[:, 0] = box[:, 0] - xmin + box[:, 1] = box[:, 1] - ymin + cv2.fillPoly(mask, box.reshape(1, -1, 2).astype("int32"), 1) + return cv2.mean(bitmap[ymin:ymax + 1, xmin:xmax + 1], mask)[0] + + def box_score_slow(self, bitmap, contour): + ''' + box_score_slow: use polyon mean score as the mean score + ''' + h, w = bitmap.shape[:2] + contour = contour.copy() + contour = np.reshape(contour, (-1, 2)) + + xmin = np.clip(np.min(contour[:, 0]), 0, w - 1) + xmax = np.clip(np.max(contour[:, 0]), 0, w - 1) + ymin = np.clip(np.min(contour[:, 1]), 0, h - 1) + ymax = np.clip(np.max(contour[:, 1]), 0, h - 1) + + mask = np.zeros((ymax - ymin + 1, xmax - xmin + 1), dtype=np.uint8) + + contour[:, 0] = contour[:, 0] - xmin + contour[:, 1] = contour[:, 1] - ymin + + cv2.fillPoly(mask, contour.reshape(1, -1, 2).astype("int32"), 1) + return cv2.mean(bitmap[ymin:ymax + 1, xmin:xmax + 1], mask)[0] + + def __call__(self, outs_dict, shape_list): + pred = outs_dict['maps'] + if not isinstance(pred, np.ndarray): + pred = pred.numpy() + pred = pred[:, 0, :, :] + segmentation = pred > self.thresh + + boxes_batch = [] + for batch_index in range(pred.shape[0]): + src_h, src_w, ratio_h, ratio_w = shape_list[batch_index] + if self.dilation_kernel is not None: + mask = cv2.dilate( + np.array(segmentation[batch_index]).astype(np.uint8), + self.dilation_kernel) + else: + mask = segmentation[batch_index] + if self.box_type == 'poly': + boxes, scores = self.polygons_from_bitmap(pred[batch_index], + mask, src_w, src_h) + elif self.box_type == 'quad': + boxes, scores = self.boxes_from_bitmap(pred[batch_index], mask, + src_w, src_h) + else: + raise ValueError( + "box_type can only be one of ['quad', 'poly']") + + boxes_batch.append({'points': boxes}) + return boxes_batch + + +class BaseRecLabelDecode(object): + """ Convert between text-label and text-index """ + + def __init__(self, character_dict_path=None, use_space_char=False): + self.beg_str = "sos" + self.end_str = "eos" + self.reverse = False + self.character_str = [] + + if character_dict_path is None: + self.character_str = "0123456789abcdefghijklmnopqrstuvwxyz" + dict_character = list(self.character_str) + else: + with open(character_dict_path, "rb") as fin: + lines = fin.readlines() + for line in lines: + line = line.decode('utf-8').strip("\n").strip("\r\n") + self.character_str.append(line) + if use_space_char: + self.character_str.append(" ") + dict_character = list(self.character_str) + if 'arabic' in character_dict_path: + self.reverse = True + + dict_character = self.add_special_char(dict_character) + self.dict = {} + for i, char in enumerate(dict_character): + self.dict[char] = i + self.character = dict_character + + def pred_reverse(self, pred): + pred_re = [] + c_current = '' + for c in pred: + if not bool(re.search('[a-zA-Z0-9 :*./%+-]', c)): + if c_current != '': + pred_re.append(c_current) + pred_re.append(c) + c_current = '' + else: + c_current += c + if c_current != '': + pred_re.append(c_current) + + return ''.join(pred_re[::-1]) + + def add_special_char(self, dict_character): + return dict_character + + def decode(self, text_index, text_prob=None, is_remove_duplicate=False): + """ convert text-index into text-label. """ + result_list = [] + ignored_tokens = self.get_ignored_tokens() + batch_size = len(text_index) + for batch_idx in range(batch_size): + selection = np.ones(len(text_index[batch_idx]), dtype=bool) + if is_remove_duplicate: + selection[1:] = text_index[batch_idx][1:] != text_index[ + batch_idx][:-1] + for ignored_token in ignored_tokens: + selection &= text_index[batch_idx] != ignored_token + + char_list = [ + self.character[text_id] + for text_id in text_index[batch_idx][selection] + ] + if text_prob is not None: + conf_list = text_prob[batch_idx][selection] + else: + conf_list = [1] * len(selection) + if len(conf_list) == 0: + conf_list = [0] + + text = ''.join(char_list) + + if self.reverse: # for arabic rec + text = self.pred_reverse(text) + + result_list.append((text, np.mean(conf_list).tolist())) + return result_list + + def get_ignored_tokens(self): + return [0] # for ctc blank + + +class CTCLabelDecode(BaseRecLabelDecode): + """ Convert between text-label and text-index """ + + def __init__(self, character_dict_path=None, use_space_char=False, + **kwargs): + super(CTCLabelDecode, self).__init__(character_dict_path, + use_space_char) + + def __call__(self, preds, label=None, *args, **kwargs): + if isinstance(preds, tuple) or isinstance(preds, list): + preds = preds[-1] + if not isinstance(preds, np.ndarray): + preds = preds.numpy() + preds_idx = preds.argmax(axis=2) + preds_prob = preds.max(axis=2) + text = self.decode(preds_idx, preds_prob, is_remove_duplicate=True) + if label is None: + return text + label = self.decode(label) + return text, label + + def add_special_char(self, dict_character): + dict_character = ['blank'] + dict_character + return dict_character diff --git a/deepdoc/vision/recognizer.py b/deepdoc/vision/recognizer.py new file mode 100644 index 0000000000000000000000000000000000000000..7fd624e2d3b725346bbdf44f7c8c148dc0113ece --- /dev/null +++ b/deepdoc/vision/recognizer.py @@ -0,0 +1,452 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import os +from copy import deepcopy + +import onnxruntime as ort +from huggingface_hub import snapshot_download + +from api.utils.file_utils import get_project_base_directory +from .operators import * + + +class Recognizer(object): + def __init__(self, label_list, task_name, model_dir=None): + """ + If you have trouble downloading HuggingFace models, -_^ this might help!! + + For Linux: + export HF_ENDPOINT=https://hf-mirror.com + + For Windows: + Good luck + ^_- + + """ + if not model_dir: + model_dir = os.path.join( + get_project_base_directory(), + "rag/res/deepdoc") + model_file_path = os.path.join(model_dir, task_name + ".onnx") + if not os.path.exists(model_file_path): + model_dir = snapshot_download(repo_id="InfiniFlow/deepdoc", + local_dir=os.path.join(get_project_base_directory(), "rag/res/deepdoc"), + local_dir_use_symlinks=False) + model_file_path = os.path.join(model_dir, task_name + ".onnx") + else: + model_file_path = os.path.join(model_dir, task_name + ".onnx") + + if not os.path.exists(model_file_path): + raise ValueError("not find model file path {}".format( + model_file_path)) + if False and ort.get_device() == "GPU": + options = ort.SessionOptions() + options.enable_cpu_mem_arena = False + self.ort_sess = ort.InferenceSession(model_file_path, options=options, providers=[('CUDAExecutionProvider')]) + else: + self.ort_sess = ort.InferenceSession(model_file_path, providers=['CPUExecutionProvider']) + self.input_names = [node.name for node in self.ort_sess.get_inputs()] + self.output_names = [node.name for node in self.ort_sess.get_outputs()] + self.input_shape = self.ort_sess.get_inputs()[0].shape[2:4] + self.label_list = label_list + + @staticmethod + def sort_Y_firstly(arr, threashold): + # sort using y1 first and then x1 + arr = sorted(arr, key=lambda r: (r["top"], r["x0"])) + for i in range(len(arr) - 1): + for j in range(i, -1, -1): + # restore the order using th + if abs(arr[j + 1]["top"] - arr[j]["top"]) < threashold \ + and arr[j + 1]["x0"] < arr[j]["x0"]: + tmp = deepcopy(arr[j]) + arr[j] = deepcopy(arr[j + 1]) + arr[j + 1] = deepcopy(tmp) + return arr + + @staticmethod + def sort_X_firstly(arr, threashold, copy=True): + # sort using y1 first and then x1 + arr = sorted(arr, key=lambda r: (r["x0"], r["top"])) + for i in range(len(arr) - 1): + for j in range(i, -1, -1): + # restore the order using th + if abs(arr[j + 1]["x0"] - arr[j]["x0"]) < threashold \ + and arr[j + 1]["top"] < arr[j]["top"]: + tmp = deepcopy(arr[j]) if copy else arr[j] + arr[j] = deepcopy(arr[j + 1]) if copy else arr[j + 1] + arr[j + 1] = deepcopy(tmp) if copy else tmp + return arr + + @staticmethod + def sort_C_firstly(arr, thr=0): + # sort using y1 first and then x1 + # sorted(arr, key=lambda r: (r["x0"], r["top"])) + arr = Recognizer.sort_X_firstly(arr, thr) + for i in range(len(arr) - 1): + for j in range(i, -1, -1): + # restore the order using th + if "C" not in arr[j] or "C" not in arr[j + 1]: + continue + if arr[j + 1]["C"] < arr[j]["C"] \ + or ( + arr[j + 1]["C"] == arr[j]["C"] + and arr[j + 1]["top"] < arr[j]["top"] + ): + tmp = arr[j] + arr[j] = arr[j + 1] + arr[j + 1] = tmp + return arr + + return sorted(arr, key=lambda r: (r.get("C", r["x0"]), r["top"])) + + @staticmethod + def sort_R_firstly(arr, thr=0): + # sort using y1 first and then x1 + # sorted(arr, key=lambda r: (r["top"], r["x0"])) + arr = Recognizer.sort_Y_firstly(arr, thr) + for i in range(len(arr) - 1): + for j in range(i, -1, -1): + if "R" not in arr[j] or "R" not in arr[j + 1]: + continue + if arr[j + 1]["R"] < arr[j]["R"] \ + or ( + arr[j + 1]["R"] == arr[j]["R"] + and arr[j + 1]["x0"] < arr[j]["x0"] + ): + tmp = arr[j] + arr[j] = arr[j + 1] + arr[j + 1] = tmp + return arr + + @staticmethod + def overlapped_area(a, b, ratio=True): + tp, btm, x0, x1 = a["top"], a["bottom"], a["x0"], a["x1"] + if b["x0"] > x1 or b["x1"] < x0: + return 0 + if b["bottom"] < tp or b["top"] > btm: + return 0 + x0_ = max(b["x0"], x0) + x1_ = min(b["x1"], x1) + assert x0_ <= x1_, "Fuckedup! T:{},B:{},X0:{},X1:{} ==> {}".format( + tp, btm, x0, x1, b) + tp_ = max(b["top"], tp) + btm_ = min(b["bottom"], btm) + assert tp_ <= btm_, "Fuckedup! T:{},B:{},X0:{},X1:{} => {}".format( + tp, btm, x0, x1, b) + ov = (btm_ - tp_) * (x1_ - x0_) if x1 - \ + x0 != 0 and btm - tp != 0 else 0 + if ov > 0 and ratio: + ov /= (x1 - x0) * (btm - tp) + return ov + + @staticmethod + def layouts_cleanup(boxes, layouts, far=2, thr=0.7): + def notOverlapped(a, b): + return any([a["x1"] < b["x0"], + a["x0"] > b["x1"], + a["bottom"] < b["top"], + a["top"] > b["bottom"]]) + + i = 0 + while i + 1 < len(layouts): + j = i + 1 + while j < min(i + far, len(layouts)) \ + and (layouts[i].get("type", "") != layouts[j].get("type", "") + or notOverlapped(layouts[i], layouts[j])): + j += 1 + if j >= min(i + far, len(layouts)): + i += 1 + continue + if Recognizer.overlapped_area(layouts[i], layouts[j]) < thr \ + and Recognizer.overlapped_area(layouts[j], layouts[i]) < thr: + i += 1 + continue + + if layouts[i].get("score") and layouts[j].get("score"): + if layouts[i]["score"] > layouts[j]["score"]: + layouts.pop(j) + else: + layouts.pop(i) + continue + + area_i, area_i_1 = 0, 0 + for b in boxes: + if not notOverlapped(b, layouts[i]): + area_i += Recognizer.overlapped_area(b, layouts[i], False) + if not notOverlapped(b, layouts[j]): + area_i_1 += Recognizer.overlapped_area(b, layouts[j], False) + + if area_i > area_i_1: + layouts.pop(j) + else: + layouts.pop(i) + + return layouts + + def create_inputs(self, imgs, im_info): + """generate input for different model type + Args: + imgs (list(numpy)): list of images (np.ndarray) + im_info (list(dict)): list of image info + Returns: + inputs (dict): input of model + """ + inputs = {} + + im_shape = [] + scale_factor = [] + if len(imgs) == 1: + inputs['image'] = np.array((imgs[0],)).astype('float32') + inputs['im_shape'] = np.array( + (im_info[0]['im_shape'],)).astype('float32') + inputs['scale_factor'] = np.array( + (im_info[0]['scale_factor'],)).astype('float32') + return inputs + + for e in im_info: + im_shape.append(np.array((e['im_shape'],)).astype('float32')) + scale_factor.append(np.array((e['scale_factor'],)).astype('float32')) + + inputs['im_shape'] = np.concatenate(im_shape, axis=0) + inputs['scale_factor'] = np.concatenate(scale_factor, axis=0) + + imgs_shape = [[e.shape[1], e.shape[2]] for e in imgs] + max_shape_h = max([e[0] for e in imgs_shape]) + max_shape_w = max([e[1] for e in imgs_shape]) + padding_imgs = [] + for img in imgs: + im_c, im_h, im_w = img.shape[:] + padding_im = np.zeros( + (im_c, max_shape_h, max_shape_w), dtype=np.float32) + padding_im[:, :im_h, :im_w] = img + padding_imgs.append(padding_im) + inputs['image'] = np.stack(padding_imgs, axis=0) + return inputs + + @staticmethod + def find_overlapped(box, boxes_sorted_by_y, naive=False): + if not boxes_sorted_by_y: + return + bxs = boxes_sorted_by_y + s, e, ii = 0, len(bxs), 0 + while s < e and not naive: + ii = (e + s) // 2 + pv = bxs[ii] + if box["bottom"] < pv["top"]: + e = ii + continue + if box["top"] > pv["bottom"]: + s = ii + 1 + continue + break + while s < ii: + if box["top"] > bxs[s]["bottom"]: + s += 1 + break + while e - 1 > ii: + if box["bottom"] < bxs[e - 1]["top"]: + e -= 1 + break + + max_overlaped_i, max_overlaped = None, 0 + for i in range(s, e): + ov = Recognizer.overlapped_area(bxs[i], box) + if ov <= max_overlaped: + continue + max_overlaped_i = i + max_overlaped = ov + + return max_overlaped_i + + @staticmethod + def find_horizontally_tightest_fit(box, boxes): + if not boxes: + return + min_dis, min_i = 1000000, None + for i,b in enumerate(boxes): + if box.get("layoutno", "0") != b.get("layoutno", "0"): continue + dis = min(abs(box["x0"] - b["x0"]), abs(box["x1"] - b["x1"]), abs(box["x0"]+box["x1"] - b["x1"] - b["x0"])/2) + if dis < min_dis: + min_i = i + min_dis = dis + return min_i + + @staticmethod + def find_overlapped_with_threashold(box, boxes, thr=0.3): + if not boxes: + return + max_overlapped_i, max_overlapped, _max_overlapped = None, thr, 0 + s, e = 0, len(boxes) + for i in range(s, e): + ov = Recognizer.overlapped_area(box, boxes[i]) + _ov = Recognizer.overlapped_area(boxes[i], box) + if (ov, _ov) < (max_overlapped, _max_overlapped): + continue + max_overlapped_i = i + max_overlapped = ov + _max_overlapped = _ov + + return max_overlapped_i + + def preprocess(self, image_list): + inputs = [] + if "scale_factor" in self.input_names: + preprocess_ops = [] + for op_info in [ + {'interp': 2, 'keep_ratio': False, 'target_size': [800, 608], 'type': 'LinearResize'}, + {'is_scale': True, 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'type': 'StandardizeImage'}, + {'type': 'Permute'}, + {'stride': 32, 'type': 'PadStride'} + ]: + new_op_info = op_info.copy() + op_type = new_op_info.pop('type') + preprocess_ops.append(eval(op_type)(**new_op_info)) + + for im_path in image_list: + im, im_info = preprocess(im_path, preprocess_ops) + inputs.append({"image": np.array((im,)).astype('float32'), + "scale_factor": np.array((im_info["scale_factor"],)).astype('float32')}) + else: + hh, ww = self.input_shape + for img in image_list: + h, w = img.shape[:2] + img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) + img = cv2.resize(np.array(img).astype('float32'), (ww, hh)) + # Scale input pixel values to 0 to 1 + img /= 255.0 + img = img.transpose(2, 0, 1) + img = img[np.newaxis, :, :, :].astype(np.float32) + inputs.append({self.input_names[0]: img, "scale_factor": [w/ww, h/hh]}) + return inputs + + def postprocess(self, boxes, inputs, thr): + if "scale_factor" in self.input_names: + bb = [] + for b in boxes: + clsid, bbox, score = int(b[0]), b[2:], b[1] + if score < thr: + continue + if clsid >= len(self.label_list): + continue + bb.append({ + "type": self.label_list[clsid].lower(), + "bbox": [float(t) for t in bbox.tolist()], + "score": float(score) + }) + return bb + + def xywh2xyxy(x): + # [x, y, w, h] to [x1, y1, x2, y2] + y = np.copy(x) + y[:, 0] = x[:, 0] - x[:, 2] / 2 + y[:, 1] = x[:, 1] - x[:, 3] / 2 + y[:, 2] = x[:, 0] + x[:, 2] / 2 + y[:, 3] = x[:, 1] + x[:, 3] / 2 + return y + + def compute_iou(box, boxes): + # Compute xmin, ymin, xmax, ymax for both boxes + xmin = np.maximum(box[0], boxes[:, 0]) + ymin = np.maximum(box[1], boxes[:, 1]) + xmax = np.minimum(box[2], boxes[:, 2]) + ymax = np.minimum(box[3], boxes[:, 3]) + + # Compute intersection area + intersection_area = np.maximum(0, xmax - xmin) * np.maximum(0, ymax - ymin) + + # Compute union area + box_area = (box[2] - box[0]) * (box[3] - box[1]) + boxes_area = (boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]) + union_area = box_area + boxes_area - intersection_area + + # Compute IoU + iou = intersection_area / union_area + + return iou + + def iou_filter(boxes, scores, iou_threshold): + sorted_indices = np.argsort(scores)[::-1] + + keep_boxes = [] + while sorted_indices.size > 0: + # Pick the last box + box_id = sorted_indices[0] + keep_boxes.append(box_id) + + # Compute IoU of the picked box with the rest + ious = compute_iou(boxes[box_id, :], boxes[sorted_indices[1:], :]) + + # Remove boxes with IoU over the threshold + keep_indices = np.where(ious < iou_threshold)[0] + + # print(keep_indices.shape, sorted_indices.shape) + sorted_indices = sorted_indices[keep_indices + 1] + + return keep_boxes + + boxes = np.squeeze(boxes).T + # Filter out object confidence scores below threshold + scores = np.max(boxes[:, 4:], axis=1) + boxes = boxes[scores > thr, :] + scores = scores[scores > thr] + if len(boxes) == 0: return [] + + # Get the class with the highest confidence + class_ids = np.argmax(boxes[:, 4:], axis=1) + boxes = boxes[:, :4] + input_shape = np.array([inputs["scale_factor"][0], inputs["scale_factor"][1], inputs["scale_factor"][0], inputs["scale_factor"][1]]) + boxes = np.multiply(boxes, input_shape, dtype=np.float32) + boxes = xywh2xyxy(boxes) + + unique_class_ids = np.unique(class_ids) + indices = [] + for class_id in unique_class_ids: + class_indices = np.where(class_ids == class_id)[0] + class_boxes = boxes[class_indices, :] + class_scores = scores[class_indices] + class_keep_boxes = iou_filter(class_boxes, class_scores, 0.2) + indices.extend(class_indices[class_keep_boxes]) + + return [{ + "type": self.label_list[class_ids[i]].lower(), + "bbox": [float(t) for t in boxes[i].tolist()], + "score": float(scores[i]) + } for i in indices] + + def __call__(self, image_list, thr=0.7, batch_size=16): + res = [] + imgs = [] + for i in range(len(image_list)): + if not isinstance(image_list[i], np.ndarray): + imgs.append(np.array(image_list[i])) + else: imgs.append(image_list[i]) + + batch_loop_cnt = math.ceil(float(len(imgs)) / batch_size) + for i in range(batch_loop_cnt): + start_index = i * batch_size + end_index = min((i + 1) * batch_size, len(imgs)) + batch_image_list = imgs[start_index:end_index] + inputs = self.preprocess(batch_image_list) + print("preprocess") + for ins in inputs: + bb = self.postprocess(self.ort_sess.run(None, {k:v for k,v in ins.items() if k in self.input_names})[0], ins, thr) + res.append(bb) + + #seeit.save_results(image_list, res, self.label_list, threshold=thr) + + return res + + + diff --git a/deepdoc/vision/seeit.py b/deepdoc/vision/seeit.py new file mode 100644 index 0000000000000000000000000000000000000000..70e547f0cc786f558d33b2b2bb7dc2122571355d --- /dev/null +++ b/deepdoc/vision/seeit.py @@ -0,0 +1,83 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import os +import PIL +from PIL import ImageDraw + + +def save_results(image_list, results, labels, output_dir='output/', threshold=0.5): + if not os.path.exists(output_dir): + os.makedirs(output_dir) + for idx, im in enumerate(image_list): + im = draw_box(im, results[idx], labels, threshold=threshold) + + out_path = os.path.join(output_dir, f"{idx}.jpg") + im.save(out_path, quality=95) + print("save result to: " + out_path) + + +def draw_box(im, result, lables, threshold=0.5): + draw_thickness = min(im.size) // 320 + draw = ImageDraw.Draw(im) + color_list = get_color_map_list(len(lables)) + clsid2color = {n.lower():color_list[i] for i,n in enumerate(lables)} + result = [r for r in result if r["score"] >= threshold] + + for dt in result: + color = tuple(clsid2color[dt["type"]]) + xmin, ymin, xmax, ymax = dt["bbox"] + draw.line( + [(xmin, ymin), (xmin, ymax), (xmax, ymax), (xmax, ymin), + (xmin, ymin)], + width=draw_thickness, + fill=color) + + # draw label + text = "{} {:.4f}".format(dt["type"], dt["score"]) + tw, th = imagedraw_textsize_c(draw, text) + draw.rectangle( + [(xmin + 1, ymin - th), (xmin + tw + 1, ymin)], fill=color) + draw.text((xmin + 1, ymin - th), text, fill=(255, 255, 255)) + return im + + +def get_color_map_list(num_classes): + """ + Args: + num_classes (int): number of class + Returns: + color_map (list): RGB color list + """ + color_map = num_classes * [0, 0, 0] + for i in range(0, num_classes): + j = 0 + lab = i + while lab: + color_map[i * 3] |= (((lab >> 0) & 1) << (7 - j)) + color_map[i * 3 + 1] |= (((lab >> 1) & 1) << (7 - j)) + color_map[i * 3 + 2] |= (((lab >> 2) & 1) << (7 - j)) + j += 1 + lab >>= 3 + color_map = [color_map[i:i + 3] for i in range(0, len(color_map), 3)] + return color_map + + +def imagedraw_textsize_c(draw, text): + if int(PIL.__version__.split('.')[0]) < 10: + tw, th = draw.textsize(text) + else: + left, top, right, bottom = draw.textbbox((0, 0), text) + tw, th = right - left, bottom - top + + return tw, th diff --git a/deepdoc/vision/t_ocr.py b/deepdoc/vision/t_ocr.py new file mode 100644 index 0000000000000000000000000000000000000000..37a87fd3f569023cde689828cb1ca85188e5011b --- /dev/null +++ b/deepdoc/vision/t_ocr.py @@ -0,0 +1,56 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import os +import sys +sys.path.insert( + 0, + os.path.abspath( + os.path.join( + os.path.dirname( + os.path.abspath(__file__)), + '../../'))) + +from deepdoc.vision.seeit import draw_box +from deepdoc.vision import OCR, init_in_out +import argparse +import numpy as np + + +def main(args): + ocr = OCR() + images, outputs = init_in_out(args) + + for i, img in enumerate(images): + bxs = ocr(np.array(img)) + bxs = [(line[0], line[1][0]) for line in bxs] + bxs = [{ + "text": t, + "bbox": [b[0][0], b[0][1], b[1][0], b[-1][1]], + "type": "ocr", + "score": 1} for b, t in bxs if b[0][0] <= b[1][0] and b[0][1] <= b[-1][1]] + img = draw_box(images[i], bxs, ["ocr"], 1.) + img.save(outputs[i], quality=95) + with open(outputs[i] + ".txt", "w+") as f: + f.write("\n".join([o["text"] for o in bxs])) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('--inputs', + help="Directory where to store images or PDFs, or a file path to a single image or PDF", + required=True) + parser.add_argument('--output_dir', help="Directory where to store the output images. Default: './ocr_outputs'", + default="./ocr_outputs") + args = parser.parse_args() + main(args) diff --git a/deepdoc/vision/t_recognizer.py b/deepdoc/vision/t_recognizer.py new file mode 100644 index 0000000000000000000000000000000000000000..5a1c8592db8e06df9adf0a78cd1f725be842730d --- /dev/null +++ b/deepdoc/vision/t_recognizer.py @@ -0,0 +1,187 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os, sys +sys.path.insert( + 0, + os.path.abspath( + os.path.join( + os.path.dirname( + os.path.abspath(__file__)), + '../../'))) + +from deepdoc.vision.seeit import draw_box +from deepdoc.vision import Recognizer, LayoutRecognizer, TableStructureRecognizer, OCR, init_in_out +from api.utils.file_utils import get_project_base_directory +import argparse +import re +import numpy as np + + +def main(args): + images, outputs = init_in_out(args) + if args.mode.lower() == "layout": + labels = LayoutRecognizer.labels + detr = Recognizer( + labels, + "layout", + os.path.join( + get_project_base_directory(), + "rag/res/deepdoc/")) + if args.mode.lower() == "tsr": + labels = TableStructureRecognizer.labels + detr = TableStructureRecognizer() + ocr = OCR() + + layouts = detr(images, float(args.threshold)) + for i, lyt in enumerate(layouts): + if args.mode.lower() == "tsr": + #lyt = [t for t in lyt if t["type"] == "table column"] + html = get_table_html(images[i], lyt, ocr) + with open(outputs[i] + ".html", "w+") as f: + f.write(html) + lyt = [{ + "type": t["label"], + "bbox": [t["x0"], t["top"], t["x1"], t["bottom"]], + "score": t["score"] + } for t in lyt] + img = draw_box(images[i], lyt, labels, float(args.threshold)) + img.save(outputs[i], quality=95) + print("save result to: " + outputs[i]) + + +def get_table_html(img, tb_cpns, ocr): + boxes = ocr(np.array(img)) + boxes = Recognizer.sort_Y_firstly( + [{"x0": b[0][0], "x1": b[1][0], + "top": b[0][1], "text": t[0], + "bottom": b[-1][1], + "layout_type": "table", + "page_number": 0} for b, t in boxes if b[0][0] <= b[1][0] and b[0][1] <= b[-1][1]], + np.mean([b[-1][1] - b[0][1] for b, _ in boxes]) / 3 + ) + + def gather(kwd, fzy=10, ption=0.6): + nonlocal boxes + eles = Recognizer.sort_Y_firstly( + [r for r in tb_cpns if re.match(kwd, r["label"])], fzy) + eles = Recognizer.layouts_cleanup(boxes, eles, 5, ption) + return Recognizer.sort_Y_firstly(eles, 0) + + headers = gather(r".*header$") + rows = gather(r".* (row|header)") + spans = gather(r".*spanning") + clmns = sorted([r for r in tb_cpns if re.match( + r"table column$", r["label"])], key=lambda x: x["x0"]) + clmns = Recognizer.layouts_cleanup(boxes, clmns, 5, 0.5) + + for b in boxes: + ii = Recognizer.find_overlapped_with_threashold(b, rows, thr=0.3) + if ii is not None: + b["R"] = ii + b["R_top"] = rows[ii]["top"] + b["R_bott"] = rows[ii]["bottom"] + + ii = Recognizer.find_overlapped_with_threashold(b, headers, thr=0.3) + if ii is not None: + b["H_top"] = headers[ii]["top"] + b["H_bott"] = headers[ii]["bottom"] + b["H_left"] = headers[ii]["x0"] + b["H_right"] = headers[ii]["x1"] + b["H"] = ii + + ii = Recognizer.find_horizontally_tightest_fit(b, clmns) + if ii is not None: + b["C"] = ii + b["C_left"] = clmns[ii]["x0"] + b["C_right"] = clmns[ii]["x1"] + + ii = Recognizer.find_overlapped_with_threashold(b, spans, thr=0.3) + if ii is not None: + b["H_top"] = spans[ii]["top"] + b["H_bott"] = spans[ii]["bottom"] + b["H_left"] = spans[ii]["x0"] + b["H_right"] = spans[ii]["x1"] + b["SP"] = ii + + html = """ + + + + + + %s + + +""" % TableStructureRecognizer.construct_table(boxes, html=True) + return html + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('--inputs', + help="Directory where to store images or PDFs, or a file path to a single image or PDF", + required=True) + parser.add_argument('--output_dir', help="Directory where to store the output images. Default: './layouts_outputs'", + default="./layouts_outputs") + parser.add_argument( + '--threshold', + help="A threshold to filter out detections. Default: 0.5", + default=0.5) + parser.add_argument('--mode', help="Task mode: layout recognition or table structure recognition", choices=["layout", "tsr"], + default="layout") + args = parser.parse_args() + main(args) diff --git a/deepdoc/vision/table_structure_recognizer.py b/deepdoc/vision/table_structure_recognizer.py new file mode 100644 index 0000000000000000000000000000000000000000..70d750bd94019639309aa41425c64e76ed4ea589 --- /dev/null +++ b/deepdoc/vision/table_structure_recognizer.py @@ -0,0 +1,584 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import logging +import os +import re +from collections import Counter + +import numpy as np +from huggingface_hub import snapshot_download + +from api.utils.file_utils import get_project_base_directory +from rag.nlp import rag_tokenizer +from .recognizer import Recognizer + + +class TableStructureRecognizer(Recognizer): + labels = [ + "table", + "table column", + "table row", + "table column header", + "table projected row header", + "table spanning cell", + ] + + def __init__(self): + try: + super().__init__(self.labels, "tsr", os.path.join( + get_project_base_directory(), + "rag/res/deepdoc")) + except Exception as e: + super().__init__(self.labels, "tsr", snapshot_download(repo_id="InfiniFlow/deepdoc", + local_dir=os.path.join(get_project_base_directory(), "rag/res/deepdoc"), + local_dir_use_symlinks=False)) + + def __call__(self, images, thr=0.2): + tbls = super().__call__(images, thr) + res = [] + # align left&right for rows, align top&bottom for columns + for tbl in tbls: + lts = [{"label": b["type"], + "score": b["score"], + "x0": b["bbox"][0], "x1": b["bbox"][2], + "top": b["bbox"][1], "bottom": b["bbox"][-1] + } for b in tbl] + if not lts: + continue + + left = [b["x0"] for b in lts if b["label"].find( + "row") > 0 or b["label"].find("header") > 0] + right = [b["x1"] for b in lts if b["label"].find( + "row") > 0 or b["label"].find("header") > 0] + if not left: + continue + left = np.mean(left) if len(left) > 4 else np.min(left) + right = np.mean(right) if len(right) > 4 else np.max(right) + for b in lts: + if b["label"].find("row") > 0 or b["label"].find("header") > 0: + if b["x0"] > left: + b["x0"] = left + if b["x1"] < right: + b["x1"] = right + + top = [b["top"] for b in lts if b["label"] == "table column"] + bottom = [b["bottom"] for b in lts if b["label"] == "table column"] + if not top: + res.append(lts) + continue + top = np.median(top) if len(top) > 4 else np.min(top) + bottom = np.median(bottom) if len(bottom) > 4 else np.max(bottom) + for b in lts: + if b["label"] == "table column": + if b["top"] > top: + b["top"] = top + if b["bottom"] < bottom: + b["bottom"] = bottom + + res.append(lts) + return res + + @staticmethod + def is_caption(bx): + patt = [ + r"[图表]+[ 0-9:：]{2,}" + ] + if any([re.match(p, bx["text"].strip()) for p in patt]) \ + or bx["layout_type"].find("caption") >= 0: + return True + return False + + @staticmethod + def blockType(b): + patt = [ + ("^(20|19)[0-9]{2}[年/-][0-9]{1,2}[月/-][0-9]{1,2}日*$", "Dt"), + (r"^(20|19)[0-9]{2}年$", "Dt"), + (r"^(20|19)[0-9]{2}[年-][0-9]{1,2}月*$", "Dt"), + ("^[0-9]{1,2}[月-][0-9]{1,2}日*$", "Dt"), + (r"^第*[一二三四1-4]季度$", "Dt"), + (r"^(20|19)[0-9]{2}年*[一二三四1-4]季度$", "Dt"), + (r"^(20|19)[0-9]{2}[ABCDE]$", "Dt"), + ("^[0-9.,+%/ -]+$", "Nu"), + (r"^[0-9A-Z/\._~-]+$", "Ca"), + (r"^[A-Z]*[a-z' -]+$", "En"), + (r"^[0-9.,+-]+[0-9A-Za-z/$￥%<>（）()' -]+$", "NE"), + (r"^.{1}$", "Sg") + ] + for p, n in patt: + if re.search(p, b["text"].strip()): + return n + tks = [t for t in rag_tokenizer.tokenize(b["text"]).split(" ") if len(t) > 1] + if len(tks) > 3: + if len(tks) < 12: + return "Tx" + else: + return "Lx" + + if len(tks) == 1 and rag_tokenizer.tag(tks[0]) == "nr": + return "Nr" + + return "Ot" + + @staticmethod + def construct_table(boxes, is_english=False, html=False): + cap = "" + i = 0 + while i < len(boxes): + if TableStructureRecognizer.is_caption(boxes[i]): + if is_english: + cap + " " + cap += boxes[i]["text"] + boxes.pop(i) + i -= 1 + i += 1 + + if not boxes: + return [] + for b in boxes: + b["btype"] = TableStructureRecognizer.blockType(b) + max_type = Counter([b["btype"] for b in boxes]).items() + max_type = max(max_type, key=lambda x: x[1])[0] if max_type else "" + logging.debug("MAXTYPE: " + max_type) + + rowh = [b["R_bott"] - b["R_top"] for b in boxes if "R" in b] + rowh = np.min(rowh) if rowh else 0 + boxes = Recognizer.sort_R_firstly(boxes, rowh / 2) + #for b in boxes:print(b) + boxes[0]["rn"] = 0 + rows = [[boxes[0]]] + btm = boxes[0]["bottom"] + for b in boxes[1:]: + b["rn"] = len(rows) - 1 + lst_r = rows[-1] + if lst_r[-1].get("R", "") != b.get("R", "") \ + or (b["top"] >= btm - 3 and lst_r[-1].get("R", "-1") != b.get("R", "-2") + ): # new row + btm = b["bottom"] + b["rn"] += 1 + rows.append([b]) + continue + btm = (btm + b["bottom"]) / 2. + rows[-1].append(b) + + colwm = [b["C_right"] - b["C_left"] for b in boxes if "C" in b] + colwm = np.min(colwm) if colwm else 0 + crosspage = len(set([b["page_number"] for b in boxes])) > 1 + if crosspage: + boxes = Recognizer.sort_X_firstly(boxes, colwm / 2, False) + else: + boxes = Recognizer.sort_C_firstly(boxes, colwm / 2) + boxes[0]["cn"] = 0 + cols = [[boxes[0]]] + right = boxes[0]["x1"] + for b in boxes[1:]: + b["cn"] = len(cols) - 1 + lst_c = cols[-1] + if (int(b.get("C", "1")) - int(lst_c[-1].get("C", "1")) == 1 and b["page_number"] == lst_c[-1][ + "page_number"]) \ + or (b["x0"] >= right and lst_c[-1].get("C", "-1") != b.get("C", "-2")): # new col + right = b["x1"] + b["cn"] += 1 + cols.append([b]) + continue + right = (right + b["x1"]) / 2. + cols[-1].append(b) + + tbl = [[[] for _ in range(len(cols))] for _ in range(len(rows))] + for b in boxes: + tbl[b["rn"]][b["cn"]].append(b) + + if len(rows) >= 4: + # remove single in column + j = 0 + while j < len(tbl[0]): + e, ii = 0, 0 + for i in range(len(tbl)): + if tbl[i][j]: + e += 1 + ii = i + if e > 1: + break + if e > 1: + j += 1 + continue + f = (j > 0 and tbl[ii][j - 1] and tbl[ii] + [j - 1][0].get("text")) or j == 0 + ff = (j + 1 < len(tbl[ii]) and tbl[ii][j + 1] and tbl[ii] + [j + 1][0].get("text")) or j + 1 >= len(tbl[ii]) + if f and ff: + j += 1 + continue + bx = tbl[ii][j][0] + logging.debug("Relocate column single: " + bx["text"]) + # j column only has one value + left, right = 100000, 100000 + if j > 0 and not f: + for i in range(len(tbl)): + if tbl[i][j - 1]: + left = min(left, np.min( + [bx["x0"] - a["x1"] for a in tbl[i][j - 1]])) + if j + 1 < len(tbl[0]) and not ff: + for i in range(len(tbl)): + if tbl[i][j + 1]: + right = min(right, np.min( + [a["x0"] - bx["x1"] for a in tbl[i][j + 1]])) + assert left < 100000 or right < 100000 + if left < right: + for jj in range(j, len(tbl[0])): + for i in range(len(tbl)): + for a in tbl[i][jj]: + a["cn"] -= 1 + if tbl[ii][j - 1]: + tbl[ii][j - 1].extend(tbl[ii][j]) + else: + tbl[ii][j - 1] = tbl[ii][j] + for i in range(len(tbl)): + tbl[i].pop(j) + + else: + for jj in range(j + 1, len(tbl[0])): + for i in range(len(tbl)): + for a in tbl[i][jj]: + a["cn"] -= 1 + if tbl[ii][j + 1]: + tbl[ii][j + 1].extend(tbl[ii][j]) + else: + tbl[ii][j + 1] = tbl[ii][j] + for i in range(len(tbl)): + tbl[i].pop(j) + cols.pop(j) + assert len(cols) == len(tbl[0]), "Column NO. miss matched: %d vs %d" % ( + len(cols), len(tbl[0])) + + if len(cols) >= 4: + # remove single in row + i = 0 + while i < len(tbl): + e, jj = 0, 0 + for j in range(len(tbl[i])): + if tbl[i][j]: + e += 1 + jj = j + if e > 1: + break + if e > 1: + i += 1 + continue + f = (i > 0 and tbl[i - 1][jj] and tbl[i - 1] + [jj][0].get("text")) or i == 0 + ff = (i + 1 < len(tbl) and tbl[i + 1][jj] and tbl[i + 1] + [jj][0].get("text")) or i + 1 >= len(tbl) + if f and ff: + i += 1 + continue + + bx = tbl[i][jj][0] + logging.debug("Relocate row single: " + bx["text"]) + # i row only has one value + up, down = 100000, 100000 + if i > 0 and not f: + for j in range(len(tbl[i - 1])): + if tbl[i - 1][j]: + up = min(up, np.min( + [bx["top"] - a["bottom"] for a in tbl[i - 1][j]])) + if i + 1 < len(tbl) and not ff: + for j in range(len(tbl[i + 1])): + if tbl[i + 1][j]: + down = min(down, np.min( + [a["top"] - bx["bottom"] for a in tbl[i + 1][j]])) + assert up < 100000 or down < 100000 + if up < down: + for ii in range(i, len(tbl)): + for j in range(len(tbl[ii])): + for a in tbl[ii][j]: + a["rn"] -= 1 + if tbl[i - 1][jj]: + tbl[i - 1][jj].extend(tbl[i][jj]) + else: + tbl[i - 1][jj] = tbl[i][jj] + tbl.pop(i) + + else: + for ii in range(i + 1, len(tbl)): + for j in range(len(tbl[ii])): + for a in tbl[ii][j]: + a["rn"] -= 1 + if tbl[i + 1][jj]: + tbl[i + 1][jj].extend(tbl[i][jj]) + else: + tbl[i + 1][jj] = tbl[i][jj] + tbl.pop(i) + rows.pop(i) + + # which rows are headers + hdset = set([]) + for i in range(len(tbl)): + cnt, h = 0, 0 + for j, arr in enumerate(tbl[i]): + if not arr: + continue + cnt += 1 + if max_type == "Nu" and arr[0]["btype"] == "Nu": + continue + if any([a.get("H") for a in arr]) \ + or (max_type == "Nu" and arr[0]["btype"] != "Nu"): + h += 1 + if h / cnt > 0.5: + hdset.add(i) + + if html: + return TableStructureRecognizer.__html_table(cap, hdset, + TableStructureRecognizer.__cal_spans(boxes, rows, + cols, tbl, True) + ) + + return TableStructureRecognizer.__desc_table(cap, hdset, + TableStructureRecognizer.__cal_spans(boxes, rows, cols, tbl, + False), + is_english) + + @staticmethod + def __html_table(cap, hdset, tbl): + # constrcut HTML + html = "" + if cap: + html += f"" + for i in range(len(tbl)): + row = "" + txts = [] + for j, arr in enumerate(tbl[i]): + if arr is None: + continue + if not arr: + row += "" if i not in hdset else "" + continue + txt = "" + if arr: + h = min(np.min([c["bottom"] - c["top"] + for c in arr]) / 2, 10) + txt = " ".join([c["text"] + for c in Recognizer.sort_Y_firstly(arr, h)]) + txts.append(txt) + sp = "" + if arr[0].get("colspan"): + sp = "colspan={}".format(arr[0]["colspan"]) + if arr[0].get("rowspan"): + sp += " rowspan={}".format(arr[0]["rowspan"]) + if i in hdset: + row += f"" + else: + row += f"" + + if i in hdset: + if all([t in hdset for t in txts]): + continue + for t in txts: + hdset.add(t) + + if row != "": + row += "" + else: + row = "" + html += "\n" + row + html += "\n
{cap}
" + txt + "" + txt + "
" + return html + + @staticmethod + def __desc_table(cap, hdr_rowno, tbl, is_english): + # get text of every colomn in header row to become header text + clmno = len(tbl[0]) + rowno = len(tbl) + headers = {} + hdrset = set() + lst_hdr = [] + de = "的" if not is_english else " for " + for r in sorted(list(hdr_rowno)): + headers[r] = ["" for _ in range(clmno)] + for i in range(clmno): + if not tbl[r][i]: + continue + txt = " ".join([a["text"].strip() for a in tbl[r][i]]) + headers[r][i] = txt + hdrset.add(txt) + if all([not t for t in headers[r]]): + del headers[r] + hdr_rowno.remove(r) + continue + for j in range(clmno): + if headers[r][j]: + continue + if j >= len(lst_hdr): + break + headers[r][j] = lst_hdr[j] + lst_hdr = headers[r] + for i in range(rowno): + if i not in hdr_rowno: + continue + for j in range(i + 1, rowno): + if j not in hdr_rowno: + break + for k in range(clmno): + if not headers[j - 1][k]: + continue + if headers[j][k].find(headers[j - 1][k]) >= 0: + continue + if len(headers[j][k]) > len(headers[j - 1][k]): + headers[j][k] += (de if headers[j][k] + else "") + headers[j - 1][k] + else: + headers[j][k] = headers[j - 1][k] \ + + (de if headers[j - 1][k] else "") \ + + headers[j][k] + + logging.debug( + f">>>>>>>>>>>>>>>>>{cap}：SIZE:{rowno}X{clmno} Header: {hdr_rowno}") + row_txt = [] + for i in range(rowno): + if i in hdr_rowno: + continue + rtxt = [] + + def append(delimer): + nonlocal rtxt, row_txt + rtxt = delimer.join(rtxt) + if row_txt and len(row_txt[-1]) + len(rtxt) < 64: + row_txt[-1] += "\n" + rtxt + else: + row_txt.append(rtxt) + + r = 0 + if len(headers.items()): + _arr = [(i - r, r) for r, _ in headers.items() if r < i] + if _arr: + _, r = min(_arr, key=lambda x: x[0]) + + if r not in headers and clmno <= 2: + for j in range(clmno): + if not tbl[i][j]: + continue + txt = "".join([a["text"].strip() for a in tbl[i][j]]) + if txt: + rtxt.append(txt) + if rtxt: + append("：") + continue + + for j in range(clmno): + if not tbl[i][j]: + continue + txt = "".join([a["text"].strip() for a in tbl[i][j]]) + if not txt: + continue + ctt = headers[r][j] if r in headers else "" + if ctt: + ctt += "：" + ctt += txt + if ctt: + rtxt.append(ctt) + + if rtxt: + row_txt.append("; ".join(rtxt)) + + if cap: + if is_english: + from_ = " in " + else: + from_ = "来自" + row_txt = [t + f"\t——{from_}“{cap}”" for t in row_txt] + return row_txt + + @staticmethod + def __cal_spans(boxes, rows, cols, tbl, html=True): + # caculate span + clft = [np.mean([c.get("C_left", c["x0"]) for c in cln]) + for cln in cols] + crgt = [np.mean([c.get("C_right", c["x1"]) for c in cln]) + for cln in cols] + rtop = [np.mean([c.get("R_top", c["top"]) for c in row]) + for row in rows] + rbtm = [np.mean([c.get("R_btm", c["bottom"]) + for c in row]) for row in rows] + for b in boxes: + if "SP" not in b: + continue + b["colspan"] = [b["cn"]] + b["rowspan"] = [b["rn"]] + # col span + for j in range(0, len(clft)): + if j == b["cn"]: + continue + if clft[j] + (crgt[j] - clft[j]) / 2 < b["H_left"]: + continue + if crgt[j] - (crgt[j] - clft[j]) / 2 > b["H_right"]: + continue + b["colspan"].append(j) + # row span + for j in range(0, len(rtop)): + if j == b["rn"]: + continue + if rtop[j] + (rbtm[j] - rtop[j]) / 2 < b["H_top"]: + continue + if rbtm[j] - (rbtm[j] - rtop[j]) / 2 > b["H_bott"]: + continue + b["rowspan"].append(j) + + def join(arr): + if not arr: + return "" + return "".join([t["text"] for t in arr]) + + # rm the spaning cells + for i in range(len(tbl)): + for j, arr in enumerate(tbl[i]): + if not arr: + continue + if all(["rowspan" not in a and "colspan" not in a for a in arr]): + continue + rowspan, colspan = [], [] + for a in arr: + if isinstance(a.get("rowspan", 0), list): + rowspan.extend(a["rowspan"]) + if isinstance(a.get("colspan", 0), list): + colspan.extend(a["colspan"]) + rowspan, colspan = set(rowspan), set(colspan) + if len(rowspan) < 2 and len(colspan) < 2: + for a in arr: + if "rowspan" in a: + del a["rowspan"] + if "colspan" in a: + del a["colspan"] + continue + rowspan, colspan = sorted(rowspan), sorted(colspan) + rowspan = list(range(rowspan[0], rowspan[-1] + 1)) + colspan = list(range(colspan[0], colspan[-1] + 1)) + assert i in rowspan, rowspan + assert j in colspan, colspan + arr = [] + for r in rowspan: + for c in colspan: + arr_txt = join(arr) + if tbl[r][c] and join(tbl[r][c]) != arr_txt: + arr.extend(tbl[r][c]) + tbl[r][c] = None if html else arr + for a in arr: + if len(rowspan) > 1: + a["rowspan"] = len(rowspan) + elif "rowspan" in a: + del a["rowspan"] + if len(colspan) > 1: + a["colspan"] = len(colspan) + elif "colspan" in a: + del a["colspan"] + tbl[rowspan[0]][colspan[0]] = arr + + return tbl diff --git a/docker/.env b/docker/.env new file mode 100644 index 0000000000000000000000000000000000000000..568b5ee6c9fab2828fe049cbaa54b41780f8fa22 --- /dev/null +++ b/docker/.env @@ -0,0 +1,46 @@ +# Version of Elastic products +STACK_VERSION=8.11.3 + + +# Port to expose Elasticsearch HTTP API to the host +ES_PORT=1200 + +# Set the Elasticsearch password +ELASTIC_PASSWORD=infini_rag_flow + +# Port to expose Kibana to the host +KIBANA_PORT=6601 +KIBANA_USER=rag_flow +KIBANA_PASSWORD=infini_rag_flow + +# Increase or decrease based on the available host memory (in bytes) + +MEM_LIMIT=8073741824 + + +MYSQL_PASSWORD=infini_rag_flow +MYSQL_PORT=5455 + +# Port to expose minio to the host +MINIO_CONSOLE_PORT=9001 +MINIO_PORT=9000 + +MINIO_USER=rag_flow +MINIO_PASSWORD=infini_rag_flow + +REDIS_PORT=6379 +REDIS_PASSWORD=infini_rag_flow + +SVR_HTTP_PORT=9380 + +RAGFLOW_VERSION=dev + +TIMEZONE='Asia/Shanghai' + +######## OS setup for ES ########### +# sysctl vm.max_map_count +# sudo sysctl -w vm.max_map_count=262144 +# However, this change is not persistent and will be reset after a system reboot. +# To make the change permanent, you need to update the /etc/sysctl.conf file. +# Add or update the following line in the file: +# vm.max_map_count=262144 diff --git a/docker/README.md b/docker/README.md new file mode 100644 index 0000000000000000000000000000000000000000..dc7e05bded1afd6cd89db555c322198e78224527 --- /dev/null +++ b/docker/README.md @@ -0,0 +1,80 @@ + +# Docker Environment Variable + +Look into [.env](./.env), there're some important variables. + +## MYSQL_PASSWORD +The mysql password could be changed by this variable. But you need to change *mysql.password* in [service_conf.yaml](./service_conf.yaml) at the same time. + + +## MYSQL_PORT +It refers to exported port number of mysql docker container, it's useful if you want to access the database outside the docker containers. + +## MINIO_USER +It refers to user name of [Mino](https://github.com/minio/minio). The modification should be synchronous updating at minio.user of [service_conf.yaml](./service_conf.yaml). + +## MINIO_PASSWORD +It refers to user password of [Mino](https://github.com/minio/minio). The modification should be synchronous updating at minio.password of [service_conf.yaml](./service_conf.yaml). + + +## SVR_HTTP_PORT +It refers to The API server serving port. + + +# Service Configuration +[service_conf.yaml](./service_conf.yaml) is used by the *API server* and *task executor*. It's the most important configuration of the system. + +## ragflow + +### host +The IP address used by the API server. + +### port +The serving port of API server. + +## mysql + +### name +The database name in mysql used by this system. + +### user +The database user name. + +### password +The database password. The modification should be synchronous updating at *MYSQL_PASSWORD* in [.env](./.env). + +### port +The serving port of mysql inside the container. The modification should be synchronous updating at [docker-compose.yml](./docker-compose.yml) + +### max_connections +The max database connection. + +### stale_timeout +The timeout duration in seconds. + +## minio + +### user +The username of minio. The modification should be synchronous updating at *MINIO_USER* in [.env](./.env). + +### password +The password of minio. The modification should be synchronous updating at *MINIO_PASSWORD* in [.env](./.env). + +### host +The serving IP and port inside the docker container. This is not updating until changing the minio part in [docker-compose.yml](./docker-compose.yml) + +## user_default_llm +Newly signed-up users use LLM configured by this part. Otherwise, user need to configure his own LLM in *setting*. + +### factory +The LLM suppliers. "OpenAI"， "Tongyi-Qianwen", "ZHIPU-AI", "Moonshot", "DeepSeek", "Baichuan", and "VolcEngine" are supported. + +### api_key +The corresponding API key of your assigned LLM vendor. + +## oauth +This is OAuth configuration which allows your system using the third-party account to sign-up and sign-in to the system. + +### github +Got to [Github](https://github.com/settings/developers), register new application, the *client_id* and *secret_key* will be given. + diff --git a/docker/docker-compose-CN-oc9.yml b/docker/docker-compose-CN-oc9.yml new file mode 100644 index 0000000000000000000000000000000000000000..c65d1373fd908f2994b93f963e05a74045ab4e1e --- /dev/null +++ b/docker/docker-compose-CN-oc9.yml @@ -0,0 +1,30 @@ +include: + - path: ./docker-compose-base.yml + env_file: ./.env + +services: + ragflow: + depends_on: + mysql: + condition: service_healthy + es01: + condition: service_healthy + image: edwardelric233/ragflow:oc9 + container_name: ragflow-server + ports: + - ${SVR_HTTP_PORT}:9380 + - 80:80 + - 443:443 + volumes: + - ./service_conf.yaml:/ragflow/conf/service_conf.yaml + - ./ragflow-logs:/ragflow/logs + - ./nginx/ragflow.conf:/etc/nginx/conf.d/ragflow.conf + - ./nginx/proxy.conf:/etc/nginx/proxy.conf + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + environment: + - TZ=${TIMEZONE} + - HF_ENDPOINT=https://hf-mirror.com + - MACOS=${MACOS} + networks: + - ragflow + restart: always diff --git a/docker/docker-compose-CN.yml b/docker/docker-compose-CN.yml new file mode 100644 index 0000000000000000000000000000000000000000..f11097494c9eacae16796210f4d7eabf6758cc82 --- /dev/null +++ b/docker/docker-compose-CN.yml @@ -0,0 +1,30 @@ +include: + - path: ./docker-compose-base.yml + env_file: ./.env + +services: + ragflow: + depends_on: + mysql: + condition: service_healthy + es01: + condition: service_healthy + image: swr.cn-north-4.myhuaweicloud.com/infiniflow/ragflow:${RAGFLOW_VERSION} + container_name: ragflow-server + ports: + - ${SVR_HTTP_PORT}:9380 + - 80:80 + - 443:443 + volumes: + - ./service_conf.yaml:/ragflow/conf/service_conf.yaml + - ./ragflow-logs:/ragflow/logs + - ./nginx/ragflow.conf:/etc/nginx/conf.d/ragflow.conf + - ./nginx/proxy.conf:/etc/nginx/proxy.conf + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + environment: + - TZ=${TIMEZONE} + - HF_ENDPOINT=https://hf-mirror.com + - MACOS=${MACOS} + networks: + - ragflow + restart: always diff --git a/docker/docker-compose-admin-tool.yml b/docker/docker-compose-admin-tool.yml new file mode 100644 index 0000000000000000000000000000000000000000..1d52891af1c81d5f409e54034c124bf06d5d8657 --- /dev/null +++ b/docker/docker-compose-admin-tool.yml @@ -0,0 +1,33 @@ +services: + kibana: + image: kibana:${STACK_VERSION} + container_name: ragflow-kibana + environment: + ELASTICSEARCH_USERNAME: ${KIBANA_USER} + ELASTICSEARCH_PASSWORD: ${KIBANA_PASSWORD} + ELASTICSEARCH_HOSTS: "http://es01:9200" + ports: + - ${KIBANA_PORT}:5601 + depends_on: + es01: + condition: service_healthy + kibana-user-init: + condition: service_completed_successfully + + networks: + - ragflow + kibana-user-init: + image: appropriate/curl + depends_on: + es01: + condition: service_healthy + volumes: + - ./init-kibana.sh:/app/init-kibana.sh + environment: + - ELASTIC_PASSWORD=${ELASTIC_PASSWORD} + - KIBANA_USER=${KIBANA_USER} + - KIBANA_PASSWORD=${KIBANA_PASSWORD} + command: /bin/sh -c "sh /app/init-kibana.sh" + networks: + - ragflow + restart: 'no' diff --git a/docker/docker-compose-base.yml b/docker/docker-compose-base.yml new file mode 100644 index 0000000000000000000000000000000000000000..eb4bc5002c01a4e4d125146a87fdde36ecb68e03 --- /dev/null +++ b/docker/docker-compose-base.yml @@ -0,0 +1,102 @@ +services: + es01: + container_name: ragflow-es-01 + image: docker.elastic.co/elasticsearch/elasticsearch:${STACK_VERSION} + volumes: + - esdata01:/usr/share/elasticsearch/data + ports: + - ${ES_PORT}:9200 + environment: + - node.name=es01 + - ELASTIC_PASSWORD=${ELASTIC_PASSWORD} + - bootstrap.memory_lock=false + - discovery.type=single-node + - xpack.security.enabled=true + - xpack.security.http.ssl.enabled=false + - xpack.security.transport.ssl.enabled=false + - TZ=${TIMEZONE} + mem_limit: ${MEM_LIMIT} + ulimits: + memlock: + soft: -1 + hard: -1 + healthcheck: + test: ["CMD-SHELL", "curl http://localhost:9200"] + interval: 10s + timeout: 10s + retries: 120 + networks: + - ragflow + restart: always + + mysql: + image: mysql:5.7.18 + container_name: ragflow-mysql + environment: + - MYSQL_ROOT_PASSWORD=${MYSQL_PASSWORD} + - TZ=${TIMEZONE} + command: + --max_connections=1000 + --character-set-server=utf8mb4 + --collation-server=utf8mb4_general_ci + --default-authentication-plugin=mysql_native_password + --tls_version="TLSv1.2,TLSv1.3" + --init-file /data/application/init.sql + ports: + - ${MYSQL_PORT}:3306 + volumes: + - mysql_data:/var/lib/mysql + - ./init.sql:/data/application/init.sql + networks: + - ragflow + healthcheck: + test: ["CMD", "mysqladmin" ,"ping", "-uroot", "-p${MYSQL_PASSWORD}"] + interval: 10s + timeout: 10s + retries: 3 + restart: always + + minio: + image: quay.io/minio/minio:RELEASE.2023-12-20T01-00-02Z + container_name: ragflow-minio + command: server --console-address ":9001" /data + ports: + - ${MINIO_PORT}:9000 + - ${MINIO_CONSOLE_PORT}:9001 + environment: + - MINIO_ROOT_USER=${MINIO_USER} + - MINIO_ROOT_PASSWORD=${MINIO_PASSWORD} + - TZ=${TIMEZONE} + volumes: + - minio_data:/data + networks: + - ragflow + restart: always + + redis: + image: redis:7.2.4 + container_name: ragflow-redis + command: redis-server --requirepass ${REDIS_PASSWORD} --maxmemory 128mb --maxmemory-policy allkeys-lru + ports: + - ${REDIS_PORT}:6379 + volumes: + - redis_data:/data + networks: + - ragflow + restart: always + + + +volumes: + esdata01: + driver: local + mysql_data: + driver: local + minio_data: + driver: local + redis_data: + driver: local + +networks: + ragflow: + driver: bridge diff --git a/docker/docker-compose-gpu-CN-oc9.yml b/docker/docker-compose-gpu-CN-oc9.yml new file mode 100644 index 0000000000000000000000000000000000000000..1950c62cd00e97bc3088cfb8fb151e6190e43772 --- /dev/null +++ b/docker/docker-compose-gpu-CN-oc9.yml @@ -0,0 +1,37 @@ +include: + - path: ./docker-compose-base.yml + env_file: ./.env + +services: + ragflow: + depends_on: + mysql: + condition: service_healthy + es01: + condition: service_healthy + image: edwardelric233/ragflow:oc9 + container_name: ragflow-server + ports: + - ${SVR_HTTP_PORT}:9380 + - 80:80 + - 443:443 + volumes: + - ./service_conf.yaml:/ragflow/conf/service_conf.yaml + - ./ragflow-logs:/ragflow/logs + - ./nginx/ragflow.conf:/etc/nginx/conf.d/ragflow.conf + - ./nginx/proxy.conf:/etc/nginx/proxy.conf + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + environment: + - TZ=${TIMEZONE} + - HF_ENDPOINT=https://hf-mirror.com + - MACOS=${MACOS} + networks: + - ragflow + restart: always + deploy: + resources: + reservations: + devices: + - driver: nvidia + count: all + capabilities: [gpu] diff --git a/docker/docker-compose-gpu-CN.yml b/docker/docker-compose-gpu-CN.yml new file mode 100644 index 0000000000000000000000000000000000000000..e061a6897247893aa636482e4e01f5c936f99adb --- /dev/null +++ b/docker/docker-compose-gpu-CN.yml @@ -0,0 +1,37 @@ +include: + - path: ./docker-compose-base.yml + env_file: ./.env + +services: + ragflow: + depends_on: + mysql: + condition: service_healthy + es01: + condition: service_healthy + image: swr.cn-north-4.myhuaweicloud.com/infiniflow/ragflow:${RAGFLOW_VERSION} + container_name: ragflow-server + ports: + - ${SVR_HTTP_PORT}:9380 + - 80:80 + - 443:443 + volumes: + - ./service_conf.yaml:/ragflow/conf/service_conf.yaml + - ./ragflow-logs:/ragflow/logs + - ./nginx/ragflow.conf:/etc/nginx/conf.d/ragflow.conf + - ./nginx/proxy.conf:/etc/nginx/proxy.conf + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + environment: + - TZ=${TIMEZONE} + - HF_ENDPOINT=https://hf-mirror.com + - MACOS=${MACOS} + networks: + - ragflow + restart: always + deploy: + resources: + reservations: + devices: + - driver: nvidia + count: all + capabilities: [gpu] diff --git a/docker/docker-compose-gpu.yml b/docker/docker-compose-gpu.yml new file mode 100644 index 0000000000000000000000000000000000000000..8681bad809751093ca1b600e30e720bd855b4833 --- /dev/null +++ b/docker/docker-compose-gpu.yml @@ -0,0 +1,37 @@ +include: + - path: ./docker-compose-base.yml + env_file: ./.env + +services: + ragflow: + depends_on: + mysql: + condition: service_healthy + es01: + condition: service_healthy + image: infiniflow/ragflow:${RAGFLOW_VERSION} + container_name: ragflow-server + ports: + - ${SVR_HTTP_PORT}:9380 + - 80:80 + - 443:443 + volumes: + - ./service_conf.yaml:/ragflow/conf/service_conf.yaml + - ./ragflow-logs:/ragflow/logs + - ./nginx/ragflow.conf:/etc/nginx/conf.d/ragflow.conf + - ./nginx/proxy.conf:/etc/nginx/proxy.conf + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + environment: + - TZ=${TIMEZONE} + - HF_ENDPOINT=https://huggingface.co + - MACOS=${MACOS} + networks: + - ragflow + restart: always + deploy: + resources: + reservations: + devices: + - driver: nvidia + count: all + capabilities: [gpu] diff --git a/docker/docker-compose.yml b/docker/docker-compose.yml new file mode 100644 index 0000000000000000000000000000000000000000..97a1cb5c36f4ae037841d6a6a92ed01fbfdd9748 --- /dev/null +++ b/docker/docker-compose.yml @@ -0,0 +1,30 @@ +include: + - path: ./docker-compose-base.yml + env_file: ./.env + +services: + ragflow: + depends_on: + mysql: + condition: service_healthy + es01: + condition: service_healthy + image: infiniflow/ragflow:${RAGFLOW_VERSION} + container_name: ragflow-server + ports: + - ${SVR_HTTP_PORT}:9380 + - 80:80 + - 443:443 + volumes: + - ./service_conf.yaml:/ragflow/conf/service_conf.yaml + - ./ragflow-logs:/ragflow/logs + - ./nginx/ragflow.conf:/etc/nginx/conf.d/ragflow.conf + - ./nginx/proxy.conf:/etc/nginx/proxy.conf + - ./nginx/nginx.conf:/etc/nginx/nginx.conf + environment: + - TZ=${TIMEZONE} + - HF_ENDPOINT=https://huggingface.co + - MACOS=${MACOS} + networks: + - ragflow + restart: always diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh new file mode 100644 index 0000000000000000000000000000000000000000..4caf5a18421995177e9a923234355d0d77e136b7 --- /dev/null +++ b/docker/entrypoint.sh @@ -0,0 +1,27 @@ +#!/bin/bash + +/usr/sbin/nginx + +export LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu/ + +PY=python3 +if [[ -z "$WS" || $WS -lt 1 ]]; then + WS=1 +fi + +function task_exe(){ + while [ 1 -eq 1 ];do + $PY rag/svr/task_executor.py ; + done +} + +for ((i=0;i/dev/null; do + echo "等待 Elasticsearch 啟動..." + sleep 5 +done + + +echo "使用者: elastic:${ELASTIC_PASSWORD}" + + + +PAYLOAD="{ + \"password\" : \"${KIBANA_PASSWORD}\", + \"roles\" : [ \"kibana_admin\",\"kibana_system\" ], + \"full_name\" : \"${KIBANA_USER}\", + \"email\" : \"${KIBANA_USER}@example.com\" +}" +echo "新用戶帳戶: $PAYLOAD" + +# 創建新用戶帳戶 +curl -X POST "http://es01:9200/_security/user/${KIBANA_USER}" \ +-u "elastic:${ELASTIC_PASSWORD}" \ +-H "Content-Type: application/json" \ +-d "$PAYLOAD"s + +echo "新用戶帳戶已創建" + +exit 0 diff --git a/docker/init.sql b/docker/init.sql new file mode 100644 index 0000000000000000000000000000000000000000..b368583dfaa0e0810232a812f816ddd80bad22ec --- /dev/null +++ b/docker/init.sql @@ -0,0 +1,2 @@ +CREATE DATABASE IF NOT EXISTS rag_flow; +USE rag_flow; \ No newline at end of file diff --git a/docker/nginx/nginx.conf b/docker/nginx/nginx.conf new file mode 100644 index 0000000000000000000000000000000000000000..8933a8db531d977ccd4da5b3be76b7d67931bfd7 --- /dev/null +++ b/docker/nginx/nginx.conf @@ -0,0 +1,33 @@ +user root; +worker_processes auto; + +error_log /var/log/nginx/error.log notice; +pid /var/run/nginx.pid; + + +events { + worker_connections 1024; +} + + +http { + include /etc/nginx/mime.types; + default_type application/octet-stream; + + log_format main '$remote_addr - $remote_user [$time_local] "$request" ' + '$status $body_bytes_sent "$http_referer" ' + '"$http_user_agent" "$http_x_forwarded_for"'; + + access_log /var/log/nginx/access.log main; + + sendfile on; + #tcp_nopush on; + + keepalive_timeout 65; + + #gzip on; + client_max_body_size 128M; + + include /etc/nginx/conf.d/ragflow.conf; +} + diff --git a/docker/nginx/proxy.conf b/docker/nginx/proxy.conf new file mode 100644 index 0000000000000000000000000000000000000000..75f7087dc407e4491ec099a809efb8938bd470a6 --- /dev/null +++ b/docker/nginx/proxy.conf @@ -0,0 +1,8 @@ +proxy_set_header Host $host; +proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; +proxy_set_header X-Forwarded-Proto $scheme; +proxy_http_version 1.1; +proxy_set_header Connection ""; +proxy_buffering off; +proxy_read_timeout 3600s; +proxy_send_timeout 3600s; diff --git a/docker/nginx/ragflow.conf b/docker/nginx/ragflow.conf new file mode 100644 index 0000000000000000000000000000000000000000..453b7245233d72cc0d3e8f946e4b0794c4c4dd25 --- /dev/null +++ b/docker/nginx/ragflow.conf @@ -0,0 +1,28 @@ +server { + listen 80; + server_name _; + root /ragflow/web/dist; + + gzip on; + gzip_min_length 1k; + gzip_comp_level 9; + gzip_types text/plain application/javascript application/x-javascript text/css application/xml text/javascript application/x-httpd-php image/jpeg image/gif image/png; + gzip_vary on; + gzip_disable "MSIE [1-6]\."; + + location /v1 { + proxy_pass http://ragflow:9380; + include proxy.conf; + } + + location / { + index index.html; + try_files $uri $uri/ /index.html; + } + + # Cache-Control: max-age~@~AExpires + location ~ ^/static/(css|js|media)/ { + expires 10y; + access_log off; + } +} diff --git a/docker/service_conf.yaml b/docker/service_conf.yaml new file mode 100644 index 0000000000000000000000000000000000000000..778f0f0c16d605d1e639bb81495c5af232cd5b7c --- /dev/null +++ b/docker/service_conf.yaml @@ -0,0 +1,43 @@ +ragflow: + host: 0.0.0.0 + http_port: 9380 +mysql: + name: 'rag_flow' + user: 'root' + password: 'infini_rag_flow' + host: 'mysql' + port: 3306 + max_connections: 100 + stale_timeout: 30 +minio: + user: 'rag_flow' + password: 'infini_rag_flow' + host: 'minio:9000' +es: + hosts: 'http://es01:9200' + username: 'elastic' + password: 'infini_rag_flow' +redis: + db: 1 + password: 'infini_rag_flow' + host: 'redis:6379' +user_default_llm: + factory: 'Tongyi-Qianwen' + api_key: 'sk-xxxxxxxxxxxxx' + base_url: '' +oauth: + github: + client_id: xxxxxxxxxxxxxxxxxxxxxxxxx + secret_key: xxxxxxxxxxxxxxxxxxxxxxxxxxxx + url: https://github.com/login/oauth/access_token +authentication: + client: + switch: false + http_app_key: + http_secret_key: + site: + switch: false +permission: + switch: false + component: false + dataset: false diff --git a/docs/_category_.json b/docs/_category_.json new file mode 100644 index 0000000000000000000000000000000000000000..91f1fbdf8a0c4aa1f051bd51399459ce715c0e4e --- /dev/null +++ b/docs/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "Get Started", + "position": 1, + "link": { + "type": "generated-index", + "description": "RAGFlow Quick Start" + } +} diff --git a/docs/guides/_category_.json b/docs/guides/_category_.json new file mode 100644 index 0000000000000000000000000000000000000000..bfe669bf345132ad70c38f4dab012147f00acb3e --- /dev/null +++ b/docs/guides/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "User Guides", + "position": 2, + "link": { + "type": "generated-index", + "description": "RAGFlow User Guides" + } +} diff --git a/docs/guides/configure_knowledge_base.md b/docs/guides/configure_knowledge_base.md new file mode 100644 index 0000000000000000000000000000000000000000..7337dc097fc5e2d68ee4825d7484b3bac8deedc8 --- /dev/null +++ b/docs/guides/configure_knowledge_base.md @@ -0,0 +1,142 @@ +--- +sidebar_position: 1 +slug: /configure_knowledge_base +--- + +# Configure a knowledge base + +Knowledge base, hallucination-free chat, and file management are the three pillars of RAGFlow. RAGFlow's AI chats are based on knowledge bases. Each of RAGFlow's knowledge bases serves as a knowledge source, *parsing* files uploaded from your local machine and file references generated in **File Management** into the real 'knowledge' for future AI chats. This guide demonstrates some basic usages of the knowledge base feature, covering the following topics: + +- Create a knowledge base +- Configure a knowledge base +- Search for a knowledge base +- Delete a knowledge base + +## Create knowledge base + +With multiple knowledge bases, you can build more flexible, diversified question answering. To create your first knowledge base: + +![create knowledge base](https://github.com/infiniflow/ragflow/assets/93570324/110541ed-6cea-4a03-a11c-414a0948ba80) + +_Each time a knowledge base is created, a folder with the same name is generated in the **root/.knowledgebase** directory._ + +## Configure knowledge base + +The following screen shot shows the configuration page of a knowledge base. A proper configuration of your knowledge base is crucial for future AI chats. For example, choosing the wrong embedding model or chunk method would cause unexpected semantic loss or mismatched answers in chats. + +![knowledge base configuration](https://github.com/infiniflow/ragflow/assets/93570324/384c671a-8b9c-468c-b1c9-1401128a9b65) + +This section covers the following topics: + +- Select chunk method +- Select embedding model +- Upload file +- Parse file +- Intervene with file parsing results +- Run retrieval testing + +### Select chunk method + +RAGFlow offers multiple chunking template to facilitate chunking files of different layouts and ensure semantic integrity. In **Chunk method**, you can choose the default template that suits the layouts and formats of your files. The following table shows the descriptions and the compatible file formats of each supported chunk template: + +| **Template** | Description | File format | +| ------------ | ------------------------------------------------------------ | ---------------------------------------------------- | +| General | Files are consecutively chunked based on a preset chunk token number. | DOCX, EXCEL, PPT, PDF, TXT, JPEG, JPG, PNG, TIF, GIF | +| Q&A | | EXCEL, CSV/TXT | +| Manual | | PDF | +| Table | | EXCEL, CSV/TXT | +| Paper | | PDF | +| Book | | DOCX, PDF, TXT | +| Laws | | DOCX, PDF, TXT | +| Presentation | | PDF, PPTX | +| Picture | | JPEG, JPG, PNG, TIF, GIF | +| One | The entire document is chunked as one. | DOCX, EXCEL, PDF, TXT | + +You can also change the chunk template for a particular file on the **Datasets** page. + +![change chunk method](https://github.com/infiniflow/ragflow/assets/93570324/ac116353-2793-42b2-b181-65e7082bed42) + +### Select embedding model + +An embedding model builds vector index on file chunks. Once you have chosen an embedding model and used it to parse a file, you are no longer allowed to change it. To switch to a different embedding model, you *must* deletes all completed file chunks in the knowledge base. The obvious reason is that we must *ensure* that all files in a specific knowledge base are parsed using the *same* embedding model (ensure that they are compared in the same embedding space). + +The following embedding models can be deployed locally: + +- BAAI/bge-large-zh-v1.5 +- BAAI/bge-base-en-v1.5 +- BAAI/bge-large-en-v1.5 +- BAAI/bge-small-en-v1.5 +- BAAI/bge-small-zh-v1.5 +- jinaai/jina-embeddings-v2-base-en +- jinaai/jina-embeddings-v2-small-en +- nomic-ai/nomic-embed-text-v1.5 +- sentence-transformers/all-MiniLM-L6-v2 +- maidalun1020/bce-embedding-base_v1 + +### Upload file + +- RAGFlow's **File Management** allows you to link a file to multiple knowledge bases, in which case each target knowledge base holds a reference to the file. +- In **Knowledge Base**, you are also given the option of uploading a single file or a folder of files (bulk upload) from your local machine to a knowledge base, in which case the knowledge base holds file copies. + +While uploading files directly to a knowledge base seems more convenient, we *highly* recommend uploading files to **File Management** and then linking them to the target knowledge bases. This way, you can avoid permanently deleting files uploaded to the knowledge base. + +### Parse file + +File parsing is a crucial topic in knowledge base configuration. The meaning of file parsing in RAGFlow is twofold: chunking files based on file layout and building embedding and full-text (keyword) indexes on these chunks. After having selected the chunk method and embedding model, you can start parsing an file: + +![parse file](https://github.com/infiniflow/ragflow/assets/93570324/5311f166-6426-447f-aa1f-bd488f1cfc7b) + +- Click the play button next to **UNSTART** to start file parsing. +- Click the red-cross icon and then refresh, if your file parsing stalls for a long time. +- As shown above, RAGFlow allows you to use a different chunk method for a particular file, offering flexibility beyond the default method. +- As shown above, RAGFlow allows you to enable or disable individual files, offering finer control over knowledge base-based AI chats. + +### Intervene with file parsing results + +RAGFlow features visibility and explainability, allowing you to view the chunking results and intervene where necessary. To do so: + +1. Click on the file that completes file parsing to view the chunking results: + + _You are taken to the **Chunk** page:_ + + ![chunks](https://github.com/infiniflow/ragflow/assets/93570324/0547fd0e-e71b-41f8-8e0e-31649c85fd3d) + +2. Hover over each snapshot for a quick view of each chunk. + +3. Double click the chunked texts to add keywords or make *manual* changes where necessary: + + ![update chunk](https://github.com/infiniflow/ragflow/assets/93570324/1d84b408-4e9f-46fd-9413-8c1059bf9c76) + +:::caution NOTE +You can add keywords to a file chunk to increase its relevance. This action increases its keyword weight and can improve its position in search list. +::: + +4. In Retrieval testing, ask a quick question in **Test text** to double check if your configurations work: + + _As you can tell from the following, RAGFlow responds with truthful citations._ + + ![retrieval test](https://github.com/infiniflow/ragflow/assets/93570324/c03f06f6-f41f-4b20-a97e-ae405d3a950c) + +### Run retrieval testing + +RAGFlow uses multiple recall of both full-text search and vector search in its chats. Prior to setting up an AI chat, consider adjusting the following parameters to ensure that the intended information always turns up in answers: + +- Similarity threshold: Chunks with similarities below the threshold will be filtered. Defaultly set to 0.2. +- Vector similarity weight: The percentage by which vector similarity contributes to the overall score. Defaultly set to 0.3. + +![retrieval test](https://github.com/infiniflow/ragflow/assets/93570324/c03f06f6-f41f-4b20-a97e-ae405d3a950c) + +## Search for knowledge base + +As of RAGFlow v0.9.0, the search feature is still in a rudimentary form, supporting only knowledge base search by name. + +![search knowledge base](https://github.com/infiniflow/ragflow/assets/93570324/836ae94c-2438-42be-879e-c7ad2a59693e) + +## Delete knowledge base + +You are allowed to delete a knowledge base. Hover your mouse over the three dot of the intended knowledge base card and the **Delete** option appears. Once you delete a knowledge base, the associated folder under **root/.knowledge** directory is AUTOMATICALLY REMOVED. The consequence is: + +- The files uploaded directly to the knowledge base are gone; +- The file references, which you created from within **File Management**, are gone, but the associated files still exist in **File Management**. + +![delete knowledge base](https://github.com/infiniflow/ragflow/assets/93570324/fec7a508-6cfe-4bca-af90-81d3fdb94098) diff --git a/docs/guides/deploy_local_llm.mdx b/docs/guides/deploy_local_llm.mdx new file mode 100644 index 0000000000000000000000000000000000000000..040e3ef9661cf44a2cdc277e811d4a0791306760 --- /dev/null +++ b/docs/guides/deploy_local_llm.mdx @@ -0,0 +1,349 @@ +--- +sidebar_position: 5 +slug: /deploy_local_llm +--- + +# Deploy a local LLM +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +RAGFlow supports deploying models locally using Ollama or Xinference. If you have locally deployed models to leverage or wish to enable GPU or CUDA for inference acceleration, you can bind Ollama or Xinference into RAGFlow and use either of them as a local "server" for interacting with your local models. + +RAGFlow seamlessly integrates with Ollama and Xinference, without the need for further environment configurations. You can use them to deploy two types of local models in RAGFlow: chat models and embedding models. + +:::tip NOTE +This user guide does not intend to cover much of the installation or configuration details of Ollama or Xinference; its focus is on configurations inside RAGFlow. For the most current information, you may need to check out the official site of Ollama or Xinference. +::: + +# Deploy a local model using jina + +[Jina](https://github.com/jina-ai/jina) lets you build AI services and pipelines that communicate via gRPC, HTTP and WebSockets, then scale them up and deploy to production. + +To deploy a local model, e.g., **gpt2**, using Jina: + +### 1. Check firewall settings + +Ensure that your host machine's firewall allows inbound connections on port 12345. + +```bash +sudo ufw allow 12345/tcp +``` + +### 2.install jina package + +```bash +pip install jina +``` + +### 3. deployment local model + +Step 1: Navigate to the rag/svr directory. + +```bash +cd rag/svr +``` + +Step 2: Use Python to run the jina_server.py script and pass in the model name or the local path of the model (the script only supports loading models downloaded from Huggingface) + +```bash +python jina_server.py --model_name gpt2 +``` + +## Deploy a local model using Ollama + +[Ollama](https://github.com/ollama/ollama) enables you to run open-source large language models that you deployed locally. It bundles model weights, configurations, and data into a single package, defined by a Modelfile, and optimizes setup and configurations, including GPU usage. + +:::note +- For information about downloading Ollama, see [here](https://github.com/ollama/ollama?tab=readme-ov-file#ollama). +- For information about configuring Ollama server, see [here](https://github.com/ollama/ollama/blob/main/docs/faq.md#how-do-i-configure-ollama-server). +- For a complete list of supported models and variants, see the [Ollama model library](https://ollama.com/library). +::: + +To deploy a local model, e.g., **Llama3**, using Ollama: + +### 1. Check firewall settings + +Ensure that your host machine's firewall allows inbound connections on port 11434. For example: + +```bash +sudo ufw allow 11434/tcp +``` +### 2. Ensure Ollama is accessible + +Restart system and use curl or your web browser to check if the service URL of your Ollama service at `http://localhost:11434` is accessible. + +```bash +Ollama is running +``` + +### 3. Run your local model + +```bash +ollama run llama3 +``` +
+ If your Ollama is installed through Docker, run the following instead: + + ```bash + docker exec -it ollama ollama run llama3 + ``` +
+ +### 4. Add Ollama + +In RAGFlow, click on your logo on the top right of the page **>** **Model Providers** and add Ollama to RAGFlow: + +![add ollama](https://github.com/infiniflow/ragflow/assets/93570324/10635088-028b-4b3d-add9-5c5a6e626814) + + +### 5. Complete basic Ollama settings + +In the popup window, complete basic settings for Ollama: + +1. Because **llama3** is a chat model, choose **chat** as the model type. +2. Ensure that the model name you enter here *precisely* matches the name of the local model you are running with Ollama. +3. Ensure that the base URL you enter is accessible to RAGFlow. +4. OPTIONAL: Switch on the toggle under **Does it support Vision?** if your model includes an image-to-text model. + +:::caution NOTE +- If your Ollama and RAGFlow run on the same machine, use `http://localhost:11434` as base URL. +- If your Ollama and RAGFlow run on the same machine and Ollama is in Docker, use `http://host.docker.internal:11434` as base URL. +- If your Ollama runs on a different machine from RAGFlow, use `http://:11434` as base URL. +::: + +:::danger WARNING +If your Ollama runs on a different machine, you may also need to set the `OLLAMA_HOST` environment variable to `0.0.0.0` in **ollama.service** (Note that this is *NOT* the base URL): + +```bash +Environment="OLLAMA_HOST=0.0.0.0" +``` + +See [this guide](https://github.com/ollama/ollama/blob/main/docs/faq.md#how-do-i-configure-ollama-server) for more information. +::: + +:::caution WARNING +Improper base URL settings will trigger the following error: +```bash +Max retries exceeded with url: /api/chat (Caused by NewConnectionError(': Failed to establish a new connection: [Errno 111] Connection refused')) +``` +::: + +### 6. Update System Model Settings + +Click on your logo **>** **Model Providers** **>** **System Model Settings** to update your model: + +*You should now be able to find **llama3** from the dropdown list under **Chat model**.* + +> If your local model is an embedding model, you should find your local model under **Embedding model**. + +### 7. Update Chat Configuration + +Update your chat model accordingly in **Chat Configuration**: + +> If your local model is an embedding model, update it on the configruation page of your knowledge base. + +## Deploy a local model using Xinference + +Xorbits Inference ([Xinference](https://github.com/xorbitsai/inference)) enables you to unleash the full potential of cutting-edge AI models. + +:::note +- For information about installing Xinference Ollama, see [here](https://inference.readthedocs.io/en/latest/getting_started/). +- For a complete list of supported models, see the [Builtin Models](https://inference.readthedocs.io/en/latest/models/builtin/). +::: + +To deploy a local model, e.g., **Mistral**, using Xinference: + +### 1. Check firewall settings + +Ensure that your host machine's firewall allows inbound connections on port 9997. + +### 2. Start an Xinference instance + +```bash +$ xinference-local --host 0.0.0.0 --port 9997 +``` + +### 3. Launch your local model + +Launch your local model (**Mistral**), ensuring that you replace `${quantization}` with your chosen quantization method: + +```bash +$ xinference launch -u mistral --model-name mistral-v0.1 --size-in-billions 7 --model-format pytorch --quantization ${quantization} +``` +### 4. Add Xinference + +In RAGFlow, click on your logo on the top right of the page **>** **Model Providers** and add Xinference to RAGFlow: + +![add xinference](https://github.com/infiniflow/ragflow/assets/93570324/10635088-028b-4b3d-add9-5c5a6e626814) + +### 5. Complete basic Xinference settings + +Enter an accessible base URL, such as `http://:9997/v1`. +> For rerank model, please use the `http://:9997/v1/rerank` as the base URL. + +### 6. Update System Model Settings + +Click on your logo **>** **Model Providers** **>** **System Model Settings** to update your model. + +*You should now be able to find **mistral** from the dropdown list under **Chat model**.* + +> If your local model is an embedding model, you should find your local model under **Embedding model**. + +### 7. Update Chat Configuration + +Update your chat model accordingly in **Chat Configuration**: + +> If your local model is an embedding model, update it on the configruation page of your knowledge base. + +## Deploy a local model using IPEX-LLM + +[IPEX-LLM](https://github.com/intel-analytics/ipex-llm) is a PyTorch library for running LLMs on local Intel CPUs or GPUs (including iGPU or discrete GPUs like Arc, Flex, and Max) with low latency. It supports Ollama on Linux and Windows systems. + +To deploy a local model, e.g., **Qwen2**, using IPEX-LLM-accelerated Ollama: + +### 1. Check firewall settings + +Ensure that your host machine's firewall allows inbound connections on port 11434. For example: + +```bash +sudo ufw allow 11434/tcp +``` + +### 2. Launch Ollama service using IPEX-LLM + +#### 2.1 Install IPEX-LLM for Ollama + +:::tip NOTE +IPEX-LLM's supports Ollama on Linux and Windows systems. +::: + +For detailed information about installing IPEX-LLM for Ollama, see [Run llama.cpp with IPEX-LLM on Intel GPU Guide](https://github.com/intel-analytics/ipex-llm/blob/main/docs/mddocs/Quickstart/llama_cpp_quickstart.md): +- [Prerequisites](https://github.com/intel-analytics/ipex-llm/blob/main/docs/mddocs/Quickstart/llama_cpp_quickstart.md#0-prerequisites) +- [Install IPEX-LLM cpp with Ollama binaries](https://github.com/intel-analytics/ipex-llm/blob/main/docs/mddocs/Quickstart/llama_cpp_quickstart.md#1-install-ipex-llm-for-llamacpp) + +*After the installation, you should have created a Conda environment, e.g., `llm-cpp`, for running Ollama commands with IPEX-LLM.* + +#### 2.2 Initialize Ollama + +1. Activate the `llm-cpp` Conda environment and initialize Ollama: + + + + + ```bash + conda activate llm-cpp + init-ollama + ``` + + + + Run these commands with *administrator privileges in Miniforge Prompt*: + + ```cmd + conda activate llm-cpp + init-ollama.bat + ``` + + + +2. If the installed `ipex-llm[cpp]` requires an upgrade to the Ollama binary files, remove the old binary files and reinitialize Ollama using `init-ollama` (Linux) or `init-ollama.bat` (Windows). + + *A symbolic link to Ollama appears in your current directory, and you can use this executable file following standard Ollama commands.* + +#### 2.3 Launch Ollama service + +1. Set the environment variable `OLLAMA_NUM_GPU` to `999` to ensure that all layers of your model run on the Intel GPU; otherwise, some layers may default to CPU. +2. For optimal performance on Intel Arc™ A-Series Graphics with Linux OS (Kernel 6.2), set the following environment variable before launching the Ollama service: + + ```bash + export SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS=1 + ``` +3. Launch the Ollama service: + + + + + ```bash + export OLLAMA_NUM_GPU=999 + export no_proxy=localhost,127.0.0.1 + export ZES_ENABLE_SYSMAN=1 + source /opt/intel/oneapi/setvars.sh + export SYCL_CACHE_PERSISTENT=1 + + ./ollama serve + ``` + + + + + Run the following command *in Miniforge Prompt*: + + ```cmd + set OLLAMA_NUM_GPU=999 + set no_proxy=localhost,127.0.0.1 + set ZES_ENABLE_SYSMAN=1 + set SYCL_CACHE_PERSISTENT=1 + + ollama serve + ``` + + + + +:::tip NOTE +To enable the Ollama service to accept connections from all IP addresses, use `OLLAMA_HOST=0.0.0.0 ./ollama serve` rather than simply `./ollama serve`. +::: + +*The console displays messages similar to the following:* + +![](https://llm-assets.readthedocs.io/en/latest/_images/ollama_serve.png) + +### 3. Pull and Run Ollama model + +#### 3.1 Pull Ollama model + +With the Ollama service running, open a new terminal and run `./ollama pull ` (Linux) or `ollama.exe pull ` (Windows) to pull the desired model. e.g., `qwen2:latest`: + +![](https://llm-assets.readthedocs.io/en/latest/_images/ollama_pull.png) + +#### 3.2 Run Ollama model + + + + + ```bash + ./ollama run qwen2:latest + ``` + + + + ```cmd + ollama run qwen2:latest + ``` + + + + +### 4. Configure RAGflow + +To enable IPEX-LLM accelerated Ollama in RAGFlow, you must also complete the configurations in RAGFlow. The steps are identical to those outlined in the *Deploy a local model using Ollama* section: + +1. [Add Ollama](#4-add-ollama) +2. [Complete basic Ollama settings](#5-complete-basic-ollama-settings) +3. [Update System Model Settings](#6-update-system-model-settings) +4. [Update Chat Configuration](#7-update-chat-configuration) diff --git a/docs/guides/llm_api_key_setup.md b/docs/guides/llm_api_key_setup.md new file mode 100644 index 0000000000000000000000000000000000000000..32908571cc19c5689697802cbb6a4441b4a74ca8 --- /dev/null +++ b/docs/guides/llm_api_key_setup.md @@ -0,0 +1,72 @@ +--- +sidebar_position: 4 +slug: /llm_api_key_setup +--- + +# Configure your API key + +An API key is required for RAGFlow to interact with an online AI model. This guide provides information about setting your API key in RAGFlow. + +## Get your API key + +For now, RAGFlow supports the following online LLMs. Click the corresponding link to apply for your API key. Most LLM providers grant newly-created accounts trial credit, which will expire in a couple of months, or a promotional amount of free quota. + +- [OpenAI](https://platform.openai.com/login?launch) +- [Azure-OpenAI](https://ai.azure.com/) +- [Gemini](https://aistudio.google.com/) +- [Groq](https://console.groq.com/) +- [Mistral](https://mistral.ai/) +- [Bedrock](https://aws.amazon.com/cn/bedrock/) +- [Tongyi-Qianwen](https://dashscope.console.aliyun.com/model) +- [ZHIPU-AI](https://open.bigmodel.cn/) +- [MiniMax](https://platform.minimaxi.com/) +- [Moonshot](https://platform.moonshot.cn/docs) +- [DeepSeek](https://platform.deepseek.com/api-docs/) +- [Baichuan](https://www.baichuan-ai.com/home) +- [VolcEngine](https://www.volcengine.com/docs/82379) +- [Jina](https://jina.ai/reader/) +- [OpenRouter](https://openrouter.ai/) +- [StepFun](https://platform.stepfun.com/) + +:::note +If you find your online LLM is not on the list, don't feel disheartened. The list is expanding, and you can [file a feature request](https://github.com/infiniflow/ragflow/issues/new?assignees=&labels=feature+request&projects=&template=feature_request.yml&title=%5BFeature+Request%5D%3A+) with us! Alternatively, if you have customized or locally-deployed models, you can [bind them to RAGFlow using Ollama, Xinferenc, or LocalAI](./deploy_local_llm.mdx). +::: + +## Configure your API key + +You have two options for configuring your API key: + +- Configure it in **service_conf.yaml** before starting RAGFlow. +- Configure it on the **Model Providers** page after logging into RAGFlow. + +### Configure API key before starting up RAGFlow + +1. Navigate to **./docker/ragflow**. +2. Find entry **user_default_llm**: + - Update `factory` with your chosen LLM. + - Update `api_key` with yours. + - Update `base_url` if you use a proxy to connect to the remote service. +3. Reboot your system for your changes to take effect. +4. Log into RAGFlow. + + *After logging into RAGFlow, you will find your chosen model appears under **Added models** on the **Model Providers** page.* + +### Configure API key after logging into RAGFlow + +:::caution WARNING +After logging into RAGFlow, configuring API key through the **service_conf.yaml** file will no longer take effect. +::: + +After logging into RAGFlow, you can *only* configure API Key on the **Model Providers** page: + +1. Click on your logo on the top right of the page **>** **Model Providers**. +2. Find your model card under **Models to be added** and click **Add the model**: + ![add model](https://github.com/infiniflow/ragflow/assets/93570324/07e43f63-367c-4c9c-8ed3-8a3a24703f4e) +3. Paste your API key. +4. Fill in your base URL if you use a proxy to connect to the remote service. +5. Click **OK** to confirm your changes. + +:::note +If you wish to update an existing API key at a later point: +![update api key](https://github.com/infiniflow/ragflow/assets/93570324/0bfba679-33f7-4f6b-9ed6-f0e6e4b228ad) +::: \ No newline at end of file diff --git a/docs/guides/manage_files.md b/docs/guides/manage_files.md new file mode 100644 index 0000000000000000000000000000000000000000..50b791a4fa9fd6bc15598eb3eebe347f6bbd2848 --- /dev/null +++ b/docs/guides/manage_files.md @@ -0,0 +1,84 @@ +--- +sidebar_position: 3 +slug: /manage_files +--- + +# Manage files + +Knowledge base, hallucination-free chat, and file management are the three pillars of RAGFlow. RAGFlow's file management allows you to upload files individually or in bulk. You can then link an uploaded file to multiple target knowledge bases. This guide showcases some basic usages of the file management feature. + +## Create folder + +RAGFlow's file management allows you to establish your file system with nested folder structures. To create a folder in the root directory of RAGFlow: + +![create new folder](https://github.com/infiniflow/ragflow/assets/93570324/3a37a5f4-43a6-426d-a62a-e5cd2ff7a533) + +> Each knowledge base in RAGFlow has a corresponding folder under the **root/.knowledgebase** directory. You are not allowed to create a subfolder within it. + +## Upload file + +RAGFlow's file management supports file uploads from your local machine, allowing both individual and bulk uploads: + +![upload file](https://github.com/infiniflow/ragflow/assets/93570324/5d7ded14-ce2b-4703-8567-9356a978f45c) + +![bulk upload](https://github.com/infiniflow/ragflow/assets/93570324/def0db55-824c-4236-b809-a98d8c8674e3) + +## Preview file + +RAGFlow's file management supports previewing files in the following formats: + +- Documents (PDF, DOCS) +- Tables (XLSX) +- Pictures (JPEG, JPG, PNG, TIF, GIF) + +![preview](https://github.com/infiniflow/ragflow/assets/93570324/2e931362-8bbf-482c-ac86-b68b09d331bc) + +## Link file to knowledge bases + +RAGFlow's file management allows you to *link* an uploaded file to multiple knowledge bases, creating a file reference in each target knowledge base. Therefore, deleting a file in your file management will AUTOMATICALLY REMOVE all related file references across the knowledge bases. + +![link knowledgebase](https://github.com/infiniflow/ragflow/assets/93570324/6c6b8db4-3269-4e35-9434-6089887e3e3f) + +You can link your file to one knowledge base or multiple knowledge bases at one time: + +![link multiple kb](https://github.com/infiniflow/ragflow/assets/93570324/6c508803-fb1f-435d-b688-683066fd7fff) + +## Move file to a specific folder + +As of RAGFlow v0.9.0, this feature is *not* available. + +## Search files or folders + +As of RAGFlow v0.9.0, the search feature is still in a rudimentary form, supporting only file and folder search in the current directory by name (files or folders in the child directory will not be retrieved). + +![search file](https://github.com/infiniflow/ragflow/assets/93570324/77ffc2e5-bd80-4ed1-841f-068e664efffe) + +## Rename file or folder + +RAGFlow's file management allows you to rename a file or folder: + +![rename_file](https://github.com/infiniflow/ragflow/assets/93570324/5abb0704-d9e9-4b43-9ed4-5750ccee011f) + + +## Delete files or folders + +RAGFlow's file management allows you to delete files or folders individually or in bulk. + +To delete a file or folder: + +![delete file](https://github.com/infiniflow/ragflow/assets/93570324/85872728-125d-45e9-a0ee-21e9d4cedb8b) + +To bulk delete files or folders: + +![bulk delete](https://github.com/infiniflow/ragflow/assets/93570324/519b99ab-ec7f-4c8a-8cea-e0b6dcb3cb46) + +> - You are not allowed to delete the **root/.knowledgebase** folder. +> - Deleting files that have been linked to knowledge bases will AUTOMATICALLY REMOVE all associated file references across the knowledge bases. + +## Download uploaded file + +RAGFlow's file management allows you to download an uploaded file: + +![download_file](https://github.com/infiniflow/ragflow/assets/93570324/cf3b297f-7d9b-4522-bf5f-4f45743e4ed5) + +> As of RAGFlow v0.9.0, bulk download is not supported, nor can you download an entire folder. diff --git a/docs/guides/start_chat.md b/docs/guides/start_chat.md new file mode 100644 index 0000000000000000000000000000000000000000..53dc705aedd67da175d316b1a9cb642c0c1614ad --- /dev/null +++ b/docs/guides/start_chat.md @@ -0,0 +1,59 @@ +--- +sidebar_position: 2 +slug: /start_chat +--- + +# Start an AI chat + +Knowledge base, hallucination-free chat, and file management are the three pillars of RAGFlow. Chats in RAGFlow are based on a particular knowledge base or multiple knowledge bases. Once you have created your knowledge base and finished file parsing, you can go ahead and start an AI conversation. + +## Start an AI chat + +You start an AI conversation by creating an assistant. + +1. Click the **Chat** tab in the middle top of the page **>** **Create an assistant** to show the **Chat Configuration** dialogue *of your next dialogue*. + + > RAGFlow offers you the flexibility of choosing a different chat model for each dialogue, while allowing you to set the default models in **System Model Settings**. + +2. Update **Assistant Setting**: + + - **Assistant name** is the name of your chat assistant. Each assistant corresponds to a dialogue with a unique combination of knowledge bases, prompts, hybrid search configurations, and large model settings. + - **Empty response**: + - If you wish to *confine* RAGFlow's answers to your knowledge bases, leave a response here. Then when it doesn't retrieve an answer, it *uniformly* responds with what you set here. + - If you wish RAGFlow to *improvise* when it doesn't retrieve an answer from your knowledge bases, leave it blank, which may give rise to hallucinations. + - **Show Quote**: This is a key feature of RAGFlow and enabled by default. RAGFlow does not work like a black box. instead, it clearly shows the sources of information that its responses are based on. + - Select the corresponding knowledge bases. You can select one or multiple knowledge bases, but ensure that they use the same embedding model, otherwise an error would occur. + +3. Update **Prompt Engine**: + + - In **System**, you fill in the prompts for your LLM, you can also leave the default prompt as-is for the beginning. + - **Similarity threshold** sets the similarity "bar" for each chunk of text. The default is 0.2. Text chunks with lower similarity scores are filtered out of the final response. + - **Vector similarity weight** is set to 0.3 by default. RAGFlow uses a hybrid score system, combining keyword similarity and vector similarity, for evaluating the relevance of different text chunks. This value sets the weight assigned to the vector similarity component in the hybrid score. + - **Top N** determines the *maximum* number of chunks to feed to the LLM. In other words, even if more chunks are retrieved, only the top N chunks are provided as input. + - **Variable**: + +4. Update **Model Setting**: + + - In **Model**: you select the chat model. Though you have selected the default chat model in **System Model Settings**, RAGFlow allows you to choose an alternative chat model for your dialogue. + - **Freedom** refers to the level that the LLM improvises. From **Improvise**, **Precise**, to **Balance**, each freedom level corresponds to a unique combination of **Temperature**, **Top P**, **Presence Penalty**, and **Frequency Penalty**. + - **Temperature**: Level of the prediction randomness of the LLM. The higher the value, the more creative the LLM is. + - **Top P** is also known as "nucleus sampling". See [here](https://en.wikipedia.org/wiki/Top-p_sampling) for more information. + - **Max Tokens**: The maximum length of the LLM's responses. Note that the responses may be curtailed if this value is set too low. + +5. Now, let's start the show: + + ![question1](https://github.com/infiniflow/ragflow/assets/93570324/bb72dd67-b35e-4b2a-87e9-4e4edbd6e677) + + ![question2](https://github.com/infiniflow/ragflow/assets/93570324/7cc585ae-88d0-4aa2-817d-0370b2ad7230) + +## Update settings of an existing dialogue + +Hover over an intended dialogue **>** **Edit** to show the chat configuration dialogue: + +![update chat configuration](https://github.com/infiniflow/ragflow/assets/93570324/e08397c7-2a4c-44e1-9032-13d30e99d741) + +## Integrate chat capabilities into your application + +RAGFlow also offers conversation APIs. Hover over your dialogue **>** **Chat Bot API** to integrate RAGFlow's chat capabilities into your application: + +![chatbot api](https://github.com/infiniflow/ragflow/assets/93570324/fec23715-f9af-4ac2-81e5-942c5035c5e6) diff --git a/docs/quickstart.mdx b/docs/quickstart.mdx new file mode 100644 index 0000000000000000000000000000000000000000..47db3c5c6dc790bd9f28dc2d9afc05c2a73b9239 --- /dev/null +++ b/docs/quickstart.mdx @@ -0,0 +1,314 @@ +--- +sidebar_position: 1 +slug: / +--- + +# Quick start +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding. When integrated with LLMs, it is capable of providing truthful question-answering capabilities, backed by well-founded citations from various complex formatted data. + +This quick start guide describes a general process from: + +- Starting up a local RAGFlow server, +- Creating a knowledge base, +- Intervening with file parsing, to +- Establishing an AI chat based on your datasets. + +## Prerequisites + +- CPU ≥ 4 cores; +- RAM ≥ 16 GB; +- Disk ≥ 50 GB; +- Docker ≥ 24.0.0 & Docker Compose ≥ v2.26.1. + + > If you have not installed Docker on your local machine (Windows, Mac, or Linux), see [Install Docker Engine](https://docs.docker.com/engine/install/). + +## Start up the server + +This section provides instructions on setting up the RAGFlow server on Linux. If you are on a different operating system, no worries. Most steps are alike. + +
+ 1. Ensure vm.max_map_count ≥ 262144: + + `vm.max_map_count`. This value sets the maximum number of memory map areas a process may have. Its default value is 65530. While most applications require fewer than a thousand maps, reducing this value can result in abmornal behaviors, and the system will throw out-of-memory errors when a process reaches the limitation. + + RAGFlow v0.9.0 uses Elasticsearch for multiple recall. Setting the value of `vm.max_map_count` correctly is crucial to the proper functioning of the Elasticsearch component. + + + + 1.1. Check the value of `vm.max_map_count`: + + ```bash + $ sysctl vm.max_map_count + ``` + + 1.2. Reset `vm.max_map_count` to a value at least 262144 if it is not. + + ```bash + $ sudo sysctl -w vm.max_map_count=262144 + ``` + + :::caution WARNING + This change will be reset after a system reboot. If you forget to update the value the next time you start up the server, you may get a `Can't connect to ES cluster` exception. + ::: + + 1.3. To ensure your change remains permanent, add or update the `vm.max_map_count` value in **/etc/sysctl.conf** accordingly: + + ```bash + vm.max_map_count=262144 + ``` + + + If you are on macOS with Docker Desktop, then you *must* use docker-machine to update `vm.max_map_count`: + + ```bash + $ docker-machine ssh + $ sudo sysctl -w vm.max_map_count=262144 + ``` + + :::caution WARNING + This change will be reset after a system reboot. If you forget to update the value the next time you start up the server, you may get a `Can't connect to ES cluster` exception. + ::: + + + + #### If you are on Windows with Docker Desktop, then you *must* use docker-machine to set `vm.max_map_count`: + + ```bash + $ docker-machine ssh + $ sudo sysctl -w vm.max_map_count=262144 + ``` + #### If you are on Windows with Docker Desktop WSL 2 backend, then use docker-desktop to set `vm.max_map_count`: + + 1.1. Run the following in WSL: + ```bash + $ wsl -d docker-desktop -u root + $ sysctl -w vm.max_map_count=262144 + ``` + + :::caution WARNING + This change will be reset after you restart Docker. If you forget to update the value the next time you start up the server, you may get a `Can't connect to ES cluster` exception. + ::: + + 1.2. If you do not wish to have to run those commands each time you restart Docker, you can update your `%USERPROFILE%.wslconfig` as follows to keep your change permanent and globally for all WSL distributions: + + ```bash + [wsl2] + kernelCommandLine = "sysctl.vm.max_map_count=262144" + ``` + *This causes all WSL2 virtual machines to have that setting assigned when they start.* + + :::note + If you are on Windows 11 or Windows 10 version 22H2, and have installed the Microsoft Store version of WSL, you can also update the **/etc/sysctl.conf** within the docker-desktop WSL distribution to keep your change permanent: + + ```bash + $ wsl -d docker-desktop -u root + $ vi /etc/sysctl.conf + ``` + + ```bash + # Append a line, which reads: + vm.max_map_count = 262144 + ``` + ::: + + + +
+ +2. Clone the repo: + + ```bash + $ git clone https://github.com/infiniflow/ragflow.git + ``` + +3. Build the pre-built Docker images and start up the server: + + > Running the following commands automatically downloads the *dev* version RAGFlow Docker image. To download and run a specified Docker version, update `RAGFLOW_VERSION` in **docker/.env** to the intended version, for example `RAGFLOW_VERSION=v0.9.0`, before running the following commands. + + ```bash + $ cd ragflow/docker + $ chmod +x ./entrypoint.sh + $ docker compose up -d + ``` + +> The core image is about 9 GB in size and may take a while to load. + +4. Check the server status after having the server up and running: + + ```bash + $ docker logs -f ragflow-server + ``` + + _The following output confirms a successful launch of the system:_ + + ```bash + ____ ______ __ + / __ \ ____ _ ____ _ / ____// /____ _ __ + / /_/ // __ `// __ `// /_ / // __ \| | /| / / + / _, _// /_/ // /_/ // __/ / // /_/ /| |/ |/ / + /_/ |_| \__,_/ \__, //_/ /_/ \____/ |__/|__/ + /____/ + + * Running on all addresses (0.0.0.0) + * Running on http://127.0.0.1:9380 + * Running on http://x.x.x.x:9380 + INFO:werkzeug:Press CTRL+C to quit + ``` + + > If you skip this confirmation step and directly log in to RAGFlow, your browser may prompt a `network anomaly` error because, at that moment, your RAGFlow may not be fully initialized. + +5. In your web browser, enter the IP address of your server and log in to RAGFlow. + +:::caution WARNING +With the default settings, you only need to enter `http://IP_OF_YOUR_MACHINE` (**sans** port number) as the default HTTP serving port `80` can be omitted when using the default configurations. +::: + +## Configure LLMs + +RAGFlow is a RAG engine, and it needs to work with an LLM to offer grounded, hallucination-free question-answering capabilities. For now, RAGFlow supports the following LLMs, and the list is expanding: + +- [OpenAI](https://platform.openai.com/login?launch) +- [Azure-OpenAI](https://ai.azure.com/) +- [Gemini](https://aistudio.google.com/) +- [Groq](https://console.groq.com/) +- [Mistral](https://mistral.ai/) +- [Bedrock](https://aws.amazon.com/cn/bedrock/) +- [Tongyi-Qianwen](https://dashscope.console.aliyun.com/model) +- [ZHIPU-AI](https://open.bigmodel.cn/) +- [MiniMax](https://platform.minimaxi.com/) +- [Moonshot](https://platform.moonshot.cn/docs) +- [DeepSeek](https://platform.deepseek.com/api-docs/) +- [Baichuan](https://www.baichuan-ai.com/home) +- [VolcEngine](https://www.volcengine.com/docs/82379) +- [Jina](https://jina.ai/reader/) +- [OpenRouter](https://openrouter.ai/) +- [StepFun](https://platform.stepfun.com/) + +:::note +RAGFlow also supports deploying LLMs locally using Ollama, Xinference, or LocalAI, but this part is not covered in this quick start guide. +::: + +To add and configure an LLM: + +1. Click on your logo on the top right of the page **>** **Model Providers**: + + ![add llm](https://github.com/infiniflow/ragflow/assets/93570324/10635088-028b-4b3d-add9-5c5a6e626814) + + > Each RAGFlow account is able to use **text-embedding-v2** for free, an embedding model of Tongyi-Qianwen. This is why you can see Tongyi-Qianwen in the **Added models** list. And you may need to update your Tongyi-Qianwen API key at a later point. + +2. Click on the desired LLM and update the API key accordingly (DeepSeek-V2 in this case): + + ![update api key](https://github.com/infiniflow/ragflow/assets/93570324/4e5e13ef-a98d-42e6-bcb1-0c6045fc1666) + + *Your added models appear as follows:* + + ![added available models](https://github.com/infiniflow/ragflow/assets/93570324/d08b80e4-f921-480a-b41d-11832489c916) + +3. Click **System Model Settings** to select the default models: + + - Chat model, + - Embedding model, + - Image-to-text model. + + ![system model settings](https://github.com/infiniflow/ragflow/assets/93570324/cdcc1da5-4494-44cd-ad5b-1222ed6acc3f) + +> Some models, such as the image-to-text model **qwen-vl-max**, are subsidiary to a specific LLM. And you may need to update your API key to access these models. + +## Create your first knowledge base + +You are allowed to upload files to a knowledge base in RAGFlow and parse them into datasets. A knowledge base is virtually a collection of datasets. Question answering in RAGFlow can be based on a particular knowledge base or multiple knowledge bases. File formats that RAGFlow supports include documents (PDF, DOC, DOCX, TXT, MD), tables (CSV, XLSX, XLS), pictures (JPEG, JPG, PNG, TIF, GIF), and slides (PPT, PPTX). + +To create your first knowledge base: + +1. Click the **Knowledge Base** tab in the top middle of the page **>** **Create knowledge base**. + +2. Input the name of your knowledge base and click **OK** to confirm your changes. + + _You are taken to the **Configuration** page of your knowledge base._ + + ![knowledge base configuration](https://github.com/infiniflow/ragflow/assets/93570324/384c671a-8b9c-468c-b1c9-1401128a9b65) + +3. RAGFlow offers multiple chunk templates that cater to different document layouts and file formats. Select the embedding model and chunk method (template) for your knowledge base. + +:::danger IMPORTANT +Once you have selected an embedding model and used it to parse a file, you are no longer allowed to change it. The obvious reason is that we must ensure that all files in a specific knowledge base are parsed using the *same* embedding model (ensure that they are being compared in the same embedding space). +::: + + _You are taken to the **Dataset** page of your knowledge base._ + +4. Click **+ Add file** **>** **Local files** to start uploading a particular file to the knowledge base. + +5. In the uploaded file entry, click the play button to start file parsing: + + ![file parsing](https://github.com/infiniflow/ragflow/assets/93570324/19f273fa-0ab0-435e-bdf4-a47fb080a078) + + _When the file parsing completes, its parsing status changes to **SUCCESS**._ + +:::alert NOTE +- If your file parsing gets stuck at below 1%, see [FAQ 4.3](https://ragflow.io/docs/dev/faq#43-why-does-my-document-parsing-stall-at-under-one-percent). +- If your file parsing gets stuck at near completion, see [FAQ 4.4](https://ragflow.io/docs/dev/faq#44-why-does-my-pdf-parsing-stall-near-completion-while-the-log-does-not-show-any-error) +::: + +## Intervene with file parsing + +RAGFlow features visibility and explainability, allowing you to view the chunking results and intervene where necessary. To do so: + +1. Click on the file that completes file parsing to view the chunking results: + + _You are taken to the **Chunk** page:_ + + ![chunks](https://github.com/infiniflow/ragflow/assets/93570324/0547fd0e-e71b-41f8-8e0e-31649c85fd3d) + +2. Hover over each snapshot for a quick view of each chunk. + +3. Double click the chunked texts to add keywords or make *manual* changes where necessary: + + ![update chunk](https://github.com/infiniflow/ragflow/assets/93570324/1d84b408-4e9f-46fd-9413-8c1059bf9c76) + +:::caution NOTE +You can add keywords to a file chunk to increase its relevance. This action increases its keyword weight and can improve its position in search list. +::: + +4. In Retrieval testing, ask a quick question in **Test text** to double check if your configurations work: + + _As you can tell from the following, RAGFlow responds with truthful citations._ + + ![retrieval test](https://github.com/infiniflow/ragflow/assets/93570324/c03f06f6-f41f-4b20-a97e-ae405d3a950c) + +## Set up an AI chat + +Conversations in RAGFlow are based on a particular knowledge base or multiple knowledge bases. Once you have created your knowledge base and finished file parsing, you can go ahead and start an AI conversation. + +1. Click the **Chat** tab in the middle top of the mage **>** **Create an assistant** to show the **Chat Configuration** dialogue *of your next dialogue*. + > RAGFlow offer the flexibility of choosing a different chat model for each dialogue, while allowing you to set the default models in **System Model Settings**. + +2. Update **Assistant Setting**: + + - Name your assistant and specify your knowledge bases. + - **Empty response**: + - If you wish to *confine* RAGFlow's answers to your knowledge bases, leave a response here. Then when it doesn't retrieve an answer, it *uniformly* responds with what you set here. + - If you wish RAGFlow to *improvise* when it doesn't retrieve an answer from your knowledge bases, leave it blank, which may give rise to hallucinations. + +3. Update **Prompt Engine** or leave it as is for the beginning. + +4. Update **Model Setting**. + +5. RAGFlow also offers conversation APIs. Hover over your dialogue **>** **Chat Bot API** to integrate RAGFlow's chat capabilities into your applications: + + ![chatbot api](https://github.com/infiniflow/ragflow/assets/93570324/fec23715-f9af-4ac2-81e5-942c5035c5e6) + +6. Now, let's start the show: + + ![question1](https://github.com/infiniflow/ragflow/assets/93570324/bb72dd67-b35e-4b2a-87e9-4e4edbd6e677) + + ![question2](https://github.com/infiniflow/ragflow/assets/93570324/7cc585ae-88d0-4aa2-817d-0370b2ad7230) + diff --git a/docs/references/CONTRIBUTING.md b/docs/references/CONTRIBUTING.md new file mode 100644 index 0000000000000000000000000000000000000000..ab25235cd75da6a048f8cb60038ed92fdb19660d --- /dev/null +++ b/docs/references/CONTRIBUTING.md @@ -0,0 +1,52 @@ +--- +sidebar_position: 0 +slug: /contribution_guidelines +--- + +# Contribution guidelines + +Thanks for wanting to contribute to RAGFlow. This document offers guidlines and major considerations for submitting your contributions. + +- To report a bug, file a [GitHub issue](https://github.com/infiniflow/ragflow/issues/new/choose) with us. +- For further questions, you can explore existing discussions or initiate a new one in [Discussions](https://github.com/orgs/infiniflow/discussions). + + +## What you can contribute + +The list below mentions some contributions you can make, but it is not a complete list. + +- Proposing or implementing new features +- Fixing a bug +- Adding test cases or demos +- Posting a blog or tutorial +- Updates to existing documents, codes, or annotations. +- Suggesting more user-friendly error codes + +## File a pull request (PR) + +### General workflow + +1. Fork our GitHub repository. +2. Clone your fork to your local machine: +`git clone git@github.com:/ragflow.git` +3. Create a local branch: +`git checkout -b my-branch` +4. Provide sufficient information in your commit message +`git commit -m 'Provide sufficient info in your commit message'` +5. Commit changes to your local branch, and push to GitHub: (include necessary commit message) +`git push origin my-branch.` +6. Submit a pull request for review. + +### Before filing a PR + +- Consider splitting a large PR into multiple smaller, standalone PRs to keep a traceable development history. +- Ensure that your PR addresses just one issue, or keep any unrelated changes small. +- Add test cases when contributing new features. They demonstrate that your code functions correctly and protect against potential issues from future changes. +### Describing your PR + +- Ensure that your PR title is concise and clear, providing all the required information. +- Refer to a corresponding GitHub issue in your PR description if applicable. +- Include sufficient design details for *breaking changes* or *API changes* in your description. + +### Reviewing & merging a PR +- Ensure that your PR passes all Continuous Integration (CI) tests before merging it. \ No newline at end of file diff --git a/docs/references/_category_.json b/docs/references/_category_.json new file mode 100644 index 0000000000000000000000000000000000000000..e79bcdf363969b9f7898a2890b397eafd4a80d38 --- /dev/null +++ b/docs/references/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "References", + "position": 3, + "link": { + "type": "generated-index", + "description": "RAGFlow References" + } +} diff --git a/docs/references/api.md b/docs/references/api.md new file mode 100644 index 0000000000000000000000000000000000000000..e4a153baeffdf367d4c3389413e69dcd52e2d948 --- /dev/null +++ b/docs/references/api.md @@ -0,0 +1,510 @@ +--- +sidebar_position: 1 +slug: /api +--- + +# API reference + +RAGFlow offers RESTful APIs for you to integrate its capabilities into third-party applications. + +## Base URL +``` +https://demo.ragflow.io/v1/ +``` + +## Authorization + +All of RAGFlow's RESTful APIs use API key for authorization, so keep it safe and do not expose it to the front end. +Put your API key in the request header. + +```buildoutcfg +Authorization: Bearer {API_KEY} +``` + +:::note +In the current design, the RESTful API key you get from RAGFlow does not expire. +::: + +To get your API key: + +1. In RAGFlow, click **Chat** tab in the middle top of the page. +2. Hover over the corresponding dialogue **>** **Chat Bot API** to show the chatbot API configuration page. +3. Click **Api Key** **>** **Create new key** to create your API key. +4. Copy and keep your API key safe. + +## Create conversation + +This method creates (news) a conversation for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| GET | `/api/new_conversation` | + +:::note +You are *required* to save the `data.id` value returned in the response data, which is the session ID for all upcoming conversations. +::: + +#### Request parameter + +| Name | Type | Required | Description | +|----------|--------|----------|-------------------------------------------------------------| +| `user_id`| string | Yes | The unique identifier assigned to each user. `user_id` must be less than 32 characters and cannot be empty. The following character sets are supported:
- 26 lowercase English letters (a-z)
- 26 uppercase English letters (A-Z)
- 10 digits (0-9)
- "_", "-", "." | + +### Response + +```json +{ + "data": { + "create_date": "Fri, 12 Apr 2024 17:26:21 GMT", + "create_time": 1712913981857, + "dialog_id": "4f0a2e4cb9af11ee9ba20aef05f5e94f", + "duration": 0.0, + "id": "b9b2e098f8ae11ee9f45fa163e197198", + "message": [ + { + "content": "Hi, I'm your assistant, what can I do for you?", + "role": "assistant" + } + ], + "reference": [], + "tokens": 0, + "update_date": "Fri, 12 Apr 2024 17:26:21 GMT", + "update_time": 1712913981857, + "user_id": "" + }, + "retcode": 0, + "retmsg": "success" +} +``` + +## Get conversation history + +This method retrieves the history of a specified conversation session. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| GET | `/api/conversation/` | + +#### Request parameter + +| Name | Type | Required | Description | +|----------|--------|----------|-------------------------------------------------------------| +| `id` | string | Yes | The unique identifier assigned to a conversation session. `id` must be less than 32 characters and cannot be empty. The following character sets are supported:
- 26 lowercase English letters (a-z)
- 26 uppercase English letters (A-Z)
- 10 digits (0-9)
- "_", "-", "." | + +### Response + +#### Response parameter + +- `message`: All conversations in the specified conversation session. + - `role`: `"user"` or `"assistant"`. + - `content`: The text content of user or assistant. The citations are in a format like `##0$$`. The number in the middle, 0 in this case, indicates which part in data.reference.chunks it refers to. + +- `user_id`: This is set by the caller. +- `reference`: Each reference corresponds to one of the assistant's answers in `data.message`. + - `chunks` + - `content_with_weight`: Content of the chunk. + - `doc_name`: Name of the *hit* document. + - `img_id`: The image ID of the chunk. It is an optional field only for PDF, PPTX, and images. Call ['GET' /document/get/\](#get-document-content) to retrieve the image. + - `positions`: [page_number, [upleft corner(x, y)], [right bottom(x, y)]], the chunk position, only for PDF. + - `similarity`: The hybrid similarity. + - `term_similarity`: The keyword simimlarity. + - `vector_similarity`: The embedding similarity. + - `doc_aggs`: + - `doc_id`: ID of the *hit* document. Call ['GET' /document/get/\](#get-document-content) to retrieve the document. + - `doc_name`: Name of the *hit* document. + - `count`: The number of *hit* chunks in this document. + +```json +{ + "data": { + "create_date": "Mon, 01 Apr 2024 09:28:42 GMT", + "create_time": 1711934922220, + "dialog_id": "df4a4916d7bd11eeaa650242ac180006", + "id": "2cae30fcefc711ee94140242ac180006", + "message": [ + { + "content": "Hi! I'm your assistant, what can I do for you?", + "role": "assistant" + }, + { + "content": "What's the vit score for GPT-4?", + "role": "user" + }, + { + "content": "The ViT Score for GPT-4 in the zero-shot scenario is 0.5058, and in the few-shot scenario, it is 0.6480. ##0$$", + "role": "assistant" + } + ], + "user_id": "", + "reference": [ + { + "chunks": [ + { + "chunk_id": "d0bc7892c3ec4aeac071544fd56730a8", + "content_ltks": "tabl 1:openagi task-solv perform under differ set for three closed-sourc llm . boldfac denot the highest score under each learn schema . metric gpt-3.5-turbo claude-2 gpt-4 zero few zero few zero few clip score 0.0 0.0 0.0 0.2543 0.0 0.3055 bert score 0.1914 0.3820 0.2111 0.5038 0.2076 0.6307 vit score 0.2437 0.7497 0.4082 0.5416 0.5058 0.6480 overal 0.1450 0.3772 0.2064 0.4332 0.2378 0.5281", + "content_with_weight": "\n\n\n\n\n\n\n
Table 1: OpenAGI task-solving performances under different settings for three closed-source LLMs. Boldface denotes the highest score under each learning schema.
MetricsGPT-3.5-turboClaude-2GPT-4
ZeroFewZero FewZero Few
CLIP Score0.00.00.0 0.25430.0 0.3055
BERT Score0.19140.38200.2111 0.50380.2076 0.6307
ViT Score0.24370.74970.4082 0.54160.5058 0.6480
Overall0.14500.37720.2064 0.43320.2378 0.5281
", + "doc_id": "c790da40ea8911ee928e0242ac180005", + "doc_name": "OpenAGI When LLM Meets Domain Experts.pdf", + "img_id": "afab9fdad6e511eebdb20242ac180006-d0bc7892c3ec4aeac071544fd56730a8", + "important_kwd": [], + "kb_id": "afab9fdad6e511eebdb20242ac180006", + "positions": [ + [ + 9.0, + 159.9383341471354, + 472.1773274739583, + 223.58013916015625, + 307.86692301432294 + ] + ], + "similarity": 0.7310340654129031, + "term_similarity": 0.7671974387781668, + "vector_similarity": 0.40556370512552886 + }, + { + "chunk_id": "7e2345d440383b756670e1b0f43a7007", + "content_ltks": "5.5 experiment analysi the main experiment result are tabul in tab . 1 and 2 , showcas the result for closed-sourc and open-sourc llm , respect . the overal perform is calcul a the averag of cllp 8 bert and vit score . ", + "content_with_weight": "5.5 Experimental Analysis\nThe main experimental results are tabulated in Tab. 1 and 2, showcasing the results for closed-source and open-source LLMs, respectively. The overall performance is calculated as the average of CLlP\n8\nBERT and ViT scores.", + "doc_id": "c790da40ea8911ee928e0242ac180005", + "doc_name": "OpenAGI When LLM Meets Domain Experts.pdf", + "img_id": "afab9fdad6e511eebdb20242ac180006-7e2345d440383b756670e1b0f43a7007", + "important_kwd": [], + "kb_id": "afab9fdad6e511eebdb20242ac180006", + "positions": [ + [ + 8.0, + 107.3, + 508.90000000000003, + 686.3, + 697.0 + ], + ], + "similarity": 0.6691508616357027, + "term_similarity": 0.6999011754270821, + "vector_similarity": 0.39239803751328806 + }, + ], + "doc_aggs": [ + { + "count": 8, + "doc_id": "c790da40ea8911ee928e0242ac180005", + "doc_name": "OpenAGI When LLM Meets Domain Experts.pdf" + } + ], + "total": 8 + }, + ], + "update_date": "Tue, 02 Apr 2024 09:07:49 GMT", + "update_time": 1712020069421 + }, + "retcode": 0, + "retmsg": "success" +} +``` + +## Get answer + +This method retrieves from RAGFlow the answer to the user's latest question. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| POST | `/api/completion` | + +#### Request parameter + +| Name | Type | Required | Description | +|------------------|--------|----------|---------------| +| `conversation_id`| string | Yes | The ID of the conversation session. Call ['GET' /new_conversation](#create-conversation) to retrieve the ID.| +| `messages` | json | Yes | The latest question in a JSON form, such as `[{"role": "user", "content": "How are you doing!"}]`| +| `quote` | bool | No | Default: false| +| `stream` | bool | No | Default: true | +| `doc_ids` | string | No | Document IDs delimited by comma, like `c790da40ea8911ee928e0242ac180005,23dsf34ree928e0242ac180005`. The retrieved contents will be confined to these documents. | + +### Response + +- `answer`: The answer to the user's latest question. +- `reference`: + - `chunks`: The retrieved chunks that contribute to the answer. + - `content_with_weight`: Content of the chunk. + - `doc_name`: Name of the *hit* document. + - `img_id`: The image ID of the chunk. It is an optional field only for PDF, PPTX, and images. Call ['GET' /document/get/\](#get-document-content) to retrieve the image. + - `positions`: [page_number, [upleft corner(x, y)], [right bottom(x, y)]], the chunk position, only for PDF. + - `similarity`: The hybrid similarity. + - `term_similarity`: The keyword simimlarity. + - `vector_similarity`: The embedding similarity. + - `doc_aggs`: + - `doc_id`: ID of the *hit* document. Call ['GET' /document/get/\](#get-document-content) to retrieve the document. + - `doc_name`: Name of the *hit* document. + - `count`: The number of *hit* chunks in this document. + +```json +{ + "data": { + "answer": "The ViT Score for GPT-4 in the zero-shot scenario is 0.5058, and in the few-shot scenario, it is 0.6480. ##0$$", + "reference": { + "chunks": [ + { + "chunk_id": "d0bc7892c3ec4aeac071544fd56730a8", + "content_ltks": "tabl 1:openagi task-solv perform under differ set for three closed-sourc llm . boldfac denot the highest score under each learn schema . metric gpt-3.5-turbo claude-2 gpt-4 zero few zero few zero few clip score 0.0 0.0 0.0 0.2543 0.0 0.3055 bert score 0.1914 0.3820 0.2111 0.5038 0.2076 0.6307 vit score 0.2437 0.7497 0.4082 0.5416 0.5058 0.6480 overal 0.1450 0.3772 0.2064 0.4332 0.2378 0.5281", + "content_with_weight": "\n\n\n\n\n\n\n
Table 1: OpenAGI task-solving performances under different settings for three closed-source LLMs. Boldface denotes the highest score under each learning schema.
MetricsGPT-3.5-turboClaude-2GPT-4
ZeroFewZero FewZero Few
CLIP Score0.00.00.0 0.25430.0 0.3055
BERT Score0.19140.38200.2111 0.50380.2076 0.6307
ViT Score0.24370.74970.4082 0.54160.5058 0.6480
Overall0.14500.37720.2064 0.43320.2378 0.5281
", + "doc_id": "c790da40ea8911ee928e0242ac180005", + "doc_name": "OpenAGI When LLM Meets Domain Experts.pdf", + "img_id": "afab9fdad6e511eebdb20242ac180006-d0bc7892c3ec4aeac071544fd56730a8", + "important_kwd": [], + "kb_id": "afab9fdad6e511eebdb20242ac180006", + "positions": [ + [ + 9.0, + 159.9383341471354, + 472.1773274739583, + 223.58013916015625, + 307.86692301432294 + ] + ], + "similarity": 0.7310340654129031, + "term_similarity": 0.7671974387781668, + "vector_similarity": 0.40556370512552886 + }, + { + "chunk_id": "7e2345d440383b756670e1b0f43a7007", + "content_ltks": "5.5 experiment analysi the main experiment result are tabul in tab . 1 and 2 , showcas the result for closed-sourc and open-sourc llm , respect . the overal perform is calcul a the averag of cllp 8 bert and vit score . here , onli the task descript of the benchmark task are fed into llm(addit inform , such a the input prompt and llm\u2019output , is provid in fig . a.4 and a.5 in supplementari). broadli speak , closed-sourc llm demonstr superior perform on openagi task , with gpt-4 lead the pack under both zero-and few-shot scenario . in the open-sourc categori , llama-2-13b take the lead , consist post top result across variou learn schema--the perform possibl influenc by it larger model size . notabl , open-sourc llm significantli benefit from the tune method , particularli fine-tun and\u2019rltf . these method mark notic enhanc for flan-t5-larg , vicuna-7b , and llama-2-13b when compar with zero-shot and few-shot learn schema . in fact , each of these open-sourc model hit it pinnacl under the rltf approach . conclus , with rltf tune , the perform of llama-2-13b approach that of gpt-3.5 , illustr it potenti .", + "content_with_weight": "5.5 Experimental Analysis\nThe main experimental results are tabulated in Tab. 1 and 2, showcasing the results for closed-source and open-source LLMs, respectively. The overall performance is calculated as the average of CLlP\n8\nBERT and ViT scores. Here, only the task descriptions of the benchmark tasks are fed into LLMs (additional information, such as the input prompt and LLMs\u2019 outputs, is provided in Fig. A.4 and A.5 in supplementary). Broadly speaking, closed-source LLMs demonstrate superior performance on OpenAGI tasks, with GPT-4 leading the pack under both zero- and few-shot scenarios. In the open-source category, LLaMA-2-13B takes the lead, consistently posting top results across various learning schema--the performance possibly influenced by its larger model size. Notably, open-source LLMs significantly benefit from the tuning methods, particularly Fine-tuning and\u2019 RLTF. These methods mark noticeable enhancements for Flan-T5-Large, Vicuna-7B, and LLaMA-2-13B when compared with zero-shot and few-shot learning schema. In fact, each of these open-source models hits its pinnacle under the RLTF approach. Conclusively, with RLTF tuning, the performance of LLaMA-2-13B approaches that of GPT-3.5, illustrating its potential.", + "doc_id": "c790da40ea8911ee928e0242ac180005", + "doc_name": "OpenAGI When LLM Meets Domain Experts.pdf", + "img_id": "afab9fdad6e511eebdb20242ac180006-7e2345d440383b756670e1b0f43a7007", + "important_kwd": [], + "kb_id": "afab9fdad6e511eebdb20242ac180006", + "positions": [ + [ + 8.0, + 107.3, + 508.90000000000003, + 686.3, + 697.0 + ] + ], + "similarity": 0.6691508616357027, + "term_similarity": 0.6999011754270821, + "vector_similarity": 0.39239803751328806 + } + ], + "doc_aggs": { + "OpenAGI When LLM Meets Domain Experts.pdf": 4 + }, + "total": 8 + } + }, + "retcode": 0, + "retmsg": "success" +} +``` + +## Get document content + +This method retrieves the content of a document. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| GET | `/document/get/` | + +### Response + +A binary file. + +## Upload file + +This method uploads a specific file to a specified knowledge base. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| POST | `/api/document/upload` | + +#### Response parameter + +| Name | Type | Required | Description | +|-------------|--------|----------|---------------------------------------------------------| +| `file` | file | Yes | The file to upload. | +| `kb_name` | string | Yes | The name of the knowledge base to upload the file to. | +| `parser_id` | string | No | The parsing method (chunk template) to use.
- "naive": General;
- "qa": Q&A;
- "manual": Manual;
- "table": Table;
- "paper": Paper;
- "laws": Laws;
- "presentation": Presentation;
- "picture": Picture;
- "one": One. | +| `run` | string | No | 1: Automatically start file parsing. If `parser_id` is not set, RAGFlow uses the general template by default. | + + +### Response + +```json +{ + "data": { + "chunk_num": 0, + "create_date": "Thu, 25 Apr 2024 14:30:06 GMT", + "create_time": 1714026606921, + "created_by": "553ec818fd5711ee8ea63043d7ed348e", + "id": "41e9324602cd11ef9f5f3043d7ed348e", + "kb_id": "06802686c0a311ee85d6246e9694c130", + "location": "readme.txt", + "name": "readme.txt", + "parser_config": { + "field_map": { + }, + "pages": [ + [ + 0, + 1000000 + ] + ] + }, + "parser_id": "general", + "process_begin_at": null, + "process_duation": 0.0, + "progress": 0.0, + "progress_msg": "", + "run": "0", + "size": 929, + "source_type": "local", + "status": "1", + "thumbnail": null, + "token_num": 0, + "type": "doc", + "update_date": "Thu, 25 Apr 2024 14:30:06 GMT", + "update_time": 1714026606921 + }, + "retcode": 0, + "retmsg": "success" +} +``` + +## Get document chunks + +This method retrieves the chunks of a specific document by `doc_name` or `doc_id`. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| GET | `/api/list_chunks` | + +#### Request parameter + +| Name | Type | Required | Description | +|------------|--------|----------|---------------------------------------------------------------------------------------------| +| `doc_name` | string | No | The name of the document in the knowledge base. It must not be empty if `doc_id` is not set.| +| `doc_id` | string | No | The ID of the document in the knowledge base. It must not be empty if `doc_name` is not set.| + + +### Response + +```json +{ + "data": [ + { + "content": "Figure 14: Per-request neural-net processingof RL-Cache.\n103\n(sn)\nCPU\n 102\nGPU\n8101\n100\n8\n16 64 256 1K\n4K", + "doc_name": "RL-Cache.pdf", + "img_id": "0335167613f011ef91240242ac120006-b46c3524952f82dbe061ce9b123f2211" + }, + { + "content": "4.3 ProcessingOverheadof RL-CacheACKNOWLEDGMENTSThis section evaluates how effectively our RL-Cache implemen-tation leverages modern multi-core CPUs and GPUs to keep the per-request neural-net processing overhead low. Figure 14 depictsThis researchwas supported inpart by the Regional Government of Madrid (grant P2018/TCS-4499, EdgeData-CM)andU.S. National Science Foundation (grants CNS-1763617 andCNS-1717179).REFERENCES", + "doc_name": "RL-Cache.pdf", + "img_id": "0335167613f011ef91240242ac120006-d4c12c43938eb55d2d8278eea0d7e6d7" + } + ], + "retcode": 0, + "retmsg": "success" +} +``` + +## Get document list + +This method retrieves a list of documents from a specified knowledge base. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| POST | `/api/list_kb_docs` | + +#### Request parameter + +| Name | Type | Required | Description | +|-------------|--------|----------|-----------------------------------------------------------------------| +| `kb_name` | string | Yes | The name of the knowledge base, from which you get the document list. | +| `page` | int | No | The number of pages, default:1. | +| `page_size` | int | No | The number of docs for each page, default:15. | +| `orderby` | string | No | `chunk_num`, `create_time`, or `size`, default:`create_time` | +| `desc` | bool | No | Default:True. | +| `keywords` | string | No | Keyword of the document name. | + + +### Response + +```json +{ + "data": { + "docs": [ + { + "doc_id": "bad89a84168c11ef9ce40242ac120006", + "doc_name": "test.xlsx" + }, + { + "doc_id": "641a9b4013f111efb53f0242ac120006", + "doc_name": "1111.pdf" + } + ], + "total": 2 + }, + "retcode": 0, + "retmsg": "success" +} +``` + +## Delete documents + +This method deletes documents by document ID or name. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------------------------------------------| +| DELETE | `/api/document` | + +#### Request parameter + +| Name | Type | Required | Description | +|-------------|--------|----------|----------------------------| +| `doc_names` | List | No | A list of document names. It must not be empty if `doc_ids` is not set. | +| `doc_ids` | List | No | A list of document IDs. It must not be empty if `doc_names` is not set. | + + +### Response + +```json +{ + "data": true, + "retcode": 0, + "retmsg": "success" +} +``` diff --git a/docs/references/faq.md b/docs/references/faq.md new file mode 100644 index 0000000000000000000000000000000000000000..3d0acc12a614e2809e29147cd45d23d4c5cae0ae --- /dev/null +++ b/docs/references/faq.md @@ -0,0 +1,456 @@ +--- +sidebar_position: 3 +slug: /faq +--- + +# Frequently asked questions + +## General + +### 1. What sets RAGFlow apart from other RAG products? + +The "garbage in garbage out" status quo remains unchanged despite the fact that LLMs have advanced Natural Language Processing (NLP) significantly. In response, RAGFlow introduces two unique features compared to other Retrieval-Augmented Generation (RAG) products. + +- Fine-grained document parsing: Document parsing involves images and tables, with the flexibility for you to intervene as needed. +- Traceable answers with reduced hallucinations: You can trust RAGFlow's responses as you can view the citations and references supporting them. + +### 2. Which languages does RAGFlow support? + +English, simplified Chinese, traditional Chinese for now. + +### 3. Which embedding models can be deployed locally? + +- BAAI/bge-large-zh-v1.5 +- BAAI/bge-base-en-v1.5 +- BAAI/bge-large-en-v1.5 +- BAAI/bge-small-en-v1.5 +- BAAI/bge-small-zh-v1.5 +- jinaai/jina-embeddings-v2-base-en +- jinaai/jina-embeddings-v2-small-en +- nomic-ai/nomic-embed-text-v1.5 +- sentence-transformers/all-MiniLM-L6-v2 +- maidalun1020/bce-embedding-base_v1 + +## Performance + +### 1. Why does it take longer for RAGFlow to parse a document than LangChain? + +We put painstaking effort into document pre-processing tasks like layout analysis, table structure recognition, and OCR (Optical Character Recognition) using our vision model. This contributes to the additional time required. + +### 2. Why does RAGFlow require more resources than other projects? + +RAGFlow has a number of built-in models for document structure parsing, which account for the additional computational resources. + +## Feature + +### 1. Which architectures or devices does RAGFlow support? + +Currently, we only support x86 CPU and Nvidia GPU. + +### 2. Do you offer an API for integration with third-party applications? + +The corresponding APIs are now available. See the [RAGFlow API Reference](./api.md) for more information. + +### 3. Do you support stream output? + +No, this feature is still in development. Contributions are welcome. + +### 4. Is it possible to share dialogue through URL? + +Yes, this feature is now available. + +### 5. Do you support multiple rounds of dialogues, i.e., referencing previous dialogues as context for the current dialogue? + +This feature and the related APIs are still in development. Contributions are welcome. + + +## Troubleshooting + +### 1. Issues with docker images + +#### 1.1 How to build the RAGFlow image from scratch? + +``` +$ git clone https://github.com/infiniflow/ragflow.git +$ cd ragflow +$ docker build -t infiniflow/ragflow:latest . +$ cd ragflow/docker +$ chmod +x ./entrypoint.sh +$ docker compose up -d +``` + +#### 1.2 `process "/bin/sh -c cd ./web && npm i && npm run build"` failed + +1. Check your network from within Docker, for example: +```bash +curl https://hf-mirror.com +``` + +2. If your network works fine, the issue lies with the Docker network configuration. Replace the Docker building command: +```bash +docker build -t infiniflow/ragflow:vX.Y.Z. +``` + With this: +```bash +docker build -t infiniflow/ragflow:vX.Y.Z. --network host +``` + +### 2. Issues with huggingface models + +#### 2.1 Cannot access https://huggingface.co + +A *locally* deployed RAGflow downloads OCR and embedding modules from [Huggingface website](https://huggingface.co) by default. If your machine is unable to access this site, the following error occurs and PDF parsing fails: + +``` +FileNotFoundError: [Errno 2] No such file or directory: '/root/.cache/huggingface/hub/models--InfiniFlow--deepdoc/snapshots/be0c1e50eef6047b412d1800aa89aba4d275f997/ocr.res' +``` + To fix this issue, use https://hf-mirror.com instead: + + 1. Stop all containers and remove all related resources: + + ```bash + cd ragflow/docker/ + docker compose down + ``` + + 2. Replace `https://huggingface.co` with `https://hf-mirror.com` in **ragflow/docker/docker-compose.yml**. + + 3. Start up the server: + + ```bash + docker compose up -d + ``` + +#### 2.2. `MaxRetryError: HTTPSConnectionPool(host='hf-mirror.com', port=443)` + +This error suggests that you do not have Internet access or are unable to connect to hf-mirror.com. Try the following: + +1. Manually download the resource files from [huggingface.co/InfiniFlow/deepdoc](https://huggingface.co/InfiniFlow/deepdoc) to your local folder **~/deepdoc**. +2. Add a volumes to **docker-compose.yml**, for example: +``` +- ~/deepdoc:/ragflow/rag/res/deepdoc +``` + +#### 2.3 `FileNotFoundError: [Errno 2] No such file or directory: '/root/.cache/huggingface/hub/models--InfiniFlow--deepdoc/snapshots/FileNotFoundError: [Errno 2] No such file or directory: '/ragflow/rag/res/deepdoc/ocr.res'be0c1e50eef6047b412d1800aa89aba4d275f997/ocr.res'` + +1. Check your network from within Docker, for example: +```bash +curl https://hf-mirror.com +``` +2. Run `ifconfig` to check the `mtu` value. If the server's `mtu` is `1450` while the NIC's `mtu` in the container is `1500`, this mismatch may cause network instability. Adjust the `mtu` policy as follows: + +``` +vim docker-compose-base.yml +# Original configuration： +networks: + ragflow: + driver: bridge +# Modified configuration： +networks: + ragflow: + driver: bridge + driver_opts: + com.docker.network.driver.mtu: 1450 +``` + +### 3. Issues with RAGFlow servers + +#### 3.1 `WARNING: can't find /raglof/rag/res/borker.tm` + +Ignore this warning and continue. All system warnings can be ignored. + +#### 3.2 `network anomaly There is an abnormality in your network and you cannot connect to the server.` + +![anomaly](https://github.com/infiniflow/ragflow/assets/93570324/beb7ad10-92e4-4a58-8886-bfb7cbd09e5d) + +You will not log in to RAGFlow unless the server is fully initialized. Run `docker logs -f ragflow-server`. + +*The server is successfully initialized, if your system displays the following:* + +``` + ____ ______ __ + / __ \ ____ _ ____ _ / ____// /____ _ __ + / /_/ // __ `// __ `// /_ / // __ \| | /| / / + / _, _// /_/ // /_/ // __/ / // /_/ /| |/ |/ / +/_/ |_| \__,_/ \__, //_/ /_/ \____/ |__/|__/ + /____/ + + * Running on all addresses (0.0.0.0) + * Running on http://127.0.0.1:9380 + * Running on http://x.x.x.x:9380 + INFO:werkzeug:Press CTRL+C to quit +``` + + +### 4. Issues with RAGFlow backend services + +#### 4.1 `dependency failed to start: container ragflow-mysql is unhealthy` + +`dependency failed to start: container ragflow-mysql is unhealthy` means that your MySQL container failed to start. Try replacing `mysql:5.7.18` with `mariadb:10.5.8` in **docker-compose-base.yml**. + +#### 4.2 `Realtime synonym is disabled, since no redis connection` + +Ignore this warning and continue. All system warnings can be ignored. + +![](https://github.com/infiniflow/ragflow/assets/93570324/ef5a6194-084a-4fe3-bdd5-1c025b40865c) + +#### 4.3 Why does my document parsing stall at under one percent? + +![stall](https://github.com/infiniflow/ragflow/assets/93570324/3589cc25-c733-47d5-bbfc-fedb74a3da50) + +Click the red cross beside the 'parsing status' bar, then restart the parsing process to see if the issue remains. If the issue persists and your RAGFlow is deployed locally, try the following: + +1. Check the log of your RAGFlow server to see if it is running properly: +```bash +docker logs -f ragflow-server +``` +2. Check if the **task_executor.py** process exists. +3. Check if your RAGFlow server can access hf-mirror.com or huggingface.com. + +#### 4.4 Why does my pdf parsing stall near completion, while the log does not show any error? + +Click the red cross beside the 'parsing status' bar, then restart the parsing process to see if the issue remains. If the issue persists and your RAGFlow is deployed locally, the parsing process is likely killed due to insufficient RAM. Try increasing your memory allocation by increasing the `MEM_LIMIT` value in **docker/.env**. + +:::note +Ensure that you restart up your RAGFlow server for your changes to take effect! +```bash +docker compose stop +``` +```bash +docker compose up -d +``` +::: + +![nearcompletion](https://github.com/infiniflow/ragflow/assets/93570324/563974c3-f8bb-4ec8-b241-adcda8929cbb) + +#### 4.5 `Index failure` + +An index failure usually indicates an unavailable Elasticsearch service. + +#### 4.6 How to check the log of RAGFlow? + +```bash +tail -f path_to_ragflow/docker/ragflow-logs/rag/*.log +``` + +#### 4.7 How to check the status of each component in RAGFlow? + +```bash +$ docker ps +``` +*The system displays the following if all your RAGFlow components are running properly:* + +``` +5bc45806b680 infiniflow/ragflow:latest "./entrypoint.sh" 11 hours ago Up 11 hours 0.0.0.0:80->80/tcp, :::80->80/tcp, 0.0.0.0:443->443/tcp, :::443->443/tcp, 0.0.0.0:9380->9380/tcp, :::9380->9380/tcp ragflow-server +91220e3285dd docker.elastic.co/elasticsearch/elasticsearch:8.11.3 "/bin/tini -- /usr/l…" 11 hours ago Up 11 hours (healthy) 9300/tcp, 0.0.0.0:9200->9200/tcp, :::9200->9200/tcp ragflow-es-01 +d8c86f06c56b mysql:5.7.18 "docker-entrypoint.s…" 7 days ago Up 16 seconds (healthy) 0.0.0.0:3306->3306/tcp, :::3306->3306/tcp ragflow-mysql +cd29bcb254bc quay.io/minio/minio:RELEASE.2023-12-20T01-00-02Z "/usr/bin/docker-ent…" 2 weeks ago Up 11 hours 0.0.0.0:9001->9001/tcp, :::9001->9001/tcp, 0.0.0.0:9000->9000/tcp, :::9000->9000/tcp ragflow-minio +``` + +#### 4.8 `Exception: Can't connect to ES cluster` + +1. Check the status of your Elasticsearch component: + +```bash +$ docker ps +``` + *The status of a 'healthy' Elasticsearch component in your RAGFlow should look as follows:* +``` +91220e3285dd docker.elastic.co/elasticsearch/elasticsearch:8.11.3 "/bin/tini -- /usr/l…" 11 hours ago Up 11 hours (healthy) 9300/tcp, 0.0.0.0:9200->9200/tcp, :::9200->9200/tcp ragflow-es-01 +``` + +2. If your container keeps restarting, ensure `vm.max_map_count` >= 262144 as per [this README](https://github.com/infiniflow/ragflow?tab=readme-ov-file#-start-up-the-server). Updating the `vm.max_map_count` value in **/etc/sysctl.conf** is required, if you wish to keep your change permanent. This configuration works only for Linux. + + +3. If your issue persists, ensure that the ES host setting is correct: + + - If you are running RAGFlow with Docker, it is in **docker/service_conf.yml**. Set it as follows: + ``` + es: + hosts: 'http://es01:9200' + ``` + - If you run RAGFlow outside of Docker, verify the ES host setting in **conf/service_conf.yml** using: + ```bash + curl http://: + ``` + +#### 4.9 Can't start ES container and get `Elasticsearch did not exit normally` + +This is because you forgot to update the `vm.max_map_count` value in **/etc/sysctl.conf** and your change to this value was reset after a system reboot. + +#### 4.10 `{"data":null,"retcode":100,"retmsg":""}` + +Your IP address or port number may be incorrect. If you are using the default configurations, enter `http://` (**NOT 9380, AND NO PORT NUMBER REQUIRED!**) in your browser. This should work. + +#### 4.11 `Ollama - Mistral instance running at 127.0.0.1:11434 but cannot add Ollama as model in RagFlow` + +A correct Ollama IP address and port is crucial to adding models to Ollama: + +- If you are on demo.ragflow.io, ensure that the server hosting Ollama has a publicly accessible IP address.Note that 127.0.0.1 is not a publicly accessible IP address. +- If you deploy RAGFlow locally, ensure that Ollama and RAGFlow are in the same LAN and can comunicate with each other. + +#### 4.12 Do you offer examples of using deepdoc to parse PDF or other files? + +Yes, we do. See the Python files under the **rag/app** folder. + +#### 4.13 Why did I fail to upload a 10MB+ file to my locally deployed RAGFlow? + +You probably forgot to update the **MAX_CONTENT_LENGTH** environment variable: + +1. Add environment variable `MAX_CONTENT_LENGTH` to **ragflow/docker/.env**: +``` +MAX_CONTENT_LENGTH=100000000 +``` +2. Update **docker-compose.yml**: +``` +environment: + - MAX_CONTENT_LENGTH=${MAX_CONTENT_LENGTH} +``` +3. Restart the RAGFlow server: +``` +docker compose up ragflow -d +``` + *Now you should be able to upload files of sizes less than 100MB.* + +#### 4.14 `Table 'rag_flow.document' doesn't exist` + +This exception occurs when starting up the RAGFlow server. Try the following: + + 1. Prolong the sleep time: Go to **docker/entrypoint.sh**, locate line 26, and replace `sleep 60` with `sleep 280`. + 2. If using Windows, ensure that the **entrypoint.sh** has LF end-lines. + 3. Go to **docker/docker-compose.yml**, add the following: + ``` + ./entrypoint.sh:/ragflow/entrypoint.sh + ``` + 4. Change directory: + ```bash + cd docker + ``` + 5. Stop the RAGFlow server: + ```bash + docker compose stop + ``` + 6. Restart up the RAGFlow server: + ```bash + docker compose up + ``` + +#### 4.15 `hint : 102 Fail to access model Connection error` + +![hint102](https://github.com/infiniflow/ragflow/assets/93570324/6633d892-b4f8-49b5-9a0a-37a0a8fba3d2) + +1. Ensure that the RAGFlow server can access the base URL. +2. Do not forget to append **/v1/** to **http://IP:port**: + **http://IP:port/v1/** + +#### 4.16 `FileNotFoundError: [Errno 2] No such file or directory` + +1. Check if the status of your minio container is healthy: + ```bash + docker ps + ``` +2. Ensure that the username and password settings of MySQL and MinIO in **docker/.env** are in line with those in **docker/service_conf.yml**. + +## Usage + +### 1. How to increase the length of RAGFlow responses? + +1. Right click the desired dialog to display the **Chat Configuration** window. +2. Switch to the **Model Setting** tab and adjust the **Max Tokens** slider to get the desired length. +3. Click **OK** to confirm your change. + + +### 2. What does Empty response mean? How to set it? + +You limit what the system responds to what you specify in **Empty response** if nothing is retrieved from your knowledge base. If you do not specify anything in **Empty response**, you let your LLM improvise, giving it a chance to hallucinate. + +### 3. Can I set the base URL for OpenAI somewhere? + +![](https://github.com/infiniflow/ragflow/assets/93570324/8cfb6fa4-8a97-415d-b9fa-b6f405a055f3) + +### 4. How to run RAGFlow with a locally deployed LLM? + +You can use Ollama to deploy local LLM. See [here](https://github.com/infiniflow/ragflow/blob/main/docs/guides/deploy_local_llm.md) for more information. + +### 5. How to link up ragflow and ollama servers? + +- If RAGFlow is locally deployed, ensure that your RAGFlow and Ollama are in the same LAN. +- If you are using our online demo, ensure that the IP address of your Ollama server is public and accessible. + +### 6. How to configure RAGFlow to respond with 100% matched results, rather than utilizing LLM? + +1. Click **Knowledge Base** in the middle top of the page. +2. Right click the desired knowledge base to display the **Configuration** dialogue. +3. Choose **Q&A** as the chunk method and click **Save** to confirm your change. + +### 7. Do I need to connect to Redis? + +No, connecting to Redis is not required. + +### 8. `Error: Range of input length should be [1, 30000]` + +This error occurs because there are too many chunks matching your search criteria. Try reducing the **TopN** and increasing **Similarity threshold** to fix this issue: + +1. Click **Chat** in the middle top of the page. +2. Right click the desired conversation > **Edit** > **Prompt Engine** +3. Reduce the **TopN** and/or raise **Silimarity threshold**. +4. Click **OK** to confirm your changes. + +![topn](https://github.com/infiniflow/ragflow/assets/93570324/7ec72ab3-0dd2-4cff-af44-e2663b67b2fc) + +### 9. How to upgrade RAGFlow? + +You can upgrade RAGFlow to either the dev version or the latest version: + +- Dev versions are for developers and contributors. They are published on a nightly basis and may crash because they are not fully tested. We cannot guarantee their validity and you are at your own risk trying out latest, untested features. +- The latest version refers to the most recent, officially published release. It is stable and works best with regular users. + + +To upgrade RAGFlow to the dev version: + +1. Pull the latest source code + ```bash + cd ragflow + git pull + ``` +2. If you used `docker compose up -d` to start up RAGFlow server: + ```bash + docker pull infiniflow/ragflow:dev + ``` + ```bash + docker compose up ragflow -d + ``` +3. If you used `docker compose -f docker-compose-CN.yml up -d` to start up RAGFlow server: + ```bash + docker pull swr.cn-north-4.myhuaweicloud.com/infiniflow/ragflow:dev + ``` + ```bash + docker compose -f docker-compose-CN.yml up -d + ``` + +To upgrade RAGFlow to the latest version: + +1. Update **ragflow/docker/.env** as follows: + ```bash + RAGFLOW_VERSION=latest + ``` +2. Pull the latest source code: + ```bash + cd ragflow + git pull + ``` + +3. If you used `docker compose up -d` to start up RAGFlow server: + ```bash + docker pull infiniflow/ragflow:latest + ``` + ```bash + docker compose up ragflow -d + ``` +4. If you used `docker compose -f docker-compose-CN.yml up -d` to start up RAGFlow server: + ```bash + docker pull swr.cn-north-4.myhuaweicloud.com/infiniflow/ragflow:latest + ``` + ```bash + docker compose -f docker-compose-CN.yml up -d + ``` diff --git a/docs/references/ragflow_api.md b/docs/references/ragflow_api.md new file mode 100644 index 0000000000000000000000000000000000000000..881ee8865470ffa226402ac037ccd9de277b54a8 --- /dev/null +++ b/docs/references/ragflow_api.md @@ -0,0 +1,881 @@ +--- +sidebar_class_name: hidden +--- + +# API reference + +RAGFlow offers RESTful APIs for you to integrate its capabilities into third-party applications. + +## Base URL +``` +http:///v1/api/ +``` + +## Dataset URL +``` +http:///api/v1/dataset +``` + +## Authorization + +All of RAGFlow's RESTFul APIs use API key for authorization, so keep it safe and do not expose it to the front end. +Put your API key in the request header. + +```buildoutcfg +Authorization: Bearer {API_KEY} +``` + +To get your API key: + +1. In RAGFlow, click **Chat** tab in the middle top of the page. +2. Hover over the corresponding dialogue **>** **Chat Bot API** to show the chatbot API configuration page. +3. Click **Api Key** **>** **Create new key** to create your API key. +4. Copy and keep your API key safe. + +## Create dataset + +This method creates (news) a dataset for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-------------| +| POST | `/dataset` | + +:::note +You are *required* to save the `data.dataset_id` value returned in the response data, which is the session ID for all upcoming conversations. +::: + +#### Request parameter + +| Name | Type | Required | Description | +|----------------|--------|----------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| `dataset_name` | string | Yes | The unique identifier assigned to each newly created dataset. `dataset_name` must be less than 2 ** 10 characters and cannot be empty. The following character sets are supported:
- 26 lowercase English letters (a-z)
- 26 uppercase English letters (A-Z)
- 10 digits (0-9)
- "_", "-", "." | + +### Response + +```json +{ + "code": 0, + "data": { + "dataset_name": "kb1", + "dataset_id": "375e8ada2d3c11ef98f93043d7ee537e" + }, + "message": "success" +} +``` + +## Get dataset list + +This method lists the created datasets for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------| +| GET | `/dataset` | + +### Response + +#### Response parameter + +```json +{ + "code": 0, + "data": [ + { + "avatar": null, + "chunk_num": 0, + "create_date": "Mon, 17 Jun 2024 16:00:05 GMT", + "create_time": 1718611205876, + "created_by": "b48110a0286411ef994a3043d7ee537e", + "description": null, + "doc_num": 0, + "embd_id": "BAAI/bge-large-zh-v1.5", + "id": "9bd6424a2c7f11ef81b83043d7ee537e", + "language": "Chinese", + "name": "dataset3(23)", + "parser_config": { + "pages": [ + [ + 1, + 1000000 + ] + ] + }, + "parser_id": "naive", + "permission": "me", + "similarity_threshold": 0.2, + "status": "1", + "tenant_id": "b48110a0286411ef994a3043d7ee537e", + "token_num": 0, + "update_date": "Mon, 17 Jun 2024 16:00:05 GMT", + "update_time": 1718611205876, + "vector_similarity_weight": 0.3 + } + ], + "message": "List datasets successfully!" +} +``` + +## Delete dataset + +This method deletes a dataset for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-------------------------| +| DELETE | `/dataset/{dataset_id}` | + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | + +### Response + +```json +{ + "code": 0, + "message": "Remove dataset: 9cefaefc2e2611ef916b3043d7ee537e successfully" +} +``` + +### Get the details of the specific dataset + +This method gets the details of the specific dataset. + +### Request + +#### Request URI + +| Method | Request URI | +|----------|-------------------------| +| GET | `/dataset/{dataset_id}` | + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | + +### Response + +```json +{ + "code": 0, + "data": { + "avatar": null, + "chunk_num": 0, + "description": null, + "doc_num": 0, + "embd_id": "BAAI/bge-large-zh-v1.5", + "id": "060323022e3511efa8263043d7ee537e", + "language": "Chinese", + "name": "test(1)", + "parser_config": + { + "pages": [[1, 1000000]] + }, + "parser_id": "naive", + "permission": "me", + "token_num": 0 + }, + "message": "success" +} +``` + +### Update the details of the specific dataset + +This method updates the details of the specific dataset. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-------------------------| +| PUT | `/dataset/{dataset_id}` | + +#### Request parameter + +You are required to input at least one parameter. + +| Name | Type | Required | Description | +|----------------------|--------|----------|-----------------------------------------------------------------------| +| `name` | string | No | The name of the knowledge base, from which you get the document list. | +| `description` | string | No | The description of the knowledge base. | +| `permission` | string | No | The permission for the knowledge base, default:me. | +| `language` | string | No | The language of the knowledge base. | +| `chunk_method` | string | No | The chunk method of the knowledge base. | +| `embedding_model_id` | string | No | The embedding model id of the knowledge base. | +| `photo` | string | No | The photo of the knowledge base. | +| `layout_recognize` | bool | No | The layout recognize of the knowledge base. | +| `token_num` | int | No | The token number of the knowledge base. | +| `id` | string | No | The id of the knowledge base. | + +### Response + +### Successful response + +```json +{ + "code": 0, + "data": { + "avatar": null, + "chunk_num": 0, + "create_date": "Wed, 19 Jun 2024 20:33:34 GMT", + "create_time": 1718800414518, + "created_by": "b48110a0286411ef994a3043d7ee537e", + "description": "new_description1", + "doc_num": 0, + "embd_id": "BAAI/bge-large-zh-v1.5", + "id": "24f9f17a2e3811ef820e3043d7ee537e", + "language": "English", + "name": "new_name", + "parser_config": + { + "pages": [[1, 1000000]] + }, + "parser_id": "naive", + "permission": "me", + "similarity_threshold": 0.2, + "status": "1", + "tenant_id": "b48110a0286411ef994a3043d7ee537e", + "token_num": 0, + "update_date": "Wed, 19 Jun 2024 20:33:34 GMT", + "update_time": 1718800414529, + "vector_similarity_weight": 0.3 + }, + "message": "success" +} +``` + +### Response for the operating error + +```json +{ + "code": 103, + "message": "Only the owner of knowledgebase is authorized for this operation!" +} +``` + +### Response for no parameter +```json +{ + "code": 102, + "message": "Please input at least one parameter that you want to update!" +} +``` + +------------------------------------------------------------------------------------------------------------------------------ + +## Upload documents + +This method uploads documents for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-----------------------------------| +| POST | `/dataset/{dataset_id}/documents` | + + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | + +### Response + +### Successful response + +```json +{ + "code": 0, + "data": [ + { + "created_by": "b48110a0286411ef994a3043d7ee537e", + "id": "859584a0379211efb1a23043d7ee537e", + "kb_id": "8591349a379211ef92213043d7ee537e", + "location": "test.txt", + "name": "test.txt", + "parser_config": { + "pages": [ + [1, 1000000] + ] + }, + "parser_id": "naive", + "size": 0, + "thumbnail": null, + "type": "doc" + }, + { + "created_by": "b48110a0286411ef994a3043d7ee537e", + "id": "8596f18c379211efb1a23043d7ee537e", + "kb_id": "8591349a379211ef92213043d7ee537e", + "location": "test1.txt", + "name": "test1.txt", + "parser_config": { + "pages": [ + [1, 1000000] + ] + }, + "parser_id": "naive", + "size": 0, + "thumbnail": null, + "type": "doc" + } + ], + "message": "success" +} +``` + +### Response for nonexistent files + +```json +{ + "code": "RetCode.DATA_ERROR", + "message": "The file test_data/imagination.txt does not exist" +} +``` + +### Response for nonexistent dataset + +```json +{ + "code": 102, + "message": "Can't find this dataset" +} +``` + +### Response for the number of files exceeding the limit + +```json +{ + "code": 102, + "message": "You try to upload 512 files, which exceeds the maximum number of uploading files: 256" +} +``` +### Response for uploading without files. + +```json +{ + "code": 101, + "message": "None is not string." +} +``` + +## Delete documents + +This method deletes documents for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-----------------------------------| +| DELETE | `/dataset/{dataset_id}/documents/{document_id}` | + + +#### Request parameter + +| Name | Type | Required | Description | +|---------------|--------|----------|-------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | +| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | + +### Response + +### Successful response + +```json +{ + "code": 0, + "data": true, + "message": "success" +} +``` + +### Response for deleting a document that does not exist + +```json +{ + "code": 102, + "message": "Document 111 not found!" +} +``` +### Response for deleting documents from a non-existent dataset + +```json +{ + "code": 101, + "message": "The document f7aba1ec379b11ef8e853043d7ee537e is not in the dataset: 000, but in the dataset: f7a7ccf2379b11ef83223043d7ee537e." +} +``` + +## List documents + +This method lists documents for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-----------------------------------| +| GET | `/dataset/{dataset_id}/documents` | + + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | +| `offset` | int | No | The start of the listed documents. Default: 0 | +| `count` | int | No | The total count of the listed documents. Default: -1, meaning all the later part of documents from the start. | +| `order_by` | string | No | Default: `create_time` | +| `descend` | bool | No | The order of listing documents. Default: True | +| `keywords` | string | No | The searching keywords of listing documents. Default: "" | + +### Response + +### Successful Response + +```json +{ + "code": 0, + "data": { + "docs": [ + { + "chunk_num": 0, + "create_date": "Mon, 01 Jul 2024 19:24:10 GMT", + "create_time": 1719833050046, + "created_by": "b48110a0286411ef994a3043d7ee537e", + "id": "6fb6f588379c11ef87023043d7ee537e", + "kb_id": "6fb1c9e6379c11efa3523043d7ee537e", + "location": "empty.txt", + "name": "empty.txt", + "parser_config": { + "pages": [ + [1, 1000000] + ] + }, + "parser_id": "naive", + "process_begin_at": null, + "process_duation": 0.0, + "progress": 0.0, + "progress_msg": "", + "run": "0", + "size": 0, + "source_type": "local", + "status": "1", + "thumbnail": null, + "token_num": 0, + "type": "doc", + "update_date": "Mon, 01 Jul 2024 19:24:10 GMT", + "update_time": 1719833050046 + }, + { + "chunk_num": 0, + "create_date": "Mon, 01 Jul 2024 19:24:10 GMT", + "create_time": 1719833050037, + "created_by": "b48110a0286411ef994a3043d7ee537e", + "id": "6fb59c60379c11ef87023043d7ee537e", + "kb_id": "6fb1c9e6379c11efa3523043d7ee537e", + "location": "test.txt", + "name": "test.txt", + "parser_config": { + "pages": [ + [1, 1000000] + ] + }, + "parser_id": "naive", + "process_begin_at": null, + "process_duation": 0.0, + "progress": 0.0, + "progress_msg": "", + "run": "0", + "size": 0, + "source_type": "local", + "status": "1", + "thumbnail": null, + "token_num": 0, + "type": "doc", + "update_date": "Mon, 01 Jul 2024 19:24:10 GMT", + "update_time": 1719833050037 + } + ], + "total": 2 + }, + "message": "success" +} +``` + +### Response for listing documents with IndexError + +```json +{ + "code": 100, + "message": "IndexError('Offset is out of the valid range.')" +} +``` +## Update the details of the document + +This method updates the details, including the name, enable and template type of a specific document for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-------------------------------------------------| +| PUT | `/dataset/{dataset_id}/documents/{document_id}` | + + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | +| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | + +### Response + +### Successful Response + +```json +{ + "code": 0, + "data": { + "chunk_num": 0, + "create_date": "Mon, 15 Jul 2024 16:55:03 GMT", + "create_time": 1721033703914, + "created_by": "b48110a0286411ef994a3043d7ee537e", + "id": "ed30167a428711efab193043d7ee537e", + "kb_id": "ed2d8770428711efaf583043d7ee537e", + "location": "test.txt", + "name": "new_name.txt", + "parser_config": { + "pages": [ + [1, 1000000] + ] + }, + "parser_id": "naive", + "process_begin_at": null, + "process_duration": 0.0, + "progress": 0.0, + "progress_msg": "", + "run": "0", + "size": 14, + "source_type": "local", + "status": "1", + "thumbnail": null, + "token_num": 0, + "type": "doc", + "update_date": "Mon, 15 Jul 2024 16:55:03 GMT", + "update_time": 1721033703934 + }, + "message": "Success" +} +``` + +### Response for updating a document which does not exist. + +```json +{ + "code": 101, + "message": "This document weird_doc_id cannot be found!" +} +``` + +### Response for updating a document without giving parameters. +```json +{ + "code": 102, + "message": "Please input at least one parameter that you want to update!" +} +``` + +### Response for updating a document in the nonexistent dataset. +```json +{ + "code": 102, + "message": "This dataset fake_dataset_id cannot be found!" +} +``` + +### Response for updating a document with an extension name that differs from its original. +```json +{ + "code": 101, + "data": false, + "message": "The extension of file cannot be changed" +} +``` + +### Response for updating a document with a duplicate name. +```json +{ + "code": 101, + "message": "Duplicated document name in the same dataset." +} +``` + +### Response for updating a document's illegal parameter. +```json +{ + "code": 101, + "message": "illegal_parameter is an illegal parameter." +} +``` + +### Response for updating a document's name without its name value. +```json +{ + "code": 102, + "message": "There is no new name." +} +``` + +### Response for updating a document's with giving illegal enable's value. +```json +{ + "code": 102, + "message": "Illegal value '?' for 'enable' field." +} +``` + +## Download the document + +This method downloads a specific document for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-------------------------------------------------| +| GET | `/dataset/{dataset_id}/documents/{document_id}` | + + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | +| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | + +### Response + +### Successful Response + +```json +{ + "code": "0", + "data": "b'test\\ntest\\ntest'" +} +``` + +### Response for downloading a document which does not exist. + +```json +{ + "code": 101, + "message": "This document 'imagination.txt' cannot be found!" +} +``` + +### Response for downloading a document in the nonexistent dataset. +```json +{ + "code": 102, + "message": "This dataset 'imagination' cannot be found!" +} +``` + +### Response for downloading an empty document. +```json +{ + "code": 102, + "message": "This file is empty." +} +``` + +## Start parsing a document + +This method enables a specific document to start parsing for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|--------------------------------------------------------| +| POST | `/dataset/{dataset_id}/documents/{document_id}/status` | + + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | +| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | + +### Response + +### Successful Response + +```json +{ + "code": 0, + "message": "" +} +``` + +### Response for parsing a document which does not exist. + +```json +{ + "code": 101, + "message": "This document 'imagination.txt' cannot be found!" +} +``` + +### Response for parsing a document in the nonexistent dataset. +```json +{ + "code": 102, + "message": "This dataset 'imagination' cannot be found!" +} +``` + +### Response for parsing an empty document. +```json +{ + "code": 0, + "message": "Empty data in the document: empty.txt;" +} +``` + +## Start parsing multiple documents + +This method enables multiple documents, including all documents in the specific dataset or specified documents, to start parsing for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-------------------------------------------------------| +| POST | `/dataset/{dataset_id}/documents/status` | + + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|-----------------------------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | +| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | +| `doc_ids` | list | No | The document IDs of the documents that the user would like to parse. Default: None, means all documents in the specified dataset. | +### Response + +### Successful Response + +```json +{ + "code": 0, + "data": true, + "message": "" +} +``` + +### Response for parsing documents which does not exist. + +```json +{ + "code": 101, + "message": "This document 'imagination.txt' cannot be found!" +} +``` + +### Response for parsing documents in the nonexistent dataset. +```json +{ + "code": 102, + "message": "This dataset 'imagination' cannot be found!" +} +``` + +### Response for parsing documents, one of which is empty. +```json +{ + "code": 0, + "data": true, + "message": "Empty data in the document: empty.txt; " +} +``` + +## Show the parsing status of the document + +This method shows the parsing status of the document for a specific user. + +### Request + +#### Request URI + +| Method | Request URI | +|--------|-------------------------------------------------------| +| GET | `/dataset/{dataset_id}/documents/status` | + + +#### Request parameter + +| Name | Type | Required | Description | +|--------------|--------|----------|-----------------------------------------------------------------------------------------------------------------------------------| +| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | +| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | + +### Response + +### Successful Response + +```json +{ + "code": 0, + "data": { + "progress": 0.0, + "status": "RUNNING" + }, + "message": "success" +} +``` + +### Response for showing the parsing status of a document which does not exist. + +```json +{ + "code": 102, + "message": "This document: 'imagination.txt' is not a valid document." +} +``` + +### Response for showing the parsing status of a document in the nonexistent dataset. +```json +{ + "code": 102, + "message": "This dataset 'imagination' cannot be found!" +} +``` diff --git a/graphrag/claim_extractor.py b/graphrag/claim_extractor.py new file mode 100644 index 0000000000000000000000000000000000000000..ee9e7f323700794d1e3aa64f716a7f4229b8b4ab --- /dev/null +++ b/graphrag/claim_extractor.py @@ -0,0 +1,278 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" +import argparse +import json +import logging +import re +import traceback +from dataclasses import dataclass +from typing import Any + +import tiktoken + +from graphrag.claim_prompt import CLAIM_EXTRACTION_PROMPT, CONTINUE_PROMPT, LOOP_PROMPT +from rag.llm.chat_model import Base as CompletionLLM +from graphrag.utils import ErrorHandlerFn, perform_variable_replacements + +DEFAULT_TUPLE_DELIMITER = "<|>" +DEFAULT_RECORD_DELIMITER = "##" +DEFAULT_COMPLETION_DELIMITER = "<|COMPLETE|>" +CLAIM_MAX_GLEANINGS = 1 +log = logging.getLogger(__name__) + + +@dataclass +class ClaimExtractorResult: + """Claim extractor result class definition.""" + + output: list[dict] + source_docs: dict[str, Any] + + +class ClaimExtractor: + """Claim extractor class definition.""" + + _llm: CompletionLLM + _extraction_prompt: str + _summary_prompt: str + _output_formatter_prompt: str + _input_text_key: str + _input_entity_spec_key: str + _input_claim_description_key: str + _tuple_delimiter_key: str + _record_delimiter_key: str + _completion_delimiter_key: str + _max_gleanings: int + _on_error: ErrorHandlerFn + + def __init__( + self, + llm_invoker: CompletionLLM, + extraction_prompt: str | None = None, + input_text_key: str | None = None, + input_entity_spec_key: str | None = None, + input_claim_description_key: str | None = None, + input_resolved_entities_key: str | None = None, + tuple_delimiter_key: str | None = None, + record_delimiter_key: str | None = None, + completion_delimiter_key: str | None = None, + encoding_model: str | None = None, + max_gleanings: int | None = None, + on_error: ErrorHandlerFn | None = None, + ): + """Init method definition.""" + self._llm = llm_invoker + self._extraction_prompt = extraction_prompt or CLAIM_EXTRACTION_PROMPT + self._input_text_key = input_text_key or "input_text" + self._input_entity_spec_key = input_entity_spec_key or "entity_specs" + self._tuple_delimiter_key = tuple_delimiter_key or "tuple_delimiter" + self._record_delimiter_key = record_delimiter_key or "record_delimiter" + self._completion_delimiter_key = ( + completion_delimiter_key or "completion_delimiter" + ) + self._input_claim_description_key = ( + input_claim_description_key or "claim_description" + ) + self._input_resolved_entities_key = ( + input_resolved_entities_key or "resolved_entities" + ) + self._max_gleanings = ( + max_gleanings if max_gleanings is not None else CLAIM_MAX_GLEANINGS + ) + self._on_error = on_error or (lambda _e, _s, _d: None) + + # Construct the looping arguments + encoding = tiktoken.get_encoding(encoding_model or "cl100k_base") + yes = encoding.encode("YES") + no = encoding.encode("NO") + self._loop_args = {"logit_bias": {yes[0]: 100, no[0]: 100}, "max_tokens": 1} + + def __call__( + self, inputs: dict[str, Any], prompt_variables: dict | None = None + ) -> ClaimExtractorResult: + """Call method definition.""" + if prompt_variables is None: + prompt_variables = {} + texts = inputs[self._input_text_key] + entity_spec = str(inputs[self._input_entity_spec_key]) + claim_description = inputs[self._input_claim_description_key] + resolved_entities = inputs.get(self._input_resolved_entities_key, {}) + source_doc_map = {} + + prompt_args = { + self._input_entity_spec_key: entity_spec, + self._input_claim_description_key: claim_description, + self._tuple_delimiter_key: prompt_variables.get(self._tuple_delimiter_key) + or DEFAULT_TUPLE_DELIMITER, + self._record_delimiter_key: prompt_variables.get(self._record_delimiter_key) + or DEFAULT_RECORD_DELIMITER, + self._completion_delimiter_key: prompt_variables.get( + self._completion_delimiter_key + ) + or DEFAULT_COMPLETION_DELIMITER, + } + + all_claims: list[dict] = [] + for doc_index, text in enumerate(texts): + document_id = f"d{doc_index}" + try: + claims = self._process_document(prompt_args, text, doc_index) + all_claims += [ + self._clean_claim(c, document_id, resolved_entities) for c in claims + ] + source_doc_map[document_id] = text + except Exception as e: + log.exception("error extracting claim") + self._on_error( + e, + traceback.format_exc(), + {"doc_index": doc_index, "text": text}, + ) + continue + + return ClaimExtractorResult( + output=all_claims, + source_docs=source_doc_map, + ) + + def _clean_claim( + self, claim: dict, document_id: str, resolved_entities: dict + ) -> dict: + # clean the parsed claims to remove any claims with status = False + obj = claim.get("object_id", claim.get("object")) + subject = claim.get("subject_id", claim.get("subject")) + + # If subject or object in resolved entities, then replace with resolved entity + obj = resolved_entities.get(obj, obj) + subject = resolved_entities.get(subject, subject) + claim["object_id"] = obj + claim["subject_id"] = subject + claim["doc_id"] = document_id + return claim + + def _process_document( + self, prompt_args: dict, doc, doc_index: int + ) -> list[dict]: + record_delimiter = prompt_args.get( + self._record_delimiter_key, DEFAULT_RECORD_DELIMITER + ) + completion_delimiter = prompt_args.get( + self._completion_delimiter_key, DEFAULT_COMPLETION_DELIMITER + ) + variables = { + self._input_text_key: doc, + **prompt_args, + } + text = perform_variable_replacements(self._extraction_prompt, variables=variables) + gen_conf = {"temperature": 0.5} + results = self._llm.chat(text, [], gen_conf) + claims = results.strip().removesuffix(completion_delimiter) + history = [{"role": "system", "content": text}, {"role": "assistant", "content": results}] + + # Repeat to ensure we maximize entity count + for i in range(self._max_gleanings): + text = perform_variable_replacements(CONTINUE_PROMPT, history=history, variables=variables) + history.append({"role": "user", "content": text}) + extension = self._llm.chat("", history, gen_conf) + claims += record_delimiter + extension.strip().removesuffix( + completion_delimiter + ) + + # If this isn't the last loop, check to see if we should continue + if i >= self._max_gleanings - 1: + break + + history.append({"role": "assistant", "content": extension}) + history.append({"role": "user", "content": LOOP_PROMPT}) + continuation = self._llm.chat("", history, self._loop_args) + if continuation != "YES": + break + + result = self._parse_claim_tuples(claims, prompt_args) + for r in result: + r["doc_id"] = f"{doc_index}" + return result + + def _parse_claim_tuples( + self, claims: str, prompt_variables: dict + ) -> list[dict[str, Any]]: + """Parse claim tuples.""" + record_delimiter = prompt_variables.get( + self._record_delimiter_key, DEFAULT_RECORD_DELIMITER + ) + completion_delimiter = prompt_variables.get( + self._completion_delimiter_key, DEFAULT_COMPLETION_DELIMITER + ) + tuple_delimiter = prompt_variables.get( + self._tuple_delimiter_key, DEFAULT_TUPLE_DELIMITER + ) + + def pull_field(index: int, fields: list[str]) -> str | None: + return fields[index].strip() if len(fields) > index else None + + result: list[dict[str, Any]] = [] + claims_values = ( + claims.strip().removesuffix(completion_delimiter).split(record_delimiter) + ) + for claim in claims_values: + claim = claim.strip().removeprefix("(").removesuffix(")") + claim = re.sub(r".*Output:", "", claim) + + # Ignore the completion delimiter + if claim == completion_delimiter: + continue + + claim_fields = claim.split(tuple_delimiter) + o = { + "subject_id": pull_field(0, claim_fields), + "object_id": pull_field(1, claim_fields), + "type": pull_field(2, claim_fields), + "status": pull_field(3, claim_fields), + "start_date": pull_field(4, claim_fields), + "end_date": pull_field(5, claim_fields), + "description": pull_field(6, claim_fields), + "source_text": pull_field(7, claim_fields), + "doc_id": pull_field(8, claim_fields), + } + if any([not o["subject_id"], not o["object_id"], o["subject_id"].lower() == "none", o["object_id"] == "none"]): + continue + result.append(o) + return result + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('-t', '--tenant_id', default=False, help="Tenant ID", action='store', required=True) + parser.add_argument('-d', '--doc_id', default=False, help="Document ID", action='store', required=True) + args = parser.parse_args() + + from api.db import LLMType + from api.db.services.llm_service import LLMBundle + from api.settings import retrievaler + + ex = ClaimExtractor(LLMBundle(args.tenant_id, LLMType.CHAT)) + docs = [d["content_with_weight"] for d in retrievaler.chunk_list(args.doc_id, args.tenant_id, max_count=12, fields=["content_with_weight"])] + info = { + "input_text": docs, + "entity_specs": "organization, person", + "claim_description": "" + } + claim = ex(info) + print(json.dumps(claim.output, ensure_ascii=False, indent=2)) diff --git a/graphrag/claim_prompt.py b/graphrag/claim_prompt.py new file mode 100644 index 0000000000000000000000000000000000000000..5678ffd1348ddf96686fe08a5a121214f09aa81e --- /dev/null +++ b/graphrag/claim_prompt.py @@ -0,0 +1,84 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" + +CLAIM_EXTRACTION_PROMPT = """ +################ +-Target activity- +################ +You are an intelligent assistant that helps a human analyst to analyze claims against certain entities presented in a text document. + +################ +-Goal- +################ +Given a text document that is potentially relevant to this activity, an entity specification, and a claim description, extract all entities that match the entity specification and all claims against those entities. + +################ +-Steps- +################ + - 1. Extract all named entities that match the predefined entity specification. Entity specification can either be a list of entity names or a list of entity types. + - 2. For each entity identified in step 1, extract all claims associated with the entity. Claims need to match the specified claim description, and the entity should be the subject of the claim. + For each claim, extract the following information: + - Subject: name of the entity that is subject of the claim, capitalized. The subject entity is one that committed the action described in the claim. Subject needs to be one of the named entities identified in step 1. + - Object: name of the entity that is object of the claim, capitalized. The object entity is one that either reports/handles or is affected by the action described in the claim. If object entity is unknown, use **NONE**. + - Claim Type: overall category of the claim, capitalized. Name it in a way that can be repeated across multiple text inputs, so that similar claims share the same claim type + - Claim Status: **TRUE**, **FALSE**, or **SUSPECTED**. TRUE means the claim is confirmed, FALSE means the claim is found to be False, SUSPECTED means the claim is not verified. + - Claim Description: Detailed description explaining the reasoning behind the claim, together with all the related evidence and references. + - Claim Date: Period (start_date, end_date) when the claim was made. Both start_date and end_date should be in ISO-8601 format. If the claim was made on a single date rather than a date range, set the same date for both start_date and end_date. If date is unknown, return **NONE**. + - Claim Source Text: List of **all** quotes from the original text that are relevant to the claim. + + - 3. Format each claim as ({tuple_delimiter}{tuple_delimiter}{tuple_delimiter}{tuple_delimiter}{tuple_delimiter}{tuple_delimiter}{tuple_delimiter}) + - 4. Return output in language of the 'Text' as a single list of all the claims identified in steps 1 and 2. Use **{record_delimiter}** as the list delimiter. + - 5. If there's nothing satisfy the above requirements, just keep output empty. + - 6. When finished, output {completion_delimiter} + +################ +-Examples- +################ +Example 1: +Entity specification: organization +Claim description: red flags associated with an entity +Text: According to an article on 2022/01/10, Company A was fined for bid rigging while participating in multiple public tenders published by Government Agency B. The company is owned by Person C who was suspected of engaging in corruption activities in 2015. +Output: +(COMPANY A{tuple_delimiter}GOVERNMENT AGENCY B{tuple_delimiter}ANTI-COMPETITIVE PRACTICES{tuple_delimiter}TRUE{tuple_delimiter}2022-01-10T00:00:00{tuple_delimiter}2022-01-10T00:00:00{tuple_delimiter}Company A was found to engage in anti-competitive practices because it was fined for bid rigging in multiple public tenders published by Government Agency B according to an article published on 2022/01/10{tuple_delimiter}According to an article published on 2022/01/10, Company A was fined for bid rigging while participating in multiple public tenders published by Government Agency B.) +{completion_delimiter} + +########################### +Example 2: +Entity specification: Company A, Person C +Claim description: red flags associated with an entity +Text: According to an article on 2022/01/10, Company A was fined for bid rigging while participating in multiple public tenders published by Government Agency B. The company is owned by Person C who was suspected of engaging in corruption activities in 2015. +Output: +(COMPANY A{tuple_delimiter}GOVERNMENT AGENCY B{tuple_delimiter}ANTI-COMPETITIVE PRACTICES{tuple_delimiter}TRUE{tuple_delimiter}2022-01-10T00:00:00{tuple_delimiter}2022-01-10T00:00:00{tuple_delimiter}Company A was found to engage in anti-competitive practices because it was fined for bid rigging in multiple public tenders published by Government Agency B according to an article published on 2022/01/10{tuple_delimiter}According to an article published on 2022/01/10, Company A was fined for bid rigging while participating in multiple public tenders published by Government Agency B.) +{record_delimiter} +(PERSON C{tuple_delimiter}NONE{tuple_delimiter}CORRUPTION{tuple_delimiter}SUSPECTED{tuple_delimiter}2015-01-01T00:00:00{tuple_delimiter}2015-12-30T00:00:00{tuple_delimiter}Person C was suspected of engaging in corruption activities in 2015{tuple_delimiter}The company is owned by Person C who was suspected of engaging in corruption activities in 2015) +{completion_delimiter} + +################ +-Real Data- +################ +Use the following input for your answer. +Entity specification: {entity_specs} +Claim description: {claim_description} +Text: {input_text} +Output:""" + + +CONTINUE_PROMPT = "MANY entities were missed in the last extraction. Add them below using the same format(see 'Steps', start with the 'Output').\nOutput: " +LOOP_PROMPT = "It appears some entities may have still been missed. Answer YES {tuple_delimiter} NO if there are still entities that need to be added.\n" \ No newline at end of file diff --git a/graphrag/community_report_prompt.py b/graphrag/community_report_prompt.py new file mode 100644 index 0000000000000000000000000000000000000000..3b042d08b4fab6367e9e7e74b2bb9cde2d8f4292 --- /dev/null +++ b/graphrag/community_report_prompt.py @@ -0,0 +1,171 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" + +COMMUNITY_REPORT_PROMPT = """ +You are an AI assistant that helps a human analyst to perform general information discovery. Information discovery is the process of identifying and assessing relevant information associated with certain entities (e.g., organizations and individuals) within a network. + +# Goal +Write a comprehensive report of a community, given a list of entities that belong to the community as well as their relationships and optional associated claims. The report will be used to inform decision-makers about information associated with the community and their potential impact. The content of this report includes an overview of the community's key entities, their legal compliance, technical capabilities, reputation, and noteworthy claims. + +# Report Structure + +The report should include the following sections: + +- TITLE: community's name that represents its key entities - title should be short but specific. When possible, include representative named entities in the title. +- SUMMARY: An executive summary of the community's overall structure, how its entities are related to each other, and significant information associated with its entities. +- IMPACT SEVERITY RATING: a float score between 0-10 that represents the severity of IMPACT posed by entities within the community. IMPACT is the scored importance of a community. +- RATING EXPLANATION: Give a single sentence explanation of the IMPACT severity rating. +- DETAILED FINDINGS: A list of 5-10 key insights about the community. Each insight should have a short summary followed by multiple paragraphs of explanatory text grounded according to the grounding rules below. Be comprehensive. + +Return output as a well-formed JSON-formatted string with the following format(in language of 'Text' content): + {{ + "title": , + "summary": , + "rating": , + "rating_explanation": , + "findings": [ + {{ + "summary":, + "explanation": + }}, + {{ + "summary":, + "explanation": + }} + ] + }} + +# Grounding Rules + +Points supported by data should list their data references as follows: + +"This is an example sentence supported by multiple data references [Data: (record ids); (record ids)]." + +Do not list more than 5 record ids in a single reference. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + +For example: +"Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (1), Entities (5, 7); Relationships (23); Claims (7, 2, 34, 64, 46, +more)]." + +where 1, 5, 7, 23, 2, 34, 46, and 64 represent the id (not the index) of the relevant data record. + +Do not include information where the supporting evidence for it is not provided. + + +# Example Input +----------- +Text: + +-Entities- + +id,entity,description +5,VERDANT OASIS PLAZA,Verdant Oasis Plaza is the location of the Unity March +6,HARMONY ASSEMBLY,Harmony Assembly is an organization that is holding a march at Verdant Oasis Plaza + +-Relationships- + +id,source,target,description +37,VERDANT OASIS PLAZA,UNITY MARCH,Verdant Oasis Plaza is the location of the Unity March +38,VERDANT OASIS PLAZA,HARMONY ASSEMBLY,Harmony Assembly is holding a march at Verdant Oasis Plaza +39,VERDANT OASIS PLAZA,UNITY MARCH,The Unity March is taking place at Verdant Oasis Plaza +40,VERDANT OASIS PLAZA,TRIBUNE SPOTLIGHT,Tribune Spotlight is reporting on the Unity march taking place at Verdant Oasis Plaza +41,VERDANT OASIS PLAZA,BAILEY ASADI,Bailey Asadi is speaking at Verdant Oasis Plaza about the march +43,HARMONY ASSEMBLY,UNITY MARCH,Harmony Assembly is organizing the Unity March + +Output: +{{ + "title": "Verdant Oasis Plaza and Unity March", + "summary": "The community revolves around the Verdant Oasis Plaza, which is the location of the Unity March. The plaza has relationships with the Harmony Assembly, Unity March, and Tribune Spotlight, all of which are associated with the march event.", + "rating": 5.0, + "rating_explanation": "The impact severity rating is moderate due to the potential for unrest or conflict during the Unity March.", + "findings": [ + {{ + "summary": "Verdant Oasis Plaza as the central location", + "explanation": "Verdant Oasis Plaza is the central entity in this community, serving as the location for the Unity March. This plaza is the common link between all other entities, suggesting its significance in the community. The plaza's association with the march could potentially lead to issues such as public disorder or conflict, depending on the nature of the march and the reactions it provokes. [Data: Entities (5), Relationships (37, 38, 39, 40, 41,+more)]" + }}, + {{ + "summary": "Harmony Assembly's role in the community", + "explanation": "Harmony Assembly is another key entity in this community, being the organizer of the march at Verdant Oasis Plaza. The nature of Harmony Assembly and its march could be a potential source of threat, depending on their objectives and the reactions they provoke. The relationship between Harmony Assembly and the plaza is crucial in understanding the dynamics of this community. [Data: Entities(6), Relationships (38, 43)]" + }}, + {{ + "summary": "Unity March as a significant event", + "explanation": "The Unity March is a significant event taking place at Verdant Oasis Plaza. This event is a key factor in the community's dynamics and could be a potential source of threat, depending on the nature of the march and the reactions it provokes. The relationship between the march and the plaza is crucial in understanding the dynamics of this community. [Data: Relationships (39)]" + }}, + {{ + "summary": "Role of Tribune Spotlight", + "explanation": "Tribune Spotlight is reporting on the Unity March taking place in Verdant Oasis Plaza. This suggests that the event has attracted media attention, which could amplify its impact on the community. The role of Tribune Spotlight could be significant in shaping public perception of the event and the entities involved. [Data: Relationships (40)]" + }} + ] +}} + + +# Real Data + +Use the following text for your answer. Do not make anything up in your answer. + +Text: + +-Entities- +{entity_df} + +-Relationships- +{relation_df} + +The report should include the following sections: + +- TITLE: community's name that represents its key entities - title should be short but specific. When possible, include representative named entities in the title. +- SUMMARY: An executive summary of the community's overall structure, how its entities are related to each other, and significant information associated with its entities. +- IMPACT SEVERITY RATING: a float score between 0-10 that represents the severity of IMPACT posed by entities within the community. IMPACT is the scored importance of a community. +- RATING EXPLANATION: Give a single sentence explanation of the IMPACT severity rating. +- DETAILED FINDINGS: A list of 5-10 key insights about the community. Each insight should have a short summary followed by multiple paragraphs of explanatory text grounded according to the grounding rules below. Be comprehensive. + +Return output as a well-formed JSON-formatted string with the following format(in language of 'Text' content): + {{ + "title": , + "summary": , + "rating": , + "rating_explanation": , + "findings": [ + {{ + "summary":, + "explanation": + }}, + {{ + "summary":, + "explanation": + }} + ] + }} + +# Grounding Rules + +Points supported by data should list their data references as follows: + +"This is an example sentence supported by multiple data references [Data: (record ids); (record ids)]." + +Do not list more than 5 record ids in a single reference. Instead, list the top 5 most relevant record ids and add "+more" to indicate that there are more. + +For example: +"Person X is the owner of Company Y and subject to many allegations of wrongdoing [Data: Reports (1), Entities (5, 7); Relationships (23); Claims (7, 2, 34, 64, 46, +more)]." + +where 1, 5, 7, 23, 2, 34, 46, and 64 represent the id (not the index) of the relevant data record. + +Do not include information where the supporting evidence for it is not provided. + +Output:""" \ No newline at end of file diff --git a/graphrag/community_reports_extractor.py b/graphrag/community_reports_extractor.py new file mode 100644 index 0000000000000000000000000000000000000000..eb2c213c7ca8dde24e78a7e1467d1ddc5dacd2e1 --- /dev/null +++ b/graphrag/community_reports_extractor.py @@ -0,0 +1,141 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" + +import json +import logging +import re +import traceback +from dataclasses import dataclass +from typing import Any, List, Callable +import networkx as nx +import pandas as pd +from graphrag import leiden +from graphrag.community_report_prompt import COMMUNITY_REPORT_PROMPT +from graphrag.leiden import add_community_info2graph +from rag.llm.chat_model import Base as CompletionLLM +from graphrag.utils import ErrorHandlerFn, perform_variable_replacements, dict_has_keys_with_types +from rag.utils import num_tokens_from_string +from timeit import default_timer as timer + +log = logging.getLogger(__name__) + + +@dataclass +class CommunityReportsResult: + """Community reports result class definition.""" + + output: List[str] + structured_output: List[dict] + + +class CommunityReportsExtractor: + """Community reports extractor class definition.""" + + _llm: CompletionLLM + _extraction_prompt: str + _output_formatter_prompt: str + _on_error: ErrorHandlerFn + _max_report_length: int + + def __init__( + self, + llm_invoker: CompletionLLM, + extraction_prompt: str | None = None, + on_error: ErrorHandlerFn | None = None, + max_report_length: int | None = None, + ): + """Init method definition.""" + self._llm = llm_invoker + self._extraction_prompt = extraction_prompt or COMMUNITY_REPORT_PROMPT + self._on_error = on_error or (lambda _e, _s, _d: None) + self._max_report_length = max_report_length or 1500 + + def __call__(self, graph: nx.Graph, callback: Callable | None = None): + communities: dict[str, dict[str, List]] = leiden.run(graph, {}) + total = sum([len(comm.items()) for _, comm in communities.items()]) + relations_df = pd.DataFrame([{"source":s, "target": t, **attr} for s, t, attr in graph.edges(data=True)]) + res_str = [] + res_dict = [] + over, token_count = 0, 0 + st = timer() + for level, comm in communities.items(): + for cm_id, ents in comm.items(): + weight = ents["weight"] + ents = ents["nodes"] + ent_df = pd.DataFrame([{"entity": n, **graph.nodes[n]} for n in ents]) + rela_df = relations_df[(relations_df["source"].isin(ents)) | (relations_df["target"].isin(ents))].reset_index(drop=True) + + prompt_variables = { + "entity_df": ent_df.to_csv(index_label="id"), + "relation_df": rela_df.to_csv(index_label="id") + } + text = perform_variable_replacements(self._extraction_prompt, variables=prompt_variables) + gen_conf = {"temperature": 0.3} + try: + response = self._llm.chat(text, [], gen_conf) + token_count += num_tokens_from_string(text + response) + response = re.sub(r"^[^\{]*", "", response) + response = re.sub(r"[^\}]*$", "", response) + print(response) + response = json.loads(response) + if not dict_has_keys_with_types(response, [ + ("title", str), + ("summary", str), + ("findings", list), + ("rating", float), + ("rating_explanation", str), + ]): continue + response["weight"] = weight + response["entities"] = ents + except Exception as e: + print("ERROR: ", traceback.format_exc()) + self._on_error(e, traceback.format_exc(), None) + continue + + add_community_info2graph(graph, ents, response["title"]) + res_str.append(self._get_text_output(response)) + res_dict.append(response) + over += 1 + if callback: callback(msg=f"Communities: {over}/{total}, elapsed: {timer() - st}s, used tokens: {token_count}") + + return CommunityReportsResult( + structured_output=res_dict, + output=res_str, + ) + + def _get_text_output(self, parsed_output: dict) -> str: + title = parsed_output.get("title", "Report") + summary = parsed_output.get("summary", "") + findings = parsed_output.get("findings", []) + + def finding_summary(finding: dict): + if isinstance(finding, str): + return finding + return finding.get("summary") + + def finding_explanation(finding: dict): + if isinstance(finding, str): + return "" + return finding.get("explanation") + + report_sections = "\n\n".join( + f"## {finding_summary(f)}\n\n{finding_explanation(f)}" for f in findings + ) + return f"# {title}\n\n{summary}\n\n{report_sections}" \ No newline at end of file diff --git a/graphrag/description_summary.py b/graphrag/description_summary.py new file mode 100644 index 0000000000000000000000000000000000000000..b49ecb022bb5ca3c1d763215e03f6f444d8bb95a --- /dev/null +++ b/graphrag/description_summary.py @@ -0,0 +1,167 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" + +import argparse +import html +import json +import logging +import numbers +import re +import traceback +from collections.abc import Callable +from dataclasses import dataclass + +from graphrag.utils import ErrorHandlerFn, perform_variable_replacements +from rag.llm.chat_model import Base as CompletionLLM +import networkx as nx + +from rag.utils import num_tokens_from_string + +SUMMARIZE_PROMPT = """ +You are a helpful assistant responsible for generating a comprehensive summary of the data provided below. +Given one or two entities, and a list of descriptions, all related to the same entity or group of entities. +Please concatenate all of these into a single, comprehensive description. Make sure to include information collected from all the descriptions. +If the provided descriptions are contradictory, please resolve the contradictions and provide a single, coherent summary. +Make sure it is written in third person, and include the entity names so we the have full context. + +####### +-Data- +Entities: {entity_name} +Description List: {description_list} +####### +Output: +""" + +# Max token size for input prompts +DEFAULT_MAX_INPUT_TOKENS = 4_000 +# Max token count for LLM answers +DEFAULT_MAX_SUMMARY_LENGTH = 128 + + +@dataclass +class SummarizationResult: + """Unipartite graph extraction result class definition.""" + + items: str | tuple[str, str] + description: str + + +class SummarizeExtractor: + """Unipartite graph extractor class definition.""" + + _llm: CompletionLLM + _entity_name_key: str + _input_descriptions_key: str + _summarization_prompt: str + _on_error: ErrorHandlerFn + _max_summary_length: int + _max_input_tokens: int + + def __init__( + self, + llm_invoker: CompletionLLM, + entity_name_key: str | None = None, + input_descriptions_key: str | None = None, + summarization_prompt: str | None = None, + on_error: ErrorHandlerFn | None = None, + max_summary_length: int | None = None, + max_input_tokens: int | None = None, + ): + """Init method definition.""" + # TODO: streamline construction + self._llm = llm_invoker + self._entity_name_key = entity_name_key or "entity_name" + self._input_descriptions_key = input_descriptions_key or "description_list" + + self._summarization_prompt = summarization_prompt or SUMMARIZE_PROMPT + self._on_error = on_error or (lambda _e, _s, _d: None) + self._max_summary_length = max_summary_length or DEFAULT_MAX_SUMMARY_LENGTH + self._max_input_tokens = max_input_tokens or DEFAULT_MAX_INPUT_TOKENS + + def __call__( + self, + items: str | tuple[str, str], + descriptions: list[str], + ) -> SummarizationResult: + """Call method definition.""" + result = "" + if len(descriptions) == 0: + result = "" + if len(descriptions) == 1: + result = descriptions[0] + else: + result = self._summarize_descriptions(items, descriptions) + + return SummarizationResult( + items=items, + description=result or "", + ) + + def _summarize_descriptions( + self, items: str | tuple[str, str], descriptions: list[str] + ) -> str: + """Summarize descriptions into a single description.""" + sorted_items = sorted(items) if isinstance(items, list) else items + + # Safety check, should always be a list + if not isinstance(descriptions, list): + descriptions = [descriptions] + + # Iterate over descriptions, adding all until the max input tokens is reached + usable_tokens = self._max_input_tokens - num_tokens_from_string( + self._summarization_prompt + ) + descriptions_collected = [] + result = "" + + for i, description in enumerate(descriptions): + usable_tokens -= num_tokens_from_string(description) + descriptions_collected.append(description) + + # If buffer is full, or all descriptions have been added, summarize + if (usable_tokens < 0 and len(descriptions_collected) > 1) or ( + i == len(descriptions) - 1 + ): + # Calculate result (final or partial) + result = await self._summarize_descriptions_with_llm( + sorted_items, descriptions_collected + ) + + # If we go for another loop, reset values to new + if i != len(descriptions) - 1: + descriptions_collected = [result] + usable_tokens = ( + self._max_input_tokens + - num_tokens_from_string(self._summarization_prompt) + - num_tokens_from_string(result) + ) + + return result + + def _summarize_descriptions_with_llm( + self, items: str | tuple[str, str] | list[str], descriptions: list[str] + ): + """Summarize descriptions using the LLM.""" + variables = { + self._entity_name_key: json.dumps(items), + self._input_descriptions_key: json.dumps(sorted(descriptions)), + } + text = perform_variable_replacements(self._summarization_prompt, variables=variables) + return self._llm.chat("", [{"role": "user", "content": text}]) diff --git a/graphrag/entity_embedding.py b/graphrag/entity_embedding.py new file mode 100644 index 0000000000000000000000000000000000000000..7e247a8d186682b17275775f1ea71d3da6c0b278 --- /dev/null +++ b/graphrag/entity_embedding.py @@ -0,0 +1,78 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" + +from typing import Any + +import numpy as np +import networkx as nx +from graphrag.leiden import stable_largest_connected_component + + +@dataclass +class NodeEmbeddings: + """Node embeddings class definition.""" + + nodes: list[str] + embeddings: np.ndarray + + +def embed_nod2vec( + graph: nx.Graph | nx.DiGraph, + dimensions: int = 1536, + num_walks: int = 10, + walk_length: int = 40, + window_size: int = 2, + iterations: int = 3, + random_seed: int = 86, +) -> NodeEmbeddings: + """Generate node embeddings using Node2Vec.""" + # generate embedding + lcc_tensors = gc.embed.node2vec_embed( # type: ignore + graph=graph, + dimensions=dimensions, + window_size=window_size, + iterations=iterations, + num_walks=num_walks, + walk_length=walk_length, + random_seed=random_seed, + ) + return NodeEmbeddings(embeddings=lcc_tensors[0], nodes=lcc_tensors[1]) + + +def run(graph: nx.Graph, args: dict[str, Any]) -> NodeEmbeddings: + """Run method definition.""" + if args.get("use_lcc", True): + graph = stable_largest_connected_component(graph) + + # create graph embedding using node2vec + embeddings = embed_nod2vec( + graph=graph, + dimensions=args.get("dimensions", 1536), + num_walks=args.get("num_walks", 10), + walk_length=args.get("walk_length", 40), + window_size=args.get("window_size", 2), + iterations=args.get("iterations", 3), + random_seed=args.get("random_seed", 86), + ) + + pairs = zip(embeddings.nodes, embeddings.embeddings.tolist(), strict=True) + sorted_pairs = sorted(pairs, key=lambda x: x[0]) + + return dict(sorted_pairs) \ No newline at end of file diff --git a/graphrag/entity_resolution.py b/graphrag/entity_resolution.py new file mode 100644 index 0000000000000000000000000000000000000000..909207682dfd0baba9b5ac94175bb177360f34a3 --- /dev/null +++ b/graphrag/entity_resolution.py @@ -0,0 +1,212 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import logging +import re +import traceback +from dataclasses import dataclass +from typing import Any + +import networkx as nx +from rag.nlp import is_english +import editdistance +from graphrag.entity_resolution_prompt import ENTITY_RESOLUTION_PROMPT +from rag.llm.chat_model import Base as CompletionLLM +from graphrag.utils import ErrorHandlerFn, perform_variable_replacements + +DEFAULT_RECORD_DELIMITER = "##" +DEFAULT_ENTITY_INDEX_DELIMITER = "<|>" +DEFAULT_RESOLUTION_RESULT_DELIMITER = "&&" + + +@dataclass +class EntityResolutionResult: + """Entity resolution result class definition.""" + + output: nx.Graph + + +class EntityResolution: + """Entity resolution class definition.""" + + _llm: CompletionLLM + _resolution_prompt: str + _output_formatter_prompt: str + _on_error: ErrorHandlerFn + _record_delimiter_key: str + _entity_index_delimiter_key: str + _resolution_result_delimiter_key: str + + def __init__( + self, + llm_invoker: CompletionLLM, + resolution_prompt: str | None = None, + on_error: ErrorHandlerFn | None = None, + record_delimiter_key: str | None = None, + entity_index_delimiter_key: str | None = None, + resolution_result_delimiter_key: str | None = None, + input_text_key: str | None = None + ): + """Init method definition.""" + self._llm = llm_invoker + self._resolution_prompt = resolution_prompt or ENTITY_RESOLUTION_PROMPT + self._on_error = on_error or (lambda _e, _s, _d: None) + self._record_delimiter_key = record_delimiter_key or "record_delimiter" + self._entity_index_dilimiter_key = entity_index_delimiter_key or "entity_index_delimiter" + self._resolution_result_delimiter_key = resolution_result_delimiter_key or "resolution_result_delimiter" + self._input_text_key = input_text_key or "input_text" + + def __call__(self, graph: nx.Graph, prompt_variables: dict[str, Any] | None = None) -> EntityResolutionResult: + """Call method definition.""" + if prompt_variables is None: + prompt_variables = {} + + # Wire defaults into the prompt variables + prompt_variables = { + **prompt_variables, + self._record_delimiter_key: prompt_variables.get(self._record_delimiter_key) + or DEFAULT_RECORD_DELIMITER, + self._entity_index_dilimiter_key: prompt_variables.get(self._entity_index_dilimiter_key) + or DEFAULT_ENTITY_INDEX_DELIMITER, + self._resolution_result_delimiter_key: prompt_variables.get(self._resolution_result_delimiter_key) + or DEFAULT_RESOLUTION_RESULT_DELIMITER, + } + + nodes = graph.nodes + entity_types = list(set(graph.nodes[node]['entity_type'] for node in nodes)) + node_clusters = {entity_type: [] for entity_type in entity_types} + + for node in nodes: + node_clusters[graph.nodes[node]['entity_type']].append(node) + + candidate_resolution = {entity_type: [] for entity_type in entity_types} + for node_cluster in node_clusters.items(): + candidate_resolution_tmp = [] + for a in node_cluster[1]: + for b in node_cluster[1]: + if a == b: + continue + if self.is_similarity(a, b) and (b, a) not in candidate_resolution_tmp: + candidate_resolution_tmp.append((a, b)) + if candidate_resolution_tmp: + candidate_resolution[node_cluster[0]] = candidate_resolution_tmp + + gen_conf = {"temperature": 0.5} + resolution_result = set() + for candidate_resolution_i in candidate_resolution.items(): + if candidate_resolution_i[1]: + try: + pair_txt = [ + f'When determining whether two {candidate_resolution_i[0]}s are the same, you should only focus on critical properties and overlook noisy factors.\n'] + for index, candidate in enumerate(candidate_resolution_i[1]): + pair_txt.append( + f'Question {index + 1}: name of{candidate_resolution_i[0]} A is {candidate[0]} ,name of{candidate_resolution_i[0]} B is {candidate[1]}') + sent = 'question above' if len(pair_txt) == 1 else f'above {len(pair_txt)} questions' + pair_txt.append( + f'\nUse domain knowledge of {candidate_resolution_i[0]}s to help understand the text and answer the {sent} in the format: For Question i, Yes, {candidate_resolution_i[0]} A and {candidate_resolution_i[0]} B are the same {candidate_resolution_i[0]}./No, {candidate_resolution_i[0]} A and {candidate_resolution_i[0]} B are different {candidate_resolution_i[0]}s. For Question i+1, (repeat the above procedures)') + pair_prompt = '\n'.join(pair_txt) + + variables = { + **prompt_variables, + self._input_text_key: pair_prompt + } + text = perform_variable_replacements(self._resolution_prompt, variables=variables) + + response = self._llm.chat(text, [], gen_conf) + result = self._process_results(len(candidate_resolution_i[1]), response, + prompt_variables.get(self._record_delimiter_key, + DEFAULT_RECORD_DELIMITER), + prompt_variables.get(self._entity_index_dilimiter_key, + DEFAULT_ENTITY_INDEX_DELIMITER), + prompt_variables.get(self._resolution_result_delimiter_key, + DEFAULT_RESOLUTION_RESULT_DELIMITER)) + for result_i in result: + resolution_result.add(candidate_resolution_i[1][result_i[0] - 1]) + except Exception as e: + logging.exception("error entity resolution") + self._on_error(e, traceback.format_exc(), None) + + connect_graph = nx.Graph() + connect_graph.add_edges_from(resolution_result) + for sub_connect_graph in nx.connected_components(connect_graph): + sub_connect_graph = connect_graph.subgraph(sub_connect_graph) + remove_nodes = list(sub_connect_graph.nodes) + keep_node = remove_nodes.pop() + for remove_node in remove_nodes: + remove_node_neighbors = graph[remove_node] + graph.nodes[keep_node]['description'] += graph.nodes[remove_node]['description'] + graph.nodes[keep_node]['weight'] += graph.nodes[remove_node]['weight'] + remove_node_neighbors = list(remove_node_neighbors) + for remove_node_neighbor in remove_node_neighbors: + if remove_node_neighbor == keep_node: + graph.remove_edge(keep_node, remove_node) + continue + if graph.has_edge(keep_node, remove_node_neighbor): + graph[keep_node][remove_node_neighbor]['weight'] += graph[remove_node][remove_node_neighbor][ + 'weight'] + graph[keep_node][remove_node_neighbor]['description'] += \ + graph[remove_node][remove_node_neighbor]['description'] + graph.remove_edge(remove_node, remove_node_neighbor) + else: + graph.add_edge(keep_node, remove_node_neighbor, + weight=graph[remove_node][remove_node_neighbor]['weight'], + description=graph[remove_node][remove_node_neighbor]['description'], + source_id="") + graph.remove_edge(remove_node, remove_node_neighbor) + graph.remove_node(remove_node) + + for node_degree in graph.degree: + graph.nodes[str(node_degree[0])]["rank"] = int(node_degree[1]) + + return EntityResolutionResult( + output=graph, + ) + + def _process_results( + self, + records_length: int, + results: str, + record_delimiter: str, + entity_index_delimiter: str, + resolution_result_delimiter: str + ) -> list: + ans_list = [] + records = [r.strip() for r in results.split(record_delimiter)] + for record in records: + pattern_int = f"{re.escape(entity_index_delimiter)}(\d+){re.escape(entity_index_delimiter)}" + match_int = re.search(pattern_int, record) + res_int = int(str(match_int.group(1) if match_int else '0')) + if res_int > records_length: + continue + + pattern_bool = f"{re.escape(resolution_result_delimiter)}([a-zA-Z]+){re.escape(resolution_result_delimiter)}" + match_bool = re.search(pattern_bool, record) + res_bool = str(match_bool.group(1) if match_bool else '') + + if res_int and res_bool: + if res_bool.lower() == 'yes': + ans_list.append((res_int, "yes")) + + return ans_list + + def is_similarity(self, a, b): + if is_english(a) and is_english(b): + if editdistance.eval(a, b) <= min(len(a), len(b)) // 2: + return True + + if len(set(a) & set(b)) > 0: + return True + + return False diff --git a/graphrag/entity_resolution_prompt.py b/graphrag/entity_resolution_prompt.py new file mode 100644 index 0000000000000000000000000000000000000000..d7a360dd5da1b1036a74541469fdbbe9c615670b --- /dev/null +++ b/graphrag/entity_resolution_prompt.py @@ -0,0 +1,74 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +ENTITY_RESOLUTION_PROMPT = """ +-Goal- +Please answer the following Question as required + +-Steps- +1. Identify each line of questioning as required + +2. Return output in English as a single list of each line answer in steps 1. Use **{record_delimiter}** as the list delimiter. + +###################### +-Examples- +###################### +Example 1: + +Question: +When determining whether two Products are the same, you should only focus on critical properties and overlook noisy factors. + +Demonstration 1: name of Product A is : "computer", name of Product B is :"phone" No, Product A and Product B are different products. +Question 1: name of Product A is : "television", name of Product B is :"TV" +Question 2: name of Product A is : "cup", name of Product B is :"mug" +Question 3: name of Product A is : "soccer", name of Product B is :"football" +Question 4: name of Product A is : "pen", name of Product B is :"eraser" + +Use domain knowledge of Products to help understand the text and answer the above 4 questions in the format: For Question i, Yes, Product A and Product B are the same product. or No, Product A and Product B are different products. For Question i+1, (repeat the above procedures) +################ +Output: +(For question {entity_index_delimiter}1{entity_index_delimiter}, {resolution_result_delimiter}no{resolution_result_delimiter}, Product A and Product B are different products.){record_delimiter} +(For question {entity_index_delimiter}2{entity_index_delimiter}, {resolution_result_delimiter}no{resolution_result_delimiter}, Product A and Product B are different products.){record_delimiter} +(For question {entity_index_delimiter}3{entity_index_delimiter}, {resolution_result_delimiter}yes{resolution_result_delimiter}, Product A and Product B are the same product.){record_delimiter} +(For question {entity_index_delimiter}4{entity_index_delimiter}, {resolution_result_delimiter}no{resolution_result_delimiter}, Product A and Product B are different products.){record_delimiter} +############################# + +Example 2: + +Question: +When determining whether two toponym are the same, you should only focus on critical properties and overlook noisy factors. + +Demonstration 1: name of toponym A is : "nanjing", name of toponym B is :"nanjing city" No, toponym A and toponym B are same toponym. +Question 1: name of toponym A is : "Chicago", name of toponym B is :"ChiTown" +Question 2: name of toponym A is : "Shanghai", name of toponym B is :"Zhengzhou" +Question 3: name of toponym A is : "Beijing", name of toponym B is :"Peking" +Question 4: name of toponym A is : "Los Angeles", name of toponym B is :"Cleveland" + +Use domain knowledge of toponym to help understand the text and answer the above 4 questions in the format: For Question i, Yes, toponym A and toponym B are the same toponym. or No, toponym A and toponym B are different toponym. For Question i+1, (repeat the above procedures) +################ +Output: +(For question {entity_index_delimiter}1{entity_index_delimiter}, {resolution_result_delimiter}yes{resolution_result_delimiter}, toponym A and toponym B are same toponym.){record_delimiter} +(For question {entity_index_delimiter}2{entity_index_delimiter}, {resolution_result_delimiter}no{resolution_result_delimiter}, toponym A and toponym B are different toponym.){record_delimiter} +(For question {entity_index_delimiter}3{entity_index_delimiter}, {resolution_result_delimiter}yes{resolution_result_delimiter}, toponym A and toponym B are the same toponym.){record_delimiter} +(For question {entity_index_delimiter}4{entity_index_delimiter}, {resolution_result_delimiter}no{resolution_result_delimiter}, toponym A and toponym B are different toponym.){record_delimiter} +############################# + +-Real Data- +###################### +Question:{input_text} +###################### +Output: +""" diff --git a/graphrag/graph_extractor.py b/graphrag/graph_extractor.py new file mode 100644 index 0000000000000000000000000000000000000000..6246ef7ffd73939486f9db9fdec169e482d519b7 --- /dev/null +++ b/graphrag/graph_extractor.py @@ -0,0 +1,329 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" +import logging +import numbers +import re +import traceback +from dataclasses import dataclass +from typing import Any, Mapping, Callable +import tiktoken +from graphrag.graph_prompt import GRAPH_EXTRACTION_PROMPT, CONTINUE_PROMPT, LOOP_PROMPT +from graphrag.utils import ErrorHandlerFn, perform_variable_replacements, clean_str +from rag.llm.chat_model import Base as CompletionLLM +import networkx as nx +from rag.utils import num_tokens_from_string +from timeit import default_timer as timer + +DEFAULT_TUPLE_DELIMITER = "<|>" +DEFAULT_RECORD_DELIMITER = "##" +DEFAULT_COMPLETION_DELIMITER = "<|COMPLETE|>" +DEFAULT_ENTITY_TYPES = ["organization", "person", "location", "event", "time"] +ENTITY_EXTRACTION_MAX_GLEANINGS = 1 + + +@dataclass +class GraphExtractionResult: + """Unipartite graph extraction result class definition.""" + + output: nx.Graph + source_docs: dict[Any, Any] + + +class GraphExtractor: + """Unipartite graph extractor class definition.""" + + _llm: CompletionLLM + _join_descriptions: bool + _tuple_delimiter_key: str + _record_delimiter_key: str + _entity_types_key: str + _input_text_key: str + _completion_delimiter_key: str + _entity_name_key: str + _input_descriptions_key: str + _extraction_prompt: str + _summarization_prompt: str + _loop_args: dict[str, Any] + _max_gleanings: int + _on_error: ErrorHandlerFn + + def __init__( + self, + llm_invoker: CompletionLLM, + prompt: str | None = None, + tuple_delimiter_key: str | None = None, + record_delimiter_key: str | None = None, + input_text_key: str | None = None, + entity_types_key: str | None = None, + completion_delimiter_key: str | None = None, + join_descriptions=True, + encoding_model: str | None = None, + max_gleanings: int | None = None, + on_error: ErrorHandlerFn | None = None, + ): + """Init method definition.""" + # TODO: streamline construction + self._llm = llm_invoker + self._join_descriptions = join_descriptions + self._input_text_key = input_text_key or "input_text" + self._tuple_delimiter_key = tuple_delimiter_key or "tuple_delimiter" + self._record_delimiter_key = record_delimiter_key or "record_delimiter" + self._completion_delimiter_key = ( + completion_delimiter_key or "completion_delimiter" + ) + self._entity_types_key = entity_types_key or "entity_types" + self._extraction_prompt = prompt or GRAPH_EXTRACTION_PROMPT + self._max_gleanings = ( + max_gleanings + if max_gleanings is not None + else ENTITY_EXTRACTION_MAX_GLEANINGS + ) + self._on_error = on_error or (lambda _e, _s, _d: None) + self.prompt_token_count = num_tokens_from_string(self._extraction_prompt) + + # Construct the looping arguments + encoding = tiktoken.get_encoding(encoding_model or "cl100k_base") + yes = encoding.encode("YES") + no = encoding.encode("NO") + self._loop_args = {"logit_bias": {yes[0]: 100, no[0]: 100}, "max_tokens": 1} + + def __call__( + self, texts: list[str], + prompt_variables: dict[str, Any] | None = None, + callback: Callable | None = None + ) -> GraphExtractionResult: + """Call method definition.""" + if prompt_variables is None: + prompt_variables = {} + all_records: dict[int, str] = {} + source_doc_map: dict[int, str] = {} + + # Wire defaults into the prompt variables + prompt_variables = { + **prompt_variables, + self._tuple_delimiter_key: prompt_variables.get(self._tuple_delimiter_key) + or DEFAULT_TUPLE_DELIMITER, + self._record_delimiter_key: prompt_variables.get(self._record_delimiter_key) + or DEFAULT_RECORD_DELIMITER, + self._completion_delimiter_key: prompt_variables.get( + self._completion_delimiter_key + ) + or DEFAULT_COMPLETION_DELIMITER, + self._entity_types_key: ",".join( + prompt_variables.get(self._entity_types_key) or DEFAULT_ENTITY_TYPES + ), + } + + st = timer() + total = len(texts) + total_token_count = 0 + for doc_index, text in enumerate(texts): + try: + # Invoke the entity extraction + result, token_count = self._process_document(text, prompt_variables) + source_doc_map[doc_index] = text + all_records[doc_index] = result + total_token_count += token_count + if callback: callback(msg=f"{doc_index+1}/{total}, elapsed: {timer() - st}s, used tokens: {total_token_count}") + except Exception as e: + logging.exception("error extracting graph") + self._on_error( + e, + traceback.format_exc(), + { + "doc_index": doc_index, + "text": text, + }, + ) + + output = self._process_results( + all_records, + prompt_variables.get(self._tuple_delimiter_key, DEFAULT_TUPLE_DELIMITER), + prompt_variables.get(self._record_delimiter_key, DEFAULT_RECORD_DELIMITER), + ) + + return GraphExtractionResult( + output=output, + source_docs=source_doc_map, + ) + + def _process_document( + self, text: str, prompt_variables: dict[str, str] + ) -> str: + variables = { + **prompt_variables, + self._input_text_key: text, + } + token_count = 0 + text = perform_variable_replacements(self._extraction_prompt, variables=variables) + gen_conf = {"temperature": 0.3} + response = self._llm.chat(text, [], gen_conf) + token_count = num_tokens_from_string(text + response) + + results = response or "" + history = [{"role": "system", "content": text}, {"role": "assistant", "content": response}] + + # Repeat to ensure we maximize entity count + for i in range(self._max_gleanings): + text = perform_variable_replacements(CONTINUE_PROMPT, history=history, variables=variables) + history.append({"role": "user", "content": text}) + response = self._llm.chat("", history, gen_conf) + results += response or "" + + # if this is the final glean, don't bother updating the continuation flag + if i >= self._max_gleanings - 1: + break + history.append({"role": "assistant", "content": response}) + history.append({"role": "user", "content": LOOP_PROMPT}) + continuation = self._llm.chat("", history, self._loop_args) + if continuation != "YES": + break + + return results, token_count + + def _process_results( + self, + results: dict[int, str], + tuple_delimiter: str, + record_delimiter: str, + ) -> nx.Graph: + """Parse the result string to create an undirected unipartite graph. + + Args: + - results - dict of results from the extraction chain + - tuple_delimiter - delimiter between tuples in an output record, default is '<|>' + - record_delimiter - delimiter between records, default is '##' + Returns: + - output - unipartite graph in graphML format + """ + graph = nx.Graph() + for source_doc_id, extracted_data in results.items(): + records = [r.strip() for r in extracted_data.split(record_delimiter)] + + for record in records: + record = re.sub(r"^\(|\)$", "", record.strip()) + record_attributes = record.split(tuple_delimiter) + + if record_attributes[0] == '"entity"' and len(record_attributes) >= 4: + # add this record as a node in the G + entity_name = clean_str(record_attributes[1].upper()) + entity_type = clean_str(record_attributes[2].upper()) + entity_description = clean_str(record_attributes[3]) + + if entity_name in graph.nodes(): + node = graph.nodes[entity_name] + if self._join_descriptions: + node["description"] = "\n".join( + list({ + *_unpack_descriptions(node), + entity_description, + }) + ) + else: + if len(entity_description) > len(node["description"]): + node["description"] = entity_description + node["source_id"] = ", ".join( + list({ + *_unpack_source_ids(node), + str(source_doc_id), + }) + ) + node["entity_type"] = ( + entity_type if entity_type != "" else node["entity_type"] + ) + else: + graph.add_node( + entity_name, + entity_type=entity_type, + description=entity_description, + source_id=str(source_doc_id), + weight=1 + ) + + if ( + record_attributes[0] == '"relationship"' + and len(record_attributes) >= 5 + ): + # add this record as edge + source = clean_str(record_attributes[1].upper()) + target = clean_str(record_attributes[2].upper()) + edge_description = clean_str(record_attributes[3]) + edge_source_id = clean_str(str(source_doc_id)) + weight = ( + float(record_attributes[-1]) + if isinstance(record_attributes[-1], numbers.Number) + else 1.0 + ) + if source not in graph.nodes(): + graph.add_node( + source, + entity_type="", + description="", + source_id=edge_source_id, + weight=1 + ) + if target not in graph.nodes(): + graph.add_node( + target, + entity_type="", + description="", + source_id=edge_source_id, + weight=1 + ) + if graph.has_edge(source, target): + edge_data = graph.get_edge_data(source, target) + if edge_data is not None: + weight += edge_data["weight"] + if self._join_descriptions: + edge_description = "\n".join( + list({ + *_unpack_descriptions(edge_data), + edge_description, + }) + ) + edge_source_id = ", ".join( + list({ + *_unpack_source_ids(edge_data), + str(source_doc_id), + }) + ) + graph.add_edge( + source, + target, + weight=weight, + description=edge_description, + source_id=edge_source_id, + ) + + for node_degree in graph.degree: + graph.nodes[str(node_degree[0])]["rank"] = int(node_degree[1]) + return graph + + +def _unpack_descriptions(data: Mapping) -> list[str]: + value = data.get("description", None) + return [] if value is None else value.split("\n") + + +def _unpack_source_ids(data: Mapping) -> list[str]: + value = data.get("source_id", None) + return [] if value is None else value.split(", ") + + + diff --git a/graphrag/graph_prompt.py b/graphrag/graph_prompt.py new file mode 100644 index 0000000000000000000000000000000000000000..11f3a6aee2625a12fe470eab9d5bc80419f73551 --- /dev/null +++ b/graphrag/graph_prompt.py @@ -0,0 +1,121 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" +GRAPH_EXTRACTION_PROMPT = """ +-Goal- +Given a text document that is potentially relevant to this activity and a list of entity types, identify all entities of those types from the text and all relationships among the identified entities. + +-Steps- +1. Identify all entities. For each identified entity, extract the following information: +- entity_name: Name of the entity, capitalized +- entity_type: One of the following types: [{entity_types}] +- entity_description: Comprehensive description of the entity's attributes and activities +Format each entity as ("entity"{tuple_delimiter}{tuple_delimiter}{tuple_delimiter} + +2. From the entities identified in step 1, identify all pairs of (source_entity, target_entity) that are *clearly related* to each other. +For each pair of related entities, extract the following information: +- source_entity: name of the source entity, as identified in step 1 +- target_entity: name of the target entity, as identified in step 1 +- relationship_description: explanation as to why you think the source entity and the target entity are related to each other +- relationship_strength: a numeric score indicating strength of the relationship between the source entity and target entity + Format each relationship as ("relationship"{tuple_delimiter}{tuple_delimiter}{tuple_delimiter}{tuple_delimiter}) + +3. Return output in English as a single list of all the entities and relationships identified in steps 1 and 2. Use **{record_delimiter}** as the list delimiter. + +4. When finished, output {completion_delimiter} + +###################### +-Examples- +###################### +Example 1: + +Entity_types: [person, technology, mission, organization, location] +Text: +while Alex clenched his jaw, the buzz of frustration dull against the backdrop of Taylor's authoritarian certainty. It was this competitive undercurrent that kept him alert, the sense that his and Jordan's shared commitment to discovery was an unspoken rebellion against Cruz's narrowing vision of control and order. + +Then Taylor did something unexpected. They paused beside Jordan and, for a moment, observed the device with something akin to reverence. “If this tech can be understood..." Taylor said, their voice quieter, "It could change the game for us. For all of us.” + +The underlying dismissal earlier seemed to falter, replaced by a glimpse of reluctant respect for the gravity of what lay in their hands. Jordan looked up, and for a fleeting heartbeat, their eyes locked with Taylor's, a wordless clash of wills softening into an uneasy truce. + +It was a small transformation, barely perceptible, but one that Alex noted with an inward nod. They had all been brought here by different paths +################ +Output: +("entity"{tuple_delimiter}"Alex"{tuple_delimiter}"person"{tuple_delimiter}"Alex is a character who experiences frustration and is observant of the dynamics among other characters."){record_delimiter} +("entity"{tuple_delimiter}"Taylor"{tuple_delimiter}"person"{tuple_delimiter}"Taylor is portrayed with authoritarian certainty and shows a moment of reverence towards a device, indicating a change in perspective."){record_delimiter} +("entity"{tuple_delimiter}"Jordan"{tuple_delimiter}"person"{tuple_delimiter}"Jordan shares a commitment to discovery and has a significant interaction with Taylor regarding a device."){record_delimiter} +("entity"{tuple_delimiter}"Cruz"{tuple_delimiter}"person"{tuple_delimiter}"Cruz is associated with a vision of control and order, influencing the dynamics among other characters."){record_delimiter} +("entity"{tuple_delimiter}"The Device"{tuple_delimiter}"technology"{tuple_delimiter}"The Device is central to the story, with potential game-changing implications, and is revered by Taylor."){record_delimiter} +("relationship"{tuple_delimiter}"Alex"{tuple_delimiter}"Taylor"{tuple_delimiter}"Alex is affected by Taylor's authoritarian certainty and observes changes in Taylor's attitude towards the device."{tuple_delimiter}7){record_delimiter} +("relationship"{tuple_delimiter}"Alex"{tuple_delimiter}"Jordan"{tuple_delimiter}"Alex and Jordan share a commitment to discovery, which contrasts with Cruz's vision."{tuple_delimiter}6){record_delimiter} +("relationship"{tuple_delimiter}"Taylor"{tuple_delimiter}"Jordan"{tuple_delimiter}"Taylor and Jordan interact directly regarding the device, leading to a moment of mutual respect and an uneasy truce."{tuple_delimiter}8){record_delimiter} +("relationship"{tuple_delimiter}"Jordan"{tuple_delimiter}"Cruz"{tuple_delimiter}"Jordan's commitment to discovery is in rebellion against Cruz's vision of control and order."{tuple_delimiter}5){record_delimiter} +("relationship"{tuple_delimiter}"Taylor"{tuple_delimiter}"The Device"{tuple_delimiter}"Taylor shows reverence towards the device, indicating its importance and potential impact."{tuple_delimiter}9){completion_delimiter} +############################# +Example 2: + +Entity_types: [person, technology, mission, organization, location] +Text: +They were no longer mere operatives; they had become guardians of a threshold, keepers of a message from a realm beyond stars and stripes. This elevation in their mission could not be shackled by regulations and established protocols—it demanded a new perspective, a new resolve. + +Tension threaded through the dialogue of beeps and static as communications with Washington buzzed in the background. The team stood, a portentous air enveloping them. It was clear that the decisions they made in the ensuing hours could redefine humanity's place in the cosmos or condemn them to ignorance and potential peril. + +Their connection to the stars solidified, the group moved to address the crystallizing warning, shifting from passive recipients to active participants. Mercer's latter instincts gained precedence— the team's mandate had evolved, no longer solely to observe and report but to interact and prepare. A metamorphosis had begun, and Operation: Dulce hummed with the newfound frequency of their daring, a tone set not by the earthly +############# +Output: +("entity"{tuple_delimiter}"Washington"{tuple_delimiter}"location"{tuple_delimiter}"Washington is a location where communications are being received, indicating its importance in the decision-making process."){record_delimiter} +("entity"{tuple_delimiter}"Operation: Dulce"{tuple_delimiter}"mission"{tuple_delimiter}"Operation: Dulce is described as a mission that has evolved to interact and prepare, indicating a significant shift in objectives and activities."){record_delimiter} +("entity"{tuple_delimiter}"The team"{tuple_delimiter}"organization"{tuple_delimiter}"The team is portrayed as a group of individuals who have transitioned from passive observers to active participants in a mission, showing a dynamic change in their role."){record_delimiter} +("relationship"{tuple_delimiter}"The team"{tuple_delimiter}"Washington"{tuple_delimiter}"The team receives communications from Washington, which influences their decision-making process."{tuple_delimiter}7){record_delimiter} +("relationship"{tuple_delimiter}"The team"{tuple_delimiter}"Operation: Dulce"{tuple_delimiter}"The team is directly involved in Operation: Dulce, executing its evolved objectives and activities."{tuple_delimiter}9){completion_delimiter} +############################# +Example 3: + +Entity_types: [person, role, technology, organization, event, location, concept] +Text: +their voice slicing through the buzz of activity. "Control may be an illusion when facing an intelligence that literally writes its own rules," they stated stoically, casting a watchful eye over the flurry of data. + +"It's like it's learning to communicate," offered Sam Rivera from a nearby interface, their youthful energy boding a mix of awe and anxiety. "This gives talking to strangers' a whole new meaning." + +Alex surveyed his team—each face a study in concentration, determination, and not a small measure of trepidation. "This might well be our first contact," he acknowledged, "And we need to be ready for whatever answers back." + +Together, they stood on the edge of the unknown, forging humanity's response to a message from the heavens. The ensuing silence was palpable—a collective introspection about their role in this grand cosmic play, one that could rewrite human history. + +The encrypted dialogue continued to unfold, its intricate patterns showing an almost uncanny anticipation +############# +Output: +("entity"{tuple_delimiter}"Sam Rivera"{tuple_delimiter}"person"{tuple_delimiter}"Sam Rivera is a member of a team working on communicating with an unknown intelligence, showing a mix of awe and anxiety."){record_delimiter} +("entity"{tuple_delimiter}"Alex"{tuple_delimiter}"person"{tuple_delimiter}"Alex is the leader of a team attempting first contact with an unknown intelligence, acknowledging the significance of their task."){record_delimiter} +("entity"{tuple_delimiter}"Control"{tuple_delimiter}"concept"{tuple_delimiter}"Control refers to the ability to manage or govern, which is challenged by an intelligence that writes its own rules."){record_delimiter} +("entity"{tuple_delimiter}"Intelligence"{tuple_delimiter}"concept"{tuple_delimiter}"Intelligence here refers to an unknown entity capable of writing its own rules and learning to communicate."){record_delimiter} +("entity"{tuple_delimiter}"First Contact"{tuple_delimiter}"event"{tuple_delimiter}"First Contact is the potential initial communication between humanity and an unknown intelligence."){record_delimiter} +("entity"{tuple_delimiter}"Humanity's Response"{tuple_delimiter}"event"{tuple_delimiter}"Humanity's Response is the collective action taken by Alex's team in response to a message from an unknown intelligence."){record_delimiter} +("relationship"{tuple_delimiter}"Sam Rivera"{tuple_delimiter}"Intelligence"{tuple_delimiter}"Sam Rivera is directly involved in the process of learning to communicate with the unknown intelligence."{tuple_delimiter}9){record_delimiter} +("relationship"{tuple_delimiter}"Alex"{tuple_delimiter}"First Contact"{tuple_delimiter}"Alex leads the team that might be making the First Contact with the unknown intelligence."{tuple_delimiter}10){record_delimiter} +("relationship"{tuple_delimiter}"Alex"{tuple_delimiter}"Humanity's Response"{tuple_delimiter}"Alex and his team are the key figures in Humanity's Response to the unknown intelligence."{tuple_delimiter}8){record_delimiter} +("relationship"{tuple_delimiter}"Control"{tuple_delimiter}"Intelligence"{tuple_delimiter}"The concept of Control is challenged by the Intelligence that writes its own rules."{tuple_delimiter}7){completion_delimiter} +############################# +-Real Data- +###################### +Entity_types: {entity_types} +Text: {input_text} +###################### +Output:""" + +CONTINUE_PROMPT = "MANY entities were missed in the last extraction. Add them below using the same format:\n" +LOOP_PROMPT = "It appears some entities may have still been missed. Answer YES | NO if there are still entities that need to be added.\n" \ No newline at end of file diff --git a/graphrag/index.py b/graphrag/index.py new file mode 100644 index 0000000000000000000000000000000000000000..ea9c354adf8e28b9bacef9bd59447f9aa28def1f --- /dev/null +++ b/graphrag/index.py @@ -0,0 +1,151 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +from concurrent.futures import ThreadPoolExecutor +import json +from functools import reduce +from typing import List +import networkx as nx +from api.db import LLMType +from api.db.services.llm_service import LLMBundle +from api.db.services.user_service import TenantService +from graphrag.community_reports_extractor import CommunityReportsExtractor +from graphrag.entity_resolution import EntityResolution +from graphrag.graph_extractor import GraphExtractor +from graphrag.mind_map_extractor import MindMapExtractor +from rag.nlp import rag_tokenizer +from rag.utils import num_tokens_from_string + + +def graph_merge(g1, g2): + g = g2.copy() + for n, attr in g1.nodes(data=True): + if n not in g2.nodes(): + g.add_node(n, **attr) + continue + + g.nodes[n]["weight"] += 1 + if g.nodes[n]["description"].lower().find(attr["description"][:32].lower()) < 0: + g.nodes[n]["description"] += "\n" + attr["description"] + + for source, target, attr in g1.edges(data=True): + if g.has_edge(source, target): + g[source][target].update({"weight": attr["weight"]+1}) + continue + g.add_edge(source, target, **attr) + + for node_degree in g.degree: + g.nodes[str(node_degree[0])]["rank"] = int(node_degree[1]) + return g + + +def build_knowlege_graph_chunks(tenant_id: str, chunks: List[str], callback, entity_types=["organization", "person", "location", "event", "time"]): + _, tenant = TenantService.get_by_id(tenant_id) + llm_bdl = LLMBundle(tenant_id, LLMType.CHAT, tenant.llm_id) + ext = GraphExtractor(llm_bdl) + left_token_count = llm_bdl.max_length - ext.prompt_token_count - 1024 + left_token_count = max(llm_bdl.max_length * 0.6, left_token_count) + + assert left_token_count > 0, f"The LLM context length({llm_bdl.max_length}) is smaller than prompt({ext.prompt_token_count})" + + BATCH_SIZE=1 + texts, graphs = [], [] + cnt = 0 + threads = [] + exe = ThreadPoolExecutor(max_workers=12) + for i in range(len(chunks)): + tkn_cnt = num_tokens_from_string(chunks[i]) + if cnt+tkn_cnt >= left_token_count and texts: + for b in range(0, len(texts), BATCH_SIZE): + threads.append(exe.submit(ext, ["\n".join(texts[b:b+BATCH_SIZE])], {"entity_types": entity_types}, callback)) + texts = [] + cnt = 0 + texts.append(chunks[i]) + cnt += tkn_cnt + if texts: + for b in range(0, len(texts), BATCH_SIZE): + threads.append(exe.submit(ext, ["\n".join(texts[b:b+BATCH_SIZE])], {"entity_types": entity_types}, callback)) + + callback(0.5, "Extracting entities.") + graphs = [] + for i, _ in enumerate(threads): + graphs.append(_.result().output) + callback(0.5 + 0.1*i/len(threads), f"Entities extraction progress ... {i+1}/{len(threads)}") + + graph = reduce(graph_merge, graphs) + er = EntityResolution(llm_bdl) + graph = er(graph).output + + _chunks = chunks + chunks = [] + for n, attr in graph.nodes(data=True): + if attr.get("rank", 0) == 0: + print(f"Ignore entity: {n}") + continue + chunk = { + "name_kwd": n, + "important_kwd": [n], + "title_tks": rag_tokenizer.tokenize(n), + "content_with_weight": json.dumps({"name": n, **attr}, ensure_ascii=False), + "content_ltks": rag_tokenizer.tokenize(attr["description"]), + "knowledge_graph_kwd": "entity", + "rank_int": attr["rank"], + "weight_int": attr["weight"] + } + chunk["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(chunk["content_ltks"]) + chunks.append(chunk) + + callback(0.6, "Extracting community reports.") + cr = CommunityReportsExtractor(llm_bdl) + cr = cr(graph, callback=callback) + for community, desc in zip(cr.structured_output, cr.output): + chunk = { + "title_tks": rag_tokenizer.tokenize(community["title"]), + "content_with_weight": desc, + "content_ltks": rag_tokenizer.tokenize(desc), + "knowledge_graph_kwd": "community_report", + "weight_flt": community["weight"], + "entities_kwd": community["entities"], + "important_kwd": community["entities"] + } + chunk["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(chunk["content_ltks"]) + chunks.append(chunk) + + chunks.append( + { + "content_with_weight": json.dumps(nx.node_link_data(graph), ensure_ascii=False, indent=2), + "knowledge_graph_kwd": "graph" + }) + + callback(0.75, "Extracting mind graph.") + mindmap = MindMapExtractor(llm_bdl) + mg = mindmap(_chunks).output + if not len(mg.keys()): return chunks + + print(json.dumps(mg, ensure_ascii=False, indent=2)) + chunks.append( + { + "content_with_weight": json.dumps(mg, ensure_ascii=False, indent=2), + "knowledge_graph_kwd": "mind_map" + }) + + return chunks + + + + + + diff --git a/graphrag/leiden.py b/graphrag/leiden.py new file mode 100644 index 0000000000000000000000000000000000000000..4fa1720ab487fbb6062d046347d85ab1458bf2bc --- /dev/null +++ b/graphrag/leiden.py @@ -0,0 +1,162 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" + +import logging +from typing import Any, cast, List +import html +from graspologic.partition import hierarchical_leiden +from graspologic.utils import largest_connected_component + +import networkx as nx +from networkx import is_empty + +log = logging.getLogger(__name__) + + +def _stabilize_graph(graph: nx.Graph) -> nx.Graph: + """Ensure an undirected graph with the same relationships will always be read the same way.""" + fixed_graph = nx.DiGraph() if graph.is_directed() else nx.Graph() + + sorted_nodes = graph.nodes(data=True) + sorted_nodes = sorted(sorted_nodes, key=lambda x: x[0]) + + fixed_graph.add_nodes_from(sorted_nodes) + edges = list(graph.edges(data=True)) + + # If the graph is undirected, we create the edges in a stable way, so we get the same results + # for example: + # A -> B + # in graph theory is the same as + # B -> A + # in an undirected graph + # however, this can lead to downstream issues because sometimes + # consumers read graph.nodes() which ends up being [A, B] and sometimes it's [B, A] + # but they base some of their logic on the order of the nodes, so the order ends up being important + # so we sort the nodes in the edge in a stable way, so that we always get the same order + if not graph.is_directed(): + + def _sort_source_target(edge): + source, target, edge_data = edge + if source > target: + temp = source + source = target + target = temp + return source, target, edge_data + + edges = [_sort_source_target(edge) for edge in edges] + + def _get_edge_key(source: Any, target: Any) -> str: + return f"{source} -> {target}" + + edges = sorted(edges, key=lambda x: _get_edge_key(x[0], x[1])) + + fixed_graph.add_edges_from(edges) + return fixed_graph + + +def normalize_node_names(graph: nx.Graph | nx.DiGraph) -> nx.Graph | nx.DiGraph: + """Normalize node names.""" + node_mapping = {node: html.unescape(node.upper().strip()) for node in graph.nodes()} # type: ignore + return nx.relabel_nodes(graph, node_mapping) + + +def stable_largest_connected_component(graph: nx.Graph) -> nx.Graph: + """Return the largest connected component of the graph, with nodes and edges sorted in a stable way.""" + graph = graph.copy() + graph = cast(nx.Graph, largest_connected_component(graph)) + graph = normalize_node_names(graph) + return _stabilize_graph(graph) + + +def _compute_leiden_communities( + graph: nx.Graph | nx.DiGraph, + max_cluster_size: int, + use_lcc: bool, + seed=0xDEADBEEF, +) -> dict[int, dict[str, int]]: + """Return Leiden root communities.""" + results: dict[int, dict[str, int]] = {} + if is_empty(graph): return results + if use_lcc: + graph = stable_largest_connected_component(graph) + + community_mapping = hierarchical_leiden( + graph, max_cluster_size=max_cluster_size, random_seed=seed + ) + for partition in community_mapping: + results[partition.level] = results.get(partition.level, {}) + results[partition.level][partition.node] = partition.cluster + + return results + + +def run(graph: nx.Graph, args: dict[str, Any]) -> dict[int, dict[str, dict]]: + """Run method definition.""" + max_cluster_size = args.get("max_cluster_size", 12) + use_lcc = args.get("use_lcc", True) + if args.get("verbose", False): + log.info( + "Running leiden with max_cluster_size=%s, lcc=%s", max_cluster_size, use_lcc + ) + if not graph.nodes(): return {} + + node_id_to_community_map = _compute_leiden_communities( + graph=graph, + max_cluster_size=max_cluster_size, + use_lcc=use_lcc, + seed=args.get("seed", 0xDEADBEEF), + ) + levels = args.get("levels") + + # If they don't pass in levels, use them all + if levels is None: + levels = sorted(node_id_to_community_map.keys()) + + results_by_level: dict[int, dict[str, list[str]]] = {} + for level in levels: + result = {} + results_by_level[level] = result + for node_id, raw_community_id in node_id_to_community_map[level].items(): + community_id = str(raw_community_id) + if community_id not in result: + result[community_id] = {"weight": 0, "nodes": []} + result[community_id]["nodes"].append(node_id) + result[community_id]["weight"] += graph.nodes[node_id].get("rank", 0) * graph.nodes[node_id].get("weight", 1) + weights = [comm["weight"] for _, comm in result.items()] + if not weights:continue + max_weight = max(weights) + for _, comm in result.items(): comm["weight"] /= max_weight + + return results_by_level + + +def add_community_info2graph(graph: nx.Graph, commu_info: dict[str, dict[str, dict]]): + for lev, cluster_info in commu_info.items(): + for cid, nodes in cluster_info.items(): + for n in nodes["nodes"]: + if "community" not in graph.nodes[n]: graph.nodes[n]["community"] = {} + graph.nodes[n]["community"].update({lev: cid}) + + +def add_community_info2graph(graph: nx.Graph, nodes: List[str], community_title): + for n in nodes: + if "communities" not in graph.nodes[n]: + graph.nodes[n]["communities"] = [] + graph.nodes[n]["communities"].append(community_title) diff --git a/graphrag/mind_map_extractor.py b/graphrag/mind_map_extractor.py new file mode 100644 index 0000000000000000000000000000000000000000..5eca9a204e01545454ff69c776d953958bd05dde --- /dev/null +++ b/graphrag/mind_map_extractor.py @@ -0,0 +1,183 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import collections +import logging +import re +import logging +import traceback +from concurrent.futures import ThreadPoolExecutor +from dataclasses import dataclass +from typing import Any + +from graphrag.mind_map_prompt import MIND_MAP_EXTRACTION_PROMPT +from graphrag.utils import ErrorHandlerFn, perform_variable_replacements +from rag.llm.chat_model import Base as CompletionLLM +import markdown_to_json +from functools import reduce +from rag.utils import num_tokens_from_string + + +@dataclass +class MindMapResult: + """Unipartite Mind Graph result class definition.""" + output: dict + + +class MindMapExtractor: + + _llm: CompletionLLM + _input_text_key: str + _mind_map_prompt: str + _on_error: ErrorHandlerFn + + def __init__( + self, + llm_invoker: CompletionLLM, + prompt: str | None = None, + input_text_key: str | None = None, + on_error: ErrorHandlerFn | None = None, + ): + """Init method definition.""" + # TODO: streamline construction + self._llm = llm_invoker + self._input_text_key = input_text_key or "input_text" + self._mind_map_prompt = prompt or MIND_MAP_EXTRACTION_PROMPT + self._on_error = on_error or (lambda _e, _s, _d: None) + + def _key(self, k): + return re.sub(r"\*+", "", k) + + def _be_children(self, obj: dict, keyset: set): + if isinstance(obj, str): + obj = [obj] + if isinstance(obj, list): + for i in obj: keyset.add(i) + return [{"id": re.sub(r"\*+", "", i), "children": []} for i in obj] + arr = [] + for k, v in obj.items(): + k = self._key(k) + if not k or k in keyset: continue + keyset.add(k) + arr.append({ + "id": k, + "children": self._be_children(v, keyset) + }) + return arr + + def __call__( + self, sections: list[str], prompt_variables: dict[str, Any] | None = None + ) -> MindMapResult: + """Call method definition.""" + if prompt_variables is None: + prompt_variables = {} + + try: + exe = ThreadPoolExecutor(max_workers=12) + threads = [] + token_count = max(self._llm.max_length * 0.8, self._llm.max_length-512) + texts = [] + res = [] + cnt = 0 + for i in range(len(sections)): + section_cnt = num_tokens_from_string(sections[i]) + if cnt + section_cnt >= token_count and texts: + threads.append(exe.submit(self._process_document, "".join(texts), prompt_variables)) + texts = [] + cnt = 0 + texts.append(sections[i]) + cnt += section_cnt + if texts: + threads.append(exe.submit(self._process_document, "".join(texts), prompt_variables)) + + for i, _ in enumerate(threads): + res.append(_.result()) + + merge_json = reduce(self._merge, res) + if len(merge_json.keys()) > 1: + keyset = set( + [re.sub(r"\*+", "", k) for k, v in merge_json.items() if isinstance(v, dict) and re.sub(r"\*+", "", k)]) + merge_json = {"id": "root", + "children": [{"id": self._key(k), "children": self._be_children(v, keyset)} for k, v in + merge_json.items() if isinstance(v, dict) and self._key(k)]} + else: + k = self._key(list(self._be_children.keys())[0]) + merge_json = {"id": k, "children": self._be_children(list(merge_json.items())[0][1], set([k]))} + + except Exception as e: + logging.exception("error mind graph") + self._on_error( + e, + traceback.format_exc(), None + ) + merge_json = {"error": str(e)} + + return MindMapResult(output=merge_json) + + def _merge(self, d1, d2): + for k in d1: + if k in d2: + if isinstance(d1[k], dict) and isinstance(d2[k], dict): + self._merge(d1[k], d2[k]) + elif isinstance(d1[k], list) and isinstance(d2[k], list): + d2[k].extend(d1[k]) + else: + d2[k] = d1[k] + else: + d2[k] = d1[k] + + return d2 + + def _list_to_kv(self, data): + for key, value in data.items(): + if isinstance(value, dict): + self._list_to_kv(value) + elif isinstance(value, list): + new_value = {} + for i in range(len(value)): + if isinstance(value[i], list): + new_value[value[i - 1]] = value[i][0] + data[key] = new_value + else: + continue + return data + + def _todict(self, layer:collections.OrderedDict): + to_ret = layer + if isinstance(layer, collections.OrderedDict): + to_ret = dict(layer) + + try: + for key, value in to_ret.items(): + to_ret[key] = self._todict(value) + except AttributeError: + pass + + return self._list_to_kv(to_ret) + + def _process_document( + self, text: str, prompt_variables: dict[str, str] + ) -> str: + variables = { + **prompt_variables, + self._input_text_key: text, + } + text = perform_variable_replacements(self._mind_map_prompt, variables=variables) + gen_conf = {"temperature": 0.5} + response = self._llm.chat(text, [], gen_conf) + response = re.sub(r"```[^\n]*", "", response) + print(response) + print("---------------------------------------------------\n", self._todict(markdown_to_json.dictify(response))) + return self._todict(markdown_to_json.dictify(response)) diff --git a/graphrag/mind_map_prompt.py b/graphrag/mind_map_prompt.py new file mode 100644 index 0000000000000000000000000000000000000000..4613c12dd3b104a357681dfcc1eef13e333d20c4 --- /dev/null +++ b/graphrag/mind_map_prompt.py @@ -0,0 +1,34 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +MIND_MAP_EXTRACTION_PROMPT = """ +- Role: You're a talent text processor to summarize a piece of text into a mind map. + +- Step of task: + 1. Generate a title for user's 'TEXT'。 + 2. Classify the 'TEXT' into sections of a mind map. + 3. If the subject matter is really complex, split them into sub-sections and sub-subsections. + 4. Add a shot content summary of the bottom level section. + +- Output requirement: + - Generate at least 4 levels. + - Always try to maximize the number of sub-sections. + - In language of 'Text' + - MUST IN FORMAT OF MARKDOWN + +-TEXT- +{input_text} + +""" \ No newline at end of file diff --git a/graphrag/search.py b/graphrag/search.py new file mode 100644 index 0000000000000000000000000000000000000000..9a95a20a49a475eb713e152cb55a08aa9ac4a043 --- /dev/null +++ b/graphrag/search.py @@ -0,0 +1,109 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import json +from copy import deepcopy + +import pandas as pd +from elasticsearch_dsl import Q, Search + +from rag.nlp.search import Dealer + + +class KGSearch(Dealer): + def search(self, req, idxnm, emb_mdl=None): + def merge_into_first(sres, title=""): + df,texts = [],[] + for d in sres["hits"]["hits"]: + try: + df.append(json.loads(d["_source"]["content_with_weight"])) + except Exception as e: + texts.append(d["_source"]["content_with_weight"]) + pass + if not df and not texts: return False + if df: + try: + sres["hits"]["hits"][0]["_source"]["content_with_weight"] = title + "\n" + pd.DataFrame(df).to_csv() + except Exception as e: + pass + else: + sres["hits"]["hits"][0]["_source"]["content_with_weight"] = title + "\n" + "\n".join(texts) + return True + + src = req.get("fields", ["docnm_kwd", "content_ltks", "kb_id", "img_id", "title_tks", "important_kwd", + "image_id", "doc_id", "q_512_vec", "q_768_vec", "position_int", "name_kwd", + "q_1024_vec", "q_1536_vec", "available_int", "content_with_weight", + "weight_int", "weight_flt", "rank_int" + ]) + + qst = req.get("question", "") + binary_query, keywords = self.qryr.question(qst, min_match="5%") + binary_query = self._add_filters(binary_query, req) + + ## Entity retrieval + bqry = deepcopy(binary_query) + bqry.filter.append(Q("terms", knowledge_graph_kwd=["entity"])) + s = Search() + s = s.query(bqry)[0: 32] + + s = s.to_dict() + q_vec = [] + if req.get("vector"): + assert emb_mdl, "No embedding model selected" + s["knn"] = self._vector( + qst, emb_mdl, req.get( + "similarity", 0.1), 1024) + s["knn"]["filter"] = bqry.to_dict() + q_vec = s["knn"]["query_vector"] + + ent_res = self.es.search(deepcopy(s), idxnm=idxnm, timeout="600s", src=src) + entities = [d["name_kwd"] for d in self.es.getSource(ent_res)] + ent_ids = self.es.getDocIds(ent_res) + if merge_into_first(ent_res, "-Entities-"): + ent_ids = ent_ids[0:1] + + ## Community retrieval + bqry = deepcopy(binary_query) + bqry.filter.append(Q("terms", entities_kwd=entities)) + bqry.filter.append(Q("terms", knowledge_graph_kwd=["community_report"])) + s = Search() + s = s.query(bqry)[0: 32] + s = s.to_dict() + comm_res = self.es.search(deepcopy(s), idxnm=idxnm, timeout="600s", src=src) + comm_ids = self.es.getDocIds(comm_res) + if merge_into_first(comm_res, "-Community Report-"): + comm_ids = comm_ids[0:1] + + ## Text content retrieval + bqry = deepcopy(binary_query) + bqry.filter.append(Q("terms", knowledge_graph_kwd=["text"])) + s = Search() + s = s.query(bqry)[0: 6] + s = s.to_dict() + txt_res = self.es.search(deepcopy(s), idxnm=idxnm, timeout="600s", src=src) + txt_ids = self.es.getDocIds(comm_res) + if merge_into_first(txt_res, "-Original Content-"): + txt_ids = comm_ids[0:1] + + return self.SearchResult( + total=len(ent_ids) + len(comm_ids) + len(txt_ids), + ids=[*ent_ids, *comm_ids, *txt_ids], + query_vector=q_vec, + aggregation=None, + highlight=None, + field={**self.getFields(ent_res, src), **self.getFields(comm_res, src), **self.getFields(txt_res, src)}, + keywords=[] + ) + diff --git a/graphrag/smoke.py b/graphrag/smoke.py new file mode 100644 index 0000000000000000000000000000000000000000..b2efbc91fd22a8b80ade600fcba6e4ffbb21b422 --- /dev/null +++ b/graphrag/smoke.py @@ -0,0 +1,52 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import argparse +import json +from graphrag import leiden +from graphrag.community_reports_extractor import CommunityReportsExtractor +from graphrag.entity_resolution import EntityResolution +from graphrag.graph_extractor import GraphExtractor +from graphrag.leiden import add_community_info2graph + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('-t', '--tenant_id', default=False, help="Tenant ID", action='store', required=True) + parser.add_argument('-d', '--doc_id', default=False, help="Document ID", action='store', required=True) + args = parser.parse_args() + + from api.db import LLMType + from api.db.services.llm_service import LLMBundle + from api.settings import retrievaler + + ex = GraphExtractor(LLMBundle(args.tenant_id, LLMType.CHAT)) + docs = [d["content_with_weight"] for d in + retrievaler.chunk_list(args.doc_id, args.tenant_id, max_count=6, fields=["content_with_weight"])] + graph = ex(docs) + + er = EntityResolution(LLMBundle(args.tenant_id, LLMType.CHAT)) + graph = er(graph.output) + + comm = leiden.run(graph.output, {}) + add_community_info2graph(graph.output, comm) + + # print(json.dumps(nx.node_link_data(graph.output), ensure_ascii=False,indent=2)) + print(json.dumps(comm, ensure_ascii=False, indent=2)) + + cr = CommunityReportsExtractor(LLMBundle(args.tenant_id, LLMType.CHAT)) + cr = cr(graph.output) + print("------------------ COMMUNITY REPORT ----------------------\n", cr.output) + print(json.dumps(cr.structured_output, ensure_ascii=False, indent=2)) \ No newline at end of file diff --git a/graphrag/utils.py b/graphrag/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..a4524362cd0529385a86838ca0af571d9b3b88c2 --- /dev/null +++ b/graphrag/utils.py @@ -0,0 +1,74 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +""" +Reference: + - [graphrag](https://github.com/microsoft/graphrag) +""" + +import html +import re +from collections.abc import Callable +from typing import Any + +ErrorHandlerFn = Callable[[BaseException | None, str | None, dict | None], None] + + +def perform_variable_replacements( + input: str, history: list[dict]=[], variables: dict | None ={} +) -> str: + """Perform variable replacements on the input string and in a chat log.""" + result = input + + def replace_all(input: str) -> str: + result = input + if variables: + for entry in variables: + result = result.replace(f"{{{entry}}}", variables[entry]) + return result + + result = replace_all(result) + for i in range(len(history)): + entry = history[i] + if entry.get("role") == "system": + history[i]["content"] = replace_all(entry.get("content") or "") + + return result + + +def clean_str(input: Any) -> str: + """Clean an input string by removing HTML escapes, control characters, and other unwanted characters.""" + # If we get non-string input, just give it back + if not isinstance(input, str): + return input + + result = html.unescape(input.strip()) + # https://stackoverflow.com/questions/4324790/removing-control-characters-from-a-string-in-python + return re.sub(r"[\"\x00-\x1f\x7f-\x9f]", "", result) + + +def dict_has_keys_with_types( + data: dict, expected_fields: list[tuple[str, type]] +) -> bool: + """Return True if the given dictionary has the given keys with the given types.""" + for field, field_type in expected_fields: + if field not in data: + return False + + value = data[field] + if not isinstance(value, field_type): + return False + return True + diff --git a/rag/__init__.py b/rag/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/rag/app/__init__.py b/rag/app/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/rag/app/audio.py b/rag/app/audio.py new file mode 100644 index 0000000000000000000000000000000000000000..397e4e75e443b1858d8041028f52254b6bd68fa4 --- /dev/null +++ b/rag/app/audio.py @@ -0,0 +1,42 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import io +import re +import numpy as np + +from api.db import LLMType +from rag.nlp import rag_tokenizer +from api.db.services.llm_service import LLMBundle +from rag.nlp import tokenize + + +def chunk(filename, binary, tenant_id, lang, callback=None, **kwargs): + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + + # is it English + eng = lang.lower() == "english" # is_english(sections) + try: + callback(0.1, "USE Sequence2Txt LLM to transcription the audio") + seq2txt_mdl = LLMBundle(tenant_id, LLMType.SPEECH2TEXT, lang=lang) + ans = seq2txt_mdl.transcription(binary) + callback(0.8, "Sequence2Txt LLM respond: %s ..." % ans[:32]) + tokenize(doc, ans, eng) + return [doc] + except Exception as e: + callback(prog=-1, msg=str(e)) + + return [] diff --git a/rag/app/book.py b/rag/app/book.py new file mode 100644 index 0000000000000000000000000000000000000000..d969ccf920c0bf3c50ff390e62c4d6b7edf7ff8c --- /dev/null +++ b/rag/app/book.py @@ -0,0 +1,159 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import copy +from tika import parser +import re +from io import BytesIO + +from rag.nlp import bullets_category, is_english, tokenize, remove_contents_table, \ + hierarchical_merge, make_colon_as_title, naive_merge, random_choices, tokenize_table, add_positions, \ + tokenize_chunks, find_codec +from rag.nlp import rag_tokenizer +from deepdoc.parser import PdfParser, DocxParser, PlainParser, HtmlParser + + +class Pdf(PdfParser): + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + callback(msg="OCR is running...") + self.__images__( + filename if not binary else binary, + zoomin, + from_page, + to_page, + callback) + callback(msg="OCR finished") + + from timeit import default_timer as timer + start = timer() + self._layouts_rec(zoomin) + callback(0.67, "Layout analysis finished") + print("layouts:", timer() - start) + self._table_transformer_job(zoomin) + callback(0.68, "Table analysis finished") + self._text_merge() + tbls = self._extract_table_figure(True, zoomin, True, True) + self._naive_vertical_merge() + self._filter_forpages() + self._merge_with_same_bullet() + callback(0.75, "Text merging finished.") + + callback(0.8, "Text extraction finished") + + return [(b["text"] + self._line_tag(b, zoomin), b.get("layoutno", "")) + for b in self.boxes], tbls + + +def chunk(filename, binary=None, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + """ + Supported file formats are docx, pdf, txt. + Since a book is long and not all the parts are useful, if it's a PDF, + please setup the page ranges for every book in order eliminate negative effects and save elapsed computing time. + """ + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + pdf_parser = None + sections, tbls = [], [] + if re.search(r"\.docx$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + doc_parser = DocxParser() + # TODO: table of contents need to be removed + sections, tbls = doc_parser( + binary if binary else filename, from_page=from_page, to_page=to_page) + remove_contents_table(sections, eng=is_english( + random_choices([t for t, _ in sections], k=200))) + tbls = [((None, lns), None) for lns in tbls] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.pdf$", filename, re.IGNORECASE): + pdf_parser = Pdf() if kwargs.get( + "parser_config", {}).get( + "layout_recognize", True) else PlainParser() + sections, tbls = pdf_parser(filename if not binary else binary, + from_page=from_page, to_page=to_page, callback=callback) + + elif re.search(r"\.txt$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(filename, "r") as f: + while True: + l = f.readline() + if not l: + break + txt += l + sections = txt.split("\n") + sections = [(l, "") for l in sections if l] + remove_contents_table(sections, eng=is_english( + random_choices([t for t, _ in sections], k=200))) + callback(0.8, "Finish parsing.") + + elif re.search(r"\.(htm|html)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections = HtmlParser()(filename, binary) + sections = [(l, "") for l in sections if l] + remove_contents_table(sections, eng=is_english( + random_choices([t for t, _ in sections], k=200))) + callback(0.8, "Finish parsing.") + + elif re.search(r"\.doc$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + binary = BytesIO(binary) + doc_parsed = parser.from_buffer(binary) + sections = doc_parsed['content'].split('\n') + sections = [(l, "") for l in sections if l] + remove_contents_table(sections, eng=is_english( + random_choices([t for t, _ in sections], k=200))) + callback(0.8, "Finish parsing.") + + else: + raise NotImplementedError( + "file type not supported yet(doc, docx, pdf, txt supported)") + + make_colon_as_title(sections) + bull = bullets_category( + [t for t in random_choices([t for t, _ in sections], k=100)]) + if bull >= 0: + chunks = ["\n".join(ck) + for ck in hierarchical_merge(bull, sections, 5)] + else: + sections = [s.split("@") for s, _ in sections] + sections = [(pr[0], "@" + pr[1]) if len(pr) == 2 else (pr[0], '') for pr in sections ] + chunks = naive_merge( + sections, kwargs.get( + "chunk_token_num", 256), kwargs.get( + "delimer", "\n。；！？")) + + # is it English + # is_english(random_choices([t for t, _ in sections], k=218)) + eng = lang.lower() == "english" + + res = tokenize_table(tbls, doc, eng) + res.extend(tokenize_chunks(chunks, doc, eng, pdf_parser)) + + return res + + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + chunk(sys.argv[1], from_page=1, to_page=10, callback=dummy) diff --git a/rag/app/email.py b/rag/app/email.py new file mode 100644 index 0000000000000000000000000000000000000000..9c843e6cfa94ff81a7521ae0a2feceb6f4b82789 --- /dev/null +++ b/rag/app/email.py @@ -0,0 +1,114 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +from email import policy +from email.parser import BytesParser +from rag.app.naive import chunk as naive_chunk +import re +from rag.nlp import rag_tokenizer, naive_merge, tokenize_chunks +from deepdoc.parser import HtmlParser, TxtParser +from timeit import default_timer as timer +from rag.settings import cron_logger +import io + + +def chunk( + filename, + binary=None, + from_page=0, + to_page=100000, + lang="Chinese", + callback=None, + **kwargs, +): + """ + Only eml is supported + """ + eng = lang.lower() == "english" # is_english(cks) + parser_config = kwargs.get( + "parser_config", + {"chunk_token_num": 128, "delimiter": "\n!?。；！？", "layout_recognize": True}, + ) + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)), + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + main_res = [] + attachment_res = [] + + if binary: + msg = BytesParser(policy=policy.default).parse(io.BytesIO(binary)) + else: + msg = BytesParser(policy=policy.default).parse(open(filename, "rb")) + + text_txt, html_txt = [], [] + # get the email header info + for header, value in msg.items(): + text_txt.append(f"{header}: {value}") + + # get the email main info + def _add_content(msg, content_type): + if content_type == "text/plain": + text_txt.append( + msg.get_payload(decode=True).decode(msg.get_content_charset()) + ) + elif content_type == "text/html": + html_txt.append( + msg.get_payload(decode=True).decode(msg.get_content_charset()) + ) + elif "multipart" in content_type: + if msg.is_multipart(): + for part in msg.iter_parts(): + _add_content(part, part.get_content_type()) + + _add_content(msg, msg.get_content_type()) + + sections = TxtParser.parser_txt("\n".join(text_txt)) + [ + (l, "") for l in HtmlParser.parser_txt("\n".join(html_txt)) if l + ] + + st = timer() + chunks = naive_merge( + sections, + int(parser_config.get("chunk_token_num", 128)), + parser_config.get("delimiter", "\n!?。；！？"), + ) + + main_res.extend(tokenize_chunks(chunks, doc, eng, None)) + cron_logger.info("naive_merge({}): {}".format(filename, timer() - st)) + # get the attachment info + for part in msg.iter_attachments(): + content_disposition = part.get("Content-Disposition") + if content_disposition: + dispositions = content_disposition.strip().split(";") + if dispositions[0].lower() == "attachment": + filename = part.get_filename() + payload = part.get_payload(decode=True) + try: + attachment_res.extend( + naive_chunk(filename, payload, callback=callback, **kwargs) + ) + except Exception: + pass + + return main_res + attachment_res + + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + + chunk(sys.argv[1], callback=dummy) diff --git a/rag/app/knowledge_graph.py b/rag/app/knowledge_graph.py new file mode 100644 index 0000000000000000000000000000000000000000..12b87fe09952246c64f0d635620b8606ad6db0ab --- /dev/null +++ b/rag/app/knowledge_graph.py @@ -0,0 +1,31 @@ +import re + +from graphrag.index import build_knowlege_graph_chunks +from rag.app import naive +from rag.nlp import rag_tokenizer, tokenize_chunks + + +def chunk(filename, binary, tenant_id, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + parser_config = kwargs.get( + "parser_config", { + "chunk_token_num": 512, "delimiter": "\n!?。；！？", "layout_recognize": False}) + eng = lang.lower() == "english" + + parser_config["layout_recognize"] = False + sections = naive.chunk(filename, binary, from_page=from_page, to_page=to_page, section_only=True, + parser_config=parser_config, callback=callback) + chunks = build_knowlege_graph_chunks(tenant_id, sections, callback, + parser_config.get("entity_types", ["organization", "person", "location", "event", "time"]) + ) + for c in chunks: c["docnm_kwd"] = filename + + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)), + "knowledge_graph_kwd": "text" + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + chunks.extend(tokenize_chunks(sections, doc, eng)) + + return chunks \ No newline at end of file diff --git a/rag/app/laws.py b/rag/app/laws.py new file mode 100644 index 0000000000000000000000000000000000000000..3465d5938d800c61a693ac3af4d6acbeb26b76c0 --- /dev/null +++ b/rag/app/laws.py @@ -0,0 +1,220 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import copy +from tika import parser +import re +from io import BytesIO +from docx import Document + +from api.db import ParserType +from rag.nlp import bullets_category, is_english, tokenize, remove_contents_table, hierarchical_merge, \ + make_colon_as_title, add_positions, tokenize_chunks, find_codec, docx_question_level +from rag.nlp import rag_tokenizer +from deepdoc.parser import PdfParser, DocxParser, PlainParser, HtmlParser +from rag.settings import cron_logger + + +class Docx(DocxParser): + def __init__(self): + pass + + def __clean(self, line): + line = re.sub(r"\u3000", " ", line).strip() + return line + + def old_call(self, filename, binary=None, from_page=0, to_page=100000): + self.doc = Document( + filename) if not binary else Document(BytesIO(binary)) + pn = 0 + lines = [] + for p in self.doc.paragraphs: + if pn > to_page: + break + if from_page <= pn < to_page and p.text.strip(): + lines.append(self.__clean(p.text)) + for run in p.runs: + if 'lastRenderedPageBreak' in run._element.xml: + pn += 1 + continue + if 'w:br' in run._element.xml and 'type="page"' in run._element.xml: + pn += 1 + return [l for l in lines if l] + + def __call__(self, filename, binary=None, from_page=0, to_page=100000): + self.doc = Document( + filename) if not binary else Document(BytesIO(binary)) + pn = 0 + lines = [] + bull = bullets_category([p.text for p in self.doc.paragraphs]) + for p in self.doc.paragraphs: + if pn > to_page: + break + question_level, p_text = docx_question_level(p, bull) + if not p_text.strip("\n"):continue + lines.append((question_level, p_text)) + + for run in p.runs: + if 'lastRenderedPageBreak' in run._element.xml: + pn += 1 + continue + if 'w:br' in run._element.xml and 'type="page"' in run._element.xml: + pn += 1 + + visit = [False for _ in range(len(lines))] + sections = [] + for s in range(len(lines)): + e = s + 1 + while e < len(lines): + if lines[e][0] <= lines[s][0]: + break + e += 1 + if e - s == 1 and visit[s]: continue + sec = [] + next_level = lines[s][0] + 1 + while not sec and next_level < 22: + for i in range(s+1, e): + if lines[i][0] != next_level: continue + sec.append(lines[i][1]) + visit[i] = True + next_level += 1 + sec.insert(0, lines[s][1]) + + sections.append("\n".join(sec)) + return [l for l in sections if l] + + def __str__(self) -> str: + return f''' + question:{self.question}, + answer:{self.answer}, + level:{self.level}, + childs:{self.childs} + ''' + + +class Pdf(PdfParser): + def __init__(self): + self.model_speciess = ParserType.LAWS.value + super().__init__() + + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + callback(msg="OCR is running...") + self.__images__( + filename if not binary else binary, + zoomin, + from_page, + to_page, + callback + ) + callback(msg="OCR finished") + + from timeit import default_timer as timer + start = timer() + self._layouts_rec(zoomin) + callback(0.67, "Layout analysis finished") + cron_logger.info("layouts:".format( + (timer() - start) / (self.total_page + 0.1))) + self._naive_vertical_merge() + + callback(0.8, "Text extraction finished") + + return [(b["text"], self._line_tag(b, zoomin)) + for b in self.boxes], None + + +def chunk(filename, binary=None, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + """ + Supported file formats are docx, pdf, txt. + """ + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + pdf_parser = None + sections = [] + # is it English + eng = lang.lower() == "english" # is_english(sections) + + if re.search(r"\.docx$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + for txt in Docx()(filename, binary): + sections.append(txt) + callback(0.8, "Finish parsing.") + chunks = sections + return tokenize_chunks(chunks, doc, eng, pdf_parser) + + elif re.search(r"\.pdf$", filename, re.IGNORECASE): + pdf_parser = Pdf() if kwargs.get( + "parser_config", {}).get( + "layout_recognize", True) else PlainParser() + for txt, poss in pdf_parser(filename if not binary else binary, + from_page=from_page, to_page=to_page, callback=callback)[0]: + sections.append(txt + poss) + + elif re.search(r"\.txt$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(filename, "r") as f: + while True: + l = f.readline() + if not l: + break + txt += l + sections = txt.split("\n") + sections = [l for l in sections if l] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.(htm|html)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections = HtmlParser()(filename, binary) + sections = [l for l in sections if l] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.doc$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + binary = BytesIO(binary) + doc_parsed = parser.from_buffer(binary) + sections = doc_parsed['content'].split('\n') + sections = [l for l in sections if l] + callback(0.8, "Finish parsing.") + + else: + raise NotImplementedError( + "file type not supported yet(doc, docx, pdf, txt supported)") + + + # Remove 'Contents' part + remove_contents_table(sections, eng) + + make_colon_as_title(sections) + bull = bullets_category(sections) + chunks = hierarchical_merge(bull, sections, 5) + if not chunks: + callback(0.99, "No chunk parsed out.") + + return tokenize_chunks(["\n".join(ck) + for ck in chunks], doc, eng, pdf_parser) + + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + chunk(sys.argv[1], callback=dummy) diff --git a/rag/app/manual.py b/rag/app/manual.py new file mode 100644 index 0000000000000000000000000000000000000000..f3a5fa41e9ae57e3e8ca309eb32fac0f6303d8ef --- /dev/null +++ b/rag/app/manual.py @@ -0,0 +1,272 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import copy +import re + +from api.db import ParserType +from io import BytesIO +from rag.nlp import rag_tokenizer, tokenize, tokenize_table, add_positions, bullets_category, title_frequency, tokenize_chunks, docx_question_level +from deepdoc.parser import PdfParser, PlainParser +from rag.utils import num_tokens_from_string +from deepdoc.parser import PdfParser, ExcelParser, DocxParser +from docx import Document +from PIL import Image + +class Pdf(PdfParser): + def __init__(self): + self.model_speciess = ParserType.MANUAL.value + super().__init__() + + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + from timeit import default_timer as timer + start = timer() + callback(msg="OCR is running...") + self.__images__( + filename if not binary else binary, + zoomin, + from_page, + to_page, + callback + ) + callback(msg="OCR finished.") + # for bb in self.boxes: + # for b in bb: + # print(b) + print("OCR:", timer() - start) + + self._layouts_rec(zoomin) + callback(0.65, "Layout analysis finished.") + print("layouts:", timer() - start) + self._table_transformer_job(zoomin) + callback(0.67, "Table analysis finished.") + self._text_merge() + tbls = self._extract_table_figure(True, zoomin, True, True) + self._concat_downward() + self._filter_forpages() + callback(0.68, "Text merging finished") + + # clean mess + for b in self.boxes: + b["text"] = re.sub(r"([\t 　]|\u3000){2,}", " ", b["text"].strip()) + + return [(b["text"], b.get("layout_no", ""), self.get_position(b, zoomin)) + for i, b in enumerate(self.boxes)], tbls + +class Docx(DocxParser): + def __init__(self): + pass + def get_picture(self, document, paragraph): + img = paragraph._element.xpath('.//pic:pic') + if not img: + return None + img = img[0] + embed = img.xpath('.//a:blip/@r:embed')[0] + related_part = document.part.related_parts[embed] + image = related_part.image + image = Image.open(BytesIO(image.blob)) + return image + def concat_img(self, img1, img2): + if img1 and not img2: + return img1 + if not img1 and img2: + return img2 + if not img1 and not img2: + return None + width1, height1 = img1.size + width2, height2 = img2.size + + new_width = max(width1, width2) + new_height = height1 + height2 + new_image = Image.new('RGB', (new_width, new_height)) + + new_image.paste(img1, (0, 0)) + new_image.paste(img2, (0, height1)) + + return new_image + + def __call__(self, filename, binary=None, from_page=0, to_page=100000, callback=None): + self.doc = Document( + filename) if not binary else Document(BytesIO(binary)) + pn = 0 + last_answer, last_image = "", None + question_stack, level_stack = [], [] + ti_list = [] + for p in self.doc.paragraphs: + if pn > to_page: + break + question_level, p_text = 0, '' + if from_page <= pn < to_page and p.text.strip(): + question_level, p_text = docx_question_level(p) + if not question_level or question_level > 6: # not a question + last_answer = f'{last_answer}\n{p_text}' + current_image = self.get_picture(self.doc, p) + last_image = self.concat_img(last_image, current_image) + else: # is a question + if last_answer or last_image: + sum_question = '\n'.join(question_stack) + if sum_question: + ti_list.append((f'{sum_question}\n{last_answer}', last_image)) + last_answer, last_image = '', None + + i = question_level + while question_stack and i <= level_stack[-1]: + question_stack.pop() + level_stack.pop() + question_stack.append(p_text) + level_stack.append(question_level) + for run in p.runs: + if 'lastRenderedPageBreak' in run._element.xml: + pn += 1 + continue + if 'w:br' in run._element.xml and 'type="page"' in run._element.xml: + pn += 1 + if last_answer: + sum_question = '\n'.join(question_stack) + if sum_question: + ti_list.append((f'{sum_question}\n{last_answer}', last_image)) + + tbls = [] + for tb in self.doc.tables: + html= "" + for r in tb.rows: + html += "" + i = 0 + while i < len(r.cells): + span = 1 + c = r.cells[i] + for j in range(i+1, len(r.cells)): + if c.text == r.cells[j].text: + span += 1 + i = j + i += 1 + html += f"" if span == 1 else f"" + html += "" + html += "
{c.text}{c.text}
" + tbls.append(((None, html), "")) + return ti_list, tbls + +def chunk(filename, binary=None, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + """ + Only pdf is supported. + """ + pdf_parser = None + doc = { + "docnm_kwd": filename + } + doc["title_tks"] = rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", doc["docnm_kwd"])) + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + # is it English + eng = lang.lower() == "english" # pdf_parser.is_english + if re.search(r"\.pdf$", filename, re.IGNORECASE): + pdf_parser = Pdf() if kwargs.get( + "parser_config", {}).get( + "layout_recognize", True) else PlainParser() + sections, tbls = pdf_parser(filename if not binary else binary, + from_page=from_page, to_page=to_page, callback=callback) + if sections and len(sections[0]) < 3: + sections = [(t, l, [[0] * 5]) for t, l in sections] + # set pivot using the most frequent type of title, + # then merge between 2 pivot + if len(sections) > 0 and len(pdf_parser.outlines) / len(sections) > 0.1: + max_lvl = max([lvl for _, lvl in pdf_parser.outlines]) + most_level = max(0, max_lvl - 1) + levels = [] + for txt, _, _ in sections: + for t, lvl in pdf_parser.outlines: + tks = set([t[i] + t[i + 1] for i in range(len(t) - 1)]) + tks_ = set([txt[i] + txt[i + 1] + for i in range(min(len(t), len(txt) - 1))]) + if len(set(tks & tks_)) / max([len(tks), len(tks_), 1]) > 0.8: + levels.append(lvl) + break + else: + levels.append(max_lvl + 1) + + else: + bull = bullets_category([txt for txt, _, _ in sections]) + most_level, levels = title_frequency( + bull, [(txt, l) for txt, l, poss in sections]) + + assert len(sections) == len(levels) + sec_ids = [] + sid = 0 + for i, lvl in enumerate(levels): + if lvl <= most_level and i > 0 and lvl != levels[i - 1]: + sid += 1 + sec_ids.append(sid) + # print(lvl, self.boxes[i]["text"], most_level, sid) + + sections = [(txt, sec_ids[i], poss) + for i, (txt, _, poss) in enumerate(sections)] + for (img, rows), poss in tbls: + if not rows: continue + sections.append((rows if isinstance(rows, str) else rows[0], -1, + [(p[0] + 1 - from_page, p[1], p[2], p[3], p[4]) for p in poss])) + + def tag(pn, left, right, top, bottom): + if pn + left + right + top + bottom == 0: + return "" + return "@@{}\t{:.1f}\t{:.1f}\t{:.1f}\t{:.1f}##" \ + .format(pn, left, right, top, bottom) + + chunks = [] + last_sid = -2 + tk_cnt = 0 + for txt, sec_id, poss in sorted(sections, key=lambda x: ( + x[-1][0][0], x[-1][0][3], x[-1][0][1])): + poss = "\t".join([tag(*pos) for pos in poss]) + if tk_cnt < 32 or (tk_cnt < 1024 and (sec_id == last_sid or sec_id == -1)): + if chunks: + chunks[-1] += "\n" + txt + poss + tk_cnt += num_tokens_from_string(txt) + continue + chunks.append(txt + poss) + tk_cnt = num_tokens_from_string(txt) + if sec_id > -1: + last_sid = sec_id + + res = tokenize_table(tbls, doc, eng) + res.extend(tokenize_chunks(chunks, doc, eng, pdf_parser)) + return res + if re.search(r"\.docx$", filename, re.IGNORECASE): + docx_parser = Docx() + ti_list, tbls = docx_parser(filename, binary, + from_page=0, to_page=10000, callback=callback) + res = tokenize_table(tbls, doc, eng) + for text, image in ti_list: + d = copy.deepcopy(doc) + d['image'] = image + tokenize(d, text, eng) + res.append(d) + return res + else: + raise NotImplementedError("file type not supported yet(pdf and docx supported)") + + + + +if __name__ == "__main__": + import sys + + + def dummy(prog=None, msg=""): + pass + + + chunk(sys.argv[1], callback=dummy) \ No newline at end of file diff --git a/rag/app/naive.py b/rag/app/naive.py new file mode 100644 index 0000000000000000000000000000000000000000..6e2947241b44a3be032cb6e53f3f55cbde4f494d --- /dev/null +++ b/rag/app/naive.py @@ -0,0 +1,281 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from tika import parser +from io import BytesIO +from docx import Document +from timeit import default_timer as timer +import re +from deepdoc.parser.pdf_parser import PlainParser +from rag.nlp import rag_tokenizer, naive_merge, tokenize_table, tokenize_chunks, find_codec, concat_img, naive_merge_docx, tokenize_chunks_docx +from deepdoc.parser import PdfParser, ExcelParser, DocxParser, HtmlParser, JsonParser, MarkdownParser, TxtParser +from rag.settings import cron_logger +from rag.utils import num_tokens_from_string +from PIL import Image +from functools import reduce +from markdown import markdown +from docx.image.exceptions import UnrecognizedImageError + +class Docx(DocxParser): + def __init__(self): + pass + + def get_picture(self, document, paragraph): + img = paragraph._element.xpath('.//pic:pic') + if not img: + return None + img = img[0] + embed = img.xpath('.//a:blip/@r:embed')[0] + related_part = document.part.related_parts[embed] + try: + image_blob = related_part.image.blob + except UnrecognizedImageError: + print("Unrecognized image format. Skipping image.") + return None + try: + image = Image.open(BytesIO(image_blob)).convert('RGB') + return image + except Exception as e: + return None + + def __clean(self, line): + line = re.sub(r"\u3000", " ", line).strip() + return line + + def __call__(self, filename, binary=None, from_page=0, to_page=100000): + self.doc = Document( + filename) if not binary else Document(BytesIO(binary)) + pn = 0 + lines = [] + last_image = None + for p in self.doc.paragraphs: + if pn > to_page: + break + if from_page <= pn < to_page: + current_image = None + if p.text.strip(): + if p.style.name == 'Caption': + former_image = None + if lines and lines[-1][1] and lines[-1][2] != 'Caption': + former_image = lines[-1][1].pop() + elif last_image: + former_image = last_image + last_image = None + lines.append((self.__clean(p.text), [former_image], p.style.name)) + else: + current_image = self.get_picture(self.doc, p) + image_list = [current_image] + if last_image: + image_list.insert(0, last_image) + last_image = None + lines.append((self.__clean(p.text), image_list, p.style.name)) + else: + if current_image := self.get_picture(self.doc, p): + if lines: + lines[-1][1].append(current_image) + else: + last_image = current_image + for run in p.runs: + if 'lastRenderedPageBreak' in run._element.xml: + pn += 1 + continue + if 'w:br' in run._element.xml and 'type="page"' in run._element.xml: + pn += 1 + new_line = [(line[0], reduce(concat_img, line[1]) if line[1] else None) for line in lines] + + tbls = [] + for tb in self.doc.tables: + html= "" + for r in tb.rows: + html += "" + i = 0 + while i < len(r.cells): + span = 1 + c = r.cells[i] + for j in range(i+1, len(r.cells)): + if c.text == r.cells[j].text: + span += 1 + i = j + i += 1 + html += f"" if span == 1 else f"" + html += "" + html += "
{c.text}{c.text}
" + tbls.append(((None, html), "")) + return new_line, tbls + + +class Pdf(PdfParser): + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + start = timer() + callback(msg="OCR is running...") + self.__images__( + filename if not binary else binary, + zoomin, + from_page, + to_page, + callback + ) + callback(msg="OCR finished") + cron_logger.info("OCR({}~{}): {}".format(from_page, to_page, timer() - start)) + + start = timer() + self._layouts_rec(zoomin) + callback(0.63, "Layout analysis finished.") + self._table_transformer_job(zoomin) + callback(0.65, "Table analysis finished.") + self._text_merge() + callback(0.67, "Text merging finished") + tbls = self._extract_table_figure(True, zoomin, True, True) + #self._naive_vertical_merge() + self._concat_downward() + #self._filter_forpages() + + cron_logger.info("layouts: {}".format(timer() - start)) + return [(b["text"], self._line_tag(b, zoomin)) + for b in self.boxes], tbls + + +class Markdown(MarkdownParser): + def __call__(self, filename, binary=None): + txt = "" + tbls = [] + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(filename, "r") as f: + txt = f.read() + remainder, tables = self.extract_tables_and_remainder(f'{txt}\n') + sections = [] + tbls = [] + for sec in remainder.split("\n"): + if num_tokens_from_string(sec) > 10 * self.chunk_token_num: + sections.append((sec[:int(len(sec)/2)], "")) + sections.append((sec[int(len(sec)/2):], "")) + else: + sections.append((sec, "")) + print(tables) + for table in tables: + tbls.append(((None, markdown(table, extensions=['markdown.extensions.tables'])), "")) + return sections, tbls + + + +def chunk(filename, binary=None, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + """ + Supported file formats are docx, pdf, excel, txt. + This method apply the naive ways to chunk files. + Successive text will be sliced into pieces using 'delimiter'. + Next, these successive pieces are merge into chunks whose token number is no more than 'Max token number'. + """ + + eng = lang.lower() == "english" # is_english(cks) + parser_config = kwargs.get( + "parser_config", { + "chunk_token_num": 128, "delimiter": "\n!?。；！？", "layout_recognize": True}) + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + res = [] + pdf_parser = None + sections = [] + if re.search(r"\.docx$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections, tbls = Docx()(filename, binary) + res = tokenize_table(tbls, doc, eng) # just for table + + callback(0.8, "Finish parsing.") + st = timer() + + chunks, images = naive_merge_docx( + sections, int(parser_config.get( + "chunk_token_num", 128)), parser_config.get( + "delimiter", "\n!?。；！？")) + + if kwargs.get("section_only", False): + return chunks + + res.extend(tokenize_chunks_docx(chunks, doc, eng, images)) + cron_logger.info("naive_merge({}): {}".format(filename, timer() - st)) + return res + + elif re.search(r"\.pdf$", filename, re.IGNORECASE): + pdf_parser = Pdf( + ) if parser_config.get("layout_recognize", True) else PlainParser() + sections, tbls = pdf_parser(filename if not binary else binary, + from_page=from_page, to_page=to_page, callback=callback) + res = tokenize_table(tbls, doc, eng) + + elif re.search(r"\.xlsx?$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + excel_parser = ExcelParser() + sections = [(l, "") for l in excel_parser.html(binary) if l] + + elif re.search(r"\.(txt|py|js|java|c|cpp|h|php|go|ts|sh|cs|kt)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections = TxtParser()(filename,binary,parser_config.get("chunk_token_num", 128)) + callback(0.8, "Finish parsing.") + + elif re.search(r"\.(md|markdown)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections, tbls = Markdown(int(parser_config.get("chunk_token_num", 128)))(filename, binary) + res = tokenize_table(tbls, doc, eng) + callback(0.8, "Finish parsing.") + + elif re.search(r"\.(htm|html)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections = HtmlParser()(filename, binary) + sections = [(l, "") for l in sections if l] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.json$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections = JsonParser(int(parser_config.get("chunk_token_num", 128)))(binary) + sections = [(l, "") for l in sections if l] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.doc$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + binary = BytesIO(binary) + doc_parsed = parser.from_buffer(binary) + sections = doc_parsed['content'].split('\n') + sections = [(l, "") for l in sections if l] + callback(0.8, "Finish parsing.") + + else: + raise NotImplementedError( + "file type not supported yet(pdf, xlsx, doc, docx, txt supported)") + + st = timer() + chunks = naive_merge( + sections, int(parser_config.get( + "chunk_token_num", 128)), parser_config.get( + "delimiter", "\n!?。；！？")) + if kwargs.get("section_only", False): + return chunks + + res.extend(tokenize_chunks(chunks, doc, eng, pdf_parser)) + cron_logger.info("naive_merge({}): {}".format(filename, timer() - st)) + return res + + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + + chunk(sys.argv[1], from_page=0, to_page=10, callback=dummy) diff --git a/rag/app/one.py b/rag/app/one.py new file mode 100644 index 0000000000000000000000000000000000000000..c0d132447814067d27b00dad859c1e8fb36bbfc1 --- /dev/null +++ b/rag/app/one.py @@ -0,0 +1,133 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from tika import parser +from io import BytesIO +import re +from rag.app import laws +from rag.nlp import rag_tokenizer, tokenize, find_codec +from deepdoc.parser import PdfParser, ExcelParser, PlainParser, HtmlParser + + +class Pdf(PdfParser): + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + callback(msg="OCR is running...") + self.__images__( + filename if not binary else binary, + zoomin, + from_page, + to_page, + callback + ) + callback(msg="OCR finished") + + from timeit import default_timer as timer + start = timer() + self._layouts_rec(zoomin, drop=False) + callback(0.63, "Layout analysis finished.") + print("layouts:", timer() - start) + self._table_transformer_job(zoomin) + callback(0.65, "Table analysis finished.") + self._text_merge() + callback(0.67, "Text merging finished") + tbls = self._extract_table_figure(True, zoomin, True, True) + self._concat_downward() + + sections = [(b["text"], self.get_position(b, zoomin)) + for i, b in enumerate(self.boxes)] + for (img, rows), poss in tbls: + if not rows:continue + sections.append((rows if isinstance(rows, str) else rows[0], + [(p[0] + 1 - from_page, p[1], p[2], p[3], p[4]) for p in poss])) + return [(txt, "") for txt, _ in sorted(sections, key=lambda x: ( + x[-1][0][0], x[-1][0][3], x[-1][0][1]))], None + + +def chunk(filename, binary=None, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + """ + Supported file formats are docx, pdf, excel, txt. + One file forms a chunk which maintains original text order. + """ + + eng = lang.lower() == "english" # is_english(cks) + + if re.search(r"\.docx$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections = [txt for txt in laws.Docx()(filename, binary) if txt] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.pdf$", filename, re.IGNORECASE): + pdf_parser = Pdf() if kwargs.get( + "parser_config", {}).get( + "layout_recognize", True) else PlainParser() + sections, _ = pdf_parser( + filename if not binary else binary, to_page=to_page, callback=callback) + sections = [s for s, _ in sections if s] + + elif re.search(r"\.xlsx?$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + excel_parser = ExcelParser() + sections = excel_parser.html(binary, 1000000000) + + elif re.search(r"\.txt$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(filename, "r") as f: + while True: + l = f.readline() + if not l: + break + txt += l + sections = txt.split("\n") + sections = [s for s in sections if s] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.(htm|html)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + sections = HtmlParser()(filename, binary) + sections = [s for s in sections if s] + callback(0.8, "Finish parsing.") + + elif re.search(r"\.doc$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + binary = BytesIO(binary) + doc_parsed = parser.from_buffer(binary) + sections = doc_parsed['content'].split('\n') + sections = [l for l in sections if l] + callback(0.8, "Finish parsing.") + + else: + raise NotImplementedError( + "file type not supported yet(doc, docx, pdf, txt supported)") + + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + tokenize(doc, "\n".join(sections), eng) + return [doc] + + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + + chunk(sys.argv[1], from_page=0, to_page=10, callback=dummy) diff --git a/rag/app/paper.py b/rag/app/paper.py new file mode 100644 index 0000000000000000000000000000000000000000..1b3c1df8a9b07a7d56d1c585b70b16e8b263519e --- /dev/null +++ b/rag/app/paper.py @@ -0,0 +1,287 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import copy +import re +from collections import Counter + +from api.db import ParserType +from rag.nlp import rag_tokenizer, tokenize, tokenize_table, add_positions, bullets_category, title_frequency, tokenize_chunks +from deepdoc.parser import PdfParser, PlainParser +import numpy as np +from rag.utils import num_tokens_from_string + + +class Pdf(PdfParser): + def __init__(self): + self.model_speciess = ParserType.PAPER.value + super().__init__() + + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + callback(msg="OCR is running...") + self.__images__( + filename if not binary else binary, + zoomin, + from_page, + to_page, + callback + ) + callback(msg="OCR finished.") + + from timeit import default_timer as timer + start = timer() + self._layouts_rec(zoomin) + callback(0.63, "Layout analysis finished") + print("layouts:", timer() - start) + self._table_transformer_job(zoomin) + callback(0.68, "Table analysis finished") + self._text_merge() + tbls = self._extract_table_figure(True, zoomin, True, True) + column_width = np.median([b["x1"] - b["x0"] for b in self.boxes]) + self._concat_downward() + self._filter_forpages() + callback(0.75, "Text merging finished.") + + # clean mess + if column_width < self.page_images[0].size[0] / zoomin / 2: + print("two_column...................", column_width, + self.page_images[0].size[0] / zoomin / 2) + self.boxes = self.sort_X_by_page(self.boxes, column_width / 2) + for b in self.boxes: + b["text"] = re.sub(r"([\t 　]|\u3000){2,}", " ", b["text"].strip()) + + def _begin(txt): + return re.match( + "[0-9. 一、i]*(introduction|abstract|摘要|引言|keywords|key words|关键词|background|背景|目录|前言|contents)", + txt.lower().strip()) + + if from_page > 0: + return { + "title": "", + "authors": "", + "abstract": "", + "sections": [(b["text"] + self._line_tag(b, zoomin), b.get("layoutno", "")) for b in self.boxes if + re.match(r"(text|title)", b.get("layoutno", "text"))], + "tables": tbls + } + # get title and authors + title = "" + authors = [] + i = 0 + while i < min(32, len(self.boxes)-1): + b = self.boxes[i] + i += 1 + if b.get("layoutno", "").find("title") >= 0: + title = b["text"] + if _begin(title): + title = "" + break + for j in range(3): + if _begin(self.boxes[i + j]["text"]): + break + authors.append(self.boxes[i + j]["text"]) + break + break + # get abstract + abstr = "" + i = 0 + while i + 1 < min(32, len(self.boxes)): + b = self.boxes[i] + i += 1 + txt = b["text"].lower().strip() + if re.match("(abstract|摘要)", txt): + if len(txt.split(" ")) > 32 or len(txt) > 64: + abstr = txt + self._line_tag(b, zoomin) + break + txt = self.boxes[i]["text"].lower().strip() + if len(txt.split(" ")) > 32 or len(txt) > 64: + abstr = txt + self._line_tag(self.boxes[i], zoomin) + i += 1 + break + if not abstr: + i = 0 + + callback( + 0.8, "Page {}~{}: Text merging finished".format( + from_page, min( + to_page, self.total_page))) + for b in self.boxes: + print(b["text"], b.get("layoutno")) + print(tbls) + + return { + "title": title, + "authors": " ".join(authors), + "abstract": abstr, + "sections": [(b["text"] + self._line_tag(b, zoomin), b.get("layoutno", "")) for b in self.boxes[i:] if + re.match(r"(text|title)", b.get("layoutno", "text"))], + "tables": tbls + } + + +def chunk(filename, binary=None, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + """ + Only pdf is supported. + The abstract of the paper will be sliced as an entire chunk, and will not be sliced partly. + """ + pdf_parser = None + if re.search(r"\.pdf$", filename, re.IGNORECASE): + if not kwargs.get("parser_config", {}).get("layout_recognize", True): + pdf_parser = PlainParser() + paper = { + "title": filename, + "authors": " ", + "abstract": "", + "sections": pdf_parser(filename if not binary else binary, from_page=from_page, to_page=to_page)[0], + "tables": [] + } + else: + pdf_parser = Pdf() + paper = pdf_parser(filename if not binary else binary, + from_page=from_page, to_page=to_page, callback=callback) + else: + raise NotImplementedError("file type not supported yet(pdf supported)") + + doc = {"docnm_kwd": filename, "authors_tks": rag_tokenizer.tokenize(paper["authors"]), + "title_tks": rag_tokenizer.tokenize(paper["title"] if paper["title"] else filename)} + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + doc["authors_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["authors_tks"]) + # is it English + eng = lang.lower() == "english" # pdf_parser.is_english + print("It's English.....", eng) + + res = tokenize_table(paper["tables"], doc, eng) + + if paper["abstract"]: + d = copy.deepcopy(doc) + txt = pdf_parser.remove_tag(paper["abstract"]) + d["important_kwd"] = ["abstract", "总结", "概括", "summary", "summarize"] + d["important_tks"] = " ".join(d["important_kwd"]) + d["image"], poss = pdf_parser.crop( + paper["abstract"], need_position=True) + add_positions(d, poss) + tokenize(d, txt, eng) + res.append(d) + + sorted_sections = paper["sections"] + # set pivot using the most frequent type of title, + # then merge between 2 pivot + bull = bullets_category([txt for txt, _ in sorted_sections]) + most_level, levels = title_frequency(bull, sorted_sections) + assert len(sorted_sections) == len(levels) + sec_ids = [] + sid = 0 + for i, lvl in enumerate(levels): + if lvl <= most_level and i > 0 and lvl != levels[i - 1]: + sid += 1 + sec_ids.append(sid) + print(lvl, sorted_sections[i][0], most_level, sid) + + chunks = [] + last_sid = -2 + for (txt, _), sec_id in zip(sorted_sections, sec_ids): + if sec_id == last_sid: + if chunks: + chunks[-1] += "\n" + txt + continue + chunks.append(txt) + last_sid = sec_id + res.extend(tokenize_chunks(chunks, doc, eng, pdf_parser)) + return res + + +""" + readed = [0] * len(paper["lines"]) + # find colon firstly + i = 0 + while i + 1 < len(paper["lines"]): + txt = pdf_parser.remove_tag(paper["lines"][i][0]) + j = i + if txt.strip("\n").strip()[-1] not in ":：": + i += 1 + continue + i += 1 + while i < len(paper["lines"]) and not paper["lines"][i][0]: + i += 1 + if i >= len(paper["lines"]): break + proj = [paper["lines"][i][0].strip()] + i += 1 + while i < len(paper["lines"]) and paper["lines"][i][0].strip()[0] == proj[-1][0]: + proj.append(paper["lines"][i]) + i += 1 + for k in range(j, i): readed[k] = True + txt = txt[::-1] + if eng: + r = re.search(r"(.*?) ([\\.;?!]|$)", txt) + txt = r.group(1)[::-1] if r else txt[::-1] + else: + r = re.search(r"(.*?) ([。？；！]|$)", txt) + txt = r.group(1)[::-1] if r else txt[::-1] + for p in proj: + d = copy.deepcopy(doc) + txt += "\n" + pdf_parser.remove_tag(p) + d["image"], poss = pdf_parser.crop(p, need_position=True) + add_positions(d, poss) + tokenize(d, txt, eng) + res.append(d) + + i = 0 + chunk = [] + tk_cnt = 0 + def add_chunk(): + nonlocal chunk, res, doc, pdf_parser, tk_cnt + d = copy.deepcopy(doc) + ck = "\n".join(chunk) + tokenize(d, pdf_parser.remove_tag(ck), pdf_parser.is_english) + d["image"], poss = pdf_parser.crop(ck, need_position=True) + add_positions(d, poss) + res.append(d) + chunk = [] + tk_cnt = 0 + + while i < len(paper["lines"]): + if tk_cnt > 128: + add_chunk() + if readed[i]: + i += 1 + continue + readed[i] = True + txt, layouts = paper["lines"][i] + txt_ = pdf_parser.remove_tag(txt) + i += 1 + cnt = num_tokens_from_string(txt_) + if any([ + layouts.find("title") >= 0 and chunk, + cnt + tk_cnt > 128 and tk_cnt > 32, + ]): + add_chunk() + chunk = [txt] + tk_cnt = cnt + else: + chunk.append(txt) + tk_cnt += cnt + + if chunk: add_chunk() + for i, d in enumerate(res): + print(d) + # d["image"].save(f"./logs/{i}.jpg") + return res +""" + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + chunk(sys.argv[1], callback=dummy) diff --git a/rag/app/picture.py b/rag/app/picture.py new file mode 100644 index 0000000000000000000000000000000000000000..0474b7594f2f9e44ea9ecc91e7d4635547cf420a --- /dev/null +++ b/rag/app/picture.py @@ -0,0 +1,52 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import io + +import numpy as np +from PIL import Image + +from api.db import LLMType +from api.db.services.llm_service import LLMBundle +from rag.nlp import tokenize +from deepdoc.vision import OCR + +ocr = OCR() + + +def chunk(filename, binary, tenant_id, lang, callback=None, **kwargs): + img = Image.open(io.BytesIO(binary)).convert('RGB') + doc = { + "docnm_kwd": filename, + "image": img + } + bxs = ocr(np.array(img)) + txt = "\n".join([t[0] for _, t in bxs if t[0]]) + eng = lang.lower() == "english" + callback(0.4, "Finish OCR: (%s ...)" % txt[:12]) + if (eng and len(txt.split(" ")) > 32) or len(txt) > 32: + tokenize(doc, txt, eng) + callback(0.8, "OCR results is too long to use CV LLM.") + return [doc] + + try: + callback(0.4, "Use CV LLM to describe the picture.") + cv_mdl = LLMBundle(tenant_id, LLMType.IMAGE2TEXT, lang=lang) + ans = cv_mdl.describe(binary) + callback(0.8, "CV LLM respond: %s ..." % ans[:32]) + txt += "\n" + ans + tokenize(doc, txt, eng) + return [doc] + except Exception as e: + callback(prog=-1, msg=str(e)) + + return [] diff --git a/rag/app/presentation.py b/rag/app/presentation.py new file mode 100644 index 0000000000000000000000000000000000000000..b6cf710b97e0158ccaecf98e3ab60c46e18bb1e5 --- /dev/null +++ b/rag/app/presentation.py @@ -0,0 +1,143 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import copy +import re +from io import BytesIO + +from PIL import Image + +from rag.nlp import tokenize, is_english +from rag.nlp import rag_tokenizer +from deepdoc.parser import PdfParser, PptParser, PlainParser +from PyPDF2 import PdfReader as pdf2_read + + +class Ppt(PptParser): + def __call__(self, fnm, from_page, to_page, callback=None): + txts = super().__call__(fnm, from_page, to_page) + + callback(0.5, "Text extraction finished.") + import aspose.slides as slides + import aspose.pydrawing as drawing + imgs = [] + with slides.Presentation(BytesIO(fnm)) as presentation: + for i, slide in enumerate(presentation.slides[from_page: to_page]): + buffered = BytesIO() + slide.get_thumbnail( + 0.5, 0.5).save( + buffered, drawing.imaging.ImageFormat.jpeg) + imgs.append(Image.open(buffered)) + assert len(imgs) == len( + txts), "Slides text and image do not match: {} vs. {}".format(len(imgs), len(txts)) + callback(0.9, "Image extraction finished") + self.is_english = is_english(txts) + return [(txts[i], imgs[i]) for i in range(len(txts))] + + +class Pdf(PdfParser): + def __init__(self): + super().__init__() + + def __garbage(self, txt): + txt = txt.lower().strip() + if re.match(r"[0-9\.,%/-]+$", txt): + return True + if len(txt) < 3: + return True + return False + + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + callback(msg="OCR is running...") + self.__images__(filename if not binary else binary, + zoomin, from_page, to_page, callback) + callback(0.8, "Page {}~{}: OCR finished".format( + from_page, min(to_page, self.total_page))) + assert len(self.boxes) == len(self.page_images), "{} vs. {}".format( + len(self.boxes), len(self.page_images)) + res = [] + for i in range(len(self.boxes)): + lines = "\n".join([b["text"] for b in self.boxes[i] + if not self.__garbage(b["text"])]) + res.append((lines, self.page_images[i])) + callback(0.9, "Page {}~{}: Parsing finished".format( + from_page, min(to_page, self.total_page))) + return res + + +class PlainPdf(PlainParser): + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, callback=None, **kwargs): + self.pdf = pdf2_read(filename if not binary else BytesIO(binary)) + page_txt = [] + for page in self.pdf.pages[from_page: to_page]: + page_txt.append(page.extract_text()) + callback(0.9, "Parsing finished") + return [(txt, None) for txt in page_txt] + + +def chunk(filename, binary=None, from_page=0, to_page=100000, + lang="Chinese", callback=None, **kwargs): + """ + The supported file formats are pdf, pptx. + Every page will be treated as a chunk. And the thumbnail of every page will be stored. + PPT file will be parsed by using this method automatically, setting-up for every PPT file is not necessary. + """ + eng = lang.lower() == "english" + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + res = [] + if re.search(r"\.pptx?$", filename, re.IGNORECASE): + ppt_parser = Ppt() + for pn, (txt, img) in enumerate(ppt_parser( + filename if not binary else binary, from_page, 1000000, callback)): + d = copy.deepcopy(doc) + pn += from_page + d["image"] = img + d["page_num_int"] = [pn + 1] + d["top_int"] = [0] + d["position_int"] = [(pn + 1, 0, img.size[0], 0, img.size[1])] + tokenize(d, txt, eng) + res.append(d) + return res + elif re.search(r"\.pdf$", filename, re.IGNORECASE): + pdf_parser = Pdf() if kwargs.get( + "parser_config", {}).get( + "layout_recognize", True) else PlainPdf() + for pn, (txt, img) in enumerate(pdf_parser(filename, binary, + from_page=from_page, to_page=to_page, callback=callback)): + d = copy.deepcopy(doc) + pn += from_page + if img: + d["image"] = img + d["page_num_int"] = [pn + 1] + d["top_int"] = [0] + d["position_int"] = [ + (pn + 1, 0, img.size[0] if img else 0, 0, img.size[1] if img else 0)] + tokenize(d, txt, eng) + res.append(d) + return res + + raise NotImplementedError( + "file type not supported yet(pptx, pdf supported)") + + +if __name__ == "__main__": + import sys + + def dummy(a, b): + pass + chunk(sys.argv[1], callback=dummy) diff --git a/rag/app/qa.py b/rag/app/qa.py new file mode 100644 index 0000000000000000000000000000000000000000..fee46ad578d74b9ffd7681424fa0c6ec3c2a9add --- /dev/null +++ b/rag/app/qa.py @@ -0,0 +1,422 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +from copy import deepcopy +from io import BytesIO +from timeit import default_timer as timer +from nltk import word_tokenize +from openpyxl import load_workbook +from rag.nlp import is_english, random_choices, find_codec, qbullets_category, add_positions, has_qbullet, docx_question_level +from rag.nlp import rag_tokenizer, tokenize_table, concat_img +from rag.settings import cron_logger +from deepdoc.parser import PdfParser, ExcelParser, DocxParser +from docx import Document +from PIL import Image +from markdown import markdown +class Excel(ExcelParser): + def __call__(self, fnm, binary=None, callback=None): + if not binary: + wb = load_workbook(fnm) + else: + wb = load_workbook(BytesIO(binary)) + total = 0 + for sheetname in wb.sheetnames: + total += len(list(wb[sheetname].rows)) + + res, fails = [], [] + for sheetname in wb.sheetnames: + ws = wb[sheetname] + rows = list(ws.rows) + for i, r in enumerate(rows): + q, a = "", "" + for cell in r: + if not cell.value: + continue + if not q: + q = str(cell.value) + elif not a: + a = str(cell.value) + else: + break + if q and a: + res.append((q, a)) + else: + fails.append(str(i + 1)) + if len(res) % 999 == 0: + callback(len(res) * + 0.6 / + total, ("Extract Q&A: {}".format(len(res)) + + (f"{len(fails)} failure, line: %s..." % + (",".join(fails[:3])) if fails else ""))) + + callback(0.6, ("Extract Q&A: {}. ".format(len(res)) + ( + f"{len(fails)} failure, line: %s..." % (",".join(fails[:3])) if fails else ""))) + self.is_english = is_english( + [rmPrefix(q) for q, _ in random_choices(res, k=30) if len(q) > 1]) + return res + +class Pdf(PdfParser): + def __call__(self, filename, binary=None, from_page=0, + to_page=100000, zoomin=3, callback=None): + start = timer() + callback(msg="OCR is running...") + self.__images__( + filename if not binary else binary, + zoomin, + from_page, + to_page, + callback + ) + callback(msg="OCR finished") + cron_logger.info("OCR({}~{}): {}".format(from_page, to_page, timer() - start)) + start = timer() + self._layouts_rec(zoomin, drop=False) + callback(0.63, "Layout analysis finished.") + self._table_transformer_job(zoomin) + callback(0.65, "Table analysis finished.") + self._text_merge() + callback(0.67, "Text merging finished") + tbls = self._extract_table_figure(True, zoomin, True, True) + #self._naive_vertical_merge() + # self._concat_downward() + #self._filter_forpages() + cron_logger.info("layouts: {}".format(timer() - start)) + sections = [b["text"] for b in self.boxes] + bull_x0_list = [] + q_bull, reg = qbullets_category(sections) + if q_bull == -1: + raise ValueError("Unable to recognize Q&A structure.") + qai_list = [] + last_q, last_a, last_tag = '', '', '' + last_index = -1 + last_box = {'text':''} + last_bull = None + def sort_key(element): + tbls_pn = element[1][0][0] + tbls_top = element[1][0][3] + return tbls_pn, tbls_top + tbls.sort(key=sort_key) + tbl_index = 0 + last_pn, last_bottom = 0, 0 + tbl_pn, tbl_left, tbl_right, tbl_top, tbl_bottom, tbl_tag, tbl_text = 1, 0, 0, 0, 0, '@@0\t0\t0\t0\t0##', '' + for box in self.boxes: + section, line_tag = box['text'], self._line_tag(box, zoomin) + has_bull, index = has_qbullet(reg, box, last_box, last_index, last_bull, bull_x0_list) + last_box, last_index, last_bull = box, index, has_bull + line_pn = float(line_tag.lstrip('@@').split('\t')[0]) + line_top = float(line_tag.rstrip('##').split('\t')[3]) + tbl_pn, tbl_left, tbl_right, tbl_top, tbl_bottom, tbl_tag, tbl_text = self.get_tbls_info(tbls, tbl_index) + if not has_bull: # No question bullet + if not last_q: + if tbl_pn < line_pn or (tbl_pn == line_pn and tbl_top <= line_top): # image passed + tbl_index += 1 + continue + else: + sum_tag = line_tag + sum_section = section + while ((tbl_pn == last_pn and tbl_top>= last_bottom) or (tbl_pn > last_pn)) \ + and ((tbl_pn == line_pn and tbl_top <= line_top) or (tbl_pn < line_pn)): # add image at the middle of current answer + sum_tag = f'{tbl_tag}{sum_tag}' + sum_section = f'{tbl_text}{sum_section}' + tbl_index += 1 + tbl_pn, tbl_left, tbl_right, tbl_top, tbl_bottom, tbl_tag, tbl_text = self.get_tbls_info(tbls, tbl_index) + last_a = f'{last_a}{sum_section}' + last_tag = f'{last_tag}{sum_tag}' + else: + if last_q: + while ((tbl_pn == last_pn and tbl_top>= last_bottom) or (tbl_pn > last_pn)) \ + and ((tbl_pn == line_pn and tbl_top <= line_top) or (tbl_pn < line_pn)): # add image at the end of last answer + last_tag = f'{last_tag}{tbl_tag}' + last_a = f'{last_a}{tbl_text}' + tbl_index += 1 + tbl_pn, tbl_left, tbl_right, tbl_top, tbl_bottom, tbl_tag, tbl_text = self.get_tbls_info(tbls, tbl_index) + image, poss = self.crop(last_tag, need_position=True) + qai_list.append((last_q, last_a, image, poss)) + last_q, last_a, last_tag = '', '', '' + last_q = has_bull.group() + _, end = has_bull.span() + last_a = section[end:] + last_tag = line_tag + last_bottom = float(line_tag.rstrip('##').split('\t')[4]) + last_pn = line_pn + if last_q: + qai_list.append((last_q, last_a, *self.crop(last_tag, need_position=True))) + return qai_list, tbls + def get_tbls_info(self, tbls, tbl_index): + if tbl_index >= len(tbls): + return 1, 0, 0, 0, 0, '@@0\t0\t0\t0\t0##', '' + tbl_pn = tbls[tbl_index][1][0][0]+1 + tbl_left = tbls[tbl_index][1][0][1] + tbl_right = tbls[tbl_index][1][0][2] + tbl_top = tbls[tbl_index][1][0][3] + tbl_bottom = tbls[tbl_index][1][0][4] + tbl_tag = "@@{}\t{:.1f}\t{:.1f}\t{:.1f}\t{:.1f}##" \ + .format(tbl_pn, tbl_left, tbl_right, tbl_top, tbl_bottom) + tbl_text = ''.join(tbls[tbl_index][0][1]) + return tbl_pn, tbl_left, tbl_right, tbl_top, tbl_bottom, tbl_tag, tbl_text +class Docx(DocxParser): + def __init__(self): + pass + def get_picture(self, document, paragraph): + img = paragraph._element.xpath('.//pic:pic') + if not img: + return None + img = img[0] + embed = img.xpath('.//a:blip/@r:embed')[0] + related_part = document.part.related_parts[embed] + image = related_part.image + image = Image.open(BytesIO(image.blob)).convert('RGB') + return image + + def __call__(self, filename, binary=None, from_page=0, to_page=100000, callback=None): + self.doc = Document( + filename) if not binary else Document(BytesIO(binary)) + pn = 0 + last_answer, last_image = "", None + question_stack, level_stack = [], [] + qai_list = [] + for p in self.doc.paragraphs: + if pn > to_page: + break + question_level, p_text = 0, '' + if from_page <= pn < to_page and p.text.strip(): + question_level, p_text = docx_question_level(p) + if not question_level or question_level > 6: # not a question + last_answer = f'{last_answer}\n{p_text}' + current_image = self.get_picture(self.doc, p) + last_image = concat_img(last_image, current_image) + else: # is a question + if last_answer or last_image: + sum_question = '\n'.join(question_stack) + if sum_question: + qai_list.append((sum_question, last_answer, last_image)) + last_answer, last_image = '', None + + i = question_level + while question_stack and i <= level_stack[-1]: + question_stack.pop() + level_stack.pop() + question_stack.append(p_text) + level_stack.append(question_level) + for run in p.runs: + if 'lastRenderedPageBreak' in run._element.xml: + pn += 1 + continue + if 'w:br' in run._element.xml and 'type="page"' in run._element.xml: + pn += 1 + if last_answer: + sum_question = '\n'.join(question_stack) + if sum_question: + qai_list.append((sum_question, last_answer, last_image)) + + tbls = [] + for tb in self.doc.tables: + html= "" + for r in tb.rows: + html += "" + i = 0 + while i < len(r.cells): + span = 1 + c = r.cells[i] + for j in range(i+1, len(r.cells)): + if c.text == r.cells[j].text: + span += 1 + i = j + i += 1 + html += f"" if span == 1 else f"" + html += "" + html += "
{c.text}{c.text}
" + tbls.append(((None, html), "")) + return qai_list, tbls + +def rmPrefix(txt): + return re.sub( + r"^(问题|答案|回答|user|assistant|Q|A|Question|Answer|问|答)[\t:： ]+", "", txt.strip(), flags=re.IGNORECASE) + + +def beAdocPdf(d, q, a, eng, image, poss): + qprefix = "Question: " if eng else "问题：" + aprefix = "Answer: " if eng else "回答：" + d["content_with_weight"] = "\t".join( + [qprefix + rmPrefix(q), aprefix + rmPrefix(a)]) + d["content_ltks"] = rag_tokenizer.tokenize(q) + d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"]) + d["image"] = image + add_positions(d, poss) + return d + +def beAdocDocx(d, q, a, eng, image): + qprefix = "Question: " if eng else "问题：" + aprefix = "Answer: " if eng else "回答：" + d["content_with_weight"] = "\t".join( + [qprefix + rmPrefix(q), aprefix + rmPrefix(a)]) + d["content_ltks"] = rag_tokenizer.tokenize(q) + d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"]) + d["image"] = image + return d + +def beAdoc(d, q, a, eng): + qprefix = "Question: " if eng else "问题：" + aprefix = "Answer: " if eng else "回答：" + d["content_with_weight"] = "\t".join( + [qprefix + rmPrefix(q), aprefix + rmPrefix(a)]) + d["content_ltks"] = rag_tokenizer.tokenize(q) + d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"]) + return d + + +def mdQuestionLevel(s): + match = re.match(r'#*', s) + return (len(match.group(0)), s.lstrip('#').lstrip()) if match else (0, s) + +def chunk(filename, binary=None, lang="Chinese", callback=None, **kwargs): + """ + Excel and csv(txt) format files are supported. + If the file is in excel format, there should be 2 column question and answer without header. + And question column is ahead of answer column. + And it's O.K if it has multiple sheets as long as the columns are rightly composed. + + If it's in csv format, it should be UTF-8 encoded. Use TAB as delimiter to separate question and answer. + + All the deformed lines will be ignored. + Every pair of Q&A will be treated as a chunk. + """ + eng = lang.lower() == "english" + res = [] + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + if re.search(r"\.xlsx?$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + excel_parser = Excel() + for q, a in excel_parser(filename, binary, callback): + res.append(beAdoc(deepcopy(doc), q, a, eng)) + return res + elif re.search(r"\.(txt|csv)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(filename, "r") as f: + while True: + l = f.readline() + if not l: + break + txt += l + lines = txt.split("\n") + comma, tab = 0, 0 + for l in lines: + if len(l.split(",")) == 2: comma += 1 + if len(l.split("\t")) == 2: tab += 1 + delimiter = "\t" if tab >= comma else "," + + fails = [] + question, answer = "", "" + i = 0 + while i < len(lines): + arr = lines[i].split(delimiter) + if len(arr) != 2: + if question: answer += "\n" + lines[i] + else: + fails.append(str(i+1)) + elif len(arr) == 2: + if question and answer: res.append(beAdoc(deepcopy(doc), question, answer, eng)) + question, answer = arr + i += 1 + if len(res) % 999 == 0: + callback(len(res) * 0.6 / len(lines), ("Extract Q&A: {}".format(len(res)) + ( + f"{len(fails)} failure, line: %s..." % (",".join(fails[:3])) if fails else ""))) + + if question: res.append(beAdoc(deepcopy(doc), question, answer, eng)) + + callback(0.6, ("Extract Q&A: {}".format(len(res)) + ( + f"{len(fails)} failure, line: %s..." % (",".join(fails[:3])) if fails else ""))) + + return res + elif re.search(r"\.pdf$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + pdf_parser = Pdf() + qai_list, tbls = pdf_parser(filename if not binary else binary, + from_page=0, to_page=10000, callback=callback) + + + for q, a, image, poss in qai_list: + res.append(beAdocPdf(deepcopy(doc), q, a, eng, image, poss)) + return res + elif re.search(r"\.(md|markdown)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(filename, "r") as f: + while True: + l = f.readline() + if not l: + break + txt += l + lines = txt.split("\n") + last_question, last_answer = "", "" + question_stack, level_stack = [], [] + code_block = False + level_index = [-1] * 7 + for index, l in enumerate(lines): + if l.strip().startswith('```'): + code_block = not code_block + question_level, question = 0, '' + if not code_block: + question_level, question = mdQuestionLevel(l) + + if not question_level or question_level > 6: # not a question + last_answer = f'{last_answer}\n{l}' + else: # is a question + if last_answer.strip(): + sum_question = '\n'.join(question_stack) + if sum_question: + res.append(beAdoc(deepcopy(doc), sum_question, markdown(last_answer, extensions=['markdown.extensions.tables']), eng)) + last_answer = '' + + i = question_level + while question_stack and i <= level_stack[-1]: + question_stack.pop() + level_stack.pop() + question_stack.append(question) + level_stack.append(question_level) + if last_answer.strip(): + sum_question = '\n'.join(question_stack) + if sum_question: + res.append(beAdoc(deepcopy(doc), sum_question, markdown(last_answer, extensions=['markdown.extensions.tables']), eng)) + return res + elif re.search(r"\.docx$", filename, re.IGNORECASE): + docx_parser = Docx() + qai_list, tbls = docx_parser(filename, binary, + from_page=0, to_page=10000, callback=callback) + res = tokenize_table(tbls, doc, eng) + for q, a, image in qai_list: + res.append(beAdocDocx(deepcopy(doc), q, a, eng, image)) + return res + + raise NotImplementedError( + "Excel, csv(txt), pdf, markdown and docx format files are supported.") + + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + chunk(sys.argv[1], from_page=0, to_page=10, callback=dummy) \ No newline at end of file diff --git a/rag/app/resume.py b/rag/app/resume.py new file mode 100644 index 0000000000000000000000000000000000000000..95c19fa7ddba8ba88d1aa9a4437c5b669b00ea16 --- /dev/null +++ b/rag/app/resume.py @@ -0,0 +1,173 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import base64 +import datetime +import json +import re + +import pandas as pd +import requests +from api.db.services.knowledgebase_service import KnowledgebaseService +from rag.nlp import rag_tokenizer +from deepdoc.parser.resume import refactor +from deepdoc.parser.resume import step_one, step_two +from rag.settings import cron_logger +from rag.utils import rmSpace + +forbidden_select_fields4resume = [ + "name_pinyin_kwd", "edu_first_fea_kwd", "degree_kwd", "sch_rank_kwd", "edu_fea_kwd" +] + + +def remote_call(filename, binary): + q = { + "header": { + "uid": 1, + "user": "kevinhu", + "log_id": filename + }, + "request": { + "p": { + "request_id": "1", + "encrypt_type": "base64", + "filename": filename, + "langtype": '', + "fileori": base64.b64encode(binary).decode('utf-8') + }, + "c": "resume_parse_module", + "m": "resume_parse" + } + } + for _ in range(3): + try: + resume = requests.post( + "http://127.0.0.1:61670/tog", + data=json.dumps(q)) + resume = resume.json()["response"]["results"] + resume = refactor(resume) + for k in ["education", "work", "project", + "training", "skill", "certificate", "language"]: + if not resume.get(k) and k in resume: + del resume[k] + + resume = step_one.refactor(pd.DataFrame([{"resume_content": json.dumps(resume), "tob_resume_id": "x", + "updated_at": datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")}])) + resume = step_two.parse(resume) + return resume + except Exception as e: + cron_logger.error("Resume parser error: " + str(e)) + return {} + + +def chunk(filename, binary=None, callback=None, **kwargs): + """ + The supported file formats are pdf, docx and txt. + To maximize the effectiveness, parse the resume correctly, please concat us: https://github.com/infiniflow/ragflow + """ + if not re.search(r"\.(pdf|doc|docx|txt)$", filename, flags=re.IGNORECASE): + raise NotImplementedError("file type not supported yet(pdf supported)") + + if not binary: + with open(filename, "rb") as f: + binary = f.read() + + callback(0.2, "Resume parsing is going on...") + resume = remote_call(filename, binary) + if len(resume.keys()) < 7: + callback(-1, "Resume is not successfully parsed.") + raise Exception("Resume parser remote call fail!") + callback(0.6, "Done parsing. Chunking...") + print(json.dumps(resume, ensure_ascii=False, indent=2)) + + field_map = { + "name_kwd": "姓名/名字", + "name_pinyin_kwd": "姓名拼音/名字拼音", + "gender_kwd": "性别（男，女）", + "age_int": "年龄/岁/年纪", + "phone_kwd": "电话/手机/微信", + "email_tks": "email/e-mail/邮箱", + "position_name_tks": "职位/职能/岗位/职责", + "expect_city_names_tks": "期望城市", + "work_exp_flt": "工作年限/工作年份/N年经验/毕业了多少年", + "corporation_name_tks": "最近就职(上班)的公司/上一家公司", + + "first_school_name_tks": "第一学历毕业学校", + "first_degree_kwd": "第一学历（高中，职高，硕士，本科，博士，初中，中技，中专，专科，专升本，MPA，MBA，EMBA）", + "highest_degree_kwd": "最高学历（高中，职高，硕士，本科，博士，初中，中技，中专，专科，专升本，MPA，MBA，EMBA）", + "first_major_tks": "第一学历专业", + "edu_first_fea_kwd": "第一学历标签（211，留学，双一流，985，海外知名，重点大学，中专，专升本，专科，本科，大专）", + + "degree_kwd": "过往学历（高中，职高，硕士，本科，博士，初中，中技，中专，专科，专升本，MPA，MBA，EMBA）", + "major_tks": "学过的专业/过往专业", + "school_name_tks": "学校/毕业院校", + "sch_rank_kwd": "学校标签（顶尖学校，精英学校，优质学校，一般学校）", + "edu_fea_kwd": "教育标签（211，留学，双一流，985，海外知名，重点大学，中专，专升本，专科，本科，大专）", + + "corp_nm_tks": "就职过的公司/之前的公司/上过班的公司", + "edu_end_int": "毕业年份", + "industry_name_tks": "所在行业", + + "birth_dt": "生日/出生年份", + "expect_position_name_tks": "期望职位/期望职能/期望岗位", + } + + titles = [] + for n in ["name_kwd", "gender_kwd", "position_name_tks", "age_int"]: + v = resume.get(n, "") + if isinstance(v, list): + v = v[0] + if n.find("tks") > 0: + v = rmSpace(v) + titles.append(str(v)) + doc = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize("-".join(titles) + "-简历") + } + doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) + pairs = [] + for n, m in field_map.items(): + if not resume.get(n): + continue + v = resume[n] + if isinstance(v, list): + v = " ".join(v) + if n.find("tks") > 0: + v = rmSpace(v) + pairs.append((m, str(v))) + + doc["content_with_weight"] = "\n".join( + ["{}: {}".format(re.sub(r"（[^（）]+）", "", k), v) for k, v in pairs]) + doc["content_ltks"] = rag_tokenizer.tokenize(doc["content_with_weight"]) + doc["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(doc["content_ltks"]) + for n, _ in field_map.items(): + if n not in resume: + continue + if isinstance(resume[n], list) and ( + len(resume[n]) == 1 or n not in forbidden_select_fields4resume): + resume[n] = resume[n][0] + if n.find("_tks") > 0: + resume[n] = rag_tokenizer.fine_grained_tokenize(resume[n]) + doc[n] = resume[n] + + print(doc) + KnowledgebaseService.update_parser_config( + kwargs["kb_id"], {"field_map": field_map}) + return [doc] + + +if __name__ == "__main__": + import sys + + def dummy(a, b): + pass + chunk(sys.argv[1], callback=dummy) diff --git a/rag/app/table.py b/rag/app/table.py new file mode 100644 index 0000000000000000000000000000000000000000..368d1ce85a51a669a46b5af470c0ae1feae7772b --- /dev/null +++ b/rag/app/table.py @@ -0,0 +1,252 @@ +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import copy +import re +from io import BytesIO +from xpinyin import Pinyin +import numpy as np +import pandas as pd +from openpyxl import load_workbook +from dateutil.parser import parse as datetime_parse + +from api.db.services.knowledgebase_service import KnowledgebaseService +from rag.nlp import rag_tokenizer, is_english, tokenize, find_codec +from deepdoc.parser import ExcelParser + + +class Excel(ExcelParser): + def __call__(self, fnm, binary=None, from_page=0, + to_page=10000000000, callback=None): + if not binary: + wb = load_workbook(fnm) + else: + wb = load_workbook(BytesIO(binary)) + total = 0 + for sheetname in wb.sheetnames: + total += len(list(wb[sheetname].rows)) + + res, fails, done = [], [], 0 + rn = 0 + for sheetname in wb.sheetnames: + ws = wb[sheetname] + rows = list(ws.rows) + if not rows:continue + headers = [cell.value for cell in rows[0]] + missed = set([i for i, h in enumerate(headers) if h is None]) + headers = [ + cell.value for i, + cell in enumerate( + rows[0]) if i not in missed] + if not headers:continue + data = [] + for i, r in enumerate(rows[1:]): + rn += 1 + if rn - 1 < from_page: + continue + if rn - 1 >= to_page: + break + row = [ + cell.value for ii, + cell in enumerate(r) if ii not in missed] + if len(row) != len(headers): + fails.append(str(i)) + continue + data.append(row) + done += 1 + res.append(pd.DataFrame(np.array(data), columns=headers)) + + callback(0.3, ("Extract records: {}~{}".format(from_page + 1, min(to_page, from_page + rn)) + ( + f"{len(fails)} failure, line: %s..." % (",".join(fails[:3])) if fails else ""))) + return res + + +def trans_datatime(s): + try: + return datetime_parse(s.strip()).strftime("%Y-%m-%d %H:%M:%S") + except Exception as e: + pass + + +def trans_bool(s): + if re.match(r"(true|yes|是|\*|✓|✔|☑|✅|√)$", + str(s).strip(), flags=re.IGNORECASE): + return "yes" + if re.match(r"(false|no|否|⍻|×)$", str(s).strip(), flags=re.IGNORECASE): + return "no" + + +def column_data_type(arr): + arr = list(arr) + uni = len(set([a for a in arr if a is not None])) + counts = {"int": 0, "float": 0, "text": 0, "datetime": 0, "bool": 0} + trans = {t: f for f, t in + [(int, "int"), (float, "float"), (trans_datatime, "datetime"), (trans_bool, "bool"), (str, "text")]} + for a in arr: + if a is None: + continue + if re.match(r"[+-]?[0-9]+(\.0+)?$", str(a).replace("%%", "")): + counts["int"] += 1 + elif re.match(r"[+-]?[0-9.]+$", str(a).replace("%%", "")): + counts["float"] += 1 + elif re.match(r"(true|yes|是|\*|✓|✔|☑|✅|√|false|no|否|⍻|×)$", str(a), flags=re.IGNORECASE): + counts["bool"] += 1 + elif trans_datatime(str(a)): + counts["datetime"] += 1 + else: + counts["text"] += 1 + counts = sorted(counts.items(), key=lambda x: x[1] * -1) + ty = counts[0][0] + for i in range(len(arr)): + if arr[i] is None: + continue + try: + arr[i] = trans[ty](str(arr[i])) + except Exception as e: + arr[i] = None + # if ty == "text": + # if len(arr) > 128 and uni / len(arr) < 0.1: + # ty = "keyword" + return arr, ty + + +def chunk(filename, binary=None, from_page=0, to_page=10000000000, + lang="Chinese", callback=None, **kwargs): + """ + Excel and csv(txt) format files are supported. + For csv or txt file, the delimiter between columns is TAB. + The first line must be column headers. + Column headers must be meaningful terms inorder to make our NLP model understanding. + It's good to enumerate some synonyms using slash '/' to separate, and even better to + enumerate values using brackets like 'gender/sex(male, female)'. + Here are some examples for headers: + 1. supplier/vendor\tcolor(yellow, red, brown)\tgender/sex(male, female)\tsize(M,L,XL,XXL) + 2. 姓名/名字\t电话/手机/微信\t最高学历（高中，职高，硕士，本科，博士，初中，中技，中专，专科，专升本，MPA，MBA，EMBA） + + Every row in table will be treated as a chunk. + """ + + if re.search(r"\.xlsx?$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + excel_parser = Excel() + dfs = excel_parser( + filename, + binary, + from_page=from_page, + to_page=to_page, + callback=callback) + elif re.search(r"\.(txt|csv)$", filename, re.IGNORECASE): + callback(0.1, "Start to parse.") + txt = "" + if binary: + encoding = find_codec(binary) + txt = binary.decode(encoding, errors="ignore") + else: + with open(filename, "r") as f: + while True: + l = f.readline() + if not l: + break + txt += l + lines = txt.split("\n") + fails = [] + headers = lines[0].split(kwargs.get("delimiter", "\t")) + rows = [] + for i, line in enumerate(lines[1:]): + if i < from_page: + continue + if i >= to_page: + break + row = [l for l in line.split(kwargs.get("delimiter", "\t"))] + if len(row) != len(headers): + fails.append(str(i)) + continue + rows.append(row) + + callback(0.3, ("Extract records: {}~{}".format(from_page, min(len(lines), to_page)) + ( + f"{len(fails)} failure, line: %s..." % (",".join(fails[:3])) if fails else ""))) + + dfs = [pd.DataFrame(np.array(rows), columns=headers)] + + else: + raise NotImplementedError( + "file type not supported yet(excel, text, csv supported)") + + res = [] + PY = Pinyin() + fieds_map = { + "text": "_tks", + "int": "_long", + "keyword": "_kwd", + "float": "_flt", + "datetime": "_dt", + "bool": "_kwd"} + for df in dfs: + for n in ["id", "_id", "index", "idx"]: + if n in df.columns: + del df[n] + clmns = df.columns.values + txts = list(copy.deepcopy(clmns)) + py_clmns = [ + PY.get_pinyins( + re.sub( + r"(/.*|（[^（）]+?）|\([^()]+?\))", + "", + str(n)), + '_')[0] for n in clmns] + clmn_tys = [] + for j in range(len(clmns)): + cln, ty = column_data_type(df[clmns[j]]) + clmn_tys.append(ty) + df[clmns[j]] = cln + if ty == "text": + txts.extend([str(c) for c in cln if c]) + clmns_map = [(py_clmns[i].lower() + fieds_map[clmn_tys[i]], str(clmns[i]).replace("_", " ")) + for i in range(len(clmns))] + + eng = lang.lower() == "english" # is_english(txts) + for ii, row in df.iterrows(): + d = { + "docnm_kwd": filename, + "title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)) + } + row_txt = [] + for j in range(len(clmns)): + if row[clmns[j]] is None: + continue + if not str(row[clmns[j]]): + continue + if pd.isna(row[clmns[j]]): + continue + fld = clmns_map[j][0] + d[fld] = row[clmns[j]] if clmn_tys[j] != "text" else rag_tokenizer.tokenize( + row[clmns[j]]) + row_txt.append("{}:{}".format(clmns[j], row[clmns[j]])) + if not row_txt: + continue + tokenize(d, "; ".join(row_txt), eng) + res.append(d) + + KnowledgebaseService.update_parser_config( + kwargs["kb_id"], {"field_map": {k: v for k, v in clmns_map}}) + callback(0.35, "") + + return res + + +if __name__ == "__main__": + import sys + + def dummy(prog=None, msg=""): + pass + + chunk(sys.argv[1], callback=dummy) diff --git a/rag/llm/__init__.py b/rag/llm/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..eebe8bfa92fe111a2a5be4f7e1fd1dd9c5a36463 --- /dev/null +++ b/rag/llm/__init__.py @@ -0,0 +1,109 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from .embedding_model import * +from .chat_model import * +from .cv_model import * +from .rerank_model import * +from .sequence2txt_model import * + +EmbeddingModel = { + "Ollama": OllamaEmbed, + "LocalAI": LocalAIEmbed, + "OpenAI": OpenAIEmbed, + "Azure-OpenAI": AzureEmbed, + "Xinference": XinferenceEmbed, + "Tongyi-Qianwen": QWenEmbed, + "ZHIPU-AI": ZhipuEmbed, + "FastEmbed": FastEmbed, + "Youdao": YoudaoEmbed, + "BaiChuan": BaiChuanEmbed, + "Jina": JinaEmbed, + "BAAI": DefaultEmbedding, + "Mistral": MistralEmbed, + "Bedrock": BedrockEmbed, + "Gemini": GeminiEmbed, + "NVIDIA": NvidiaEmbed, + "LM-Studio": LmStudioEmbed, + "OpenAI-API-Compatible": OpenAI_APIEmbed, + "cohere": CoHereEmbed +} + + +CvModel = { + "OpenAI": GptV4, + "Azure-OpenAI": AzureGptV4, + "Ollama": OllamaCV, + "Xinference": XinferenceCV, + "Tongyi-Qianwen": QWenCV, + "ZHIPU-AI": Zhipu4V, + "Moonshot": LocalCV, + "Gemini": GeminiCV, + "OpenRouter": OpenRouterCV, + "LocalAI": LocalAICV, + "NVIDIA": NvidiaCV, + "LM-Studio": LmStudioCV, + "StepFun":StepFunCV, + "OpenAI-API-Compatible": OpenAI_APICV +} + + +ChatModel = { + "OpenAI": GptTurbo, + "Azure-OpenAI": AzureChat, + "ZHIPU-AI": ZhipuChat, + "Tongyi-Qianwen": QWenChat, + "Ollama": OllamaChat, + "LocalAI": LocalAIChat, + "Xinference": XinferenceChat, + "Moonshot": MoonshotChat, + "DeepSeek": DeepSeekChat, + "VolcEngine": VolcEngineChat, + "BaiChuan": BaiChuanChat, + "MiniMax": MiniMaxChat, + "Minimax": MiniMaxChat, + "Mistral": MistralChat, + "Gemini": GeminiChat, + "Bedrock": BedrockChat, + "Groq": GroqChat, + "OpenRouter": OpenRouterChat, + "StepFun": StepFunChat, + "NVIDIA": NvidiaChat, + "LM-Studio": LmStudioChat, + "OpenAI-API-Compatible": OpenAI_APIChat, + "cohere": CoHereChat, + "LeptonAI": LeptonAIChat +} + + +RerankModel = { + "BAAI": DefaultRerank, + "Jina": JinaRerank, + "Youdao": YoudaoRerank, + "Xinference": XInferenceRerank, + "NVIDIA": NvidiaRerank, + "LM-Studio": LmStudioRerank, + "OpenAI-API-Compatible": OpenAI_APIRerank, + "cohere": CoHereRerank +} + + +Seq2txtModel = { + "OpenAI": GPTSeq2txt, + "Tongyi-Qianwen": QWenSeq2txt, + "Ollama": OllamaSeq2txt, + "Azure-OpenAI": AzureSeq2txt, + "Xinference": XinferenceSeq2txt +} diff --git a/rag/llm/chat_model.py b/rag/llm/chat_model.py new file mode 100644 index 0000000000000000000000000000000000000000..04463e931fa4feb1a4fa53e69cee72ba6b11c9ee --- /dev/null +++ b/rag/llm/chat_model.py @@ -0,0 +1,990 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from openai.lib.azure import AzureOpenAI +from zhipuai import ZhipuAI +from dashscope import Generation +from abc import ABC +from openai import OpenAI +import openai +from ollama import Client +from volcengine.maas.v2 import MaasService +from rag.nlp import is_english +from rag.utils import num_tokens_from_string +from groq import Groq +import os +import json +import requests +import asyncio + +class Base(ABC): + def __init__(self, key, model_name, base_url): + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + **gen_conf) + ans = response.choices[0].message.content.strip() + if response.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, response.usage.total_tokens + except openai.APIError as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + ans = "" + total_tokens = 0 + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + stream=True, + **gen_conf) + for resp in response: + if not resp.choices:continue + if not resp.choices[0].delta.content: + resp.choices[0].delta.content = "" + ans += resp.choices[0].delta.content + total_tokens = ( + ( + total_tokens + + num_tokens_from_string(resp.choices[0].delta.content) + ) + if not hasattr(resp, "usage") or not resp.usage + else resp.usage.get("total_tokens",total_tokens) + ) + if resp.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + yield ans + + except openai.APIError as e: + yield ans + "\n**ERROR**: " + str(e) + + yield total_tokens + + +class GptTurbo(Base): + def __init__(self, key, model_name="gpt-3.5-turbo", base_url="https://api.openai.com/v1"): + if not base_url: base_url="https://api.openai.com/v1" + super().__init__(key, model_name, base_url) + + +class MoonshotChat(Base): + def __init__(self, key, model_name="moonshot-v1-8k", base_url="https://api.moonshot.cn/v1"): + if not base_url: base_url="https://api.moonshot.cn/v1" + super().__init__(key, model_name, base_url) + + +class XinferenceChat(Base): + def __init__(self, key=None, model_name="", base_url=""): + if not base_url: + raise ValueError("Local llm url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + key = "xxx" + super().__init__(key, model_name, base_url) + + +class DeepSeekChat(Base): + def __init__(self, key, model_name="deepseek-chat", base_url="https://api.deepseek.com/v1"): + if not base_url: base_url="https://api.deepseek.com/v1" + super().__init__(key, model_name, base_url) + + +class AzureChat(Base): + def __init__(self, key, model_name, **kwargs): + self.client = AzureOpenAI(api_key=key, azure_endpoint=kwargs["base_url"], api_version="2024-02-01") + self.model_name = model_name + + +class BaiChuanChat(Base): + def __init__(self, key, model_name="Baichuan3-Turbo", base_url="https://api.baichuan-ai.com/v1"): + if not base_url: + base_url = "https://api.baichuan-ai.com/v1" + super().__init__(key, model_name, base_url) + + @staticmethod + def _format_params(params): + return { + "temperature": params.get("temperature", 0.3), + "max_tokens": params.get("max_tokens", 2048), + "top_p": params.get("top_p", 0.85), + } + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + extra_body={ + "tools": [{ + "type": "web_search", + "web_search": { + "enable": True, + "search_mode": "performance_first" + } + }] + }, + **self._format_params(gen_conf)) + ans = response.choices[0].message.content.strip() + if response.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, response.usage.total_tokens + except openai.APIError as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + ans = "" + total_tokens = 0 + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + extra_body={ + "tools": [{ + "type": "web_search", + "web_search": { + "enable": True, + "search_mode": "performance_first" + } + }] + }, + stream=True, + **self._format_params(gen_conf)) + for resp in response: + if not resp.choices:continue + if not resp.choices[0].delta.content: + resp.choices[0].delta.content = "" + ans += resp.choices[0].delta.content + total_tokens = ( + ( + total_tokens + + num_tokens_from_string(resp.choices[0].delta.content) + ) + if not hasattr(resp, "usage") + else resp.usage["total_tokens"] + ) + if resp.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + yield ans + + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield total_tokens + + +class QWenChat(Base): + def __init__(self, key, model_name=Generation.Models.qwen_turbo, **kwargs): + import dashscope + dashscope.api_key = key + self.model_name = model_name + + def chat(self, system, history, gen_conf): + from http import HTTPStatus + if system: + history.insert(0, {"role": "system", "content": system}) + response = Generation.call( + self.model_name, + messages=history, + result_format='message', + **gen_conf + ) + ans = "" + tk_count = 0 + if response.status_code == HTTPStatus.OK: + ans += response.output.choices[0]['message']['content'] + tk_count += response.usage.total_tokens + if response.output.choices[0].get("finish_reason", "") == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, tk_count + + return "**ERROR**: " + response.message, tk_count + + def chat_streamly(self, system, history, gen_conf): + from http import HTTPStatus + if system: + history.insert(0, {"role": "system", "content": system}) + ans = "" + tk_count = 0 + try: + response = Generation.call( + self.model_name, + messages=history, + result_format='message', + stream=True, + **gen_conf + ) + for resp in response: + if resp.status_code == HTTPStatus.OK: + ans = resp.output.choices[0]['message']['content'] + tk_count = resp.usage.total_tokens + if resp.output.choices[0].get("finish_reason", "") == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + yield ans + else: + yield ans + "\n**ERROR**: " + resp.message if str(resp.message).find("Access")<0 else "Out of credit. Please set the API key in **settings > Model providers.**" + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield tk_count + + +class ZhipuChat(Base): + def __init__(self, key, model_name="glm-3-turbo", **kwargs): + self.client = ZhipuAI(api_key=key) + self.model_name = model_name + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + try: + if "presence_penalty" in gen_conf: del gen_conf["presence_penalty"] + if "frequency_penalty" in gen_conf: del gen_conf["frequency_penalty"] + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + **gen_conf + ) + ans = response.choices[0].message.content.strip() + if response.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, response.usage.total_tokens + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + if "presence_penalty" in gen_conf: del gen_conf["presence_penalty"] + if "frequency_penalty" in gen_conf: del gen_conf["frequency_penalty"] + ans = "" + tk_count = 0 + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + stream=True, + **gen_conf + ) + for resp in response: + if not resp.choices[0].delta.content:continue + delta = resp.choices[0].delta.content + ans += delta + if resp.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + tk_count = resp.usage.total_tokens + if resp.choices[0].finish_reason == "stop": tk_count = resp.usage.total_tokens + yield ans + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield tk_count + + +class OllamaChat(Base): + def __init__(self, key, model_name, **kwargs): + self.client = Client(host=kwargs["base_url"]) + self.model_name = model_name + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + try: + options = {} + if "temperature" in gen_conf: options["temperature"] = gen_conf["temperature"] + if "max_tokens" in gen_conf: options["num_predict"] = gen_conf["max_tokens"] + if "top_p" in gen_conf: options["top_k"] = gen_conf["top_p"] + if "presence_penalty" in gen_conf: options["presence_penalty"] = gen_conf["presence_penalty"] + if "frequency_penalty" in gen_conf: options["frequency_penalty"] = gen_conf["frequency_penalty"] + response = self.client.chat( + model=self.model_name, + messages=history, + options=options, + keep_alive=-1 + ) + ans = response["message"]["content"].strip() + return ans, response["eval_count"] + response.get("prompt_eval_count", 0) + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + options = {} + if "temperature" in gen_conf: options["temperature"] = gen_conf["temperature"] + if "max_tokens" in gen_conf: options["num_predict"] = gen_conf["max_tokens"] + if "top_p" in gen_conf: options["top_k"] = gen_conf["top_p"] + if "presence_penalty" in gen_conf: options["presence_penalty"] = gen_conf["presence_penalty"] + if "frequency_penalty" in gen_conf: options["frequency_penalty"] = gen_conf["frequency_penalty"] + ans = "" + try: + response = self.client.chat( + model=self.model_name, + messages=history, + stream=True, + options=options, + keep_alive=-1 + ) + for resp in response: + if resp["done"]: + yield resp.get("prompt_eval_count", 0) + resp.get("eval_count", 0) + ans += resp["message"]["content"] + yield ans + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + yield 0 + + +class LocalAIChat(Base): + def __init__(self, key, model_name, base_url): + if not base_url: + raise ValueError("Local llm url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key="empty", base_url=base_url) + self.model_name = model_name.split("___")[0] + + +class LocalLLM(Base): + class RPCProxy: + def __init__(self, host, port): + self.host = host + self.port = int(port) + self.__conn() + + def __conn(self): + from multiprocessing.connection import Client + + self._connection = Client( + (self.host, self.port), authkey=b"infiniflow-token4kevinhu" + ) + + def __getattr__(self, name): + import pickle + + def do_rpc(*args, **kwargs): + for _ in range(3): + try: + self._connection.send(pickle.dumps((name, args, kwargs))) + return pickle.loads(self._connection.recv()) + except Exception as e: + self.__conn() + raise Exception("RPC connection lost!") + + return do_rpc + + def __init__(self, key, model_name): + from jina import Client + + self.client = Client(port=12345, protocol="grpc", asyncio=True) + + def _prepare_prompt(self, system, history, gen_conf): + from rag.svr.jina_server import Prompt,Generation + if system: + history.insert(0, {"role": "system", "content": system}) + if "max_tokens" in gen_conf: + gen_conf["max_new_tokens"] = gen_conf.pop("max_tokens") + return Prompt(message=history, gen_conf=gen_conf) + + def _stream_response(self, endpoint, prompt): + from rag.svr.jina_server import Prompt,Generation + answer = "" + try: + res = self.client.stream_doc( + on=endpoint, inputs=prompt, return_type=Generation + ) + loop = asyncio.get_event_loop() + try: + while True: + answer = loop.run_until_complete(res.__anext__()).text + yield answer + except StopAsyncIteration: + pass + except Exception as e: + yield answer + "\n**ERROR**: " + str(e) + yield num_tokens_from_string(answer) + + def chat(self, system, history, gen_conf): + prompt = self._prepare_prompt(system, history, gen_conf) + chat_gen = self._stream_response("/chat", prompt) + ans = next(chat_gen) + total_tokens = next(chat_gen) + return ans, total_tokens + + def chat_streamly(self, system, history, gen_conf): + prompt = self._prepare_prompt(system, history, gen_conf) + return self._stream_response("/stream", prompt) + + +class VolcEngineChat(Base): + def __init__(self, key, model_name, base_url): + """ + Since do not want to modify the original database fields, and the VolcEngine authentication method is quite special, + Assemble ak, sk, ep_id into api_key, store it as a dictionary type, and parse it for use + model_name is for display only + """ + self.client = MaasService('maas-api.ml-platform-cn-beijing.volces.com', 'cn-beijing') + self.volc_ak = eval(key).get('volc_ak', '') + self.volc_sk = eval(key).get('volc_sk', '') + self.client.set_ak(self.volc_ak) + self.client.set_sk(self.volc_sk) + self.model_name = eval(key).get('ep_id', '') + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + try: + req = { + "parameters": { + "min_new_tokens": gen_conf.get("min_new_tokens", 1), + "top_k": gen_conf.get("top_k", 0), + "max_prompt_tokens": gen_conf.get("max_prompt_tokens", 30000), + "temperature": gen_conf.get("temperature", 0.1), + "max_new_tokens": gen_conf.get("max_tokens", 1000), + "top_p": gen_conf.get("top_p", 0.3), + }, + "messages": history + } + response = self.client.chat(self.model_name, req) + ans = response.choices[0].message.content.strip() + if response.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, response.usage.total_tokens + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + ans = "" + tk_count = 0 + try: + req = { + "parameters": { + "min_new_tokens": gen_conf.get("min_new_tokens", 1), + "top_k": gen_conf.get("top_k", 0), + "max_prompt_tokens": gen_conf.get("max_prompt_tokens", 30000), + "temperature": gen_conf.get("temperature", 0.1), + "max_new_tokens": gen_conf.get("max_tokens", 1000), + "top_p": gen_conf.get("top_p", 0.3), + }, + "messages": history + } + stream = self.client.stream_chat(self.model_name, req) + for resp in stream: + if not resp.choices[0].message.content: + continue + ans += resp.choices[0].message.content + if resp.choices[0].finish_reason == "stop": + tk_count = resp.usage.total_tokens + yield ans + + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + yield tk_count + + +class MiniMaxChat(Base): + def __init__( + self, + key, + model_name, + base_url="https://api.minimax.chat/v1/text/chatcompletion_v2", + ): + if not base_url: + base_url = "https://api.minimax.chat/v1/text/chatcompletion_v2" + self.base_url = base_url + self.model_name = model_name + self.api_key = key + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_tokens"]: + del gen_conf[k] + headers = { + "Authorization": f"Bearer {self.api_key}", + "Content-Type": "application/json", + } + payload = json.dumps( + {"model": self.model_name, "messages": history, **gen_conf} + ) + try: + response = requests.request( + "POST", url=self.base_url, headers=headers, data=payload + ) + response = response.json() + ans = response["choices"][0]["message"]["content"].strip() + if response["choices"][0]["finish_reason"] == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, response["usage"]["total_tokens"] + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + ans = "" + total_tokens = 0 + try: + headers = { + "Authorization": f"Bearer {self.api_key}", + "Content-Type": "application/json", + } + payload = json.dumps( + { + "model": self.model_name, + "messages": history, + "stream": True, + **gen_conf, + } + ) + response = requests.request( + "POST", + url=self.base_url, + headers=headers, + data=payload, + ) + for resp in response.text.split("\n\n")[:-1]: + resp = json.loads(resp[6:]) + text = "" + if "choices" in resp and "delta" in resp["choices"][0]: + text = resp["choices"][0]["delta"]["content"] + ans += text + total_tokens = ( + total_tokens + num_tokens_from_string(text) + if "usage" not in resp + else resp["usage"]["total_tokens"] + ) + yield ans + + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield total_tokens + + +class MistralChat(Base): + + def __init__(self, key, model_name, base_url=None): + from mistralai.client import MistralClient + self.client = MistralClient(api_key=key) + self.model_name = model_name + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_tokens"]: + del gen_conf[k] + try: + response = self.client.chat( + model=self.model_name, + messages=history, + **gen_conf) + ans = response.choices[0].message.content + if response.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, response.usage.total_tokens + except openai.APIError as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_tokens"]: + del gen_conf[k] + ans = "" + total_tokens = 0 + try: + response = self.client.chat_stream( + model=self.model_name, + messages=history, + **gen_conf) + for resp in response: + if not resp.choices or not resp.choices[0].delta.content:continue + ans += resp.choices[0].delta.content + total_tokens += 1 + if resp.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + yield ans + + except openai.APIError as e: + yield ans + "\n**ERROR**: " + str(e) + + yield total_tokens + + +class BedrockChat(Base): + + def __init__(self, key, model_name, **kwargs): + import boto3 + self.bedrock_ak = eval(key).get('bedrock_ak', '') + self.bedrock_sk = eval(key).get('bedrock_sk', '') + self.bedrock_region = eval(key).get('bedrock_region', '') + self.model_name = model_name + self.client = boto3.client(service_name='bedrock-runtime', region_name=self.bedrock_region, + aws_access_key_id=self.bedrock_ak, aws_secret_access_key=self.bedrock_sk) + + def chat(self, system, history, gen_conf): + from botocore.exceptions import ClientError + if system: + history.insert(0, {"role": "system", "content": system}) + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_tokens"]: + del gen_conf[k] + if "max_tokens" in gen_conf: + gen_conf["maxTokens"] = gen_conf["max_tokens"] + _ = gen_conf.pop("max_tokens") + if "top_p" in gen_conf: + gen_conf["topP"] = gen_conf["top_p"] + _ = gen_conf.pop("top_p") + + try: + # Send the message to the model, using a basic inference configuration. + response = self.client.converse( + modelId=self.model_name, + messages=history, + inferenceConfig=gen_conf + ) + + # Extract and print the response text. + ans = response["output"]["message"]["content"][0]["text"] + return ans, num_tokens_from_string(ans) + + except (ClientError, Exception) as e: + return f"ERROR: Can't invoke '{self.model_name}'. Reason: {e}", 0 + + def chat_streamly(self, system, history, gen_conf): + from botocore.exceptions import ClientError + if system: + history.insert(0, {"role": "system", "content": system}) + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_tokens"]: + del gen_conf[k] + if "max_tokens" in gen_conf: + gen_conf["maxTokens"] = gen_conf["max_tokens"] + _ = gen_conf.pop("max_tokens") + if "top_p" in gen_conf: + gen_conf["topP"] = gen_conf["top_p"] + _ = gen_conf.pop("top_p") + + if self.model_name.split('.')[0] == 'ai21': + try: + response = self.client.converse( + modelId=self.model_name, + messages=history, + inferenceConfig=gen_conf + ) + ans = response["output"]["message"]["content"][0]["text"] + return ans, num_tokens_from_string(ans) + + except (ClientError, Exception) as e: + return f"ERROR: Can't invoke '{self.model_name}'. Reason: {e}", 0 + + ans = "" + try: + # Send the message to the model, using a basic inference configuration. + streaming_response = self.client.converse_stream( + modelId=self.model_name, + messages=history, + inferenceConfig=gen_conf + ) + + # Extract and print the streamed response text in real-time. + for resp in streaming_response["stream"]: + if "contentBlockDelta" in resp: + ans += resp["contentBlockDelta"]["delta"]["text"] + yield ans + + except (ClientError, Exception) as e: + yield ans + f"ERROR: Can't invoke '{self.model_name}'. Reason: {e}" + + yield num_tokens_from_string(ans) + +class GeminiChat(Base): + + def __init__(self, key, model_name,base_url=None): + from google.generativeai import client,GenerativeModel + + client.configure(api_key=key) + _client = client.get_default_generative_client() + self.model_name = 'models/' + model_name + self.model = GenerativeModel(model_name=self.model_name) + self.model._client = _client + + def chat(self,system,history,gen_conf): + if system: + history.insert(0, {"role": "user", "parts": system}) + if 'max_tokens' in gen_conf: + gen_conf['max_output_tokens'] = gen_conf['max_tokens'] + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_output_tokens"]: + del gen_conf[k] + for item in history: + if 'role' in item and item['role'] == 'assistant': + item['role'] = 'model' + if 'content' in item : + item['parts'] = item.pop('content') + + try: + response = self.model.generate_content( + history, + generation_config=gen_conf) + ans = response.text + return ans, response.usage_metadata.total_token_count + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "user", "parts": system}) + if 'max_tokens' in gen_conf: + gen_conf['max_output_tokens'] = gen_conf['max_tokens'] + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_output_tokens"]: + del gen_conf[k] + for item in history: + if 'role' in item and item['role'] == 'assistant': + item['role'] = 'model' + if 'content' in item : + item['parts'] = item.pop('content') + ans = "" + try: + response = self.model.generate_content( + history, + generation_config=gen_conf,stream=True) + for resp in response: + ans += resp.text + yield ans + + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield response._chunks[-1].usage_metadata.total_token_count + + +class GroqChat: + def __init__(self, key, model_name,base_url=''): + self.client = Groq(api_key=key) + self.model_name = model_name + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_tokens"]: + del gen_conf[k] + ans = "" + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + **gen_conf + ) + ans = response.choices[0].message.content + if response.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, response.usage.total_tokens + except Exception as e: + return ans + "\n**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + for k in list(gen_conf.keys()): + if k not in ["temperature", "top_p", "max_tokens"]: + del gen_conf[k] + ans = "" + total_tokens = 0 + try: + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + stream=True, + **gen_conf + ) + for resp in response: + if not resp.choices or not resp.choices[0].delta.content: + continue + ans += resp.choices[0].delta.content + total_tokens += 1 + if resp.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + yield ans + + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield total_tokens + + +## openrouter +class OpenRouterChat(Base): + def __init__(self, key, model_name, base_url="https://openrouter.ai/api/v1"): + if not base_url: + base_url = "https://openrouter.ai/api/v1" + super().__init__(key, model_name, base_url) + + +class StepFunChat(Base): + def __init__(self, key, model_name, base_url="https://api.stepfun.com/v1"): + if not base_url: + base_url = "https://api.stepfun.com/v1" + super().__init__(key, model_name, base_url) + + +class NvidiaChat(Base): + def __init__(self, key, model_name, base_url="https://integrate.api.nvidia.com/v1"): + if not base_url: + base_url = "https://integrate.api.nvidia.com/v1" + super().__init__(key, model_name, base_url) + + +class LmStudioChat(Base): + def __init__(self, key, model_name, base_url): + if not base_url: + raise ValueError("Local llm url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key="lm-studio", base_url=base_url) + self.model_name = model_name + + +class OpenAI_APIChat(Base): + def __init__(self, key, model_name, base_url): + if not base_url: + raise ValueError("url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + model_name = model_name.split("___")[0] + super().__init__(key, model_name, base_url) + + +class CoHereChat(Base): + def __init__(self, key, model_name, base_url=""): + from cohere import Client + + self.client = Client(api_key=key) + self.model_name = model_name + + def chat(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + if "top_p" in gen_conf: + gen_conf["p"] = gen_conf.pop("top_p") + if "frequency_penalty" in gen_conf and "presence_penalty" in gen_conf: + gen_conf.pop("presence_penalty") + for item in history: + if "role" in item and item["role"] == "user": + item["role"] = "USER" + if "role" in item and item["role"] == "assistant": + item["role"] = "CHATBOT" + if "content" in item: + item["message"] = item.pop("content") + mes = history.pop()["message"] + ans = "" + try: + response = self.client.chat( + model=self.model_name, chat_history=history, message=mes, **gen_conf + ) + ans = response.text + if response.finish_reason == "MAX_TOKENS": + ans += ( + "...\nFor the content length reason, it stopped, continue?" + if is_english([ans]) + else "······\n由于长度的原因，回答被截断了，要继续吗？" + ) + return ( + ans, + response.meta.tokens.input_tokens + response.meta.tokens.output_tokens, + ) + except Exception as e: + return ans + "\n**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf): + if system: + history.insert(0, {"role": "system", "content": system}) + if "top_p" in gen_conf: + gen_conf["p"] = gen_conf.pop("top_p") + if "frequency_penalty" in gen_conf and "presence_penalty" in gen_conf: + gen_conf.pop("presence_penalty") + for item in history: + if "role" in item and item["role"] == "user": + item["role"] = "USER" + if "role" in item and item["role"] == "assistant": + item["role"] = "CHATBOT" + if "content" in item: + item["message"] = item.pop("content") + mes = history.pop()["message"] + ans = "" + total_tokens = 0 + try: + response = self.client.chat_stream( + model=self.model_name, chat_history=history, message=mes, **gen_conf + ) + for resp in response: + if resp.event_type == "text-generation": + ans += resp.text + total_tokens += num_tokens_from_string(resp.text) + elif resp.event_type == "stream-end": + if resp.finish_reason == "MAX_TOKENS": + ans += ( + "...\nFor the content length reason, it stopped, continue?" + if is_english([ans]) + else "······\n由于长度的原因，回答被截断了，要继续吗？" + ) + yield ans + + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield total_tokens + + +class LeptonAIChat(Base): + def __init__(self, key, model_name, base_url=None): + if not base_url: + base_url = os.path.join("https://"+model_name+".lepton.run","api","v1") + super().__init__(key, model_name, base_url) \ No newline at end of file diff --git a/rag/llm/cv_model.py b/rag/llm/cv_model.py new file mode 100644 index 0000000000000000000000000000000000000000..82a7730240da1d70d49fa07ae4193c9e4ce825df --- /dev/null +++ b/rag/llm/cv_model.py @@ -0,0 +1,651 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from openai.lib.azure import AzureOpenAI +from zhipuai import ZhipuAI +import io +from abc import ABC +from ollama import Client +from PIL import Image +from openai import OpenAI +import os +import base64 +from io import BytesIO +import json +import requests + +from rag.nlp import is_english +from api.utils import get_uuid +from api.utils.file_utils import get_project_base_directory + + +class Base(ABC): + def __init__(self, key, model_name): + pass + + def describe(self, image, max_tokens=300): + raise NotImplementedError("Please implement encode method!") + + def chat(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + try: + for his in history: + if his["role"] == "user": + his["content"] = self.chat_prompt(his["content"], image) + + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + max_tokens=gen_conf.get("max_tokens", 1000), + temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7) + ) + return response.choices[0].message.content.strip(), response.usage.total_tokens + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + + ans = "" + tk_count = 0 + try: + for his in history: + if his["role"] == "user": + his["content"] = self.chat_prompt(his["content"], image) + + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + max_tokens=gen_conf.get("max_tokens", 1000), + temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7), + stream=True + ) + for resp in response: + if not resp.choices[0].delta.content: continue + delta = resp.choices[0].delta.content + ans += delta + if resp.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + tk_count = resp.usage.total_tokens + if resp.choices[0].finish_reason == "stop": tk_count = resp.usage.total_tokens + yield ans + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield tk_count + + def image2base64(self, image): + if isinstance(image, bytes): + return base64.b64encode(image).decode("utf-8") + if isinstance(image, BytesIO): + return base64.b64encode(image.getvalue()).decode("utf-8") + buffered = BytesIO() + try: + image.save(buffered, format="JPEG") + except Exception as e: + image.save(buffered, format="PNG") + return base64.b64encode(buffered.getvalue()).decode("utf-8") + + def prompt(self, b64): + return [ + { + "role": "user", + "content": [ + { + "type": "image_url", + "image_url": { + "url": f"data:image/jpeg;base64,{b64}" + }, + }, + { + "text": "请用中文详细描述一下图中的内容，比如时间，地点，人物，事情，人物心情等，如果有数据请提取出数据。" if self.lang.lower() == "chinese" else + "Please describe the content of this picture, like where, when, who, what happen. If it has number data, please extract them out.", + }, + ], + } + ] + + def chat_prompt(self, text, b64): + return [ + { + "type": "image_url", + "image_url": { + "url": f"data:image/jpeg;base64,{b64}", + }, + }, + { + "type": "text", + "text": text + }, + ] + + +class GptV4(Base): + def __init__(self, key, model_name="gpt-4-vision-preview", lang="Chinese", base_url="https://api.openai.com/v1"): + if not base_url: base_url="https://api.openai.com/v1" + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name + self.lang = lang + + def describe(self, image, max_tokens=300): + b64 = self.image2base64(image) + prompt = self.prompt(b64) + for i in range(len(prompt)): + for c in prompt[i]["content"]: + if "text" in c: c["type"] = "text" + + res = self.client.chat.completions.create( + model=self.model_name, + messages=prompt, + max_tokens=max_tokens, + ) + return res.choices[0].message.content.strip(), res.usage.total_tokens + +class AzureGptV4(Base): + def __init__(self, key, model_name, lang="Chinese", **kwargs): + self.client = AzureOpenAI(api_key=key, azure_endpoint=kwargs["base_url"], api_version="2024-02-01") + self.model_name = model_name + self.lang = lang + + def describe(self, image, max_tokens=300): + b64 = self.image2base64(image) + prompt = self.prompt(b64) + for i in range(len(prompt)): + for c in prompt[i]["content"]: + if "text" in c: c["type"] = "text" + + res = self.client.chat.completions.create( + model=self.model_name, + messages=prompt, + max_tokens=max_tokens, + ) + return res.choices[0].message.content.strip(), res.usage.total_tokens + + +class QWenCV(Base): + def __init__(self, key, model_name="qwen-vl-chat-v1", lang="Chinese", **kwargs): + import dashscope + dashscope.api_key = key + self.model_name = model_name + self.lang = lang + + def prompt(self, binary): + # stupid as hell + tmp_dir = get_project_base_directory("tmp") + if not os.path.exists(tmp_dir): + os.mkdir(tmp_dir) + path = os.path.join(tmp_dir, "%s.jpg" % get_uuid()) + Image.open(io.BytesIO(binary)).save(path) + return [ + { + "role": "user", + "content": [ + { + "image": f"file://{path}" + }, + { + "text": "请用中文详细描述一下图中的内容，比如时间，地点，人物，事情，人物心情等，如果有数据请提取出数据。" if self.lang.lower() == "chinese" else + "Please describe the content of this picture, like where, when, who, what happen. If it has number data, please extract them out.", + }, + ], + } + ] + + def chat_prompt(self, text, b64): + return [ + {"image": f"{b64}"}, + {"text": text}, + ] + + def describe(self, image, max_tokens=300): + from http import HTTPStatus + from dashscope import MultiModalConversation + response = MultiModalConversation.call(model=self.model_name, + messages=self.prompt(image)) + if response.status_code == HTTPStatus.OK: + return response.output.choices[0]['message']['content'][0]["text"], response.usage.output_tokens + return response.message, 0 + + def chat(self, system, history, gen_conf, image=""): + from http import HTTPStatus + from dashscope import MultiModalConversation + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + + for his in history: + if his["role"] == "user": + his["content"] = self.chat_prompt(his["content"], image) + response = MultiModalConversation.call(model=self.model_name, messages=history, + max_tokens=gen_conf.get("max_tokens", 1000), + temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7)) + + ans = "" + tk_count = 0 + if response.status_code == HTTPStatus.OK: + ans += response.output.choices[0]['message']['content'] + tk_count += response.usage.total_tokens + if response.output.choices[0].get("finish_reason", "") == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + return ans, tk_count + + return "**ERROR**: " + response.message, tk_count + + def chat_streamly(self, system, history, gen_conf, image=""): + from http import HTTPStatus + from dashscope import MultiModalConversation + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + + for his in history: + if his["role"] == "user": + his["content"] = self.chat_prompt(his["content"], image) + + ans = "" + tk_count = 0 + try: + response = MultiModalConversation.call(model=self.model_name, messages=history, + max_tokens=gen_conf.get("max_tokens", 1000), + temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7), + stream=True) + for resp in response: + if resp.status_code == HTTPStatus.OK: + ans = resp.output.choices[0]['message']['content'] + tk_count = resp.usage.total_tokens + if resp.output.choices[0].get("finish_reason", "") == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + yield ans + else: + yield ans + "\n**ERROR**: " + resp.message if str(resp.message).find( + "Access") < 0 else "Out of credit. Please set the API key in **settings > Model providers.**" + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield tk_count + + +class Zhipu4V(Base): + def __init__(self, key, model_name="glm-4v", lang="Chinese", **kwargs): + self.client = ZhipuAI(api_key=key) + self.model_name = model_name + self.lang = lang + + def describe(self, image, max_tokens=1024): + b64 = self.image2base64(image) + + res = self.client.chat.completions.create( + model=self.model_name, + messages=self.prompt(b64), + max_tokens=max_tokens, + ) + return res.choices[0].message.content.strip(), res.usage.total_tokens + + def chat(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + try: + for his in history: + if his["role"] == "user": + his["content"] = self.chat_prompt(his["content"], image) + + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + max_tokens=gen_conf.get("max_tokens", 1000), + temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7) + ) + return response.choices[0].message.content.strip(), response.usage.total_tokens + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + + ans = "" + tk_count = 0 + try: + for his in history: + if his["role"] == "user": + his["content"] = self.chat_prompt(his["content"], image) + + response = self.client.chat.completions.create( + model=self.model_name, + messages=history, + max_tokens=gen_conf.get("max_tokens", 1000), + temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7), + stream=True + ) + for resp in response: + if not resp.choices[0].delta.content: continue + delta = resp.choices[0].delta.content + ans += delta + if resp.choices[0].finish_reason == "length": + ans += "...\nFor the content length reason, it stopped, continue?" if is_english( + [ans]) else "······\n由于长度的原因，回答被截断了，要继续吗？" + tk_count = resp.usage.total_tokens + if resp.choices[0].finish_reason == "stop": tk_count = resp.usage.total_tokens + yield ans + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield tk_count + + +class OllamaCV(Base): + def __init__(self, key, model_name, lang="Chinese", **kwargs): + self.client = Client(host=kwargs["base_url"]) + self.model_name = model_name + self.lang = lang + + def describe(self, image, max_tokens=1024): + prompt = self.prompt("") + try: + options = {"num_predict": max_tokens} + response = self.client.generate( + model=self.model_name, + prompt=prompt[0]["content"][1]["text"], + images=[image], + options=options + ) + ans = response["response"].strip() + return ans, 128 + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + + try: + for his in history: + if his["role"] == "user": + his["images"] = [image] + options = {} + if "temperature" in gen_conf: options["temperature"] = gen_conf["temperature"] + if "max_tokens" in gen_conf: options["num_predict"] = gen_conf["max_tokens"] + if "top_p" in gen_conf: options["top_k"] = gen_conf["top_p"] + if "presence_penalty" in gen_conf: options["presence_penalty"] = gen_conf["presence_penalty"] + if "frequency_penalty" in gen_conf: options["frequency_penalty"] = gen_conf["frequency_penalty"] + response = self.client.chat( + model=self.model_name, + messages=history, + options=options, + keep_alive=-1 + ) + + ans = response["message"]["content"].strip() + return ans, response["eval_count"] + response.get("prompt_eval_count", 0) + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + + for his in history: + if his["role"] == "user": + his["images"] = [image] + options = {} + if "temperature" in gen_conf: options["temperature"] = gen_conf["temperature"] + if "max_tokens" in gen_conf: options["num_predict"] = gen_conf["max_tokens"] + if "top_p" in gen_conf: options["top_k"] = gen_conf["top_p"] + if "presence_penalty" in gen_conf: options["presence_penalty"] = gen_conf["presence_penalty"] + if "frequency_penalty" in gen_conf: options["frequency_penalty"] = gen_conf["frequency_penalty"] + ans = "" + try: + response = self.client.chat( + model=self.model_name, + messages=history, + stream=True, + options=options, + keep_alive=-1 + ) + for resp in response: + if resp["done"]: + yield resp.get("prompt_eval_count", 0) + resp.get("eval_count", 0) + ans += resp["message"]["content"] + yield ans + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + yield 0 + + +class LocalAICV(GptV4): + def __init__(self, key, model_name, base_url, lang="Chinese"): + if not base_url: + raise ValueError("Local cv model url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key="empty", base_url=base_url) + self.model_name = model_name.split("___")[0] + self.lang = lang + + +class XinferenceCV(Base): + def __init__(self, key, model_name="", lang="Chinese", base_url=""): + self.client = OpenAI(api_key="xxx", base_url=base_url) + self.model_name = model_name + self.lang = lang + + def describe(self, image, max_tokens=300): + b64 = self.image2base64(image) + + res = self.client.chat.completions.create( + model=self.model_name, + messages=self.prompt(b64), + max_tokens=max_tokens, + ) + return res.choices[0].message.content.strip(), res.usage.total_tokens + +class GeminiCV(Base): + def __init__(self, key, model_name="gemini-1.0-pro-vision-latest", lang="Chinese", **kwargs): + from google.generativeai import client, GenerativeModel, GenerationConfig + client.configure(api_key=key) + _client = client.get_default_generative_client() + self.model_name = model_name + self.model = GenerativeModel(model_name=self.model_name) + self.model._client = _client + self.lang = lang + + def describe(self, image, max_tokens=2048): + from PIL.Image import open + gen_config = {'max_output_tokens':max_tokens} + prompt = "请用中文详细描述一下图中的内容，比如时间，地点，人物，事情，人物心情等，如果有数据请提取出数据。" if self.lang.lower() == "chinese" else \ + "Please describe the content of this picture, like where, when, who, what happen. If it has number data, please extract them out." + b64 = self.image2base64(image) + img = open(BytesIO(base64.b64decode(b64))) + input = [prompt,img] + res = self.model.generate_content( + input, + generation_config=gen_config, + ) + return res.text,res.usage_metadata.total_token_count + + def chat(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + try: + for his in history: + if his["role"] == "assistant": + his["role"] = "model" + his["parts"] = [his["content"]] + his.pop("content") + if his["role"] == "user": + his["parts"] = [his["content"]] + his.pop("content") + history[-1]["parts"].append(f"data:image/jpeg;base64," + image) + + response = self.model.generate_content(history, generation_config=GenerationConfig( + max_output_tokens=gen_conf.get("max_tokens", 1000), temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7))) + + ans = response.text + return ans, response.usage_metadata.total_token_count + except Exception as e: + return "**ERROR**: " + str(e), 0 + + def chat_streamly(self, system, history, gen_conf, image=""): + if system: + history[-1]["content"] = system + history[-1]["content"] + "user query: " + history[-1]["content"] + + ans = "" + tk_count = 0 + try: + for his in history: + if his["role"] == "assistant": + his["role"] = "model" + his["parts"] = [his["content"]] + his.pop("content") + if his["role"] == "user": + his["parts"] = [his["content"]] + his.pop("content") + history[-1]["parts"].append(f"data:image/jpeg;base64," + image) + + response = self.model.generate_content(history, generation_config=GenerationConfig( + max_output_tokens=gen_conf.get("max_tokens", 1000), temperature=gen_conf.get("temperature", 0.3), + top_p=gen_conf.get("top_p", 0.7)), stream=True) + + for resp in response: + if not resp.text: continue + ans += resp.text + yield ans + except Exception as e: + yield ans + "\n**ERROR**: " + str(e) + + yield response._chunks[-1].usage_metadata.total_token_count + + +class OpenRouterCV(GptV4): + def __init__( + self, + key, + model_name, + lang="Chinese", + base_url="https://openrouter.ai/api/v1", + ): + if not base_url: + base_url = "https://openrouter.ai/api/v1" + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name + self.lang = lang + + +class LocalCV(Base): + def __init__(self, key, model_name="glm-4v", lang="Chinese", **kwargs): + pass + + def describe(self, image, max_tokens=1024): + return "", 0 + + +class NvidiaCV(Base): + def __init__( + self, + key, + model_name, + lang="Chinese", + base_url="https://ai.api.nvidia.com/v1/vlm", + ): + if not base_url: + base_url = ("https://ai.api.nvidia.com/v1/vlm",) + self.lang = lang + factory, llm_name = model_name.split("/") + if factory != "liuhaotian": + self.base_url = os.path.join(base_url, factory, llm_name) + else: + self.base_url = os.path.join( + base_url, "community", llm_name.replace("-v1.6", "16") + ) + self.key = key + + def describe(self, image, max_tokens=1024): + b64 = self.image2base64(image) + response = requests.post( + url=self.base_url, + headers={ + "accept": "application/json", + "content-type": "application/json", + "Authorization": f"Bearer {self.key}", + }, + json={ + "messages": self.prompt(b64), + "max_tokens": max_tokens, + }, + ) + response = response.json() + return ( + response["choices"][0]["message"]["content"].strip(), + response["usage"]["total_tokens"], + ) + + def prompt(self, b64): + return [ + { + "role": "user", + "content": ( + "请用中文详细描述一下图中的内容，比如时间，地点，人物，事情，人物心情等，如果有数据请提取出数据。" + if self.lang.lower() == "chinese" + else "Please describe the content of this picture, like where, when, who, what happen. If it has number data, please extract them out." + ) + + f' ', + } + ] + + def chat_prompt(self, text, b64): + return [ + { + "role": "user", + "content": text + f' ', + } + ] + +class StepFunCV(GptV4): + def __init__(self, key, model_name="step-1v-8k", lang="Chinese", base_url="https://api.stepfun.com/v1"): + if not base_url: base_url="https://api.stepfun.com/v1" + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name + self.lang = lang + +class LmStudioCV(GptV4): + def __init__(self, key, model_name, base_url, lang="Chinese"): + if not base_url: + raise ValueError("Local llm url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key="lm-studio", base_url=base_url) + self.model_name = model_name + self.lang = lang + + +class OpenAI_APICV(GptV4): + def __init__(self, key, model_name, base_url, lang="Chinese"): + if not base_url: + raise ValueError("url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name.split("___")[0] + self.lang = lang diff --git a/rag/llm/embedding_model.py b/rag/llm/embedding_model.py new file mode 100644 index 0000000000000000000000000000000000000000..f69ae848425e4079b4318beef3f43e7fc7d54c5f --- /dev/null +++ b/rag/llm/embedding_model.py @@ -0,0 +1,555 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +from typing import Optional +import threading +import requests +from huggingface_hub import snapshot_download +from openai.lib.azure import AzureOpenAI +from zhipuai import ZhipuAI +import os +from abc import ABC +from ollama import Client +import dashscope +from openai import OpenAI +from FlagEmbedding import FlagModel +import torch +import numpy as np +import asyncio +from api.utils.file_utils import get_home_cache_dir +from rag.utils import num_tokens_from_string, truncate +import google.generativeai as genai + +class Base(ABC): + def __init__(self, key, model_name): + pass + + def encode(self, texts: list, batch_size=32): + raise NotImplementedError("Please implement encode method!") + + def encode_queries(self, text: str): + raise NotImplementedError("Please implement encode method!") + + +class DefaultEmbedding(Base): + _model = None + _model_lock = threading.Lock() + def __init__(self, key, model_name, **kwargs): + """ + If you have trouble downloading HuggingFace models, -_^ this might help!! + + For Linux: + export HF_ENDPOINT=https://hf-mirror.com + + For Windows: + Good luck + ^_- + + """ + if not DefaultEmbedding._model: + with DefaultEmbedding._model_lock: + if not DefaultEmbedding._model: + try: + DefaultEmbedding._model = FlagModel(os.path.join(get_home_cache_dir(), re.sub(r"^[a-zA-Z]+/", "", model_name)), + query_instruction_for_retrieval="为这个句子生成表示以用于检索相关文章：", + use_fp16=torch.cuda.is_available()) + except Exception as e: + model_dir = snapshot_download(repo_id="BAAI/bge-large-zh-v1.5", + local_dir=os.path.join(get_home_cache_dir(), re.sub(r"^[a-zA-Z]+/", "", model_name)), + local_dir_use_symlinks=False) + DefaultEmbedding._model = FlagModel(model_dir, + query_instruction_for_retrieval="为这个句子生成表示以用于检索相关文章：", + use_fp16=torch.cuda.is_available()) + self._model = DefaultEmbedding._model + + def encode(self, texts: list, batch_size=32): + texts = [truncate(t, 2048) for t in texts] + token_count = 0 + for t in texts: + token_count += num_tokens_from_string(t) + res = [] + for i in range(0, len(texts), batch_size): + res.extend(self._model.encode(texts[i:i + batch_size]).tolist()) + return np.array(res), token_count + + def encode_queries(self, text: str): + token_count = num_tokens_from_string(text) + return self._model.encode_queries([text]).tolist()[0], token_count + + +class OpenAIEmbed(Base): + def __init__(self, key, model_name="text-embedding-ada-002", + base_url="https://api.openai.com/v1"): + if not base_url: + base_url = "https://api.openai.com/v1" + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name + + def encode(self, texts: list, batch_size=32): + texts = [truncate(t, 8196) for t in texts] + res = self.client.embeddings.create(input=texts, + model=self.model_name) + return np.array([d.embedding for d in res.data] + ), res.usage.total_tokens + + def encode_queries(self, text): + res = self.client.embeddings.create(input=[truncate(text, 8196)], + model=self.model_name) + return np.array(res.data[0].embedding), res.usage.total_tokens + + +class LocalAIEmbed(Base): + def __init__(self, key, model_name, base_url): + if not base_url: + raise ValueError("Local embedding model url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key="empty", base_url=base_url) + self.model_name = model_name.split("___")[0] + + def encode(self, texts: list, batch_size=32): + res = self.client.embeddings.create(input=texts, model=self.model_name) + return ( + np.array([d.embedding for d in res.data]), + 1024, + ) # local embedding for LmStudio donot count tokens + + def encode_queries(self, text): + embds, cnt = self.encode([text]) + return np.array(embds[0]), cnt + + +class AzureEmbed(OpenAIEmbed): + def __init__(self, key, model_name, **kwargs): + self.client = AzureOpenAI(api_key=key, azure_endpoint=kwargs["base_url"], api_version="2024-02-01") + self.model_name = model_name + + +class BaiChuanEmbed(OpenAIEmbed): + def __init__(self, key, + model_name='Baichuan-Text-Embedding', + base_url='https://api.baichuan-ai.com/v1'): + if not base_url: + base_url = "https://api.baichuan-ai.com/v1" + super().__init__(key, model_name, base_url) + + +class QWenEmbed(Base): + def __init__(self, key, model_name="text_embedding_v2", **kwargs): + dashscope.api_key = key + self.model_name = model_name + + def encode(self, texts: list, batch_size=10): + import dashscope + try: + res = [] + token_count = 0 + texts = [truncate(t, 2048) for t in texts] + for i in range(0, len(texts), batch_size): + resp = dashscope.TextEmbedding.call( + model=self.model_name, + input=texts[i:i + batch_size], + text_type="document" + ) + embds = [[] for _ in range(len(resp["output"]["embeddings"]))] + for e in resp["output"]["embeddings"]: + embds[e["text_index"]] = e["embedding"] + res.extend(embds) + token_count += resp["usage"]["total_tokens"] + return np.array(res), token_count + except Exception as e: + raise Exception("Account abnormal. Please ensure it's on good standing to use QWen's "+self.model_name) + return np.array([]), 0 + + def encode_queries(self, text): + try: + resp = dashscope.TextEmbedding.call( + model=self.model_name, + input=text[:2048], + text_type="query" + ) + return np.array(resp["output"]["embeddings"][0] + ["embedding"]), resp["usage"]["total_tokens"] + except Exception as e: + raise Exception("Account abnormal. Please ensure it's on good standing to use QWen's "+self.model_name) + return np.array([]), 0 + + +class ZhipuEmbed(Base): + def __init__(self, key, model_name="embedding-2", **kwargs): + self.client = ZhipuAI(api_key=key) + self.model_name = model_name + + def encode(self, texts: list, batch_size=32): + arr = [] + tks_num = 0 + for txt in texts: + res = self.client.embeddings.create(input=txt, + model=self.model_name) + arr.append(res.data[0].embedding) + tks_num += res.usage.total_tokens + return np.array(arr), tks_num + + def encode_queries(self, text): + res = self.client.embeddings.create(input=text, + model=self.model_name) + return np.array(res.data[0].embedding), res.usage.total_tokens + + +class OllamaEmbed(Base): + def __init__(self, key, model_name, **kwargs): + self.client = Client(host=kwargs["base_url"]) + self.model_name = model_name + + def encode(self, texts: list, batch_size=32): + arr = [] + tks_num = 0 + for txt in texts: + res = self.client.embeddings(prompt=txt, + model=self.model_name) + arr.append(res["embedding"]) + tks_num += 128 + return np.array(arr), tks_num + + def encode_queries(self, text): + res = self.client.embeddings(prompt=text, + model=self.model_name) + return np.array(res["embedding"]), 128 + + +class FastEmbed(Base): + _model = None + + def __init__( + self, + key: Optional[str] = None, + model_name: str = "BAAI/bge-small-en-v1.5", + cache_dir: Optional[str] = None, + threads: Optional[int] = None, + **kwargs, + ): + from fastembed import TextEmbedding + if not FastEmbed._model: + self._model = TextEmbedding(model_name, cache_dir, threads, **kwargs) + + def encode(self, texts: list, batch_size=32): + # Using the internal tokenizer to encode the texts and get the total + # number of tokens + encodings = self._model.model.tokenizer.encode_batch(texts) + total_tokens = sum(len(e) for e in encodings) + + embeddings = [e.tolist() for e in self._model.embed(texts, batch_size)] + + return np.array(embeddings), total_tokens + + def encode_queries(self, text: str): + # Using the internal tokenizer to encode the texts and get the total + # number of tokens + encoding = self._model.model.tokenizer.encode(text) + embedding = next(self._model.query_embed(text)).tolist() + + return np.array(embedding), len(encoding.ids) + + +class XinferenceEmbed(Base): + def __init__(self, key, model_name="", base_url=""): + self.client = OpenAI(api_key="xxx", base_url=base_url) + self.model_name = model_name + + def encode(self, texts: list, batch_size=32): + res = self.client.embeddings.create(input=texts, + model=self.model_name) + return np.array([d.embedding for d in res.data] + ), res.usage.total_tokens + + def encode_queries(self, text): + res = self.client.embeddings.create(input=[text], + model=self.model_name) + return np.array(res.data[0].embedding), res.usage.total_tokens + + +class YoudaoEmbed(Base): + _client = None + + def __init__(self, key=None, model_name="maidalun1020/bce-embedding-base_v1", **kwargs): + from BCEmbedding import EmbeddingModel as qanthing + if not YoudaoEmbed._client: + try: + print("LOADING BCE...") + YoudaoEmbed._client = qanthing(model_name_or_path=os.path.join( + get_home_cache_dir(), + "bce-embedding-base_v1")) + except Exception as e: + YoudaoEmbed._client = qanthing( + model_name_or_path=model_name.replace( + "maidalun1020", "InfiniFlow")) + + def encode(self, texts: list, batch_size=10): + res = [] + token_count = 0 + for t in texts: + token_count += num_tokens_from_string(t) + for i in range(0, len(texts), batch_size): + embds = YoudaoEmbed._client.encode(texts[i:i + batch_size]) + res.extend(embds) + return np.array(res), token_count + + def encode_queries(self, text): + embds = YoudaoEmbed._client.encode([text]) + return np.array(embds[0]), num_tokens_from_string(text) + + +class JinaEmbed(Base): + def __init__(self, key, model_name="jina-embeddings-v2-base-zh", + base_url="https://api.jina.ai/v1/embeddings"): + + self.base_url = "https://api.jina.ai/v1/embeddings" + self.headers = { + "Content-Type": "application/json", + "Authorization": f"Bearer {key}" + } + self.model_name = model_name + + def encode(self, texts: list, batch_size=None): + texts = [truncate(t, 8196) for t in texts] + data = { + "model": self.model_name, + "input": texts, + 'encoding_type': 'float' + } + res = requests.post(self.base_url, headers=self.headers, json=data).json() + return np.array([d["embedding"] for d in res["data"]]), res["usage"]["total_tokens"] + + def encode_queries(self, text): + embds, cnt = self.encode([text]) + return np.array(embds[0]), cnt + + +class InfinityEmbed(Base): + _model = None + + def __init__( + self, + model_names: list[str] = ("BAAI/bge-small-en-v1.5",), + engine_kwargs: dict = {}, + key = None, + ): + + from infinity_emb import EngineArgs + from infinity_emb.engine import AsyncEngineArray + + self._default_model = model_names[0] + self.engine_array = AsyncEngineArray.from_args([EngineArgs(model_name_or_path = model_name, **engine_kwargs) for model_name in model_names]) + + async def _embed(self, sentences: list[str], model_name: str = ""): + if not model_name: + model_name = self._default_model + engine = self.engine_array[model_name] + was_already_running = engine.is_running + if not was_already_running: + await engine.astart() + embeddings, usage = await engine.embed(sentences=sentences) + if not was_already_running: + await engine.astop() + return embeddings, usage + + def encode(self, texts: list[str], model_name: str = "") -> tuple[np.ndarray, int]: + # Using the internal tokenizer to encode the texts and get the total + # number of tokens + embeddings, usage = asyncio.run(self._embed(texts, model_name)) + return np.array(embeddings), usage + + def encode_queries(self, text: str) -> tuple[np.ndarray, int]: + # Using the internal tokenizer to encode the texts and get the total + # number of tokens + return self.encode([text]) + + +class MistralEmbed(Base): + def __init__(self, key, model_name="mistral-embed", + base_url=None): + from mistralai.client import MistralClient + self.client = MistralClient(api_key=key) + self.model_name = model_name + + def encode(self, texts: list, batch_size=32): + texts = [truncate(t, 8196) for t in texts] + res = self.client.embeddings(input=texts, + model=self.model_name) + return np.array([d.embedding for d in res.data] + ), res.usage.total_tokens + + def encode_queries(self, text): + res = self.client.embeddings(input=[truncate(text, 8196)], + model=self.model_name) + return np.array(res.data[0].embedding), res.usage.total_tokens + + +class BedrockEmbed(Base): + def __init__(self, key, model_name, + **kwargs): + import boto3 + self.bedrock_ak = eval(key).get('bedrock_ak', '') + self.bedrock_sk = eval(key).get('bedrock_sk', '') + self.bedrock_region = eval(key).get('bedrock_region', '') + self.model_name = model_name + self.client = boto3.client(service_name='bedrock-runtime', region_name=self.bedrock_region, + aws_access_key_id=self.bedrock_ak, aws_secret_access_key=self.bedrock_sk) + + def encode(self, texts: list, batch_size=32): + texts = [truncate(t, 8196) for t in texts] + embeddings = [] + token_count = 0 + for text in texts: + if self.model_name.split('.')[0] == 'amazon': + body = {"inputText": text} + elif self.model_name.split('.')[0] == 'cohere': + body = {"texts": [text], "input_type": 'search_document'} + + response = self.client.invoke_model(modelId=self.model_name, body=json.dumps(body)) + model_response = json.loads(response["body"].read()) + embeddings.extend([model_response["embedding"]]) + token_count += num_tokens_from_string(text) + + return np.array(embeddings), token_count + + def encode_queries(self, text): + + embeddings = [] + token_count = num_tokens_from_string(text) + if self.model_name.split('.')[0] == 'amazon': + body = {"inputText": truncate(text, 8196)} + elif self.model_name.split('.')[0] == 'cohere': + body = {"texts": [truncate(text, 8196)], "input_type": 'search_query'} + + response = self.client.invoke_model(modelId=self.model_name, body=json.dumps(body)) + model_response = json.loads(response["body"].read()) + embeddings.extend([model_response["embedding"]]) + + return np.array(embeddings), token_count + +class GeminiEmbed(Base): + def __init__(self, key, model_name='models/text-embedding-004', + **kwargs): + genai.configure(api_key=key) + self.model_name = 'models/' + model_name + + def encode(self, texts: list, batch_size=32): + texts = [truncate(t, 2048) for t in texts] + token_count = sum(num_tokens_from_string(text) for text in texts) + result = genai.embed_content( + model=self.model_name, + content=texts, + task_type="retrieval_document", + title="Embedding of list of strings") + return np.array(result['embedding']),token_count + + def encode_queries(self, text): + result = genai.embed_content( + model=self.model_name, + content=truncate(text,2048), + task_type="retrieval_document", + title="Embedding of single string") + token_count = num_tokens_from_string(text) + return np.array(result['embedding']),token_count + +class NvidiaEmbed(Base): + def __init__( + self, key, model_name, base_url="https://integrate.api.nvidia.com/v1/embeddings" + ): + if not base_url: + base_url = "https://integrate.api.nvidia.com/v1/embeddings" + self.api_key = key + self.base_url = base_url + self.headers = { + "accept": "application/json", + "Content-Type": "application/json", + "authorization": f"Bearer {self.api_key}", + } + self.model_name = model_name + if model_name == "nvidia/embed-qa-4": + self.base_url = "https://ai.api.nvidia.com/v1/retrieval/nvidia/embeddings" + self.model_name = "NV-Embed-QA" + if model_name == "snowflake/arctic-embed-l": + self.base_url = "https://ai.api.nvidia.com/v1/retrieval/snowflake/arctic-embed-l/embeddings" + + def encode(self, texts: list, batch_size=None): + payload = { + "input": texts, + "input_type": "query", + "model": self.model_name, + "encoding_format": "float", + "truncate": "END", + } + res = requests.post(self.base_url, headers=self.headers, json=payload).json() + return ( + np.array([d["embedding"] for d in res["data"]]), + res["usage"]["total_tokens"], + ) + + def encode_queries(self, text): + embds, cnt = self.encode([text]) + return np.array(embds[0]), cnt + + +class LmStudioEmbed(LocalAIEmbed): + def __init__(self, key, model_name, base_url): + if not base_url: + raise ValueError("Local llm url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key="lm-studio", base_url=base_url) + self.model_name = model_name + + +class OpenAI_APIEmbed(OpenAIEmbed): + def __init__(self, key, model_name, base_url): + if not base_url: + raise ValueError("url cannot be None") + if base_url.split("/")[-1] != "v1": + base_url = os.path.join(base_url, "v1") + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name.split("___")[0] + + +class CoHereEmbed(Base): + def __init__(self, key, model_name, base_url=None): + from cohere import Client + + self.client = Client(api_key=key) + self.model_name = model_name + + def encode(self, texts: list, batch_size=32): + res = self.client.embed( + texts=texts, + model=self.model_name, + input_type="search_query", + embedding_types=["float"], + ) + return np.array([d for d in res.embeddings.float]), int( + res.meta.billed_units.input_tokens + ) + + def encode_queries(self, text): + res = self.client.embed( + texts=[text], + model=self.model_name, + input_type="search_query", + embedding_types=["float"], + ) + return np.array([d for d in res.embeddings.float]), int( + res.meta.billed_units.input_tokens + ) diff --git a/rag/llm/rerank_model.py b/rag/llm/rerank_model.py new file mode 100644 index 0000000000000000000000000000000000000000..2f142ef0ecc0a2dd7e9c52ce5ab0b82483699980 --- /dev/null +++ b/rag/llm/rerank_model.py @@ -0,0 +1,247 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +import threading +import requests +import torch +from FlagEmbedding import FlagReranker +from huggingface_hub import snapshot_download +import os +from abc import ABC +import numpy as np +from api.utils.file_utils import get_home_cache_dir +from rag.utils import num_tokens_from_string, truncate + +def sigmoid(x): + return 1 / (1 + np.exp(-x)) + +class Base(ABC): + def __init__(self, key, model_name): + pass + + def similarity(self, query: str, texts: list): + raise NotImplementedError("Please implement encode method!") + + +class DefaultRerank(Base): + _model = None + _model_lock = threading.Lock() + + def __init__(self, key, model_name, **kwargs): + """ + If you have trouble downloading HuggingFace models, -_^ this might help!! + + For Linux: + export HF_ENDPOINT=https://hf-mirror.com + + For Windows: + Good luck + ^_- + + """ + if not DefaultRerank._model: + with DefaultRerank._model_lock: + if not DefaultRerank._model: + try: + DefaultRerank._model = FlagReranker(os.path.join(get_home_cache_dir(), re.sub(r"^[a-zA-Z]+/", "", model_name)), use_fp16=torch.cuda.is_available()) + except Exception as e: + model_dir = snapshot_download(repo_id= model_name, + local_dir=os.path.join(get_home_cache_dir(), re.sub(r"^[a-zA-Z]+/", "", model_name)), + local_dir_use_symlinks=False) + DefaultRerank._model = FlagReranker(model_dir, use_fp16=torch.cuda.is_available()) + self._model = DefaultRerank._model + + def similarity(self, query: str, texts: list): + pairs = [(query,truncate(t, 2048)) for t in texts] + token_count = 0 + for _, t in pairs: + token_count += num_tokens_from_string(t) + batch_size = 4096 + res = [] + for i in range(0, len(pairs), batch_size): + scores = self._model.compute_score(pairs[i:i + batch_size], max_length=2048) + scores = sigmoid(np.array(scores)).tolist() + if isinstance(scores, float): res.append(scores) + else: res.extend(scores) + return np.array(res), token_count + + +class JinaRerank(Base): + def __init__(self, key, model_name="jina-reranker-v1-base-en", + base_url="https://api.jina.ai/v1/rerank"): + self.base_url = "https://api.jina.ai/v1/rerank" + self.headers = { + "Content-Type": "application/json", + "Authorization": f"Bearer {key}" + } + self.model_name = model_name + + def similarity(self, query: str, texts: list): + texts = [truncate(t, 8196) for t in texts] + data = { + "model": self.model_name, + "query": query, + "documents": texts, + "top_n": len(texts) + } + res = requests.post(self.base_url, headers=self.headers, json=data).json() + return np.array([d["relevance_score"] for d in res["results"]]), res["usage"]["total_tokens"] + + +class YoudaoRerank(DefaultRerank): + _model = None + _model_lock = threading.Lock() + + def __init__(self, key=None, model_name="maidalun1020/bce-reranker-base_v1", **kwargs): + from BCEmbedding import RerankerModel + if not YoudaoRerank._model: + with YoudaoRerank._model_lock: + if not YoudaoRerank._model: + try: + print("LOADING BCE...") + YoudaoRerank._model = RerankerModel(model_name_or_path=os.path.join( + get_home_cache_dir(), + re.sub(r"^[a-zA-Z]+/", "", model_name))) + except Exception as e: + YoudaoRerank._model = RerankerModel( + model_name_or_path=model_name.replace( + "maidalun1020", "InfiniFlow")) + + self._model = YoudaoRerank._model + + def similarity(self, query: str, texts: list): + pairs = [(query, truncate(t, self._model.max_length)) for t in texts] + token_count = 0 + for _, t in pairs: + token_count += num_tokens_from_string(t) + batch_size = 32 + res = [] + for i in range(0, len(pairs), batch_size): + scores = self._model.compute_score(pairs[i:i + batch_size], max_length=self._model.max_length) + scores = sigmoid(np.array(scores)).tolist() + if isinstance(scores, float): res.append(scores) + else: res.extend(scores) + return np.array(res), token_count + + +class XInferenceRerank(Base): + def __init__(self, key="xxxxxxx", model_name="", base_url=""): + self.model_name = model_name + self.base_url = base_url + self.headers = { + "Content-Type": "application/json", + "accept": "application/json" + } + + def similarity(self, query: str, texts: list): + if len(texts) == 0: + return np.array([]), 0 + data = { + "model": self.model_name, + "query": query, + "return_documents": "true", + "return_len": "true", + "documents": texts + } + res = requests.post(self.base_url, headers=self.headers, json=data).json() + return np.array([d["relevance_score"] for d in res["results"]]), res["meta"]["tokens"]["input_tokens"]+res["meta"]["tokens"]["output_tokens"] + + +class LocalAIRerank(Base): + def __init__(self, key, model_name, base_url): + pass + + def similarity(self, query: str, texts: list): + raise NotImplementedError("The LocalAIRerank has not been implement") + + +class NvidiaRerank(Base): + def __init__( + self, key, model_name, base_url="https://ai.api.nvidia.com/v1/retrieval/nvidia/" + ): + if not base_url: + base_url = "https://ai.api.nvidia.com/v1/retrieval/nvidia/" + self.model_name = model_name + + if self.model_name == "nvidia/nv-rerankqa-mistral-4b-v3": + self.base_url = os.path.join( + base_url, "nv-rerankqa-mistral-4b-v3", "reranking" + ) + + if self.model_name == "nvidia/rerank-qa-mistral-4b": + self.base_url = os.path.join(base_url, "reranking") + self.model_name = "nv-rerank-qa-mistral-4b:1" + + self.headers = { + "accept": "application/json", + "Content-Type": "application/json", + "Authorization": f"Bearer {key}", + } + + def similarity(self, query: str, texts: list): + token_count = num_tokens_from_string(query) + sum( + [num_tokens_from_string(t) for t in texts] + ) + data = { + "model": self.model_name, + "query": {"text": query}, + "passages": [{"text": text} for text in texts], + "truncate": "END", + "top_n": len(texts), + } + res = requests.post(self.base_url, headers=self.headers, json=data).json() + rank = np.array([d["logit"] for d in res["rankings"]]) + indexs = [d["index"] for d in res["rankings"]] + return rank[indexs], token_count + + +class LmStudioRerank(Base): + def __init__(self, key, model_name, base_url): + pass + + def similarity(self, query: str, texts: list): + raise NotImplementedError("The LmStudioRerank has not been implement") + + +class OpenAI_APIRerank(Base): + def __init__(self, key, model_name, base_url): + pass + + def similarity(self, query: str, texts: list): + raise NotImplementedError("The api has not been implement") + + +class CoHereRerank(Base): + def __init__(self, key, model_name, base_url=None): + from cohere import Client + + self.client = Client(api_key=key) + self.model_name = model_name + + def similarity(self, query: str, texts: list): + token_count = num_tokens_from_string(query) + sum( + [num_tokens_from_string(t) for t in texts] + ) + res = self.client.rerank( + model=self.model_name, + query=query, + documents=texts, + top_n=len(texts), + return_documents=False, + ) + rank = np.array([d.relevance_score for d in res.results]) + indexs = [d.index for d in res.results] + return rank[indexs], token_count diff --git a/rag/llm/rpc_server.py b/rag/llm/rpc_server.py new file mode 100644 index 0000000000000000000000000000000000000000..dcfb38b0c51e99c538767381436f16973adabbfa --- /dev/null +++ b/rag/llm/rpc_server.py @@ -0,0 +1,171 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import argparse +import pickle +import random +import time +from copy import deepcopy +from multiprocessing.connection import Listener +from threading import Thread +from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer + + +def torch_gc(): + try: + import torch + if torch.cuda.is_available(): + # with torch.cuda.device(DEVICE): + torch.cuda.empty_cache() + torch.cuda.ipc_collect() + elif torch.backends.mps.is_available(): + try: + from torch.mps import empty_cache + empty_cache() + except Exception as e: + pass + except Exception: + pass + + +class RPCHandler: + def __init__(self): + self._functions = {} + + def register_function(self, func): + self._functions[func.__name__] = func + + def handle_connection(self, connection): + try: + while True: + # Receive a message + func_name, args, kwargs = pickle.loads(connection.recv()) + # Run the RPC and send a response + try: + r = self._functions[func_name](*args, **kwargs) + connection.send(pickle.dumps(r)) + except Exception as e: + connection.send(pickle.dumps(e)) + except EOFError: + pass + + +def rpc_server(hdlr, address, authkey): + sock = Listener(address, authkey=authkey) + while True: + try: + client = sock.accept() + t = Thread(target=hdlr.handle_connection, args=(client,)) + t.daemon = True + t.start() + except Exception as e: + print("【EXCEPTION】:", str(e)) + + +models = [] +tokenizer = None + + +def chat(messages, gen_conf): + global tokenizer + model = Model() + try: + torch_gc() + conf = { + "max_new_tokens": int( + gen_conf.get( + "max_tokens", 256)), "temperature": float( + gen_conf.get( + "temperature", 0.1))} + print(messages, conf) + text = tokenizer.apply_chat_template( + messages, + tokenize=False, + add_generation_prompt=True + ) + model_inputs = tokenizer([text], return_tensors="pt").to(model.device) + + generated_ids = model.generate( + model_inputs.input_ids, + **conf + ) + generated_ids = [ + output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids) + ] + + return tokenizer.batch_decode( + generated_ids, skip_special_tokens=True)[0] + except Exception as e: + return str(e) + + +def chat_streamly(messages, gen_conf): + global tokenizer + model = Model() + try: + torch_gc() + conf = deepcopy(gen_conf) + print(messages, conf) + text = tokenizer.apply_chat_template( + messages, + tokenize=False, + add_generation_prompt=True + ) + model_inputs = tokenizer([text], return_tensors="pt").to(model.device) + streamer = TextStreamer(tokenizer) + conf["inputs"] = model_inputs.input_ids + conf["streamer"] = streamer + conf["max_new_tokens"] = conf["max_tokens"] + del conf["max_tokens"] + thread = Thread(target=model.generate, kwargs=conf) + thread.start() + for _, new_text in enumerate(streamer): + yield new_text + except Exception as e: + yield "**ERROR**: " + str(e) + + +def Model(): + global models + random.seed(time.time()) + return random.choice(models) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("--model_name", type=str, help="Model name") + parser.add_argument( + "--port", + default=7860, + type=int, + help="RPC serving port") + args = parser.parse_args() + + handler = RPCHandler() + handler.register_function(chat) + handler.register_function(chat_streamly) + + models = [] + for _ in range(1): + m = AutoModelForCausalLM.from_pretrained(args.model_name, + device_map="auto", + torch_dtype='auto') + models.append(m) + tokenizer = AutoTokenizer.from_pretrained(args.model_name) + + # Run the server + rpc_server(handler, ('0.0.0.0', args.port), + authkey=b'infiniflow-token4kevinhu') diff --git a/rag/llm/sequence2txt_model.py b/rag/llm/sequence2txt_model.py new file mode 100644 index 0000000000000000000000000000000000000000..08a2b84f0dcfd52f96f46f021b2351927b1ee4af --- /dev/null +++ b/rag/llm/sequence2txt_model.py @@ -0,0 +1,89 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +from openai.lib.azure import AzureOpenAI +from zhipuai import ZhipuAI +import io +from abc import ABC +from ollama import Client +from openai import OpenAI +import os +import json +from rag.utils import num_tokens_from_string + + +class Base(ABC): + def __init__(self, key, model_name): + pass + + def transcription(self, audio, **kwargs): + transcription = self.client.audio.transcriptions.create( + model=self.model_name, + file=audio, + response_format="text" + ) + return transcription.text.strip(), num_tokens_from_string(transcription.text.strip()) + + +class GPTSeq2txt(Base): + def __init__(self, key, model_name="whisper-1", base_url="https://api.openai.com/v1"): + if not base_url: base_url = "https://api.openai.com/v1" + self.client = OpenAI(api_key=key, base_url=base_url) + self.model_name = model_name + + +class QWenSeq2txt(Base): + def __init__(self, key, model_name="paraformer-realtime-8k-v1", **kwargs): + import dashscope + dashscope.api_key = key + self.model_name = model_name + + def transcription(self, audio, format): + from http import HTTPStatus + from dashscope.audio.asr import Recognition + + recognition = Recognition(model=self.model_name, + format=format, + sample_rate=16000, + callback=None) + result = recognition.call(audio) + + ans = "" + if result.status_code == HTTPStatus.OK: + for sentence in result.get_sentence(): + ans += str(sentence + '\n') + return ans, num_tokens_from_string(ans) + + return "**ERROR**: " + result.message, 0 + + +class OllamaSeq2txt(Base): + def __init__(self, key, model_name, lang="Chinese", **kwargs): + self.client = Client(host=kwargs["base_url"]) + self.model_name = model_name + self.lang = lang + + +class AzureSeq2txt(Base): + def __init__(self, key, model_name, lang="Chinese", **kwargs): + self.client = AzureOpenAI(api_key=key, azure_endpoint=kwargs["base_url"], api_version="2024-02-01") + self.model_name = model_name + self.lang = lang + + +class XinferenceSeq2txt(Base): + def __init__(self, key, model_name="", base_url=""): + self.client = OpenAI(api_key="xxx", base_url=base_url) + self.model_name = model_name diff --git a/rag/nlp/__init__.py b/rag/nlp/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..d82295e88eda8b900ab7960ba092fde26f04a002 --- /dev/null +++ b/rag/nlp/__init__.py @@ -0,0 +1,593 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import random +from collections import Counter + +from rag.utils import num_tokens_from_string +from . import rag_tokenizer +import re +import copy +import roman_numbers as r +from word2number import w2n +from cn2an import cn2an +from PIL import Image + +all_codecs = [ + 'utf-8', 'gb2312', 'gbk', 'utf_16', 'ascii', 'big5', 'big5hkscs', + 'cp037', 'cp273', 'cp424', 'cp437', + 'cp500', 'cp720', 'cp737', 'cp775', 'cp850', 'cp852', 'cp855', 'cp856', 'cp857', + 'cp858', 'cp860', 'cp861', 'cp862', 'cp863', 'cp864', 'cp865', 'cp866', 'cp869', + 'cp874', 'cp875', 'cp932', 'cp949', 'cp950', 'cp1006', 'cp1026', 'cp1125', + 'cp1140', 'cp1250', 'cp1251', 'cp1252', 'cp1253', 'cp1254', 'cp1255', 'cp1256', + 'cp1257', 'cp1258', 'euc_jp', 'euc_jis_2004', 'euc_jisx0213', 'euc_kr', + 'gb2312', 'gb18030', 'hz', 'iso2022_jp', 'iso2022_jp_1', 'iso2022_jp_2', + 'iso2022_jp_2004', 'iso2022_jp_3', 'iso2022_jp_ext', 'iso2022_kr', 'latin_1', + 'iso8859_2', 'iso8859_3', 'iso8859_4', 'iso8859_5', 'iso8859_6', 'iso8859_7', + 'iso8859_8', 'iso8859_9', 'iso8859_10', 'iso8859_11', 'iso8859_13', + 'iso8859_14', 'iso8859_15', 'iso8859_16', 'johab', 'koi8_r', 'koi8_t', 'koi8_u', + 'kz1048', 'mac_cyrillic', 'mac_greek', 'mac_iceland', 'mac_latin2', 'mac_roman', + 'mac_turkish', 'ptcp154', 'shift_jis', 'shift_jis_2004', 'shift_jisx0213', + 'utf_32', 'utf_32_be', 'utf_32_le''utf_16_be', 'utf_16_le', 'utf_7' +] + + +def find_codec(blob): + global all_codecs + for c in all_codecs: + try: + blob[:1024].decode(c) + return c + except Exception as e: + pass + try: + blob.decode(c) + return c + except Exception as e: + pass + + return "utf-8" + +QUESTION_PATTERN = [ + r"第([零一二三四五六七八九十百0-9]+)问", + r"第([零一二三四五六七八九十百0-9]+)条", + r"[\(（]([零一二三四五六七八九十百]+)[\)）]", + r"第([0-9]+)问", + r"第([0-9]+)条", + r"([0-9]{1,2})[\. 、]", + r"([零一二三四五六七八九十百]+)[ 、]", + r"[\(（]([0-9]{1,2})[\)）]", + r"QUESTION (ONE|TWO|THREE|FOUR|FIVE|SIX|SEVEN|EIGHT|NINE|TEN)", + r"QUESTION (I+V?|VI*|XI|IX|X)", + r"QUESTION ([0-9]+)", +] + +def has_qbullet(reg, box, last_box, last_index, last_bull, bull_x0_list): + section, last_section = box['text'], last_box['text'] + q_reg = r'(\w|\W)*?(?:？|\?|\n|$)+' + full_reg = reg + q_reg + has_bull = re.match(full_reg, section) + index_str = None + if has_bull: + if 'x0' not in last_box: + last_box['x0'] = box['x0'] + if 'top' not in last_box: + last_box['top'] = box['top'] + if last_bull and box['x0']-last_box['x0']>10: + return None, last_index + if not last_bull and box['x0'] >= last_box['x0'] and box['top'] - last_box['top'] < 20: + return None, last_index + avg_bull_x0 = 0 + if bull_x0_list: + avg_bull_x0 = sum(bull_x0_list) / len(bull_x0_list) + else: + avg_bull_x0 = box['x0'] + if box['x0'] - avg_bull_x0 > 10: + return None, last_index + index_str = has_bull.group(1) + index = index_int(index_str) + if last_section[-1] == ':' or last_section[-1] == '：': + return None, last_index + if not last_index or index >= last_index: + bull_x0_list.append(box['x0']) + return has_bull, index + if section[-1] == '?' or section[-1] == '？': + bull_x0_list.append(box['x0']) + return has_bull, index + if box['layout_type'] == 'title': + bull_x0_list.append(box['x0']) + return has_bull, index + pure_section = section.lstrip(re.match(reg, section).group()).lower() + ask_reg = r'(what|when|where|how|why|which|who|whose|为什么|为啥|哪)' + if re.match(ask_reg, pure_section): + bull_x0_list.append(box['x0']) + return has_bull, index + return None, last_index + +def index_int(index_str): + res = -1 + try: + res=int(index_str) + except ValueError: + try: + res=w2n.word_to_num(index_str) + except ValueError: + try: + res = cn2an(index_str) + except ValueError: + try: + res = r.number(index_str) + except ValueError: + return -1 + return res + +def qbullets_category(sections): + global QUESTION_PATTERN + hits = [0] * len(QUESTION_PATTERN) + for i, pro in enumerate(QUESTION_PATTERN): + for sec in sections: + if re.match(pro, sec) and not not_bullet(sec): + hits[i] += 1 + break + maxium = 0 + res = -1 + for i, h in enumerate(hits): + if h <= maxium: + continue + res = i + maxium = h + return res, QUESTION_PATTERN[res] + +BULLET_PATTERN = [[ + r"第[零一二三四五六七八九十百0-9]+(分?编|部分)", + r"第[零一二三四五六七八九十百0-9]+章", + r"第[零一二三四五六七八九十百0-9]+节", + r"第[零一二三四五六七八九十百0-9]+条", + r"[\(（][零一二三四五六七八九十百]+[\)）]", +], [ + r"第[0-9]+章", + r"第[0-9]+节", + r"[0-9]{,2}[\. 、]", + r"[0-9]{,2}\.[0-9]{,2}[^a-zA-Z/%~-]", + r"[0-9]{,2}\.[0-9]{,2}\.[0-9]{,2}", + r"[0-9]{,2}\.[0-9]{,2}\.[0-9]{,2}\.[0-9]{,2}", +], [ + r"第[零一二三四五六七八九十百0-9]+章", + r"第[零一二三四五六七八九十百0-9]+节", + r"[零一二三四五六七八九十百]+[ 、]", + r"[\(（][零一二三四五六七八九十百]+[\)）]", + r"[\(（][0-9]{,2}[\)）]", +], [ + r"PART (ONE|TWO|THREE|FOUR|FIVE|SIX|SEVEN|EIGHT|NINE|TEN)", + r"Chapter (I+V?|VI*|XI|IX|X)", + r"Section [0-9]+", + r"Article [0-9]+" +] +] + + +def random_choices(arr, k): + k = min(len(arr), k) + return random.choices(arr, k=k) + + +def not_bullet(line): + patt = [ + r"0", r"[0-9]+ +[0-9~个只-]", r"[0-9]+\.{2,}" + ] + return any([re.match(r, line) for r in patt]) + + +def bullets_category(sections): + global BULLET_PATTERN + hits = [0] * len(BULLET_PATTERN) + for i, pro in enumerate(BULLET_PATTERN): + for sec in sections: + for p in pro: + if re.match(p, sec) and not not_bullet(sec): + hits[i] += 1 + break + maxium = 0 + res = -1 + for i, h in enumerate(hits): + if h <= maxium: + continue + res = i + maxium = h + return res + + +def is_english(texts): + eng = 0 + if not texts: return False + for t in texts: + if re.match(r"[a-zA-Z]{2,}", t.strip()): + eng += 1 + if eng / len(texts) > 0.8: + return True + return False + + +def tokenize(d, t, eng): + d["content_with_weight"] = t + t = re.sub(r"]{0,12})?>", " ", t) + d["content_ltks"] = rag_tokenizer.tokenize(t) + d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"]) + + +def tokenize_chunks(chunks, doc, eng, pdf_parser=None): + res = [] + # wrap up as es documents + for ck in chunks: + if len(ck.strip()) == 0:continue + print("--", ck) + d = copy.deepcopy(doc) + if pdf_parser: + try: + d["image"], poss = pdf_parser.crop(ck, need_position=True) + add_positions(d, poss) + ck = pdf_parser.remove_tag(ck) + except NotImplementedError as e: + pass + tokenize(d, ck, eng) + res.append(d) + return res + + +def tokenize_chunks_docx(chunks, doc, eng, images): + res = [] + # wrap up as es documents + for ck, image in zip(chunks, images): + if len(ck.strip()) == 0:continue + print("--", ck) + d = copy.deepcopy(doc) + d["image"] = image + tokenize(d, ck, eng) + res.append(d) + return res + + +def tokenize_table(tbls, doc, eng, batch_size=10): + res = [] + # add tables + for (img, rows), poss in tbls: + if not rows: + continue + if isinstance(rows, str): + d = copy.deepcopy(doc) + tokenize(d, rows, eng) + d["content_with_weight"] = rows + if img: d["image"] = img + if poss: add_positions(d, poss) + res.append(d) + continue + de = "; " if eng else "； " + for i in range(0, len(rows), batch_size): + d = copy.deepcopy(doc) + r = de.join(rows[i:i + batch_size]) + tokenize(d, r, eng) + d["image"] = img + add_positions(d, poss) + res.append(d) + return res + + +def add_positions(d, poss): + if not poss: + return + d["page_num_int"] = [] + d["position_int"] = [] + d["top_int"] = [] + for pn, left, right, top, bottom in poss: + d["page_num_int"].append(int(pn + 1)) + d["top_int"].append(int(top)) + d["position_int"].append((int(pn + 1), int(left), int(right), int(top), int(bottom))) + + +def remove_contents_table(sections, eng=False): + i = 0 + while i < len(sections): + def get(i): + nonlocal sections + return (sections[i] if isinstance(sections[i], + type("")) else sections[i][0]).strip() + + if not re.match(r"(contents|目录|目次|table of contents|致谢|acknowledge)$", + re.sub(r"( | |\u3000)+", "", get(i).split("@@")[0], re.IGNORECASE)): + i += 1 + continue + sections.pop(i) + if i >= len(sections): + break + prefix = get(i)[:3] if not eng else " ".join(get(i).split(" ")[:2]) + while not prefix: + sections.pop(i) + if i >= len(sections): + break + prefix = get(i)[:3] if not eng else " ".join(get(i).split(" ")[:2]) + sections.pop(i) + if i >= len(sections) or not prefix: + break + for j in range(i, min(i + 128, len(sections))): + if not re.match(prefix, get(j)): + continue + for _ in range(i, j): + sections.pop(i) + break + + +def make_colon_as_title(sections): + if not sections: + return [] + if isinstance(sections[0], type("")): + return sections + i = 0 + while i < len(sections): + txt, layout = sections[i] + i += 1 + txt = txt.split("@")[0].strip() + if not txt: + continue + if txt[-1] not in ":：": + continue + txt = txt[::-1] + arr = re.split(r"([。？！!?;；]| \.)", txt) + if len(arr) < 2 or len(arr[1]) < 32: + continue + sections.insert(i - 1, (arr[0][::-1], "title")) + i += 1 + + +def title_frequency(bull, sections): + bullets_size = len(BULLET_PATTERN[bull]) + levels = [bullets_size+1 for _ in range(len(sections))] + if not sections or bull < 0: + return bullets_size+1, levels + + for i, (txt, layout) in enumerate(sections): + for j, p in enumerate(BULLET_PATTERN[bull]): + if re.match(p, txt.strip()) and not not_bullet(txt): + levels[i] = j + break + else: + if re.search(r"(title|head)", layout) and not not_title(txt.split("@")[0]): + levels[i] = bullets_size + most_level = bullets_size+1 + for l, c in sorted(Counter(levels).items(), key=lambda x:x[1]*-1): + if l <= bullets_size: + most_level = l + break + return most_level, levels + + +def not_title(txt): + if re.match(r"第[零一二三四五六七八九十百0-9]+条", txt): + return False + if len(txt.split(" ")) > 12 or (txt.find(" ") < 0 and len(txt) >= 32): + return True + return re.search(r"[,;，。；！!]", txt) + + +def hierarchical_merge(bull, sections, depth): + if not sections or bull < 0: + return [] + if isinstance(sections[0], type("")): + sections = [(s, "") for s in sections] + sections = [(t, o) for t, o in sections if + t and len(t.split("@")[0].strip()) > 1 and not re.match(r"[0-9]+$", t.split("@")[0].strip())] + bullets_size = len(BULLET_PATTERN[bull]) + levels = [[] for _ in range(bullets_size + 2)] + + + for i, (txt, layout) in enumerate(sections): + for j, p in enumerate(BULLET_PATTERN[bull]): + if re.match(p, txt.strip()): + levels[j].append(i) + break + else: + if re.search(r"(title|head)", layout) and not not_title(txt): + levels[bullets_size].append(i) + else: + levels[bullets_size + 1].append(i) + sections = [t for t, _ in sections] + + # for s in sections: print("--", s) + + def binary_search(arr, target): + if not arr: + return -1 + if target > arr[-1]: + return len(arr) - 1 + if target < arr[0]: + return -1 + s, e = 0, len(arr) + while e - s > 1: + i = (e + s) // 2 + if target > arr[i]: + s = i + continue + elif target < arr[i]: + e = i + continue + else: + assert False + return s + + cks = [] + readed = [False] * len(sections) + levels = levels[::-1] + for i, arr in enumerate(levels[:depth]): + for j in arr: + if readed[j]: + continue + readed[j] = True + cks.append([j]) + if i + 1 == len(levels) - 1: + continue + for ii in range(i + 1, len(levels)): + jj = binary_search(levels[ii], j) + if jj < 0: + continue + if jj > cks[-1][-1]: + cks[-1].pop(-1) + cks[-1].append(levels[ii][jj]) + for ii in cks[-1]: + readed[ii] = True + + if not cks: + return cks + + for i in range(len(cks)): + cks[i] = [sections[j] for j in cks[i][::-1]] + print("--------------\n", "\n* ".join(cks[i])) + + res = [[]] + num = [0] + for ck in cks: + if len(ck) == 1: + n = num_tokens_from_string(re.sub(r"@@[0-9]+.*", "", ck[0])) + if n + num[-1] < 218: + res[-1].append(ck[0]) + num[-1] += n + continue + res.append(ck) + num.append(n) + continue + res.append(ck) + num.append(218) + + return res + + +def naive_merge(sections, chunk_token_num=128, delimiter="\n。；！？"): + if not sections: + return [] + if isinstance(sections[0], type("")): + sections = [(s, "") for s in sections] + cks = [""] + tk_nums = [0] + + def add_chunk(t, pos): + nonlocal cks, tk_nums, delimiter + tnum = num_tokens_from_string(t) + if not pos: pos = "" + if tnum < 8: + pos = "" + # Ensure that the length of the merged chunk does not exceed chunk_token_num + if tk_nums[-1] > chunk_token_num: + + if t.find(pos) < 0: + t += pos + cks.append(t) + tk_nums.append(tnum) + else: + if cks[-1].find(pos) < 0: + t += pos + cks[-1] += t + tk_nums[-1] += tnum + + for sec, pos in sections: + add_chunk(sec, pos) + continue + s, e = 0, 1 + while e < len(sec): + if sec[e] in delimiter: + add_chunk(sec[s: e + 1], pos) + s = e + 1 + e = s + 1 + else: + e += 1 + if s < e: + add_chunk(sec[s: e], pos) + + return cks + + +def docx_question_level(p, bull = -1): + txt = re.sub(r"\u3000", " ", p.text).strip() + if p.style.name.startswith('Heading'): + return int(p.style.name.split(' ')[-1]), txt + else: + if bull < 0: + return 0, txt + for j, title in enumerate(BULLET_PATTERN[bull]): + if re.match(title, txt): + return j+1, txt + return len(BULLET_PATTERN[bull]), txt + + +def concat_img(img1, img2): + if img1 and not img2: + return img1 + if not img1 and img2: + return img2 + if not img1 and not img2: + return None + width1, height1 = img1.size + width2, height2 = img2.size + + new_width = max(width1, width2) + new_height = height1 + height2 + new_image = Image.new('RGB', (new_width, new_height)) + + new_image.paste(img1, (0, 0)) + new_image.paste(img2, (0, height1)) + + return new_image + + +def naive_merge_docx(sections, chunk_token_num=128, delimiter="\n。；！？"): + if not sections: + return [], [] + + cks = [""] + images = [None] + tk_nums = [0] + + def add_chunk(t, image, pos=""): + nonlocal cks, tk_nums, delimiter + tnum = num_tokens_from_string(t) + if tnum < 8: + pos = "" + if tk_nums[-1] > chunk_token_num: + if t.find(pos) < 0: + t += pos + cks.append(t) + images.append(image) + tk_nums.append(tnum) + else: + if cks[-1].find(pos) < 0: + t += pos + cks[-1] += t + images[-1] = concat_img(images[-1], image) + tk_nums[-1] += tnum + + for sec, image in sections: + add_chunk(sec, image, '') + + return cks, images + + +def keyword_extraction(chat_mdl, content): + prompt = """ +You're a question analyzer. +1. Please give me the most important keyword/phrase of this question. +Answer format: (in language of user's question) + - keyword: +""" + kwd = chat_mdl.chat(prompt, [{"role": "user", "content": content}], {"temperature": 0.2}) + if isinstance(kwd, tuple): return kwd[0] + return kwd diff --git a/rag/nlp/query.py b/rag/nlp/query.py new file mode 100644 index 0000000000000000000000000000000000000000..40f1d2bf62e25fcff0d69271663dc3d57fc9cc6c --- /dev/null +++ b/rag/nlp/query.py @@ -0,0 +1,192 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import json +import math +import re +import logging +import copy +from elasticsearch_dsl import Q + +from rag.nlp import rag_tokenizer, term_weight, synonym + +class EsQueryer: + def __init__(self, es): + self.tw = term_weight.Dealer() + self.es = es + self.syn = synonym.Dealer() + self.flds = ["ask_tks^10", "ask_small_tks"] + + @staticmethod + def subSpecialChar(line): + return re.sub(r"([:\{\}/\[\]\-\*\"\(\)\|~\^])", r"\\\1", line).strip() + + @staticmethod + def isChinese(line): + arr = re.split(r"[ \t]+", line) + if len(arr) <= 3: + return True + e = 0 + for t in arr: + if not re.match(r"[a-zA-Z]+$", t): + e += 1 + return e * 1. / len(arr) >= 0.7 + + @staticmethod + def rmWWW(txt): + patts = [ + (r"是*(什么样的|哪家|一下|那家|请问|啥样|咋样了|什么时候|何时|何地|何人|是否|是不是|多少|哪里|怎么|哪儿|怎么样|如何|哪些|是啥|啥是|啊|吗|呢|吧|咋|什么|有没有|呀)是*", ""), + (r"(^| )(what|who|how|which|where|why)('re|'s)? ", " "), + (r"(^| )('s|'re|is|are|were|was|do|does|did|don't|doesn't|didn't|has|have|be|there|you|me|your|my|mine|just|please|may|i|should|would|wouldn't|will|won't|done|go|for|with|so|the|a|an|by|i'm|it's|he's|she's|they|they're|you're|as|by|on|in|at|up|out|down) ", " ") + ] + for r, p in patts: + txt = re.sub(r, p, txt, flags=re.IGNORECASE) + return txt + + def question(self, txt, tbl="qa", min_match="60%"): + txt = re.sub( + r"[ :\r\n\t,，。？?/`!！&\^%%]+", + " ", + rag_tokenizer.tradi2simp( + rag_tokenizer.strQ2B( + txt.lower()))).strip() + txt = EsQueryer.rmWWW(txt) + + if not self.isChinese(txt): + tks = rag_tokenizer.tokenize(txt).split(" ") + tks_w = self.tw.weights(tks) + tks_w = [(re.sub(r"[ \\\"'^]", "", tk), w) for tk, w in tks_w] + tks_w = [(re.sub(r"^[a-z0-9]$", "", tk), w) for tk, w in tks_w if tk] + tks_w = [(re.sub(r"^[\+-]", "", tk), w) for tk, w in tks_w if tk] + q = ["{}^{:.4f}".format(tk, w) for tk, w in tks_w if tk] + for i in range(1, len(tks_w)): + q.append("\"%s %s\"^%.4f" % (tks_w[i - 1][0], tks_w[i][0], max(tks_w[i - 1][1], tks_w[i][1])*2)) + if not q: + q.append(txt) + return Q("bool", + must=Q("query_string", fields=self.flds, + type="best_fields", query=" ".join(q), + boost=1)#, minimum_should_match=min_match) + ), tks + + def need_fine_grained_tokenize(tk): + if len(tk) < 4: + return False + if re.match(r"[0-9a-z\.\+#_\*-]+$", tk): + return False + return True + + qs, keywords = [], [] + for tt in self.tw.split(txt)[:256]: # .split(" "): + if not tt: + continue + twts = self.tw.weights([tt]) + syns = self.syn.lookup(tt) + logging.info(json.dumps(twts, ensure_ascii=False)) + tms = [] + for tk, w in sorted(twts, key=lambda x: x[1] * -1): + sm = rag_tokenizer.fine_grained_tokenize(tk).split(" ") if need_fine_grained_tokenize(tk) else [] + sm = [ + re.sub( + r"[ ,\./;'\[\]\\`~!@#$%\^&\*\(\)=\+_<>\?:\"\{\}\|，。；‘’【】、！￥……（）——《》？：“”-]+", + "", + m) for m in sm] + sm = [EsQueryer.subSpecialChar(m) for m in sm if len(m) > 1] + sm = [m for m in sm if len(m) > 1] + if len(sm) < 2: + sm = [] + + keywords.append(re.sub(r"[ \\\"']+", "", tk)) + if len(keywords) >= 12: break + + tk_syns = self.syn.lookup(tk) + tk = EsQueryer.subSpecialChar(tk) + if tk.find(" ") > 0: + tk = "\"%s\"" % tk + if tk_syns: + tk = f"({tk} %s)" % " ".join(tk_syns) + if sm: + tk = f"{tk} OR \"%s\" OR (\"%s\"~2)^0.5" % ( + " ".join(sm), " ".join(sm)) + if tk.strip(): + tms.append((tk, w)) + + tms = " ".join([f"({t})^{w}" for t, w in tms]) + + if len(twts) > 1: + tms += f" (\"%s\"~4)^1.5" % (" ".join([t for t, _ in twts])) + if re.match(r"[0-9a-z ]+$", tt): + tms = f"(\"{tt}\" OR \"%s\")" % rag_tokenizer.tokenize(tt) + + syns = " OR ".join( + ["\"%s\"^0.7" % EsQueryer.subSpecialChar(rag_tokenizer.tokenize(s)) for s in syns]) + if syns: + tms = f"({tms})^5 OR ({syns})^0.7" + + qs.append(tms) + + flds = copy.deepcopy(self.flds) + mst = [] + if qs: + mst.append( + Q("query_string", fields=flds, type="best_fields", + query=" OR ".join([f"({t})" for t in qs if t]), boost=1, minimum_should_match=min_match) + ) + + return Q("bool", + must=mst, + ), keywords + + def hybrid_similarity(self, avec, bvecs, atks, btkss, tkweight=0.3, + vtweight=0.7): + from sklearn.metrics.pairwise import cosine_similarity as CosineSimilarity + import numpy as np + sims = CosineSimilarity([avec], bvecs) + tksim = self.token_similarity(atks, btkss) + return np.array(sims[0]) * vtweight + \ + np.array(tksim) * tkweight, tksim, sims[0] + + def token_similarity(self, atks, btkss): + def toDict(tks): + d = {} + if isinstance(tks, str): + tks = tks.split(" ") + for t, c in self.tw.weights(tks): + if t not in d: + d[t] = 0 + d[t] += c + return d + + atks = toDict(atks) + btkss = [toDict(tks) for tks in btkss] + return [self.similarity(atks, btks) for btks in btkss] + + def similarity(self, qtwt, dtwt): + if isinstance(dtwt, type("")): + dtwt = {t: w for t, w in self.tw.weights(self.tw.split(dtwt))} + if isinstance(qtwt, type("")): + qtwt = {t: w for t, w in self.tw.weights(self.tw.split(qtwt))} + s = 1e-9 + for k, v in qtwt.items(): + if k in dtwt: + s += v # * dtwt[k] + q = 1e-9 + for k, v in qtwt.items(): + q += v # * v + #d = 1e-9 + # for k, v in dtwt.items(): + # d += v * v + return s / q / max(1, math.sqrt(math.log10(max(len(qtwt.keys()), len(dtwt.keys())))))# math.sqrt(q) / math.sqrt(d) diff --git a/rag/nlp/rag_tokenizer.py b/rag/nlp/rag_tokenizer.py new file mode 100644 index 0000000000000000000000000000000000000000..11881162da6610c4e4e749691135b899341ee841 --- /dev/null +++ b/rag/nlp/rag_tokenizer.py @@ -0,0 +1,440 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import copy +import datrie +import math +import os +import re +import string +import sys +from hanziconv import HanziConv +from huggingface_hub import snapshot_download +from nltk import word_tokenize +from nltk.stem import PorterStemmer, WordNetLemmatizer +from api.utils.file_utils import get_project_base_directory + + +class RagTokenizer: + def key_(self, line): + return str(line.lower().encode("utf-8"))[2:-1] + + def rkey_(self, line): + return str(("DD" + (line[::-1].lower())).encode("utf-8"))[2:-1] + + def loadDict_(self, fnm): + print("[HUQIE]:Build trie", fnm, file=sys.stderr) + try: + of = open(fnm, "r", encoding='utf-8') + while True: + line = of.readline() + if not line: + break + line = re.sub(r"[\r\n]+", "", line) + line = re.split(r"[ \t]", line) + k = self.key_(line[0]) + F = int(math.log(float(line[1]) / self.DENOMINATOR) + .5) + if k not in self.trie_ or self.trie_[k][0] < F: + self.trie_[self.key_(line[0])] = (F, line[2]) + self.trie_[self.rkey_(line[0])] = 1 + self.trie_.save(fnm + ".trie") + of.close() + except Exception as e: + print("[HUQIE]:Faild to build trie, ", fnm, e, file=sys.stderr) + + def __init__(self, debug=False): + self.DEBUG = debug + self.DENOMINATOR = 1000000 + self.trie_ = datrie.Trie(string.printable) + self.DIR_ = os.path.join(get_project_base_directory(), "rag/res", "huqie") + + self.stemmer = PorterStemmer() + self.lemmatizer = WordNetLemmatizer() + + self.SPLIT_CHAR = r"([ ,\.<>/?;'\[\]\\`!@#$%^&*\(\)\{\}\|_+=《》，。？、；‘’：“”【】~！￥%……（）——-]+|[a-z\.-]+|[0-9,\.-]+)" + try: + self.trie_ = datrie.Trie.load(self.DIR_ + ".txt.trie") + return + except Exception as e: + print("[HUQIE]:Build default trie", file=sys.stderr) + self.trie_ = datrie.Trie(string.printable) + + self.loadDict_(self.DIR_ + ".txt") + + def loadUserDict(self, fnm): + try: + self.trie_ = datrie.Trie.load(fnm + ".trie") + return + except Exception as e: + self.trie_ = datrie.Trie(string.printable) + self.loadDict_(fnm) + + def addUserDict(self, fnm): + self.loadDict_(fnm) + + def _strQ2B(self, ustring): + """把字符串全角转半角""" + rstring = "" + for uchar in ustring: + inside_code = ord(uchar) + if inside_code == 0x3000: + inside_code = 0x0020 + else: + inside_code -= 0xfee0 + if inside_code < 0x0020 or inside_code > 0x7e: # 转完之后不是半角字符返回原来的字符 + rstring += uchar + else: + rstring += chr(inside_code) + return rstring + + def _tradi2simp(self, line): + return HanziConv.toSimplified(line) + + def dfs_(self, chars, s, preTks, tkslist): + MAX_L = 10 + res = s + # if s > MAX_L or s>= len(chars): + if s >= len(chars): + tkslist.append(preTks) + return res + + # pruning + S = s + 1 + if s + 2 <= len(chars): + t1, t2 = "".join(chars[s:s + 1]), "".join(chars[s:s + 2]) + if self.trie_.has_keys_with_prefix(self.key_(t1)) and not self.trie_.has_keys_with_prefix( + self.key_(t2)): + S = s + 2 + if len(preTks) > 2 and len( + preTks[-1][0]) == 1 and len(preTks[-2][0]) == 1 and len(preTks[-3][0]) == 1: + t1 = preTks[-1][0] + "".join(chars[s:s + 1]) + if self.trie_.has_keys_with_prefix(self.key_(t1)): + S = s + 2 + + ################ + for e in range(S, len(chars) + 1): + t = "".join(chars[s:e]) + k = self.key_(t) + + if e > s + 1 and not self.trie_.has_keys_with_prefix(k): + break + + if k in self.trie_: + pretks = copy.deepcopy(preTks) + if k in self.trie_: + pretks.append((t, self.trie_[k])) + else: + pretks.append((t, (-12, ''))) + res = max(res, self.dfs_(chars, e, pretks, tkslist)) + + if res > s: + return res + + t = "".join(chars[s:s + 1]) + k = self.key_(t) + if k in self.trie_: + preTks.append((t, self.trie_[k])) + else: + preTks.append((t, (-12, ''))) + + return self.dfs_(chars, s + 1, preTks, tkslist) + + def freq(self, tk): + k = self.key_(tk) + if k not in self.trie_: + return 0 + return int(math.exp(self.trie_[k][0]) * self.DENOMINATOR + 0.5) + + def tag(self, tk): + k = self.key_(tk) + if k not in self.trie_: + return "" + return self.trie_[k][1] + + def score_(self, tfts): + B = 30 + F, L, tks = 0, 0, [] + for tk, (freq, tag) in tfts: + F += freq + L += 0 if len(tk) < 2 else 1 + tks.append(tk) + F /= len(tks) + L /= len(tks) + if self.DEBUG: + print("[SC]", tks, len(tks), L, F, B / len(tks) + L + F) + return tks, B / len(tks) + L + F + + def sortTks_(self, tkslist): + res = [] + for tfts in tkslist: + tks, s = self.score_(tfts) + res.append((tks, s)) + return sorted(res, key=lambda x: x[1], reverse=True) + + def merge_(self, tks): + patts = [ + (r"[ ]+", " "), + (r"([0-9\+\.,%\*=-]) ([0-9\+\.,%\*=-])", r"\1\2"), + ] + # for p,s in patts: tks = re.sub(p, s, tks) + + # if split chars is part of token + res = [] + tks = re.sub(r"[ ]+", " ", tks).split(" ") + s = 0 + while True: + if s >= len(tks): + break + E = s + 1 + for e in range(s + 2, min(len(tks) + 2, s + 6)): + tk = "".join(tks[s:e]) + if re.search(self.SPLIT_CHAR, tk) and self.freq(tk): + E = e + res.append("".join(tks[s:E])) + s = E + + return " ".join(res) + + def maxForward_(self, line): + res = [] + s = 0 + while s < len(line): + e = s + 1 + t = line[s:e] + while e < len(line) and self.trie_.has_keys_with_prefix( + self.key_(t)): + e += 1 + t = line[s:e] + + while e - 1 > s and self.key_(t) not in self.trie_: + e -= 1 + t = line[s:e] + + if self.key_(t) in self.trie_: + res.append((t, self.trie_[self.key_(t)])) + else: + res.append((t, (0, ''))) + + s = e + + return self.score_(res) + + def maxBackward_(self, line): + res = [] + s = len(line) - 1 + while s >= 0: + e = s + 1 + t = line[s:e] + while s > 0 and self.trie_.has_keys_with_prefix(self.rkey_(t)): + s -= 1 + t = line[s:e] + + while s + 1 < e and self.key_(t) not in self.trie_: + s += 1 + t = line[s:e] + + if self.key_(t) in self.trie_: + res.append((t, self.trie_[self.key_(t)])) + else: + res.append((t, (0, ''))) + + s -= 1 + + return self.score_(res[::-1]) + + def english_normalize_(self, tks): + return [self.stemmer.stem(self.lemmatizer.lemmatize(t)) if re.match(r"[a-zA-Z_-]+$", t) else t for t in tks] + + def tokenize(self, line): + line = self._strQ2B(line).lower() + line = self._tradi2simp(line) + zh_num = len([1 for c in line if is_chinese(c)]) + if zh_num == 0: + return " ".join([self.stemmer.stem(self.lemmatizer.lemmatize(t)) for t in word_tokenize(line)]) + + arr = re.split(self.SPLIT_CHAR, line) + res = [] + for L in arr: + if len(L) < 2 or re.match( + r"[a-z\.-]+$", L) or re.match(r"[0-9\.-]+$", L): + res.append(L) + continue + # print(L) + + # use maxforward for the first time + tks, s = self.maxForward_(L) + tks1, s1 = self.maxBackward_(L) + if self.DEBUG: + print("[FW]", tks, s) + print("[BW]", tks1, s1) + + diff = [0 for _ in range(max(len(tks1), len(tks)))] + for i in range(min(len(tks1), len(tks))): + if tks[i] != tks1[i]: + diff[i] = 1 + + if s1 > s: + tks = tks1 + + i = 0 + while i < len(tks): + s = i + while s < len(tks) and diff[s] == 0: + s += 1 + if s == len(tks): + res.append(" ".join(tks[i:])) + break + if s > i: + res.append(" ".join(tks[i:s])) + + e = s + while e < len(tks) and e - s < 5 and diff[e] == 1: + e += 1 + + tkslist = [] + self.dfs_("".join(tks[s:e + 1]), 0, [], tkslist) + res.append(" ".join(self.sortTks_(tkslist)[0][0])) + + i = e + 1 + + res = " ".join(self.english_normalize_(res)) + if self.DEBUG: + print("[TKS]", self.merge_(res)) + return self.merge_(res) + + def fine_grained_tokenize(self, tks): + tks = tks.split(" ") + zh_num = len([1 for c in tks if c and is_chinese(c[0])]) + if zh_num < len(tks) * 0.2: + res = [] + for tk in tks: + res.extend(tk.split("/")) + return " ".join(res) + + res = [] + for tk in tks: + if len(tk) < 3 or re.match(r"[0-9,\.-]+$", tk): + res.append(tk) + continue + tkslist = [] + if len(tk) > 10: + tkslist.append(tk) + else: + self.dfs_(tk, 0, [], tkslist) + if len(tkslist) < 2: + res.append(tk) + continue + stk = self.sortTks_(tkslist)[1][0] + if len(stk) == len(tk): + stk = tk + else: + if re.match(r"[a-z\.-]+$", tk): + for t in stk: + if len(t) < 3: + stk = tk + break + else: + stk = " ".join(stk) + else: + stk = " ".join(stk) + + res.append(stk) + + return " ".join(self.english_normalize_(res)) + + +def is_chinese(s): + if s >= u'\u4e00' and s <= u'\u9fa5': + return True + else: + return False + + +def is_number(s): + if s >= u'\u0030' and s <= u'\u0039': + return True + else: + return False + + +def is_alphabet(s): + if (s >= u'\u0041' and s <= u'\u005a') or ( + s >= u'\u0061' and s <= u'\u007a'): + return True + else: + return False + + +def naiveQie(txt): + tks = [] + for t in txt.split(" "): + if tks and re.match(r".*[a-zA-Z]$", tks[-1] + ) and re.match(r".*[a-zA-Z]$", t): + tks.append(" ") + tks.append(t) + return tks + + +tokenizer = RagTokenizer() +tokenize = tokenizer.tokenize +fine_grained_tokenize = tokenizer.fine_grained_tokenize +tag = tokenizer.tag +freq = tokenizer.freq +loadUserDict = tokenizer.loadUserDict +addUserDict = tokenizer.addUserDict +tradi2simp = tokenizer._tradi2simp +strQ2B = tokenizer._strQ2B + +if __name__ == '__main__': + tknzr = RagTokenizer(debug=True) + # huqie.addUserDict("/tmp/tmp.new.tks.dict") + tks = tknzr.tokenize( + "哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize( + "公开征求意见稿提出，境外投资者可使用自有人民币或外汇投资。使用外汇投资的，可通过债券持有人在香港人民币业务清算行及香港地区经批准可进入境内银行间外汇市场进行交易的境外人民币业务参加行（以下统称香港结算行）办理外汇资金兑换。香港结算行由此所产生的头寸可到境内银行间外汇市场平盘。使用外汇投资的，在其投资的债券到期或卖出后，原则上应兑换回外汇。") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize( + "多校划片就是一个小区对应多个小学初中，让买了学区房的家庭也不确定到底能上哪个学校。目的是通过这种方式为学区房降温，把就近入学落到实处。南京市长江大桥") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize( + "实际上当时他们已经将业务中心偏移到安全部门和针对政府企业的部门 Scripts are compiled and cached aaaaaaaaa") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize("虽然我不怎么玩") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize("蓝月亮如何在外资夹击中生存,那是全宇宙最有意思的") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize( + "涡轮增压发动机num最大功率,不像别的共享买车锁电子化的手段,我们接过来是否有意义,黄黄爱美食,不过，今天阿奇要讲到的这家农贸市场，说实话，还真蛮有特色的！不仅环境好，还打出了") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize("这周日你去吗？这周日你有空吗？") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize("Unity3D开发经验 测试开发工程师 c++双11双11 985 211 ") + print(tknzr.fine_grained_tokenize(tks)) + tks = tknzr.tokenize( + "数据分析项目经理|数据分析挖掘|数据分析方向|商品数据分析|搜索数据分析 sql python hive tableau Cocos2d-") + print(tknzr.fine_grained_tokenize(tks)) + if len(sys.argv) < 2: + sys.exit() + tknzr.DEBUG = False + tknzr.loadUserDict(sys.argv[1]) + of = open(sys.argv[2], "r") + while True: + line = of.readline() + if not line: + break + print(tknzr.tokenize(line)) + of.close() diff --git a/rag/nlp/search.py b/rag/nlp/search.py new file mode 100644 index 0000000000000000000000000000000000000000..99d0c1b96ff20e51f42c0718640161c397095743 --- /dev/null +++ b/rag/nlp/search.py @@ -0,0 +1,460 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import json +import re +from copy import deepcopy + +from elasticsearch_dsl import Q, Search +from typing import List, Optional, Dict, Union +from dataclasses import dataclass + +from rag.settings import es_logger +from rag.utils import rmSpace +from rag.nlp import rag_tokenizer, query +import numpy as np + + +def index_name(uid): return f"ragflow_{uid}" + + +class Dealer: + def __init__(self, es): + self.qryr = query.EsQueryer(es) + self.qryr.flds = [ + "title_tks^10", + "title_sm_tks^5", + "important_kwd^30", + "important_tks^20", + "content_ltks^2", + "content_sm_ltks"] + self.es = es + + @dataclass + class SearchResult: + total: int + ids: List[str] + query_vector: List[float] = None + field: Optional[Dict] = None + highlight: Optional[Dict] = None + aggregation: Union[List, Dict, None] = None + keywords: Optional[List[str]] = None + group_docs: List[List] = None + + def _vector(self, txt, emb_mdl, sim=0.8, topk=10): + qv, c = emb_mdl.encode_queries(txt) + return { + "field": "q_%d_vec" % len(qv), + "k": topk, + "similarity": sim, + "num_candidates": topk * 2, + "query_vector": [float(v) for v in qv] + } + + def _add_filters(self, bqry, req): + if req.get("kb_ids"): + bqry.filter.append(Q("terms", kb_id=req["kb_ids"])) + if req.get("doc_ids"): + bqry.filter.append(Q("terms", doc_id=req["doc_ids"])) + if req.get("knowledge_graph_kwd"): + bqry.filter.append(Q("terms", knowledge_graph_kwd=req["knowledge_graph_kwd"])) + if "available_int" in req: + if req["available_int"] == 0: + bqry.filter.append(Q("range", available_int={"lt": 1})) + else: + bqry.filter.append( + Q("bool", must_not=Q("range", available_int={"lt": 1}))) + return bqry + + def search(self, req, idxnm, emb_mdl=None): + qst = req.get("question", "") + bqry, keywords = self.qryr.question(qst) + bqry = self._add_filters(bqry, req) + bqry.boost = 0.05 + + s = Search() + pg = int(req.get("page", 1)) - 1 + topk = int(req.get("topk", 1024)) + ps = int(req.get("size", topk)) + src = req.get("fields", ["docnm_kwd", "content_ltks", "kb_id", "img_id", "title_tks", "important_kwd", + "image_id", "doc_id", "q_512_vec", "q_768_vec", "position_int", "knowledge_graph_kwd", + "q_1024_vec", "q_1536_vec", "available_int", "content_with_weight"]) + + s = s.query(bqry)[pg * ps:(pg + 1) * ps] + s = s.highlight("content_ltks") + s = s.highlight("title_ltks") + if not qst: + if not req.get("sort"): + s = s.sort( + #{"create_time": {"order": "desc", "unmapped_type": "date"}}, + {"create_timestamp_flt": { + "order": "desc", "unmapped_type": "float"}} + ) + else: + s = s.sort( + {"page_num_int": {"order": "asc", "unmapped_type": "float", + "mode": "avg", "numeric_type": "double"}}, + {"top_int": {"order": "asc", "unmapped_type": "float", + "mode": "avg", "numeric_type": "double"}}, + #{"create_time": {"order": "desc", "unmapped_type": "date"}}, + {"create_timestamp_flt": { + "order": "desc", "unmapped_type": "float"}} + ) + + if qst: + s = s.highlight_options( + fragment_size=120, + number_of_fragments=5, + boundary_scanner_locale="zh-CN", + boundary_scanner="SENTENCE", + boundary_chars=",./;:\\!()，。？：！……（）——、" + ) + s = s.to_dict() + q_vec = [] + if req.get("vector"): + assert emb_mdl, "No embedding model selected" + s["knn"] = self._vector( + qst, emb_mdl, req.get( + "similarity", 0.1), topk) + s["knn"]["filter"] = bqry.to_dict() + if "highlight" in s: + del s["highlight"] + q_vec = s["knn"]["query_vector"] + es_logger.info("【Q】: {}".format(json.dumps(s))) + res = self.es.search(deepcopy(s), idxnm=idxnm, timeout="600s", src=src) + es_logger.info("TOTAL: {}".format(self.es.getTotal(res))) + if self.es.getTotal(res) == 0 and "knn" in s: + bqry, _ = self.qryr.question(qst, min_match="10%") + bqry = self._add_filters(bqry, req) + s["query"] = bqry.to_dict() + s["knn"]["filter"] = bqry.to_dict() + s["knn"]["similarity"] = 0.17 + res = self.es.search(s, idxnm=idxnm, timeout="600s", src=src) + es_logger.info("【Q】: {}".format(json.dumps(s))) + + kwds = set([]) + for k in keywords: + kwds.add(k) + for kk in rag_tokenizer.fine_grained_tokenize(k).split(" "): + if len(kk) < 2: + continue + if kk in kwds: + continue + kwds.add(kk) + + aggs = self.getAggregation(res, "docnm_kwd") + + return self.SearchResult( + total=self.es.getTotal(res), + ids=self.es.getDocIds(res), + query_vector=q_vec, + aggregation=aggs, + highlight=self.getHighlight(res), + field=self.getFields(res, src), + keywords=list(kwds) + ) + + def getAggregation(self, res, g): + if not "aggregations" in res or "aggs_" + g not in res["aggregations"]: + return + bkts = res["aggregations"]["aggs_" + g]["buckets"] + return [(b["key"], b["doc_count"]) for b in bkts] + + def getHighlight(self, res): + def rmspace(line): + eng = set(list("qwertyuioplkjhgfdsazxcvbnm")) + r = [] + for t in line.split(" "): + if not t: + continue + if len(r) > 0 and len( + t) > 0 and r[-1][-1] in eng and t[0] in eng: + r.append(" ") + r.append(t) + r = "".join(r) + return r + + ans = {} + for d in res["hits"]["hits"]: + hlts = d.get("highlight") + if not hlts: + continue + ans[d["_id"]] = "".join([a for a in list(hlts.items())[0][1]]) + return ans + + def getFields(self, sres, flds): + res = {} + if not flds: + return {} + for d in self.es.getSource(sres): + m = {n: d.get(n) for n in flds if d.get(n) is not None} + for n, v in m.items(): + if isinstance(v, type([])): + m[n] = "\t".join([str(vv) if not isinstance( + vv, list) else "\t".join([str(vvv) for vvv in vv]) for vv in v]) + continue + if not isinstance(v, type("")): + m[n] = str(m[n]) + if n.find("tks") > 0: + m[n] = rmSpace(m[n]) + + if m: + res[d["id"]] = m + return res + + @staticmethod + def trans2floats(txt): + return [float(t) for t in txt.split("\t")] + + def insert_citations(self, answer, chunks, chunk_v, + embd_mdl, tkweight=0.1, vtweight=0.9): + assert len(chunks) == len(chunk_v) + pieces = re.split(r"(```)", answer) + if len(pieces) >= 3: + i = 0 + pieces_ = [] + while i < len(pieces): + if pieces[i] == "```": + st = i + i += 1 + while i < len(pieces) and pieces[i] != "```": + i += 1 + if i < len(pieces): + i += 1 + pieces_.append("".join(pieces[st: i]) + "\n") + else: + pieces_.extend( + re.split( + r"([^\|][；。？!！\n]|[a-z][.?;!][ \n])", + pieces[i])) + i += 1 + pieces = pieces_ + else: + pieces = re.split(r"([^\|][；。？!！\n]|[a-z][.?;!][ \n])", answer) + for i in range(1, len(pieces)): + if re.match(r"([^\|][；。？!！\n]|[a-z][.?;!][ \n])", pieces[i]): + pieces[i - 1] += pieces[i][0] + pieces[i] = pieces[i][1:] + idx = [] + pieces_ = [] + for i, t in enumerate(pieces): + if len(t) < 5: + continue + idx.append(i) + pieces_.append(t) + es_logger.info("{} => {}".format(answer, pieces_)) + if not pieces_: + return answer, set([]) + + ans_v, _ = embd_mdl.encode(pieces_) + assert len(ans_v[0]) == len(chunk_v[0]), "The dimension of query and chunk do not match: {} vs. {}".format( + len(ans_v[0]), len(chunk_v[0])) + + chunks_tks = [rag_tokenizer.tokenize(self.qryr.rmWWW(ck)).split(" ") + for ck in chunks] + cites = {} + thr = 0.63 + while thr>0.3 and len(cites.keys()) == 0 and pieces_ and chunks_tks: + for i, a in enumerate(pieces_): + sim, tksim, vtsim = self.qryr.hybrid_similarity(ans_v[i], + chunk_v, + rag_tokenizer.tokenize( + self.qryr.rmWWW(pieces_[i])).split(" "), + chunks_tks, + tkweight, vtweight) + mx = np.max(sim) * 0.99 + es_logger.info("{} SIM: {}".format(pieces_[i], mx)) + if mx < thr: + continue + cites[idx[i]] = list( + set([str(ii) for ii in range(len(chunk_v)) if sim[ii] > mx]))[:4] + thr *= 0.8 + + res = "" + seted = set([]) + for i, p in enumerate(pieces): + res += p + if i not in idx: + continue + if i not in cites: + continue + for c in cites[i]: + assert int(c) < len(chunk_v) + for c in cites[i]: + if c in seted: + continue + res += f" ##{c}$$" + seted.add(c) + + return res, seted + + def rerank(self, sres, query, tkweight=0.3, + vtweight=0.7, cfield="content_ltks"): + _, keywords = self.qryr.question(query) + ins_embd = [ + Dealer.trans2floats( + sres.field[i].get("q_%d_vec" % len(sres.query_vector), "\t".join(["0"] * len(sres.query_vector)))) for i in sres.ids] + if not ins_embd: + return [], [], [] + + for i in sres.ids: + if isinstance(sres.field[i].get("important_kwd", []), str): + sres.field[i]["important_kwd"] = [sres.field[i]["important_kwd"]] + ins_tw = [] + for i in sres.ids: + content_ltks = sres.field[i][cfield].split(" ") + title_tks = [t for t in sres.field[i].get("title_tks", "").split(" ") if t] + important_kwd = sres.field[i].get("important_kwd", []) + tks = content_ltks + title_tks + important_kwd + ins_tw.append(tks) + + sim, tksim, vtsim = self.qryr.hybrid_similarity(sres.query_vector, + ins_embd, + keywords, + ins_tw, tkweight, vtweight) + return sim, tksim, vtsim + + def rerank_by_model(self, rerank_mdl, sres, query, tkweight=0.3, + vtweight=0.7, cfield="content_ltks"): + _, keywords = self.qryr.question(query) + + for i in sres.ids: + if isinstance(sres.field[i].get("important_kwd", []), str): + sres.field[i]["important_kwd"] = [sres.field[i]["important_kwd"]] + ins_tw = [] + for i in sres.ids: + content_ltks = sres.field[i][cfield].split(" ") + title_tks = [t for t in sres.field[i].get("title_tks", "").split(" ") if t] + important_kwd = sres.field[i].get("important_kwd", []) + tks = content_ltks + title_tks + important_kwd + ins_tw.append(tks) + + tksim = self.qryr.token_similarity(keywords, ins_tw) + vtsim,_ = rerank_mdl.similarity(" ".join(keywords), [rmSpace(" ".join(tks)) for tks in ins_tw]) + + return tkweight*np.array(tksim) + vtweight*vtsim, tksim, vtsim + + def hybrid_similarity(self, ans_embd, ins_embd, ans, inst): + return self.qryr.hybrid_similarity(ans_embd, + ins_embd, + rag_tokenizer.tokenize(ans).split(" "), + rag_tokenizer.tokenize(inst).split(" ")) + + def retrieval(self, question, embd_mdl, tenant_id, kb_ids, page, page_size, similarity_threshold=0.2, + vector_similarity_weight=0.3, top=1024, doc_ids=None, aggs=True, rerank_mdl=None): + ranks = {"total": 0, "chunks": [], "doc_aggs": {}} + if not question: + return ranks + req = {"kb_ids": kb_ids, "doc_ids": doc_ids, "size": page_size, + "question": question, "vector": True, "topk": top, + "similarity": similarity_threshold, + "available_int": 1} + sres = self.search(req, index_name(tenant_id), embd_mdl) + + if rerank_mdl: + sim, tsim, vsim = self.rerank_by_model(rerank_mdl, + sres, question, 1 - vector_similarity_weight, vector_similarity_weight) + else: + sim, tsim, vsim = self.rerank( + sres, question, 1 - vector_similarity_weight, vector_similarity_weight) + idx = np.argsort(sim * -1) + + dim = len(sres.query_vector) + start_idx = (page - 1) * page_size + for i in idx: + if sim[i] < similarity_threshold: + break + ranks["total"] += 1 + start_idx -= 1 + if start_idx >= 0: + continue + if len(ranks["chunks"]) >= page_size: + if aggs: + continue + break + id = sres.ids[i] + dnm = sres.field[id]["docnm_kwd"] + did = sres.field[id]["doc_id"] + d = { + "chunk_id": id, + "content_ltks": sres.field[id]["content_ltks"], + "content_with_weight": sres.field[id]["content_with_weight"], + "doc_id": sres.field[id]["doc_id"], + "docnm_kwd": dnm, + "kb_id": sres.field[id]["kb_id"], + "important_kwd": sres.field[id].get("important_kwd", []), + "img_id": sres.field[id].get("img_id", ""), + "similarity": sim[i], + "vector_similarity": vsim[i], + "term_similarity": tsim[i], + "vector": self.trans2floats(sres.field[id].get("q_%d_vec" % dim, "\t".join(["0"] * dim))), + "positions": sres.field[id].get("position_int", "").split("\t") + } + if len(d["positions"]) % 5 == 0: + poss = [] + for i in range(0, len(d["positions"]), 5): + poss.append([float(d["positions"][i]), float(d["positions"][i + 1]), float(d["positions"][i + 2]), + float(d["positions"][i + 3]), float(d["positions"][i + 4])]) + d["positions"] = poss + ranks["chunks"].append(d) + if dnm not in ranks["doc_aggs"]: + ranks["doc_aggs"][dnm] = {"doc_id": did, "count": 0} + ranks["doc_aggs"][dnm]["count"] += 1 + ranks["doc_aggs"] = [{"doc_name": k, + "doc_id": v["doc_id"], + "count": v["count"]} for k, + v in sorted(ranks["doc_aggs"].items(), + key=lambda x:x[1]["count"] * -1)] + + return ranks + + def sql_retrieval(self, sql, fetch_size=128, format="json"): + from api.settings import chat_logger + sql = re.sub(r"[ `]+", " ", sql) + sql = sql.replace("%", "") + es_logger.info(f"Get es sql: {sql}") + replaces = [] + for r in re.finditer(r" ([a-z_]+_l?tks)( like | ?= ?)'([^']+)'", sql): + fld, v = r.group(1), r.group(3) + match = " MATCH({}, '{}', 'operator=OR;minimum_should_match=30%') ".format( + fld, rag_tokenizer.fine_grained_tokenize(rag_tokenizer.tokenize(v))) + replaces.append( + ("{}{}'{}'".format( + r.group(1), + r.group(2), + r.group(3)), + match)) + + for p, r in replaces: + sql = sql.replace(p, r, 1) + chat_logger.info(f"To es: {sql}") + + try: + tbl = self.es.sql(sql, fetch_size, format) + return tbl + except Exception as e: + chat_logger.error(f"SQL failure: {sql} =>" + str(e)) + return {"error": str(e)} + + def chunk_list(self, doc_id, tenant_id, max_count=1024, fields=["docnm_kwd", "content_with_weight", "img_id"]): + s = Search() + s = s.query(Q("match", doc_id=doc_id))[0:max_count] + s = s.to_dict() + es_res = self.es.search(s, idxnm=index_name(tenant_id), timeout="600s", src=fields) + res = [] + for index, chunk in enumerate(es_res['hits']['hits']): + res.append({fld: chunk['_source'].get(fld) for fld in fields}) + return res diff --git a/rag/nlp/surname.py b/rag/nlp/surname.py new file mode 100644 index 0000000000000000000000000000000000000000..0b6a682d4f1830022aa78706045c546d181c5b43 --- /dev/null +++ b/rag/nlp/surname.py @@ -0,0 +1,142 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +m = set(["赵","钱","孙","李", +"周","吴","郑","王", +"冯","陈","褚","卫", +"蒋","沈","韩","杨", +"朱","秦","尤","许", +"何","吕","施","张", +"孔","曹","严","华", +"金","魏","陶","姜", +"戚","谢","邹","喻", +"柏","水","窦","章", +"云","苏","潘","葛", +"奚","范","彭","郎", +"鲁","韦","昌","马", +"苗","凤","花","方", +"俞","任","袁","柳", +"酆","鲍","史","唐", +"费","廉","岑","薛", +"雷","贺","倪","汤", +"滕","殷","罗","毕", +"郝","邬","安","常", +"乐","于","时","傅", +"皮","卞","齐","康", +"伍","余","元","卜", +"顾","孟","平","黄", +"和","穆","萧","尹", +"姚","邵","湛","汪", +"祁","毛","禹","狄", +"米","贝","明","臧", +"计","伏","成","戴", +"谈","宋","茅","庞", +"熊","纪","舒","屈", +"项","祝","董","梁", +"杜","阮","蓝","闵", +"席","季","麻","强", +"贾","路","娄","危", +"江","童","颜","郭", +"梅","盛","林","刁", +"钟","徐","邱","骆", +"高","夏","蔡","田", +"樊","胡","凌","霍", +"虞","万","支","柯", +"昝","管","卢","莫", +"经","房","裘","缪", +"干","解","应","宗", +"丁","宣","贲","邓", +"郁","单","杭","洪", +"包","诸","左","石", +"崔","吉","钮","龚", +"程","嵇","邢","滑", +"裴","陆","荣","翁", +"荀","羊","於","惠", +"甄","曲","家","封", +"芮","羿","储","靳", +"汲","邴","糜","松", +"井","段","富","巫", +"乌","焦","巴","弓", +"牧","隗","山","谷", +"车","侯","宓","蓬", +"全","郗","班","仰", +"秋","仲","伊","宫", +"宁","仇","栾","暴", +"甘","钭","厉","戎", +"祖","武","符","刘", +"景","詹","束","龙", +"叶","幸","司","韶", +"郜","黎","蓟","薄", +"印","宿","白","怀", +"蒲","邰","从","鄂", +"索","咸","籍","赖", +"卓","蔺","屠","蒙", +"池","乔","阴","鬱", +"胥","能","苍","双", +"闻","莘","党","翟", +"谭","贡","劳","逄", +"姬","申","扶","堵", +"冉","宰","郦","雍", +"郤","璩","桑","桂", +"濮","牛","寿","通", +"边","扈","燕","冀", +"郏","浦","尚","农", +"温","别","庄","晏", +"柴","瞿","阎","充", +"慕","连","茹","习", +"宦","艾","鱼","容", +"向","古","易","慎", +"戈","廖","庾","终", +"暨","居","衡","步", +"都","耿","满","弘", +"匡","国","文","寇", +"广","禄","阙","东", +"欧","殳","沃","利", +"蔚","越","夔","隆", +"师","巩","厍","聂", +"晁","勾","敖","融", +"冷","訾","辛","阚", +"那","简","饶","空", +"曾","母","沙","乜", +"养","鞠","须","丰", +"巢","关","蒯","相", +"查","后","荆","红", +"游","竺","权","逯", +"盖","益","桓","公", +"兰","原","乞","西","阿","肖","丑","位","曽","巨","德","代","圆","尉","仵","纳","仝","脱","丘","但","展","迪","付","覃","晗","特","隋","苑","奥","漆","谌","郄","练","扎","邝","渠","信","门","陳","化","原","密","泮","鹿","赫", +"万俟","司马","上官","欧阳", +"夏侯","诸葛","闻人","东方", +"赫连","皇甫","尉迟","公羊", +"澹台","公冶","宗政","濮阳", +"淳于","单于","太叔","申屠", +"公孙","仲孙","轩辕","令狐", +"钟离","宇文","长孙","慕容", +"鲜于","闾丘","司徒","司空", +"亓官","司寇","仉督","子车", +"颛孙","端木","巫马","公西", +"漆雕","乐正","壤驷","公良", +"拓跋","夹谷","宰父","榖梁", +"晋","楚","闫","法","汝","鄢","涂","钦", +"段干","百里","东郭","南门", +"呼延","归","海","羊舌","微","生", +"岳","帅","缑","亢","况","后","有","琴", +"梁丘","左丘","东门","西门", +"商","牟","佘","佴","伯","赏","南宫", +"墨","哈","谯","笪","年","爱","阳","佟", +"第五","言","福"]) + +def isit(n):return n.strip() in m + diff --git a/rag/nlp/synonym.py b/rag/nlp/synonym.py new file mode 100644 index 0000000000000000000000000000000000000000..12ca1dd7999bafc6ec927d2a8b0a1e420dd36bd7 --- /dev/null +++ b/rag/nlp/synonym.py @@ -0,0 +1,80 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import json +import os +import time +import logging +import re + +from api.utils.file_utils import get_project_base_directory + + +class Dealer: + def __init__(self, redis=None): + + self.lookup_num = 100000000 + self.load_tm = time.time() - 1000000 + self.dictionary = None + path = os.path.join(get_project_base_directory(), "rag/res", "synonym.json") + try: + self.dictionary = json.load(open(path, 'r')) + except Exception as e: + logging.warn("Missing synonym.json") + self.dictionary = {} + + if not redis: + logging.warning( + "Realtime synonym is disabled, since no redis connection.") + if not len(self.dictionary.keys()): + logging.warning(f"Fail to load synonym") + + self.redis = redis + self.load() + + def load(self): + if not self.redis: + return + + if self.lookup_num < 100: + return + tm = time.time() + if tm - self.load_tm < 3600: + return + + self.load_tm = time.time() + self.lookup_num = 0 + d = self.redis.get("kevin_synonyms") + if not d: + return + try: + d = json.loads(d) + self.dictionary = d + except Exception as e: + logging.error("Fail to load synonym!" + str(e)) + + def lookup(self, tk): + self.lookup_num += 1 + self.load() + res = self.dictionary.get(re.sub(r"[ \t]+", " ", tk.lower()), []) + if isinstance(res, str): + res = [res] + return res + + +if __name__ == '__main__': + dl = Dealer() + print(dl.dictionary) diff --git a/rag/nlp/term_weight.py b/rag/nlp/term_weight.py new file mode 100644 index 0000000000000000000000000000000000000000..34765feaf989180ce265902fe795e1a2704d84bd --- /dev/null +++ b/rag/nlp/term_weight.py @@ -0,0 +1,235 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import math +import json +import re +import os +import numpy as np +from rag.nlp import rag_tokenizer +from api.utils.file_utils import get_project_base_directory + + +class Dealer: + def __init__(self): + self.stop_words = set(["请问", + "您", + "你", + "我", + "他", + "是", + "的", + "就", + "有", + "于", + "及", + "即", + "在", + "为", + "最", + "有", + "从", + "以", + "了", + "将", + "与", + "吗", + "吧", + "中", + "#", + "什么", + "怎么", + "哪个", + "哪些", + "啥", + "相关"]) + + def load_dict(fnm): + res = {} + f = open(fnm, "r") + while True: + l = f.readline() + if not l: + break + arr = l.replace("\n", "").split("\t") + if len(arr) < 2: + res[arr[0]] = 0 + else: + res[arr[0]] = int(arr[1]) + + c = 0 + for _, v in res.items(): + c += v + if c == 0: + return set(res.keys()) + return res + + fnm = os.path.join(get_project_base_directory(), "rag/res") + self.ne, self.df = {}, {} + try: + self.ne = json.load(open(os.path.join(fnm, "ner.json"), "r")) + except Exception as e: + print("[WARNING] Load ner.json FAIL!") + try: + self.df = load_dict(os.path.join(fnm, "term.freq")) + except Exception as e: + print("[WARNING] Load term.freq FAIL!") + + def pretoken(self, txt, num=False, stpwd=True): + patt = [ + r"[~—\t @#%!<>,\.\?\":;'\{\}\[\]_=\(\)\|，。？》•●○↓《；‘’：“”【¥ 】…￥！、·（）×`&\\/「」\\]" + ] + rewt = [ + ] + for p, r in rewt: + txt = re.sub(p, r, txt) + + res = [] + for t in rag_tokenizer.tokenize(txt).split(" "): + tk = t + if (stpwd and tk in self.stop_words) or ( + re.match(r"[0-9]$", tk) and not num): + continue + for p in patt: + if re.match(p, t): + tk = "#" + break + #tk = re.sub(r"([\+\\-])", r"\\\1", tk) + if tk != "#" and tk: + res.append(tk) + return res + + def tokenMerge(self, tks): + def oneTerm(t): return len(t) == 1 or re.match(r"[0-9a-z]{1,2}$", t) + + res, i = [], 0 + while i < len(tks): + j = i + if i == 0 and oneTerm(tks[i]) and len( + tks) > 1 and (len(tks[i + 1]) > 1 and not re.match(r"[0-9a-zA-Z]", tks[i + 1])): # 多 工位 + res.append(" ".join(tks[0:2])) + i = 2 + continue + + while j < len( + tks) and tks[j] and tks[j] not in self.stop_words and oneTerm(tks[j]): + j += 1 + if j - i > 1: + if j - i < 5: + res.append(" ".join(tks[i:j])) + i = j + else: + res.append(" ".join(tks[i:i + 2])) + i = i + 2 + else: + if len(tks[i]) > 0: + res.append(tks[i]) + i += 1 + return [t for t in res if t] + + def ner(self, t): + if not self.ne: + return "" + res = self.ne.get(t, "") + if res: + return res + + def split(self, txt): + tks = [] + for t in re.sub(r"[ \t]+", " ", txt).split(" "): + if tks and re.match(r".*[a-zA-Z]$", tks[-1]) and \ + re.match(r".*[a-zA-Z]$", t) and tks and \ + self.ne.get(t, "") != "func" and self.ne.get(tks[-1], "") != "func": + tks[-1] = tks[-1] + " " + t + else: + tks.append(t) + return tks + + def weights(self, tks): + def skill(t): + if t not in self.sk: + return 1 + return 6 + + def ner(t): + if re.match(r"[0-9,.]{2,}$", t): + return 2 + if re.match(r"[a-z]{1,2}$", t): + return 0.01 + if not self.ne or t not in self.ne: + return 1 + m = {"toxic": 2, "func": 1, "corp": 3, "loca": 3, "sch": 3, "stock": 3, + "firstnm": 1} + return m[self.ne[t]] + + def postag(t): + t = rag_tokenizer.tag(t) + if t in set(["r", "c", "d"]): + return 0.3 + if t in set(["ns", "nt"]): + return 3 + if t in set(["n"]): + return 2 + if re.match(r"[0-9-]+", t): + return 2 + return 1 + + def freq(t): + if re.match(r"[0-9. -]{2,}$", t): + return 3 + s = rag_tokenizer.freq(t) + if not s and re.match(r"[a-z. -]+$", t): + return 300 + if not s: + s = 0 + + if not s and len(t) >= 4: + s = [tt for tt in rag_tokenizer.fine_grained_tokenize(t).split(" ") if len(tt) > 1] + if len(s) > 1: + s = np.min([freq(tt) for tt in s]) / 6. + else: + s = 0 + + return max(s, 10) + + def df(t): + if re.match(r"[0-9. -]{2,}$", t): + return 5 + if t in self.df: + return self.df[t] + 3 + elif re.match(r"[a-z. -]+$", t): + return 300 + elif len(t) >= 4: + s = [tt for tt in rag_tokenizer.fine_grained_tokenize(t).split(" ") if len(tt) > 1] + if len(s) > 1: + return max(3, np.min([df(tt) for tt in s]) / 6.) + + return 3 + + def idf(s, N): return math.log10(10 + ((N - s + 0.5) / (s + 0.5))) + + tw = [] + for tk in tks: + tt = self.tokenMerge(self.pretoken(tk, True)) + idf1 = np.array([idf(freq(t), 10000000) for t in tt]) + idf2 = np.array([idf(df(t), 1000000000) for t in tt]) + wts = (0.3 * idf1 + 0.7 * idf2) * \ + np.array([ner(t) * postag(t) for t in tt]) + + tw.extend(zip(tt, wts)) + + S = np.sum([s for _, s in tw]) + return [(t, s / S) for t, s in tw] diff --git a/rag/raptor.py b/rag/raptor.py new file mode 100644 index 0000000000000000000000000000000000000000..18521eba2bda6713d19d19add55abe26bccb4d28 --- /dev/null +++ b/rag/raptor.py @@ -0,0 +1,115 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import re +import traceback +from concurrent.futures import ThreadPoolExecutor, ALL_COMPLETED, wait +from threading import Lock +from typing import Tuple +import umap +import numpy as np +from sklearn.mixture import GaussianMixture + +from rag.utils import num_tokens_from_string, truncate + + +class RecursiveAbstractiveProcessing4TreeOrganizedRetrieval: + def __init__(self, max_cluster, llm_model, embd_model, prompt, max_token=256, threshold=0.1): + self._max_cluster = max_cluster + self._llm_model = llm_model + self._embd_model = embd_model + self._threshold = threshold + self._prompt = prompt + self._max_token = max_token + + def _get_optimal_clusters(self, embeddings: np.ndarray, random_state:int): + max_clusters = min(self._max_cluster, len(embeddings)) + n_clusters = np.arange(1, max_clusters) + bics = [] + for n in n_clusters: + gm = GaussianMixture(n_components=n, random_state=random_state) + gm.fit(embeddings) + bics.append(gm.bic(embeddings)) + optimal_clusters = n_clusters[np.argmin(bics)] + return optimal_clusters + + def __call__(self, chunks: Tuple[str, np.ndarray], random_state, callback=None): + layers = [(0, len(chunks))] + start, end = 0, len(chunks) + if len(chunks) <= 1: return + + def summarize(ck_idx, lock): + nonlocal chunks + try: + texts = [chunks[i][0] for i in ck_idx] + len_per_chunk = int((self._llm_model.max_length - self._max_token)/len(texts)) + cluster_content = "\n".join([truncate(t, max(1, len_per_chunk)) for t in texts]) + cnt = self._llm_model.chat("You're a helpful assistant.", + [{"role": "user", "content": self._prompt.format(cluster_content=cluster_content)}], + {"temperature": 0.3, "max_tokens": self._max_token} + ) + cnt = re.sub("(······\n由于长度的原因，回答被截断了，要继续吗？|For the content length reason, it stopped, continue?)", "", cnt) + print("SUM:", cnt) + embds, _ = self._embd_model.encode([cnt]) + with lock: + chunks.append((cnt, embds[0])) + except Exception as e: + print(e, flush=True) + traceback.print_stack(e) + return e + + labels = [] + while end - start > 1: + embeddings = [embd for _, embd in chunks[start: end]] + if len(embeddings) == 2: + summarize([start, start+1], Lock()) + if callback: + callback(msg="Cluster one layer: {} -> {}".format(end-start, len(chunks)-end)) + labels.extend([0,0]) + layers.append((end, len(chunks))) + start = end + end = len(chunks) + continue + + n_neighbors = int((len(embeddings) - 1) ** 0.8) + reduced_embeddings = umap.UMAP( + n_neighbors=max(2, n_neighbors), n_components=min(12, len(embeddings)-2), metric="cosine" + ).fit_transform(embeddings) + n_clusters = self._get_optimal_clusters(reduced_embeddings, random_state) + if n_clusters == 1: + lbls = [0 for _ in range(len(reduced_embeddings))] + else: + gm = GaussianMixture(n_components=n_clusters, random_state=random_state) + gm.fit(reduced_embeddings) + probs = gm.predict_proba(reduced_embeddings) + lbls = [np.where(prob > self._threshold)[0] for prob in probs] + lbls = [lbl[0] if isinstance(lbl, np.ndarray) else lbl for lbl in lbls] + lock = Lock() + with ThreadPoolExecutor(max_workers=12) as executor: + threads = [] + for c in range(n_clusters): + ck_idx = [i+start for i in range(len(lbls)) if lbls[i] == c] + threads.append(executor.submit(summarize, ck_idx, lock)) + wait(threads, return_when=ALL_COMPLETED) + print([t.result() for t in threads]) + + assert len(chunks) - end == n_clusters, "{} vs. {}".format(len(chunks) - end, n_clusters) + labels.extend(lbls) + layers.append((end, len(chunks))) + if callback: + callback(msg="Cluster one layer: {} -> {}".format(end-start, len(chunks)-end)) + start = end + end = len(chunks) + diff --git a/rag/res/huqie.txt b/rag/res/huqie.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6e097122e59b17e7705356d26fe10f0e4a08671 --- /dev/null +++ b/rag/res/huqie.txt @@ -0,0 +1,555629 @@ +金童云商 3 nr +青禾服装 3 nr +救济灾民 3 l +左移 17 nr +低速 176 d +雨果网 3 nr +钢小二 3 nr +第五项 23 m +铸排机 7 n +金淳高分子 3 nr +麦门冬汤 2 nr +错位 105 n +佰特吉姆 3 nr +楼体 3 n +展美科技 3 nr +中寮 3 ns +贪官汙吏 3 n +掩蔽部 10 n +海宏智能 3 nr +中寰 3 nr +万次 85 m +领星资本 3 nr +肯讯 3 nr +坎肩 27 n +爱农人 3 nr +易美餐 3 nr +寸丝半粟 3 i +罗丹萍 2 nr +转导物 3 n +泊寓 3 nr +万欧 3 nr +友聚惠 3 nr +舞牙弄爪 3 i +上海致上 3 nr +迪因加 3 nr +李正茂 4 nr +君来投 3 nr +双掌空 2 nr +浩石 3 nr +云阅文学 3 nr +阿斯帕 2 nr +中导 3 n +以诚相待 16 i +中融金服 3 nr +尚股网 3 nr +叶立钦 4 nr +新信钱包 3 nr +赛苏投资 3 nr +售价 311 n +帮医网 3 nr +以诺康医疗 3 nr +衙门作风 3 n +点音教育 3 nr +淘赚点 3 nr +网银 3 nr +空智神 6 nr +玉髓 3 n +塞擦音 11 n +华投金融 3 nr +刘仲武 15 nr +皆佳 3 nrt +芯思杰 3 nr +向心法则 3 n +行秀 3 nr +武林大会 3 nt +历史学家 397 n +瘴气 60 n +网链 3 nr +楼佳 3 nr +2号 3 nr +王之栋 4 nr +餐台椅 3 n +书画院 3 n +怨气满腹 3 i +北京东方 3 ns +同轴天线 3 nz +人见人爱 3 l +苛全 3 a +赛姆斯 4 nr +焦干 3 n +便辞巧说 3 i +目坤众创空间 3 nr +点石电商 3 nr +犀牛直聘 3 nr +海道南 2 ns +玉皇庙 5 nr +敬金装潢 3 nr +硕贝德 3 nr +千川门窗 3 nr +京西北 3 nr +赵秉钧 147 nr +浙商大 3 nr +速美仁医 3 nr +纳电子 3 nr +骏智鹏博 3 nr +颠末 3 n +海狸家 3 nr +点都软件 3 nr +执迷不返 3 l +无终 3 d +潮人体育 3 nr +/雾隐美地 3 nr +不止少年 3 nr +青海地区 10 ns +收放自如 3 i +安升医药 3 nr +向风针 3 nr +求死不能 3 i +独特型 3 b +匿料 3 n +释道安 3 nr +阿几米德 3 nr +古铜色 27 n +作践 87 v +陈荣生 2 nr +杨伯翰 2 nr +华章数据 3 nr +汇畅网 3 nr +曲集 15 n +@创 3 nr +九胜科技 3 nr +颌间挛缩 3 n +西梁女 3 nr +龙口市 15 ns +富客智选 3 nr +渤海报关 3 nr +明城置业 3 nr +鑫牛立 3 nr +移商 3 nr +孟什维克 51 nrt +型尚 3 nr +线性组合 3 l +房型图 3 n +润发 3 nr +程英忽 4 nr +无绝 3 v +羚羊兔 3 nr +自分 3 d +文搏 3 nr +跨脚而过 3 l +稞麦 3 n +曹任西 2 nr +温控仪 3 n +智商测验 3 n +朴贊郁 3 z +揣时度力 3 v +自刎 241 v +融拓科技 3 nr +战而胜 9 i +汤士顿 3 nr +郭襄扶 3 nr +胆盐 17 n +智佳能 3 nr +森歌 3 nr +联基医疗 3 nr +陈仲安 22 nr +刺杀位 3 n 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ns +安怀信 3 nr +套圈 5 n +昆成新材料 3 nr +苯乙酮 8 nz +罪责难逃 5 i +丰能环保 3 nr +维修策略 3 n +方塔园 2 nr +数迹智能 3 nr +团坐 3 v +开花 396 n +兴格 3 nr +桑普拉斯 15 nrt +同聚物 3 n +勃兰登堡门 35 ns +居舜 3 nr +诏安 6 ns +泰泽齐牛 3 nr +生病 469 n +欢若平生 3 i +角球 169 n +滴水成河 3 nz +脱氢 79 v +贯家堡村 3 n +团块 24 n +有备而来 47 l +一百零九个 2 m +和和 3 nr +跨无忧 3 nr +隋珠弹雀 3 ns +苯乙酸 4 nz +制片线 3 nr +文韬武略 9 nr +豪精机电 3 nr +亡国大夫 3 n +攀龙讬凤 3 ns +该段 30 r +为己 3 nr +脱氧 73 v +蹄子 296 n +马房 9 n +车之窝 3 nr +科迅网络 3 nr +脱氨 3 n +撞起 3 v +曲桑寺 3 nr +长沙 2708 ns +展拓 8 v +华放新 3 nr +芸投 3 nr +扯不上 3 v +未来美业 3 nr +童程童美 3 nr +长沟 3 ns +俏成俏败 3 n +管式 38 n +展招 3 nr +利加洲 6 ns +逐名趋势 3 l +肌联蛋白 3 n +天赋异柄 3 i +百年战争 3 nz +梅列区 3 ns +数统教育 3 nr +蘑菇云 33 nz +比率智商 3 nr +脱水 239 v +新闻简报 3 i +摩鸣科技 3 nr +奇白 3 v +凑合 217 v +熊大人 15 nr +号星 3 nr +建筑设计 15 n +绘圣科技 3 nr +智购猫 3 nr +大晶 3 nr +诺嘉电器 3 nr +小跑步 3 n +两对半 11 m +皓凡 3 nr +爱熠通 3 nr +熊样儿 2 nr +响马党羽 3 n +快步向前 3 nr +金融学院 3 n +加惠 33 vn +大智 3 nr +陆缘地 2 n +振洲科技 3 nr +林子娟 3 nrfg +我的官网 3 nr +埃莱阿 2 nr +萨摩耶 3 nr +多米游 3 nr +荣之誉 3 nr +普加乔夫 8 nrt +商务区 5 nt +宝妈小助手 3 nr +长河 537 ns +生态系统 3 l +桁桷 3 n +职位 2478 n +撒克逊人 3 nrt +科巧软件 3 nr +美翔震业 3 nr +毕师铎 7 nr +管弦 36 n +泼尼松 3 n +既有今日 4 i +家具市场 3 n +当游 3 nr +真相毕露 3 i +郭燕杰 2 nr +倾盆而降 2 i +奥商 3 nr +于庆历 2 nr +珠江三角洲 154 ns +北洋政府 578 nt +泽怡科技 3 nr +长治 103 n +富国 78 ns +歪念头 3 n +朱氏 3 nr +手绘鞋 3 n +韩春霖 13 nr +躲藏处 3 l +温室群 3 nr +联纵传媒 3 nr +泰华信 3 nr +焦得布 2 nr +惟锐科技 3 nr +保标招标 3 nr +e栈多 3 nr +星咖 3 nr +分散化 10 n +二手楼 6 n +纳特康 3 nr +一个五十多岁 16 m +戒备森严 194 i +制革厂 5 n +普泰尔 3 nr +附送 20 v +硝化 50 n +微租联盟 3 nr +玩家网 3 nr +十八月 3 nr +撂下 60 v +建国方略 3 n +尼罗河畔 2 ns +阿瓦尔泽德 2 ns +安远县 2 ns +搏动 63 v +费用效益 3 n +一个肚子 6 m +正色 260 n +战力帆 7 nr +小张侯 3 nr +吴军溯 2 nr +黑斯廷斯 3 nr +松鼠电电 3 nr +杭叉集团 3 nr +附逆 3 v +静脉瘤 3 l +德梅尔 3 nr +库车网 3 nr +阿波罗智 3 nr +锦函 3 nr +汇水区 3 n +屹然 10 d +车吧 3 nr +奥宝杰电机 3 nr +选派代表 3 n +非缴不可 3 n +丁零 39 o +集媒互动 3 nr +犀合文化 3 nr +公器 3 n +暴发户 99 n +宜检健康 3 nr +陶瓷封装 3 n +生态县 3 n +融政 3 nr +芳言 3 n +三平创富 3 nr +魏都区 8 ns +热性 3 n +愤慨 535 a +云桌面 3 nr +和馨儿 2 nr +空气密度 3 n +职佳 3 nr +蒲犁分 3 nr +盒知科技 3 nr +杰蒙互动 3 nr +华南通信 3 nr +曹县朝正 3 nr +滑稽可笑 3 nr +磐云 3 nr +聊法 3 v +空气果 3 nr +妻梅子鹤 3 n +谢文州 2 nr +若联科技 3 nr +萧宝融 2 nr +竹马 8 nz +但荣禄 2 nr +北京西站 34 ns +限免速递 3 nr +中银金行 3 nr +力行 21 n +垂下 3 v +器材厂 267 n +望尘 3 nr +兆新 3 nr +迪乌斯 2 nr +励尚化工 3 nr +十八本 4 m +侨乡 97 n +乔掌柜 7 nr +聚知四方 3 nr +风扫落叶 3 i +田亚华 3 nr +命比纸薄 3 n +劳恩凯 2 nr +陈伯之 5 nr +森严壁垒 2 nr +死翘翘 3 n +圣俊逸 3 nr +捧起 3 v +老相好 15 nr +并驱争先 3 l +直卖网 3 nr +兆方 3 nr +左右开弓 47 nr +夏珺 5 v +富亿达 3 nr +十八朵 3 m +扣球 30 n +艾美泛娱 3 nr +里里外外 245 l +卖不出去 3 i +慎言谨 2 nr +高正新 3 nr +蓝精灵 3 nr +嘴损 3 n +第一劝业银行 5 nt +时代金宇 3 nr +万达文旅 3 nr +神州智造 3 nr +梵沐 3 nr +侦毒 3 v +重谢 23 v +坐立 3 v +递增 1798 v +灵讯 3 nr +橙爱文化 3 nr +颌间牵引 3 vn +海尔小焙 3 nr +力表 3 n +极熵数据 3 nr +莱璟 3 nr +赎罪券 3 n +雨曼文化 3 nr +瑞杰 3 nr +如潮 3 n +乐合里 3 nr +哈利法克斯 9 nrt +瑞美福 3 nr +旭腾 3 nr +五员 16 n +远西 3 nr +豹变老板 3 nr +钨业 3 nr +同城嘉速 3 nr +写写 32 v +毕节市 3 n +宁夏金硅 3 nr +邹老爹 2 nr +知纵 3 nr +钨丝 28 n +国泰华荣 3 nr +首驰 3 nr +凯道电子 3 nr +吻吻鱼 3 nr +异氰酸 3 nz +串连 80 v +礼葬 3 n +创美股份 3 nr +李皇亲 2 nr +零组件 3 n +惠和弘达 3 nr +服务业 535 n +瑞松 3 nr +鲸航国际 3 nr +三旋 3 nr +公孙胜一 2 nr +左右方 3 m +五周 3 nr +美泰物流网 3 nr +诊通健康 3 nr +创意优品 3 nr +可以兴 3 nr +三族 3 nz +血癌 12 n +不足道也 3 i +有态度的 3 nr +祖龙之虐 3 i +旧创 3 n +雅观 27 nz +那乡姑 3 nr +走马灯 70 n +助燃剂 3 n +昭隆 3 nr +怡鹭 3 nr +旺气 3 n +大神一郎 3 l +航向标 3 nr +亚乐恒 3 nr +范冰冰 8 nr +怀众科技 3 nr +东翌 3 nr +忧苦 3 a +阴世里 5 nr +欣飞悦 3 nr +灯展 12 n +双选会 23 n +咖咖金融 3 nr +优美风尚 3 nr +五味 65 m +别抡剑 2 vn +姜育恒 3 nr +桂圆乾 3 nr +伊丽沙 2 nr +弄潮儿 22 n +汇海环保 3 nr +东翔 3 nr +鲁阳麾戈 3 v +拙嘴笨舌 3 v +沟鼠 3 n +澜启 3 nr +武装起义 478 l +肖克莱 22 nr +通屏东 2 nr +茹毛饮血 14 i +汉泰木业 3 nr +三无 31 j +焕一生物 3 nr +罗祥英 2 nr +炸雷 66 n +川木通 2 nr +埃希氏 2 nr +东聊 3 v +化学网 3 n +法赫萨 2 nr +麦淘亲子 3 nr +任浚 28 nrfg +八九米 2 m +大地碳素 3 nr +维塔影视 3 nr +三日 735 t +伊丽莎白港 6 ns +优惠多 3 nr +兴泰装饰 3 nr +哄堂 5 n +唐四杰 12 nr +绽开 83 v +特级教师 3 n +蓝波 21 nr +龟壳 33 n +亚拉巴马州 14 ns +水母医疗 3 nr +第一企训 3 nr +和义渠 4 nr +打打破 3 l +绿人集团 3 nr +卓爱 3 nr +滤过代数 3 nz +福卡斯 6 nr +旧制 326 n +东联 8 ns +杭州有 3 nr +戴宗引 5 nr +奥立佛 141 nr +聚贤股份 3 nr +评审组 3 n +浪弯 3 nr +觅见 3 nr +南钢队 6 nt +一千部 2 m +温总管 2 n +聘请书 3 n +放羊吃草 3 i +手膀 3 n +三二百里 2 m +玩人丧德 3 i +觅觅 3 nr +仁优 3 nr +取义 3 v +缺德少才 3 n +千百钢 3 nr +屯昌县 4 ns +仁会 3 nr +斑点 211 n +蓝泰 3 nr +华宏科技 3 nr +毛毛雨 14 nr +刘氏诸 2 nr +东翰 3 nr +爸妈堂 3 nr +取乐 105 v +浪强 3 nr +三旺 3 nr +科瑟尔 4 nrt +型云美业 3 nr +闪骑 3 nr +登登立 3 nr +小人儿 46 nr +豺狐之心 3 i +修车铺 3 n +造园 3 n +亮美城 3 nr +机旦二手机 3 nr +遣戍 18 v +翘乳 3 v +书报摊 3 n +俩眼 13 m +保持中立 3 nr +恋恋 3 v +婚期定 3 l +威虎山 16 ns +千变万轸 3 nr +波克罗 3 nr +菲诗奥 3 nr +黄水疮 3 n +乐啊搞笑 3 nr +附骥彰名 3 vn +钟名湖 2 nr +东翼 2 n +惯性矩 3 n +迷狂 3 a +神秘电话 3 l +丰骨劲 2 nr +山复整妆 3 n +死症 2 n +蓝猫网络 3 nr +舒博尔 3 nr +组员 27 n +奚美娟 4 nr +环境异常 3 n +链班 3 nr +阿尔托 13 nrt +妇幼用品 3 n +叼到家 3 nr +北方交通 3 nt +独运匠心 3 i +小智研发 3 nr +如泣草芥 3 n +水门事件 3 n +试试 693 vn +多万辆 4 m +西翥灵 2 nr +垣曲 11 ns +灵蚌科技 3 nr +寸短 3 n +战地 142 n +大家医联 3 nr +优利特 3 nr +表见代理 3 n +蓝凌软件 3 nr +水淹气井 3 l +胞膜 3 n +系统分析员 2 n +爱面子 11 n +爱住酒店 3 nr +高层住宅 3 n +张桂芳 2 nr +胭脂扣 3 n +掌盈 3 nr +摇嘛 3 nr +腾博智能 3 nr +钩深索隐 3 i +叔母 8 n +眼科技 3 nr +库可厨房 3 nr +一鸣生物 3 nr +马斯克林 9 nr +丰海科技 3 nr +嗨皮乐镜 3 nr +恋念 3 n +边线发球 3 n +大中华区 76 ns +战场 3566 n +荣成 26 nr +沙矶头村 4 ns +同乡会 31 n +辩论会 12 l +居范 3 nr +张晓风 3 nr +柳绿花红 4 nr +融溢德 3 nr +新华日报 3 nz +毛坑 3 n +大权 722 n +南京站 39 nt +哨普 3 nr +儿少 7 n +鸢尾花 7 n +图书超市 3 ns +鸣泽信息 3 nr +玉石相揉 3 nr +言情剧 3 n +环能设计 3 nr +一千二百六十二万余两 2 m +侯世禄 3 nr +二百一十卷 4 m +虎卫 3 n +伊拉姆 6 nrt +电蛙 3 nr +冲州过府 3 n +香山路 7 ns +掌盟 3 nr +君子三戒 3 n +聚力维度 3 nr +融投世界 3 nr +柞丝 3 n +卡瑞星球 3 nr +树碑 3 n +混水捞鱼 3 i +邦泰 3 nr +玄同智能 3 nr +王夫人 796 nr +全国联网 3 nt +大村 17 n +派格医药 3 nr +盒里有 3 nr +拾珠电子商务 3 nr +刘金贵 11 nr +军人专政 3 j +憧憬元 3 nr +龙米家 3 nr +试读 3 v +亲操井臼 3 n +互联网安全 11 l +优选惠购 3 nr +禁赛期 5 n +御锋水处理 3 nr +和善 165 nr +越来越 7867 d +广联智通 3 nr +采货侠 3 nr +函电 17 n +语智科技 3 nr +森拓环保 3 nr +富城 3 nr +轮替 24 v +司增勤 10 nr +天空网 3 n +玄宗遂 4 nr +新闻业 10 n +国亡身死 3 i +近航 3 nr +彩卉达 3 nr +狧穅及米 3 v +阔少 6 d +邦泽 3 nr +健行工专 3 n +功成不居 3 l +那小仆 2 nr +微聘家政通 3 nr +富埒 3 nr +晨辉 3 nr +冲风冒寒 3 i +驭品股份 3 nr +号朋 3 nr +天博信德 3 nr +毛坯 17 n +沙灾 3 n +东方红盛 3 nr +秒见面 3 nr +于万亭 15 nr +太宗笑 4 nr +思博胜 3 nr +罗江县 3 ns +跟庄 3 n +财富无线 3 nr +驳运费 3 n +大来 3 nr +比例式 3 l +快巴科技 3 nr +长涛 3 nr +岸百澳 3 nr +诺鼎资产 3 nr +瑞通包裹 3 nr +皮日休 275 nr +削职 3 v +孔波利 11 nr +持衡 3 a +辛戌 3 m +尼亚岛 2 ns +辉鹏 3 nr +鼎绘 3 nr +融昌 3 nr +污浊 71 a +地板革 3 n +西军正 2 nr +大杯 3 m +天鸿盛捷 3 nr +亿泰乐科技 3 nr +那小仙 5 nr +书香人家 5 n +九曲互动 3 nr +生油率 3 n +互动论 3 n +御数坊 3 nr +企业管理者 44 n +胞影蛋白 3 n +罗迪克 8 nr +磨煤机 6 nz +融易 3 nr +色拉 16 nrt +亿真科技 3 nr +吴金贵 161 nr +蒙特利 3 ns +中为软件 3 nr +成人文学 3 nt +亲亲爱爱 3 l +拳击赛 3 n +奕杰信息 3 nr +晨途 3 nr +两代 1630 m +一二十页 3 m +智微联 3 nr +海亚科技 3 nr +芯联达 3 nr +百分之十三点 3 m +系统软件 52 l +顶固集创 3 nr +概率吧 3 nr +不屑教诲 3 i +大杼 3 n +寰星 3 nr +聒耳 6 a +徐云卿 2 nr +德仁 3 nr +中民国丰 3 nr +大板 40 n +两仪 3 n +家佳明光电 3 nr +纯美汇 3 nr +北京牌 2 nz +校企通 3 nr +布满星星 3 nr +数十斤 12 m +两千多斤 2 m +这就是说 263 l +数库科技 3 nr +花旗银行 65 nt +我见犹怜 5 i +中科精工 3 nr +富基 3 nr +薛绍彭 2 nr +由崇明 2 nr +缓一缓 16 d +奉天电子 3 nr +托忒文 2 nr +陈博士 4 nr +重大意义 3 ns +正荣 3 nr +新机制 38 n +杜塞尔 3 nr +发癣 3 n +热意 3 n +两件 729 m +亲人或 3 l +利德宝 3 nr +鹤算龟龄 3 n +骗取信任 3 n +校博士 3 nr +淘钱特价版 3 nr +生相 3 n +柴立不阿 3 i +敏动电子 3 nr +爱艺教育 3 nr +两任 23 m +陈维斌 4 nr +商洛山 392 ns +德仕 3 nr +两份 233 m +移过来 3 v +融昱 3 nr +晨达 3 nr +德他 3 nr +购物网 3 n +好网址 3 n +宏业农装 3 nr +漆工 11 n +斯里拉差 2 nr +银山棉麻 3 nr +漫无际涯 3 i +士别多日 3 nrt +大柚科技 3 nr +热感 14 n +艾游文化 3 nr +永哲信息 3 nr +大庆市 26 ns +寝车 3 n +转移盖 3 l +手速信息 3 nr +易百珑 3 nr +劲动力 3 nr +金蟾脱壳 3 nz +坤宇餐饮 3 nr +德代 3 nr +氧园健康 3 nr +派点广告 3 nr +发白 160 v +乐透通 3 nr +乐外居 3 nr +嘿嘛易购 3 nr +自动词 3 n +宝津楼 4 nr +无定法 3 l +机载设备 3 n +花小猪 3 nr +狗牌 3 n +陪臣 3 n +顺菖 3 nr +数量指标 3 n +体腔 135 n +国凯东 3 nr +飞速创新 3 nr +整圈 2 n +酚醛 22 nz +首魁 3 n +水晶制品 3 n +法官大人 3 nr +阻燃剂 5 n +小凤笑 3 nr +每日拼拼 3 nr +弧光之源 3 nr +炽灼 3 a +须乖乖 2 nr +吸地毯 3 n +半径圈 3 nr +速融壹佰 3 nr +章以功 3 nr +干元利恒 3 nr +场助扩散 3 n +影业 99 vn +干部团 5 n +律师网 3 n +优秀论文 3 n +狗牙 10 n +郎效农 2 nr +开司米 10 n +法海网 3 nr +饥叫 3 nr +心理学系 3 n +知者 3 n +贡觉 4 n +十八株 3 m +陆子网 3 nr +今番 149 t +坦诚 308 a +极化转移 3 i +好剑法 3 i +士兰集昕 3 nr +保希木业 3 nr +泰邦泰平 3 nr +十五万两 9 m +若干 6633 m +晶路 3 nr +刺儿 16 n +聚云 3 nr +意气相投 24 i +稻苗 2 n +诺我生物 3 nr +难胞 3 n +押运 49 v +皮货商 3 n +违章罚款 3 l +宏桐实业 3 nr +喀斯特地貌 92 nz +求三拜四 3 i +赵建军 2 nr +天目通 3 i +千鉅 3 nr +五商 3 n +许承先 3 nr +好在科技 3 nr +瑞桢 3 nr +博爱县 8 nr +所称 3 v +瑞桥 3 nr +知群 3 nr +诚进科技 3 nr +藏宝之 4 nr +优易健 3 nr +无水石膏 3 i +拆迁 242 v +起止 24 v +幻珑科技 3 nr +整在 3 b +重负 42 v +无材勇 2 l +麦训 3 nr +耿耿长 2 nr +腾仁科技 3 nr +诚效 3 nr +起步 501 d +熊爸爸暖 3 nr +麦讯 3 nr +感观 16 n +海蝶音乐 3 nr +重财 3 v +确认 1568 v +一百三十一里 2 m +农话 3 n +尚号外 3 nr +重责 69 v +就业部 4 n +聚交 3 nr +拆过 3 v +信科泰德 3 nr +章则 26 n +玻璃垫 3 n +惬当 3 a +唱回去 3 l +影为 3 nr +家有商超 3 nr +亨瑞达 3 nr +整地 45 n +从玉互动 3 nr +浩轩网络 3 nr +甲骨文 343 nz +浚网 3 nr +感觉 7767 n +平流层 43 n +艾佰德 3 nr +全息疗法 3 n +繁碎 3 v +刘扬三 3 nr +远洋翔瑞 3 nr +万众云商 3 nr +边缘智芯 3 nr +客厅 816 n +宜清营 2 nr +佯轮诈败 3 nz +葳骏城 3 nr +鑫桥租赁 3 nr +苏秦张 2 nr +整场 62 n +晨什速运 3 nr +魏收 24 nr +塑龙 3 nr +诺罗敦 8 ns +卓猎 3 nr +杯影蛇弓 3 i +演界网 3 nr +高堡乡 2 nr +这儿 3784 r +燃石 3 nr +吸水率 5 n +退除 3 v +确论 3 v +宝宝爱 3 nr +位列 125 v +百富勤 18 ns +艺是网拍 3 nr +聚安云 3 nr +鲸彩传媒 3 nr +惨遭杀害 3 v +一千里 13 m +腿脚 137 n +煮机网 3 nr +吴铁城 4 nr +知耻 3 a +合得晟 3 nr +地毡 3 n +撑天拄地 3 z +工美 6 vn +井井有绪 3 i +釦上来 3 v +华阴东 8 ns +奢想 3 n +格澜电商 3 nr +诚敬 3 a +感触 193 v +以彼之道 47 i +安得智联 3 nr +诚数 3 nr +三色旗 4 ns +满腔热忱 8 i +王赵构 16 nr +捷达王 3 nz +爱头版 3 nr +一个几百万 5 m +华祥货架 3 nr +屈原号 3 n +立命召 2 nr +侦听器 3 n +同心圆 32 nr +地毯 747 n +作金石声 3 n +哈依纳 2 nr +三曦 3 nr +九品堂 3 nr +众诚天合 3 nr +和硕礼 6 nr +张丽宾 3 nr +养虎自啮 3 v +俞正山 5 nr +华商智汇 3 nr +注重事实 3 n +光锐恒宇 3 nr +秤不离砣 3 n +晚些 3 t +胶画 3 n +网易宝 3 nr +落实到户 3 l +跨越国界 3 b +雕残 3 v +和家相册 3 nr +本键 3 n +旧区 3 n +经济部 43 n +顽皮赖肉 3 n +瘦蜜 3 nr +清辞丽曲 3 nr +强心针 11 n +三曲 4 m +航空邮政 3 n +德诚光电 3 nr +墨旱莲 3 nr +扑哈社区 3 nr +一写到 3 i +达官显贵 17 nr +粗粗 61 a +会火动漫 3 nr +弓亚纲 3 nr +蓝深 3 nr +四百万两 3 m +形不成 11 v +标志牌 21 n +侏儒观戏 3 nr +宋新启 5 nr +高名大姓 3 i +兵疲意阻 3 i +万加物联 3 nr +优裁 3 nr +栽诚科技 3 nr +王家彦 26 nr +上皮珠 3 nr +粗粝 11 n +建融公寓 3 nr +北京舶品 3 nr +优装 3 nr +三替 4 nz +奥尼亚 31 ns +和诚智达 3 nr +同进士 3 n +泰管家 3 nr +欢腾传媒 3 nr +聚信杰 3 nr +太川 3 nr +易通关 3 nr +卓易法智 3 nr +物体 1768 n +国检集团 3 nr +易游时代 3 nr +偶而 3 d +恋慕 8 v +佳恩生物 3 nr +冷水江市 11 ns +迈普医学 3 nr +太巧 15 n +粗粮 62 n +颀中科技 3 nr +优裕 64 a +盟信得 3 nr +玩因的 3 nr +周贵妃 6 nr +珠流璧转 3 i +姚伯道 3 nr +亚圣孟子 3 nr +喷塑工 100 n +相承之 2 nr +臻橙医生 3 nr +启檬 3 nr +甲丁 2 nz +退休证 2 v +启润科技 3 nr +二三例 16 m +华验 3 nr +康美钱包 3 nr +太差 3 n +易捷加油 3 nr +吉租 3 nr +标志物 21 n +校外宝 3 nr +候诊椅 2 n +华骐 3 nr +丹田功 3 nr +令人焦虑 3 i +尼普顿 2 nr +综合征 435 n +化学能 76 n +常峰股份 3 nr +玲兰文化 3 nr +最后通牒 303 l +荣林环境 3 nr +欢实 3 a +铨擢 3 v +开蒙 3 v +甲丑 3 n +三百万 34 m +拦击 15 v +管件厂 3 n +犯傻 15 v +三百丈 5 m +全师官兵 3 nr +二三倍 2 m +叮咚到家 3 nr +最甜 3 a +特兰城 8 nr +金坛县 5 ns +枯燥 193 a +缝点 3 n +一道自 3 nr +丰联广场 2 ns +电蟒 3 nr +飞瑞易成 3 nr +三百下 3 m +华骞 3 nr +找师 3 nr +小竹医生 3 nr +夏长冬 4 nr +科丰新材 3 nr +哈钦森牙 3 nr +阿尔捷 2 nr +大案 109 n +世创 3 nr +甲丙 3 nr +任长霞 3 nr +折上折 3 nr +奇硕 3 nr +明降州 2 nr +北京华旗资讯 3 nt +花海子 3 nr +物理检查 3 n +潘庆新 28 nr +板脸 3 n +干涉仪 66 nr +别无所求 3 i +非对抗性 3 n +网易智造 3 nr +快速递 3 nr +幻盒 3 nr +云邮天下 3 nr +二九二 2 m +胡寄窗 3 nr +菓然很好 3 nr +车速拍 3 nr +为恒 3 nr +大白兔 3 n +薪安易 3 nr +涂梢栽 3 nr +另想办法 3 l +招招势 2 n +撞车 36 v +胞芽 3 n +博谷文化 3 nr +欢宴 34 v +南下列车 3 ns +陶宏景 3 nr +沙煲 3 nz +李来群 2 nr +该涨 3 v +黄宗仰 2 nr +景然环境 3 nr +媒体工具 3 n +团契 3 a +吴有一 3 nr +渠杰 3 nr +加蒂诺 2 nr +西子湖 13 nr +长源 3 nr +为快 3 nr +三百两 61 m +日不移影 3 i +承德县 6 ns +肺循环 19 i +贾冰硬 2 nr +祥瑞天和 3 nr +股先生 3 nr +天下英雄 3 nr +天然淘汰 3 l +加拈 3 i +电视总局 3 n +哈达铺 18 ns +畅享传媒 3 nr +奇硬 3 a +加拉 39 nrt +反证法 6 n +诚亿游 3 nr +亦通海 3 nr +三百个 32 m +鼎翎 3 nr +不能抑制 3 n +大桥 3288 ns +翰林华悦 3 nr +驿公里 3 nr +维德晟睿 3 nr +救贫济弱 3 l +电脑操作 2 l +发着 3 v +皓发 3 nz +上访事件 3 n +春藤 3 nr +从少平 2 nr +北京翻译 3 nr +德上投资 3 nr +大桩 3 m +几千位 2 m +鼎翔 3 nr +棚圈 7 n +一百单八 4 m +快马互娱 3 nr +打地铺 11 n +融朋 3 nr +速度快 3 n +锦发 3 nr +综合性 1536 n +供料 3 n +天下畅通 3 nr +往南部 3 n +e纱窗 3 nr +信利丰 3 nr +弘尚智能 3 nr +盈想 3 nr +实例派 3 nr +幻相 2 n +宇欧 3 nr +具象化系 3 n +维度健康 3 nr +刘抗曹 2 nr +大桶 30 m +一个纸 36 m +富士 121 n +跟得 3 v +升华作用 3 n +为人注意 4 i +闻郭靖 2 nr +诺丝科技 3 nr +梁必业 2 nr +爱宝初学堂 3 nr +弘达金控 3 nr +伟光汇城 3 nr +生知 3 v +赙赠 2 v +果粒网 3 nr +刺刀 602 n +美国电影协会 5 nt +拉芳家化 3 nr +优普云 3 nr +套头 9 n +公告栏 20 n +海创光电 3 nr +第四十二章 18 m +鼎聚 3 nr +搜电充电 3 nr +大起大落 75 l +似神非神 3 i +雷鸣声 3 nr +找电驴 3 nr +挖掘机 37 n +加拨 3 v +李润茶文化 3 nr +和兆鹏 4 nr +张振仕 256 nr +西子湾 3 nr +银振 3 nr +我好数码 3 nr +豁然冰释 3 i +革职 189 vn +六感魔方 3 nr +思派科创 3 nr +狼人杀 3 nr +讯格软件 3 nr +克莱斯蒂尔 2 nrt +生石 6 n +自行其事 6 i +力投科技 3 nr +文化快餐 3 l +账据 3 n +运杂费 2 n +小樱桃 3 nr +斯隆教育 3 nr +仇兼琼 3 nr +分庭亢礼 3 i +慧想物联 3 nr +太平镇 11 ns +列国 138 ns +硝唑 3 nz +恩萃 3 nr +供方 7 n +一登龙门 3 ns +霍都心 4 nr +电荷平衡 3 nz +通钱科技 3 nr +热战 11 n +流质性 3 n +企帮在线 3 nr +天空能 3 nr +绒面 12 n +底垫 3 n +运维宝 3 nr +咚哌 3 nr +云搜易 3 nr +加拿 3 ns +仰望 217 v +富策科技 3 nr +特洛甫 13 nr +德保 2 j +德惠市 4 ns +万佳能源 3 nr +平路机 2 n +融机 3 nr +咚哒 3 nr +积岁累月 3 i +凛冬科技 3 nr +越鸟南栖 3 nr +调治法 3 n +指色网络 3 nr +德信 3 nr +合作者 50 n +苏联队 7 nt +所立 3 b +萨德伯 4 nr +芸芸众生 44 i +美誉度 29 n +整堂 5 n +朱温 99 nr +埃莫森 11 nr +香晨科技 3 nr +艾尔维斯 2 nrt +紫酱 3 n +整堆 3 n +朋分花用 3 n +轩轾 6 nr +紧逼着 3 l +驴年马月 2 n +英盛科技 3 nr +眠狮科技 3 nr +星网元智 3 nr +刺到 3 v +莞尔 18 v +影众 3 nr +杏林惠众 3 nr +亚述学 5 n +含着泪 3 n +泽铭 3 nr +清结 3 a +掘金微 3 nr +翻翻看 3 i +宏链科技 3 nr +阵痛 76 n +七个半 3 nr +欧创环保 3 nr +宏悦天 3 nr +范喜梅 2 nr +白头山 20 ns +恩萨 3 nr +电子原件 3 n +昌联 3 nr +刺刺 3 v +李赣骝 5 nr +岂微 3 nr +海卓赛思 3 nr +泽铵 3 nr +切切此布 3 i +泽银 3 nr +双黄 8 b +知脉 3 nr +重踏 3 v +哈喽宝贝 3 nr +宝瑞医疗 3 nr +滤池 2 n +贤能 103 n +金视视频 3 nr +玻璃墙 6 n +李永军 11 nr +身相 3 n +苏体 3 n +清绥 3 nr +怡潼网络 3 nr +歆韵配音 3 nr +南岳谢 2 nr +灵趣 3 nr +输光 26 n +超级市场 48 n +滑阀 4 n +体色 25 n +成都市委 10 nt +周勃之 3 nr +新威讯 3 nr +后半 3 t +娱港 3 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"firstnm", +"候": "firstnm", +"仝": "firstnm", +"百里": "firstnm", +"淳于": "firstnm", +"澹台": "firstnm", +"第五": "firstnm", +"东方": "firstnm", +"独孤": "firstnm", +"端木": "firstnm", +"段干": "firstnm", +"公孙": "firstnm", +"公西": "firstnm", +"公羊": "firstnm", +"公冶": "firstnm", +"赫连": "firstnm", +"呼延": "firstnm", +"皇甫": "firstnm", +"乐正": "firstnm", +"冷狐": "firstnm", +"令狐": "firstnm", +"刘付": "firstnm", +"刘傅": "firstnm", +"闾丘": "firstnm", +"慕容": "firstnm", +"纳兰": "firstnm", +"南宫": "firstnm", +"南门": "firstnm", +"殴阳": "firstnm", +"濮阳": "firstnm", +"亓官": "firstnm", +"上官": "firstnm", +"申屠": "firstnm", +"司空": "firstnm", +"司寇": "firstnm", +"司马": "firstnm", +"司徒": "firstnm", +"太史": "firstnm", +"太叔": "firstnm", +"拓跋": "firstnm", +"完颜": "firstnm", +"万俟": "firstnm", +"尉迟": "firstnm", +"闻人": "firstnm", +"巫马": "firstnm", +"西门": "firstnm", +"夏侯": "firstnm", +"夏候": "firstnm", +"鲜于": "firstnm", +"轩辕": "firstnm", +"宇文": "firstnm", +"长孙": "firstnm", +"钟离": "firstnm", +"仲孙": "firstnm", +"诸葛": "firstnm", +"颛孙": "firstnm", +"宗政": "firstnm", +"左丘": "firstnm" +} diff --git a/rag/res/synonym.json b/rag/res/synonym.json new file mode 100644 index 0000000000000000000000000000000000000000..369ba1759bab106ac3d362b3201e1d2da5907e63 --- /dev/null +++ b/rag/res/synonym.json @@ -0,0 +1,10539 @@ +{ +"阿为特": "873693", +"873693": "阿为特", +"卓兆点胶": "873726", +"873726": "卓兆点胶", +"骑士乳业": "832786", +"832786": "骑士乳业", +"中集环科": "301559", +"301559": "中集环科", +"N浩辰": "688657", +"688657": "N浩辰", +"三态股份": "301558", +"301558": "三态股份", +"爱科赛博": "688719", +"688719": "爱科赛博", +"万邦医药": "301520", +"301520": "万邦医药", +"飞南资源": "301500", +"301500": "飞南资源", +"盛科通信": "688702", +"688702": "盛科通信", +"中巨芯": "688549", +"688549": "中巨芯", +"视声智能": "870976", +"870976": "视声智能", +"德福科技": "301511", +"301511": "德福科技", +"宏裕包材": "837174", +"837174": "宏裕包材", +"盟固利": "301487", +"301487": "盟固利", +"鸿智科技": "870726", +"870726": "鸿智科技", +"舜禹股份": "301519", +"301519": "舜禹股份", +"锦波生物": "832982", +"832982": "锦波生物", +"英华特": "301272", +"301272": "英华特", +"时创能源": "688429", +"688429": "时创能源", +"致欧科技": "301376", +"301376": "致欧科技", +"智翔金泰": "688443", +"688443": "智翔金泰", +"阿特斯": "688472", +"688472": "阿特斯", +"中科飞测": "688361", +"688361": "中科飞测", +"慧智微": "688512", +"688512": "慧智微", +"中芯集成": "688469", +"688469": "中芯集成", +"华原股份": "838837", +"838837": "华原股份", +"陕西能源": "001286", +"001286": "陕西能源", +"云天励飞": "688343", +"688343": "云天励飞", +"彩蝶实业": "603073", +"603073": "彩蝶实业", +"康乐卫士": "833575", +"833575": "康乐卫士", +"百甲科技": "835857", +"835857": "百甲科技", +"绿通科技": "301322", +"301322": "绿通科技", +"一彬科技": "001278", +"001278": "一彬科技", +"华人健康": "301408", +"301408": "华人健康", +"真兰仪表": "301303", +"301303": "真兰仪表", +"和泰机电": "001225", +"001225": "和泰机电", +"阿莱德": "301419", +"301419": "阿莱德", +"裕太微": "688515", +"688515": "裕太微", +"江瀚新材": "603281", +"603281": "江瀚新材", +"田野股份": "832023", +"832023": "田野股份", +"百利天恒": "688506", +"688506": "百利天恒", +"太湖雪": "838262", +"838262": "太湖雪", +"鸿铭股份": "301105", +"301105": "鸿铭股份", +"凯华材料": "831526", +"831526": "凯华材料", +"柏星龙": "833075", +"833075": "柏星龙", +"宁波远洋": "601022", +"601022": "宁波远洋", +"方盛股份": "832662", +"832662": "方盛股份", +"甬矽电子": "688362", +"688362": "甬矽电子", +"南方路机": "603280", +"603280": "南方路机", +"麒麟信安": "688152", +"688152": "麒麟信安", +"箭牌家居": "001322", +"001322": "箭牌家居", +"三柏硕": "001300", +"001300": "三柏硕", +"星环科技": "688031", +"688031": "星环科技", +"卓创资讯": "301299", +"301299": "卓创资讯", +"哈铁科技": "688459", +"688459": "哈铁科技", +"硅烷科技": "838402", +"838402": "硅烷科技", +"信科移动": "688387", +"688387": "信科移动", +"诺诚健华": "688428", +"688428": "诺诚健华", +"联动科技": "301369", +"301369": "联动科技", +"帕瓦股份": "688184", +"688184": "帕瓦股份", +"捷邦科技": "301326", +"301326": "捷邦科技", +"锡装股份": "001332", +"001332": "锡装股份", +"信德新材": "301349", +"301349": "信德新材", +"奥浦迈": "688293", +"688293": "奥浦迈", +"微电生理": "688351", +"688351": "微电生理", +"振华风光": "688439", +"688439": "振华风光", +"丛麟科技": "688370", +"688370": "丛麟科技", +"鼎际得": "603255", +"603255": "鼎际得", +"农心科技": "001231", +"001231": "农心科技", +"易点天下": "301171", +"301171": "易点天下", +"浩瀚深度": "688292", +"688292": "浩瀚深度", +"盟科药业": "688373", +"688373": "盟科药业", +"北路智控": "301195", +"301195": "北路智控", +"英诺特": "688253", +"688253": "英诺特", +"益方生物": "688382", +"688382": "益方生物", +"天新药业": "603235", +"603235": "天新药业", +"奥比中光": "688322", +"688322": "奥比中光", +"中科环保": "301175", +"301175": "中科环保", +"联合精密": "001268", +"001268": "联合精密", +"龙芯中科": "688047", +"688047": "龙芯中科", +"天润科技": "430564", +"430564": "天润科技", +"井松智能": "688251", +"688251": "井松智能", +"荣亿精密": "873223", +"873223": "荣亿精密", +"云从科技": "688327", +"688327": "云从科技", +"东田微": "301183", +"301183": "东田微", +"思特威": "688213", +"688213": "思特威", +"阳光乳业": "001318", +"001318": "阳光乳业", +"中国海油": "600938", +"600938": "中国海油", +"清研环境": "301288", +"301288": "清研环境", +"经纬恒润": "688326", +"688326": "经纬恒润", +"联盛化学": "301212", +"301212": "联盛化学", +"海创药业": "688302", +"688302": "海创药业", +"瑞德智能": "301135", +"301135": "瑞德智能", +"七丰精工": "873169", +"873169": "七丰精工", +"泰恩康": "301263", +"301263": "泰恩康", +"富士莱": "301258", +"301258": "富士莱", +"兴通股份": "603209", +"603209": "兴通股份", +"首药控股": "688197", +"688197": "首药控股", +"和顺科技": "301237", +"301237": "和顺科技", +"均普智能": "688306", +"688306": "均普智能", +"路斯股份": "832419", +"832419": "路斯股份", +"浙江恒威": "301222", +"301222": "浙江恒威", +"凯德石英": "835179", +"835179": "凯德石英", +"金徽股份": "603132", +"603132": "金徽股份", +"纽泰格": "301229", +"301229": "纽泰格", +"标榜股份": "301181", +"301181": "标榜股份", +"采纳股份": "301122", +"301122": "采纳股份", +"奕东电子": "301123", +"301123": "奕东电子", +"希荻微": "688173", +"688173": "希荻微", +"翱捷科技": "688220", +"688220": "翱捷科技", +"迈威生物": "688062", +"688062": "迈威生物", +"亚虹医药": "688176", +"688176": "亚虹医药", +"国芯科技": "688262", +"688262": "国芯科技", +"品高股份": "688227", +"688227": "品高股份", +"雅艺科技": "301113", +"301113": "雅艺科技", +"迪阿股份": "301177", +"301177": "迪阿股份", +"百济神州": "688235", +"688235": "百济神州", +"迪哲医药": "688192", +"688192": "迪哲医药", +"泽宇智能": "301179", +"301179": "泽宇智能", +"鼎阳科技": "688112", +"688112": "鼎阳科技", +"观想科技": "301213", +"301213": "观想科技", +"万祥科技": "301180", +"301180": "万祥科技", +"恒光股份": "301118", +"301118": "恒光股份", +"中寰股份": "836260", +"836260": "中寰股份", +"镇洋发展": "603213", +"603213": "镇洋发展", +"隆华新材": "301149", +"301149": "隆华新材", +"科达自控": "831832", +"831832": "科达自控", +"零点有数": "301169", +"301169": "零点有数", +"瑞纳智能": "301129", +"301129": "瑞纳智能", +"精进电动": "688280", +"688280": "精进电动", +"新锐股份": "688257", +"688257": "新锐股份", +"汇宇制药": "688553", +"688553": "汇宇制药", +"汉鑫科技": "837092", +"837092": "汉鑫科技", +"德昌股份": "605555", +"605555": "德昌股份", +"海希通讯": "831305", +"831305": "海希通讯", +"*ST富吉": "688272", +"688272": "*ST富吉", +"珠海冠宇": "688772", +"688772": "珠海冠宇", +"春雪食品": "605567", +"605567": "春雪食品", +"海锅股份": "301063", +"301063": "海锅股份", +"中粮科工": "301058", +"301058": "中粮科工", +"张小泉": "301055", +"301055": "张小泉", +"艾为电子": "688798", +"688798": "艾为电子", +"沪农商行": "601825", +"601825": "沪农商行", +"天禄科技": "301045", +"301045": "天禄科技", +"海天瑞声": "688787", +"688787": "海天瑞声", +"冠石科技": "605588", +"605588": "冠石科技", +"双乐股份": "301036", +"301036": "双乐股份", +"大全能源": "688303", +"688303": "大全能源", +"仕净科技": "301030", +"301030": "仕净科技", +"立达信": "605365", +"605365": "立达信", +"东亚机械": "301028", +"301028": "东亚机械", +"威腾电气": "688226", +"688226": "威腾电气", +"英诺激光": "301021", +"301021": "英诺激光", +"密封科技": "301020", +"301020": "密封科技", +"星辰科技": "832885", +"832885": "星辰科技", +"杭州热电": "605011", +"605011": "杭州热电", +"海泰科": "301022", +"301022": "海泰科", +"工大高科": "688367", +"688367": "工大高科", +"力芯微": "688601", +"688601": "力芯微", +"瑞丰银行": "601528", +"601528": "瑞丰银行", +"晶雪节能": "301010", +"301010": "晶雪节能", +"爱威科技": "688067", +"688067": "爱威科技", +"德迈仕": "301007", +"301007": "德迈仕", +"宏昌科技": "301008", +"301008": "宏昌科技", +"东航物流": "601156", +"601156": "东航物流", +"超捷股份": "301005", +"301005": "超捷股份", +"江苏博云": "301003", +"301003": "江苏博云", +"凯淳股份": "301001", +"301001": "凯淳股份", +"和辉光电": "688538", +"688538": "和辉光电", +"爱慕股份": "603511", +"603511": "爱慕股份", +"电气风电": "688660", +"688660": "电气风电", +"南侨食品": "605339", +"605339": "南侨食品", +"盛航股份": "001205", +"001205": "盛航股份", +"大中矿业": "001203", +"001203": "大中矿业", +"财达证券": "600906", +"600906": "财达证券", +"华利集团": "300979", +"300979": "华利集团", +"祥源新材": "300980", +"300980": "祥源新材", +"杭州柯林": "688611", +"688611": "杭州柯林", +"华绿生物": "300970", +"300970": "华绿生物", +"中洲特材": "300963", +"300963": "中洲特材", +"中农联合": "003042", +"003042": "中农联合", +"线上线下": "300959", +"300959": "线上线下", +"震裕科技": "300953", +"300953": "震裕科技", +"青云科技": "688316", +"688316": "青云科技", +"菱电电控": "688667", +"688667": "菱电电控", +"四方新材": "605122", +"605122": "四方新材", +"联德股份": "605060", +"605060": "联德股份", +"园林股份": "605303", +"605303": "园林股份", +"华锐精密": "688059", +"688059": "华锐精密", +"中国黄金": "600916", +"600916": "中国黄金", +"长虹能源": "836239", +"836239": "长虹能源", +"三友联众": "300932", +"300932": "三友联众", +"南网能源": "003035", +"003035": "南网能源", +"江天化学": "300927", +"300927": "江天化学", +"博俊科技": "300926", +"300926": "博俊科技", +"祖名股份": "003030", +"003030": "祖名股份", +"法本信息": "300925", +"300925": "法本信息", +"振邦智能": "003028", +"003028": "振邦智能", +"福立旺": "688678", +"688678": "福立旺", +"立方制药": "003020", +"003020": "立方制药", +"杭华股份": "688571", +"688571": "杭华股份", +"兆威机电": "003021", +"003021": "兆威机电", +"九号公司": "689009", +"689009": "九号公司", +"前沿生物": "688221", +"688221": "前沿生物", +"东来技术": "688129", +"688129": "东来技术", +"日久光电": "003015", +"003015": "日久光电", +"地铁设计": "003013", +"003013": "地铁设计", +"巴比食品": "605338", +"605338": "巴比食品", +"天臣医疗": "688013", +"688013": "天臣医疗", +"丽人丽妆": "605136", +"605136": "丽人丽妆", +"长华集团": "605018", +"605018": "长华集团", +"铜牛信息": "300895", +"300895": "铜牛信息", +"科前生物": "688526", +"688526": "科前生物", +"思瑞浦": "688536", +"688536": "思瑞浦", +"海目星": "688559", +"688559": "海目星", +"圣湘生物": "688289", +"688289": "圣湘生物", +"维康药业": "300878", +"300878": "维康药业", +"南大环境": "300864", +"300864": "南大环境", +"格林达": "603931", +"603931": "格林达", +"捷强装备": "300875", +"300875": "捷强装备", +"冠盛股份": "605088", +"605088": "冠盛股份", +"凯赛生物": "688065", +"688065": "凯赛生物", +"亿华通": "688339", +"688339": "亿华通", +"华达新材": "605158", +"605158": "华达新材", +"赛科希德": "688338", +"688338": "赛科希德", +"盟升电子": "688311", +"688311": "盟升电子", +"天地在线": "002995", +"002995": "天地在线", +"甘源食品": "002991", +"002991": "甘源食品", +"起帆电缆": "605222", +"605222": "起帆电缆", +"国联证券": "601456", +"601456": "国联证券", +"旭杰科技": "836149", +"836149": "旭杰科技", +"奇安信": "688561", +"688561": "奇安信", +"大唐药业": "836433", +"836433": "大唐药业", +"泰祥股份": "833874", +"833874": "泰祥股份", +"寒武纪": "688256", +"688256": "寒武纪", +"美瑞新材": "300848", +"300848": "美瑞新材", +"埃夫特": "688165", +"688165": "埃夫特", +"苏轴股份": "430418", +"430418": "苏轴股份", +"君实生物": "688180", +"688180": "君实生物", +"佳先股份": "430489", +"430489": "佳先股份", +"颖泰生物": "833819", +"833819": "颖泰生物", +"天智航": "688277", +"688277": "天智航", +"秦川物联": "688528", +"688528": "秦川物联", +"神州细胞": "688520", +"688520": "神州细胞", +"宇新股份": "002986", +"002986": "宇新股份", +"凯迪股份": "605288", +"605288": "凯迪股份", +"中泰证券": "600918", +"600918": "中泰证券", +"佰奥智能": "300836", +"300836": "佰奥智能", +"长源东谷": "603950", +"603950": "长源东谷", +"湘佳股份": "002982", +"002982": "湘佳股份", +"华润微": "688396", +"688396": "华润微", +"耐普矿机": "300818", +"300818": "耐普矿机", +"泽璟制药": "688266", +"688266": "泽璟制药", +"优刻得": "688158", +"688158": "优刻得", +"易天股份": "300812", +"300812": "易天股份", +"佰仁医疗": "688198", +"688198": "佰仁医疗", +"硕世生物": "688399", +"688399": "硕世生物", +"通达电气": "603390", +"603390": "通达电气", +"矩子科技": "300802", +"300802": "矩子科技", +"筑博设计": "300564", +"300564": "筑博设计", +"奥福环保": "688021", +"688021": "奥福环保", +"*ST左江": "300799", +"300799": "*ST左江", +"祥鑫科技": "002965", +"002965": "祥鑫科技", +"米奥会展": "300795", +"300795": "米奥会展", +"唐源电气": "300789", +"300789": "唐源电气", +"中国广核": "003816", +"003816": "中国广核", +"柏楚电子": "688188", +"688188": "柏楚电子", +"神马电力": "603530", +"603530": "神马电力", +"景津装备": "603279", +"603279": "景津装备", +"嘉元科技": "688388", +"688388": "嘉元科技", +"航天宏图": "688066", +"688066": "航天宏图", +"天宜上佳": "688033", +"688033": "天宜上佳", +"沃尔德": "688028", +"688028": "沃尔德", +"西部超导": "688122", +"688122": "西部超导", +"乐鑫科技": "688018", +"688018": "乐鑫科技", +"福蓉科技": "603327", +"603327": "福蓉科技", +"三角防务": "300775", +"300775": "三角防务", +"新城市": "300778", +"300778": "新城市", +"拉卡拉": "300773", +"300773": "拉卡拉", +"德方纳米": "300769", +"300769": "德方纳米", +"上海瀚讯": "300762", +"300762": "上海瀚讯", +"福莱特": "601865", +"601865": "福莱特", +"明阳智能": "601615", +"601615": "明阳智能", +"青岛港": "601298", +"601298": "青岛港", +"蔚蓝生物": "603739", +"603739": "蔚蓝生物", +"利通电子": "603629", +"603629": "利通电子", +"新疆交建": "002941", +"002941": "新疆交建", +"迈为股份": "300751", +"300751": "迈为股份", +"鹏鼎控股": "002938", +"002938": "鹏鼎控股", +"雅运股份": "603790", +"603790": "雅运股份", +"中铝国际": "601068", +"601068": "中铝国际", +"新兴装备": "002933", +"002933": "新兴装备", +"康辰药业": "603590", +"603590": "康辰药业", +"江苏新能": "603693", +"603693": "江苏新能", +"宁德时代": "300750", +"300750": "宁德时代", +"福达合金": "603045", +"603045": "福达合金", +"彩讯股份": "300634", +"300634": "彩讯股份", +"倍加洁": "603059", +"603059": "倍加洁", +"今创集团": "603680", +"603680": "今创集团", +"泰永长征": "002927", +"002927": "泰永长征", +"中源家居": "603709", +"603709": "中源家居", +"嘉友国际": "603871", +"603871": "嘉友国际", +"华菱精工": "603356", +"603356": "华菱精工", +"万兴科技": "300624", +"300624": "万兴科技", +"德邦股份": "603056", +"603056": "德邦股份", +"西菱动力": "300733", +"300733": "西菱动力", +"中石科技": "300684", +"300684": "中石科技", +"名臣健康": "002919", +"002919": "名臣健康", +"华能水电": "600025", +"600025": "华能水电", +"深南电路": "002916", +"002916": "深南电路", +"水星家纺": "603365", +"603365": "水星家纺", +"山东出版": "601019", +"601019": "山东出版", +"怡达股份": "300721", +"300721": "怡达股份", +"振江股份": "603507", +"603507": "振江股份", +"广哈通信": "300711", +"300711": "广哈通信", +"合盛硅业": "603260", +"603260": "合盛硅业", +"晶华新材": "603683", +"603683": "晶华新材", +"万隆光电": "300710", +"300710": "万隆光电", +"洛凯股份": "603829", +"603829": "洛凯股份", +"翔港科技": "603499", +"603499": "翔港科技", +"傲农生物": "603363", +"603363": "傲农生物", +"台华新材": "603055", +"603055": "台华新材", +"原尚股份": "603813", +"603813": "原尚股份", +"京能热力": "002893", +"002893": "京能热力", +"英派斯": "002899", +"002899": "英派斯", +"畅联股份": "603648", +"603648": "畅联股份", +"银都股份": "603277", +"603277": "银都股份", +"建研院": "603183", +"603183": "建研院", +"光威复材": "300699", +"300699": "光威复材", +"川恒股份": "002895", +"002895": "川恒股份", +"爱乐达": "300696", +"300696": "爱乐达", +"中宠股份": "002891", +"002891": "中宠股份", +"秦港股份": "601326", +"601326": "秦港股份", +"中广天择": "603721", +"603721": "中广天择", +"勘设股份": "603458", +"603458": "勘设股份", +"海特生物": "300683", +"300683": "海特生物", +"弘宇股份": "002890", +"002890": "弘宇股份", +"电连技术": "300679", +"300679": "电连技术", +"岱美股份": "603730", +"603730": "岱美股份", +"禾望电气": "603063", +"603063": "禾望电气", +"国科微": "300672", +"300672": "国科微", +"富满微": "300671", +"300671": "富满微", +"三孚股份": "603938", +"603938": "三孚股份", +"迪生力": "603335", +"603335": "迪生力", +"菲林格尔": "603226", +"603226": "菲林格尔", +"科蓝软件": "300663", +"300663": "科蓝软件", +"圣邦股份": "300661", +"300661": "圣邦股份", +"艾艾精工": "603580", +"603580": "艾艾精工", +"弘信电子": "300657", +"300657": "弘信电子", +"正海生物": "300653", +"300653": "正海生物", +"金牌厨柜": "603180", +"603180": "金牌厨柜", +"金能科技": "603113", +"603113": "金能科技", +"先达股份": "603086", +"603086": "先达股份", +"万通智控": "300643", +"300643": "万通智控", +"绿康生化": "002868", +"002868": "绿康生化", +"周大生": "002867", +"002867": "周大生", +"三超新材": "300554", +"300554": "三超新材", +"今飞凯达": "002863", +"002863": "今飞凯达", +"开立医疗": "300633", +"300633": "开立医疗", +"金麒麟": "603586", +"603586": "金麒麟", +"华测导航": "300627", +"300627": "华测导航", +"*ST碳元": "603133", +"603133": "*ST碳元", +"捷捷微电": "300623", +"300623": "捷捷微电", +"克来机电": "603960", +"603960": "克来机电", +"至正股份": "603991", +"603991": "至正股份", +"诺邦股份": "603238", +"603238": "诺邦股份", +"安正时尚": "603839", +"603839": "安正时尚", +"江山欧派": "603208", +"603208": "江山欧派", +"科森科技": "603626", +"603626": "科森科技", +"会畅通讯": "300578", +"300578": "会畅通讯", +"华达科技": "603358", +"603358": "华达科技", +"集友股份": "603429", +"603429": "集友股份", +"吉大通信": "300597", +"300597": "吉大通信", +"张家港行": "002839", +"002839": "张家港行", +"中国银河": "601881", +"601881": "中国银河", +"诚迈科技": "300598", +"300598": "诚迈科技", +"艾迪精密": "603638", +"603638": "艾迪精密", +"杰克股份": "603337", +"603337": "杰克股份", +"天马科技": "603668", +"603668": "天马科技", +"贝斯特": "300580", +"300580": "贝斯特", +"天龙股份": "603266", +"603266": "天龙股份", +"德新科技": "603032", +"603032": "德新科技", +"晨曦航空": "300581", +"300581": "晨曦航空", +"亚振家居": "603389", +"603389": "亚振家居", +"裕同科技": "002831", +"002831": "裕同科技", +"星网宇达": "002829", +"002829": "星网宇达", +"森特股份": "603098", +"603098": "森特股份", +"名雕股份": "002830", +"002830": "名雕股份", +"桂发祥": "002820", +"002820": "桂发祥", +"国检集团": "603060", +"603060": "国检集团", +"丝路视觉": "300556", +"300556": "丝路视觉", +"中富通": "300560", +"300560": "中富通", +"五洲新春": "603667", +"603667": "五洲新春", +"能科科技": "603859", +"603859": "能科科技", +"梦百合": "603313", +"603313": "梦百合", +"常熟银行": "601128", +"601128": "常熟银行", +"安图生物": "603658", +"603658": "安图生物", +"山东赫达": "002810", +"002810": "山东赫达", +"ST花王": "603007", +"603007": "ST花王", +"欧普照明": "603515", +"603515": "欧普照明", +"上海电影": "601595", +"601595": "上海电影", +"优博讯": "300531", +"300531": "优博讯", +"江苏银行": "600919", +"600919": "江苏银行", +"海波重科": "300517", +"300517": "海波重科", +"赛力斯": "601127", +"601127": "赛力斯", +"中国核建": "601611", +"601611": "中国核建", +"三棵树": "603737", +"603737": "三棵树", +"恒实科技": "300513", +"300513": "恒实科技", +"中亚股份": "300512", +"300512": "中亚股份", +"第一创业": "002797", +"002797": "第一创业", +"苏奥传感": "300507", +"300507": "苏奥传感", +"飞科电器": "603868", +"603868": "飞科电器", +"金徽酒": "603919", +"603919": "金徽酒", +"司太立": "603520", +"603520": "司太立", +"桃李面包": "603866", +"603866": "桃李面包", +"*ST美尚": "300495", +"300495": "*ST美尚", +"沐邦高科": "603398", +"603398": "沐邦高科", +"恒通股份": "603223", +"603223": "恒通股份", +"音飞储存": "603066", +"603066": "音飞储存", +"星徽股份": "300464", +"300464": "星徽股份", +"南兴股份": "002757", +"002757": "南兴股份", +"先导智能": "300450", +"300450": "先导智能", +"奥赛康": "002755", +"002755": "奥赛康", +"山河药辅": "300452", +"300452": "山河药辅", +"创业慧康": "300451", +"300451": "创业慧康", +"鹏辉能源": "300438", +"300438": "鹏辉能源", +"乐凯新材": "300446", +"300446": "乐凯新材", +"鲍斯股份": "300441", +"300441": "鲍斯股份", +"腾龙股份": "603158", +"603158": "腾龙股份", +"*ST全筑": "603030", +"603030": "*ST全筑", +"国光股份": "002749", +"002749": "国光股份", +"立霸股份": "603519", +"603519": "立霸股份", +"银龙股份": "603969", +"603969": "银龙股份", +"好莱客": "603898", +"603898": "好莱客", +"火炬电子": "603678", +"603678": "火炬电子", +"迦南科技": "300412", +"300412": "迦南科技", +"金盾股份": "300411", +"300411": "金盾股份", +"方盛制药": "603998", +"603998": "方盛制药", +"海南矿业": "601969", +"601969": "海南矿业", +"柳药集团": "603368", +"603368": "柳药集团", +"凯发电气": "300407", +"300407": "凯发电气", +"福达股份": "603166", +"603166": "福达股份", +"中电电机": "603988", +"603988": "中电电机", +"九强生物": "300406", +"300406": "九强生物", +"华懋科技": "603306", +"603306": "华懋科技", +"节能风电": "601016", +"601016": "节能风电", +"迪瑞医疗": "300396", +"300396": "迪瑞医疗", +"福斯特": "603806", +"603806": "福斯特", +"长药控股": "300391", +"300391": "长药控股", +"艾比森": "300389", +"300389": "艾比森", +"北特科技": "603009", +"603009": "北特科技", +"一心堂": "002727", +"002727": "一心堂", +"联明股份": "603006", +"603006": "联明股份", +"登云股份": "002715", +"002715": "登云股份", +"斯莱克": "300382", +"300382": "斯莱克", +"安硕信息": "300380", +"300380": "安硕信息", +"易事特": "300376", +"300376": "易事特", +"金贵银业": "002716", +"002716": "金贵银业", +"牧原股份": "002714", +"002714": "牧原股份", +"恒华科技": "300365", +"300365": "恒华科技", +"新宝股份": "002705", +"002705": "新宝股份", +"浙江世宝": "002703", +"002703": "浙江世宝", +"北信源": "300352", +"300352": "北信源", +"博实股份": "002698", +"002698": "博实股份", +"吉翔股份": "603399", +"603399": "吉翔股份", +"双成药业": "002693", +"002693": "双成药业", +"天银机电": "300342", +"300342": "天银机电", +"乔治白": "002687", +"002687": "乔治白", +"迪森股份": "300335", +"300335": "迪森股份", +"中信重工": "601608", +"601608": "中信重工", +"龙洲股份": "002682", +"002682": "龙洲股份", +"福建金森": "002679", +"002679": "福建金森", +"东诚药业": "002675", +"002675": "东诚药业", +"东江环保": "002672", +"002672": "东江环保", +"慈星股份": "300307", +"300307": "慈星股份", +"首航高科": "002665", +"002665": "首航高科", +"聚飞光电": "300303", +"300303": "聚飞光电", +"普邦股份": "002663", +"002663": "普邦股份", +"吉视传媒": "601929", +"601929": "吉视传媒", +"仁东控股": "002647", +"002647": "仁东控股", +"公元股份": "002641", +"002641": "公元股份", +"三丰智能": "300276", +"300276": "三丰智能", +"德尔未来": "002631", +"002631": "德尔未来", +"玉龙股份": "601028", +"601028": "玉龙股份", +"光启技术": "002625", +"002625": "光启技术", +"中国电建": "601669", +"601669": "中国电建", +"瑞和股份": "002620", +"002620": "瑞和股份", +"隆华科技": "300263", +"300263": "隆华科技", +"佳创视讯": "300264", +"300264": "佳创视讯", +"奥佳华": "002614", +"002614": "奥佳华", +"京运通": "601908", +"601908": "京运通", +"东方精工": "002611", +"002611": "东方精工", +"林洋能源": "601222", +"601222": "林洋能源", +"金信诺": "300252", +"300252": "金信诺", +"融捷健康": "300247", +"300247": "融捷健康", +"世纪华通": "002602", +"002602": "世纪华通", +"海南瑞泽": "002596", +"002596": "海南瑞泽", +"永利股份": "300230", +"300230": "永利股份", +"富瑞特装": "300228", +"300228": "富瑞特装", +"银禧科技": "300221", +"300221": "银禧科技", +"未名医药": "002581", +"002581": "未名医药", +"雷柏科技": "002577", +"002577": "雷柏科技", +"群兴玩具": "002575", +"002575": "群兴玩具", +"明牌珠宝": "002574", +"002574": "明牌珠宝", +"清新环境": "002573", +"002573": "清新环境", +"益盛药业": "002566", +"002566": "益盛药业", +"兄弟科技": "002562", +"002562": "兄弟科技", +"南方精工": "002553", +"002553": "南方精工", +"宝鼎科技": "002552", +"002552": "宝鼎科技", +"力源信息": "300184", +"300184": "力源信息", +"金隅集团": "601992", +"601992": "金隅集团", +"四方达": "300179", +"300179": "四方达", +"汉得信息": "300170", +"300170": "汉得信息", +"博威合金": "601137", +"601137": "博威合金", +"中化岩土": "002542", +"002542": "中化岩土", +"万达信息": "300168", +"300168": "万达信息", +"天瑞仪器": "300165", +"300165": "天瑞仪器", +"亚太科技": "002540", +"002540": "亚太科技", +"海联金汇": "002537", +"002537": "海联金汇", +"飞龙股份": "002536", +"002536": "飞龙股份", +"亚星锚链": "601890", +"601890": "亚星锚链", +"香雪制药": "300147", +"300147": "香雪制药", +"天桥起重": "002523", +"002523": "天桥起重", +"银河电子": "002519", +"002519": "银河电子", +"利源股份": "002501", +"002501": "利源股份", +"节能环境": "300140", +"300140": "节能环境", +"通鼎互联": "002491", +"002491": "通鼎互联", +"浙江永强": "002489", +"002489": "浙江永强", +"英唐智控": "300131", +"300131": "英唐智控", +"兴业证券": "601377", +"601377": "兴业证券", +"嘉麟杰": "002486", +"002486": "嘉麟杰", +"聆达股份": "300125", +"300125": "聆达股份", +"江海股份": "002484", +"002484": "江海股份", +"润邦股份": "002483", +"002483": "润邦股份", +"经纬辉开": "300120", +"300120": "经纬辉开", +"*ST吉药": "300108", +"300108": "*ST吉药", +"龙源技术": "300105", +"300105": "龙源技术", +"晶澳科技": "002459", +"002459": "晶澳科技", +"启明星辰": "002439", +"002439": "启明星辰", +"江苏神通": "002438", +"002438": "江苏神通", +"云南锗业": "002428", +"002428": "云南锗业", +"长信科技": "300088", +"300088": "长信科技", +"多氟多": "002407", +"002407": "多氟多", +"中远海科": "002401", +"002401": "中远海科", +"梦洁股份": "002397", +"002397": "梦洁股份", +"力生制药": "002393", +"002393": "力生制药", +"航天彩虹": "002389", +"002389": "航天彩虹", +"双箭股份": "002381", +"002381": "双箭股份", +"三川智慧": "300066", +"300066": "三川智慧", +"天龙集团": "300063", +"300063": "天龙集团", +"东方财富": "300059", +"300059": "东方财富", +"伟星新材": "002372", +"002372": "伟星新材", +"亚太药业": "002370", +"002370": "亚太药业", +"融发核电": "002366", +"002366": "融发核电", +"汉王科技": "002362", +"002362": "汉王科技", +"中创环保": "300056", +"300056": "中创环保", +"万邦达": "300055", +"300055": "万邦达", +"航宇微": "300053", +"300053": "航宇微", +"杰瑞股份": "002353", +"002353": "杰瑞股份", +"巨力索具": "002342", +"002342": "巨力索具", +"新纶新材": "002341", +"002341": "新纶新材", +"积成电子": "002339", +"002339": "积成电子", +"世纪鼎利": "300050", +"300050": "世纪鼎利", +"星辉娱乐": "300043", +"300043": "星辉娱乐", +"皖新传媒": "601801", +"601801": "皖新传媒", +"奥普光电": "002338", +"002338": "奥普光电", +"赛象科技": "002337", +"002337": "赛象科技", +"英威腾": "002334", +"002334": "英威腾", +"宏德股份": "301163", +"301163": "宏德股份", +"美迪凯": "688079", +"688079": "美迪凯", +"欧菲光": "002456", +"002456": "欧菲光", +"天奇股份": "002009", +"002009": "天奇股份", +"中航重机": "600765", +"600765": "中航重机", +"银河磁体": "300127", +"300127": "银河磁体", +"小崧股份": "002723", +"002723": "小崧股份", +"朗威股份": "301202", +"301202": "朗威股份", +"洲明科技": "300232", +"300232": "洲明科技", +"三七互娱": "002555", +"002555": "三七互娱", +"麦迪科技": "603990", +"603990": "麦迪科技", +"新华传媒": "600825", +"600825": "新华传媒", +"和邦生物": "603077", +"603077": "和邦生物", +"国际实业": "000159", +"000159": "国际实业", +"紫金银行": "601860", +"601860": "紫金银行", +"沪电股份": "002463", +"002463": "沪电股份", +"芯动联科": "688582", +"688582": "芯动联科", +"康冠科技": "001308", +"001308": "康冠科技", +"锐科激光": "300747", +"300747": "锐科激光", +"安居宝": "300155", +"300155": "安居宝", +"东睦股份": "600114", +"600114": "东睦股份", +"中国外运": "601598", +"601598": "中国外运", +"濮耐股份": "002225", +"002225": "濮耐股份", +"华致酒行": "300755", +"300755": "华致酒行", +"晓鸣股份": "300967", +"300967": "晓鸣股份", +"一博科技": "301366", +"301366": "一博科技", +"湖北宜化": "000422", +"000422": "湖北宜化", +"青岛金王": "002094", +"002094": "青岛金王", +"福昕软件": "688095", +"688095": "福昕软件", +"盛运退": "300090", +"300090": "盛运退", +"春立医疗": "688236", +"688236": "春立医疗", +"圆通速递": "600233", +"600233": "圆通速递", +"乖宝宠物": "301498", +"301498": "乖宝宠物", +"亚宝药业": "600351", +"600351": "亚宝药业", +"光峰科技": "688007", +"688007": "光峰科技", +"兆易创新": "603986", +"603986": "兆易创新", +"霍莱沃": "688682", +"688682": "霍莱沃", +"贤丰控股": "002141", +"002141": "贤丰控股", +"中捷精工": "301072", +"301072": "中捷精工", +"迪尔化工": "831304", +"831304": "迪尔化工", +"潞安环能": "601699", +"601699": "潞安环能", +"唯万密封": "301161", +"301161": "唯万密封", +"呈和科技": "688625", +"688625": "呈和科技", +"上海环境": "601200", +"601200": "上海环境", +"凯腾精工": "871553", +"871553": "凯腾精工", +"佛山照明": "000541", +"000541": "佛山照明", +"传音控股": "688036", +"688036": "传音控股", +"奥普特": "688686", +"688686": "奥普特", +"当升科技": "300073", +"300073": "当升科技", +"新金路": "000510", +"000510": "新金路", +"永兴材料": "002756", +"002756": "永兴材料", +"克明食品": "002661", +"002661": "克明食品", +"TCL通讯": "000542", +"000542": "TCL通讯", +"南京熊猫": "600775", +"600775": "南京熊猫", +"永鼎股份": "600105", +"600105": "永鼎股份", +"南纺股份": "600250", +"600250": "南纺股份", +"聚辰股份": "688123", +"688123": "聚辰股份", +"林州重机": "002535", +"002535": "林州重机", +"红蜻蜓": "603116", +"603116": "红蜻蜓", +"川宁生物": "301301", +"301301": "川宁生物", +"长亮科技": "300348", +"300348": "长亮科技", +"联环药业": "600513", +"600513": "联环药业", +"云涌科技": "688060", +"688060": "云涌科技", +"招商积余": "001914", +"001914": "招商积余", +"超图软件": "300036", +"300036": "超图软件", +"首药控股-U": "688197", +"688197": "首药控股-U", +"利尔化学": "002258", +"002258": "利尔化学", +"移为通信": "300590", +"300590": "移为通信", +"锴威特": "688693", +"688693": "锴威特", +"焦点科技": "002315", +"002315": "焦点科技", +"内蒙一机": "600967", +"600967": "内蒙一机", +"神火股份": "000933", +"000933": "神火股份", +"申昊科技": "300853", +"300853": "申昊科技", +"协鑫能科": "002015", +"002015": "协鑫能科", +"太平洋": "601099", +"601099": "太平洋", +"中岩大地": "003001", +"003001": "中岩大地", +"佳士科技": "300193", +"300193": "佳士科技", +"*ST搜特": "002503", +"002503": "*ST搜特", +"*ST宜生": "600978", +"600978": "*ST宜生", +"道恩股份": "002838", +"002838": "道恩股份", +"挖金客": "301380", +"301380": "挖金客", +"侨源股份": "301286", +"301286": "侨源股份", +"诺思兰德": "430047", +"430047": "诺思兰德", +"科信技术": "300565", +"300565": "科信技术", +"欣旺达": "300207", +"300207": "欣旺达", +"三维天地": "301159", +"301159": "三维天地", +"三全食品": "002216", +"002216": "三全食品", +"亨通光电": "600487", +"600487": "亨通光电", +"正泰电器": "601877", +"601877": "正泰电器", +"退市中房": "600890", +"600890": "退市中房", +"光弘科技": "300735", +"300735": "光弘科技", +"众业达": "002441", +"002441": "众业达", +"大烨智能": "300670", +"300670": "大烨智能", +"万德斯": "688178", +"688178": "万德斯", +"华联控股": "000036", +"000036": "华联控股", +"海兴电力": "603556", +"603556": "海兴电力", +"东莞控股": "000828", +"000828": "东莞控股", +"均瑶健康": "605388", +"605388": "均瑶健康", +"中材节能": "603126", +"603126": "中材节能", +"*ST华仪": "600290", +"600290": "*ST华仪", +"雪人股份": "002639", +"002639": "雪人股份", +"旺成科技": "830896", +"830896": "旺成科技", +"威迈斯": "688612", +"688612": "威迈斯", +"长城军工": "601606", +"601606": "长城军工", +"*ST同达": "600647", +"600647": "*ST同达", +"聚合顺": "605166", +"605166": "聚合顺", +"露笑科技": "002617", +"002617": "露笑科技", +"浙江交科": "002061", +"002061": "浙江交科", +"东晶电子": "002199", +"002199": "东晶电子", +"泓博医药": "301230", +"301230": "泓博医药", +"四会富仕": "300852", +"300852": "四会富仕", +"力量钻石": "301071", +"301071": "力量钻石", +"鼎泰高科": "301377", +"301377": "鼎泰高科", +"太辰光": "300570", +"300570": "太辰光", +"东方智造": "002175", +"002175": "东方智造", +"创力集团": "603012", +"603012": "创力集团", +"基蛋生物": "603387", +"603387": "基蛋生物", +"氯碱化工": "600618", +"600618": "氯碱化工", +"滨江集团": "002244", +"002244": "滨江集团", +"苏豪弘业": "600128", +"600128": "苏豪弘业", +"*ST中期": "000996", +"000996": "*ST中期", +"华友钴业": "603799", +"603799": "华友钴业", +"利元亨": "688499", +"688499": "利元亨", +"旗天科技": "300061", +"300061": "旗天科技", +"绿亨科技": "870866", +"870866": "绿亨科技", +"横店东磁": "002056", +"002056": "横店东磁", +"海创药业-U": "688302", +"688302": "海创药业-U", +"和顺电气": "300141", +"300141": "和顺电气", +"宁水集团": "603700", +"603700": "宁水集团", +"蒙娜丽莎": "002918", +"002918": "蒙娜丽莎", +"瑞贝卡": "600439", +"600439": "瑞贝卡", +"中广核技": "000881", +"000881": "中广核技", +"浙江国祥": "603361", +"603361": "浙江国祥", +"通策医疗": "600763", +"600763": "通策医疗", +"ST康美": "600518", +"600518": "ST康美", +"中环环保": "300692", +"300692": "中环环保", +"上海沪工": "603131", +"603131": "上海沪工", +"青海春天": "600381", +"600381": "青海春天", +"克莱特": "831689", +"831689": "克莱特", +"金陵药业": "000919", +"000919": "金陵药业", +"钢研高纳": "300034", +"300034": "钢研高纳", +"万控智造": "603070", +"603070": "万控智造", +"二六三": "002467", +"002467": "二六三", +"仁和药业": "000650", +"000650": "仁和药业", +"山东矿机": "002526", +"002526": "山东矿机", +"陇神戎发": "300534", +"300534": "陇神戎发", +"中视传媒": "600088", +"600088": "中视传媒", +"成都燃气": "603053", +"603053": "成都燃气", +"汇金通": "603577", +"603577": "汇金通", +"厚普股份": "300471", +"300471": "厚普股份", +"曲江文旅": "600706", +"600706": "曲江文旅", +"辰安科技": "300523", +"300523": "辰安科技", +"永吉股份": "603058", +"603058": "永吉股份", +"鲁银投资": "600784", +"600784": "鲁银投资", +"深高速": "600548", +"600548": "深高速", +"巨星农牧": "603477", +"603477": "巨星农牧", +"复旦张江": "688505", +"688505": "复旦张江", +"东华能源": "002221", +"002221": "东华能源", +"众智科技": "301361", +"301361": "众智科技", +"富安娜": "002327", +"002327": "富安娜", +"趣睡科技": "301336", +"301336": "趣睡科技", +"恒基达鑫": "002492", +"002492": "恒基达鑫", +"明微电子": "688699", +"688699": "明微电子", +"联创光电": "600363", +"600363": "联创光电", +"聚杰微纤": "300819", +"300819": "聚杰微纤", +"南国置业": "002305", +"002305": "南国置业", +"中金辐照": "300962", +"300962": "中金辐照", +"宁波韵升": "600366", +"600366": "宁波韵升", +"天罡股份": "832651", +"832651": "天罡股份", +"汇金科技": "300561", +"300561": "汇金科技", +"浙江众成": "002522", +"002522": "浙江众成", +"威士顿": "301315", +"301315": "威士顿", +"宝德退": "300023", +"300023": "宝德退", +"同益股份": "300538", +"300538": "同益股份", +"蜀道装备": "300540", +"300540": "蜀道装备", +"东方钽业": "000962", +"000962": "东方钽业", +"湖北能源": "000883", +"000883": "湖北能源", +"龙泉股份": "002671", +"002671": "龙泉股份", +"福光股份": "688010", +"688010": "福光股份", +"ST八菱": "002592", +"002592": "ST八菱", +"赛隆药业": "002898", +"002898": "赛隆药业", +"豪鹏科技": "001283", +"001283": "豪鹏科技", +"永和智控": "002795", +"002795": "永和智控", +"纳川股份": "300198", +"300198": "纳川股份", +"华大智造": "688114", +"688114": "华大智造", +"上海贝岭": "600171", +"600171": "上海贝岭", +"连云港": "601008", +"601008": "连云港", +"汉仪股份": "301270", +"301270": "汉仪股份", +"国海证券": "000750", +"000750": "国海证券", +"富煌钢构": "002743", +"002743": "富煌钢构", +"金枫酒业": "600616", +"600616": "金枫酒业", +"宝新能源": "000690", +"000690": "宝新能源", +"世荣兆业": "002016", +"002016": "世荣兆业", +"卓然股份": "688121", +"688121": "卓然股份", +"宏柏新材": "605366", +"605366": "宏柏新材", +"瑜欣电子": "301107", +"301107": "瑜欣电子", +"奥联电子": "300585", +"300585": "奥联电子", +"三湘印象": "000863", +"000863": "三湘印象", +"东方电子": "000682", +"000682": "东方电子", +"益方生物-U": "688382", +"688382": "益方生物-U", +"海得控制": "002184", +"002184": "海得控制", +"天力锂能": "301152", +"301152": "天力锂能", +"泸天化": "000912", +"000912": "泸天化", +"晶晨股份": "688099", +"688099": "晶晨股份", +"德赛西威": "002920", +"002920": "德赛西威", +"百胜智能": "301083", +"301083": "百胜智能", +"江丰电子": "300666", +"300666": "江丰电子", +"南网科技": "688248", +"688248": "南网科技", +"中船防务": "600685", +"600685": "中船防务", +"合纵科技": "300477", +"300477": "合纵科技", +"会稽山": "601579", +"601579": "会稽山", +"海油发展": "600968", +"600968": "海油发展", +"ST奥康": "603001", +"603001": "ST奥康", +"元隆雅图": "002878", +"002878": "元隆雅图", +"天虹股份": "002419", +"002419": "天虹股份", +"绿茵生态": "002887", +"002887": "绿茵生态", +"ST浩源": "002700", +"002700": "ST浩源", +"汉邦高科": "300449", +"300449": "汉邦高科", +"京北方": "002987", +"002987": "京北方", +"海峡创新": "300300", +"300300": "海峡创新", +"鼎龙股份": "300054", +"300054": "鼎龙股份", +"盐湖股份": "000792", +"000792": "盐湖股份", +"贝肯能源": "002828", +"002828": "贝肯能源", +"浪潮信息": "000977", +"000977": "浪潮信息", +"中科蓝讯": "688332", +"688332": "中科蓝讯", +"高德红外": "002414", +"002414": "高德红外", +"通裕重工": "300185", +"300185": "通裕重工", +"粤电力Ａ": "000539", +"000539": "粤电力Ａ", +"溢多利": "300381", +"300381": "溢多利", +"天纺标": "871753", +"871753": "天纺标", +"新锦动力": "300157", +"300157": "新锦动力", +"金地集团": "600383", +"600383": "金地集团", +"三美股份": "603379", +"603379": "三美股份", +"皇台酒业": "000995", +"000995": "皇台酒业", +"国创高新": "002377", +"002377": "国创高新", +"凯大催化": "830974", +"830974": "凯大催化", +"爱朋医疗": "300753", +"300753": "爱朋医疗", +"珠江股份": "600684", +"600684": "珠江股份", +"莎普爱思": "603168", +"603168": "莎普爱思", +"金宏气体": "688106", +"688106": "金宏气体", +"欧亚集团": "600697", +"600697": "欧亚集团", +"*ST三盛": "300282", +"300282": "*ST三盛", +"绿岛风": "301043", +"301043": "绿岛风", +"博通集成": "603068", +"603068": "博通集成", +"PT粤金曼": "000588", +"000588": "PT粤金曼", +"兴源环境": "300266", +"300266": "兴源环境", +"泰坦股份": "003036", +"003036": "泰坦股份", +"宝塔实业": "000595", +"000595": "宝塔实业", +"龙源电力": "001289", +"001289": "龙源电力", +"昱能科技": "688348", +"688348": "昱能科技", +"奇精机械": "603677", +"603677": "奇精机械", +"皓宸医疗": "002622", +"002622": "皓宸医疗", +"东望时代": "600052", +"600052": "东望时代", +"中复神鹰": "688295", +"688295": "中复神鹰", +"海鸥住工": "002084", +"002084": "海鸥住工", +"潍柴重机": "000880", +"000880": "潍柴重机", +"海洋王": "002724", +"002724": "海洋王", +"海正生材": "688203", +"688203": "海正生材", +"醋化股份": "603968", +"603968": "醋化股份", +"瑞泰新材": "301238", +"301238": "瑞泰新材", +"北京银行": "601169", +"601169": "北京银行", +"西部材料": "002149", +"002149": "西部材料", +"格力博": "301260", +"301260": "格力博", +"埃夫特-U": "688165", +"688165": "埃夫特-U", +"华光环能": "600475", +"600475": "华光环能", +"同力股份": "834599", +"834599": "同力股份", +"大商股份": "600694", +"600694": "大商股份", +"森马服饰": "002563", +"002563": "森马服饰", +"云里物里": "872374", +"872374": "云里物里", +"碧水源": "300070", +"300070": "碧水源", +"信雅达": "600571", +"600571": "信雅达", +"荣信文化": "301231", +"301231": "荣信文化", +"海信家电": "000921", +"000921": "海信家电", +"青岛啤酒": "600600", +"600600": "青岛啤酒", +"崇德科技": "301548", +"301548": "崇德科技", +"紫天科技": "300280", +"300280": "紫天科技", +"退市厦华": "600870", +"600870": "退市厦华", +"海泰新光": "688677", +"688677": "海泰新光", +"天津普林": "002134", +"002134": "天津普林", +"百合花": "603823", +"603823": "百合花", +"红塔证券": "601236", +"601236": "红塔证券", +"*ST数码": "600700", +"600700": "*ST数码", +"万凯新材": "301216", +"301216": "万凯新材", +"云天化": "600096", +"600096": "云天化", +"ST有棵树": "300209", +"300209": "ST有棵树", +"朗博科技": "603655", +"603655": "朗博科技", +"科泰电源": "300153", +"300153": "科泰电源", +"赛伍技术": "603212", +"603212": "赛伍技术", +"金科环境": "688466", +"688466": "金科环境", +"方正电机": "002196", +"002196": "方正电机", +"金春股份": "300877", +"300877": "金春股份", +"神通科技": "605228", +"605228": "神通科技", +"宝立食品": "603170", +"603170": "宝立食品", +"视源股份": "002841", +"002841": "视源股份", +"海联讯": "300277", +"300277": "海联讯", +"贝泰妮": "300957", +"300957": "贝泰妮", +"正弦电气": "688395", +"688395": "正弦电气", +"凤凰股份": "600716", +"600716": "凤凰股份", +"浙商中拓": "000906", +"000906": "浙商中拓", +"宏发股份": "600885", +"600885": "宏发股份", +"鼎汉技术": "300011", +"300011": "鼎汉技术", +"凯瑞德": "002072", +"002072": "凯瑞德", +"浔兴股份": "002098", +"002098": "浔兴股份", +"盈趣科技": "002925", +"002925": "盈趣科技", +"寒武纪-U": "688256", +"688256": "寒武纪-U", +"波导股份": "600130", +"600130": "波导股份", +"正帆科技": "688596", +"688596": "正帆科技", +"桂林三金": "002275", +"002275": "桂林三金", +"金证股份": "600446", +"600446": "金证股份", +"晋西车轴": "600495", +"600495": "晋西车轴", +"浙版传媒": "601921", +"601921": "浙版传媒", +"康力电梯": "002367", +"002367": "康力电梯", +"图南股份": "300855", +"300855": "图南股份", +"新疆天业": "600075", +"600075": "新疆天业", +"纳微科技": "688690", +"688690": "纳微科技", +"退市辅仁": "600781", +"600781": "退市辅仁", +"奥泰生物": "688606", +"688606": "奥泰生物", +"桐昆股份": "601233", +"601233": "桐昆股份", +"五矿发展": "600058", +"600058": "五矿发展", +"山石网科": "688030", +"688030": "山石网科", +"财信发展": "000838", +"000838": "财信发展", +"荣泰健康": "603579", +"603579": "荣泰健康", +"伊力特": "600197", +"600197": "伊力特", +"双一科技": "300690", +"300690": "双一科技", +"力盛体育": "002858", +"002858": "力盛体育", +"天地源": "600665", +"600665": "天地源", +"赢合科技": "300457", +"300457": "赢合科技", +"长华化学": "301518", +"301518": "长华化学", +"佳合科技": "872392", +"872392": "佳合科技", +"青海华鼎": "600243", +"600243": "青海华鼎", +"汇隆活塞": "833455", +"833455": "汇隆活塞", +"科德数控": "688305", +"688305": "科德数控", +"麦克奥迪": "300341", +"300341": "麦克奥迪", +"新华百货": "600785", +"600785": "新华百货", +"华信新材": "300717", +"300717": "华信新材", +"新农开发": "600359", +"600359": "新农开发", +"盛视科技": "002990", +"002990": "盛视科技", +"星辉环材": "300834", +"300834": "星辉环材", +"星环科技-U": "688031", +"688031": "星环科技-U", +"皇马科技": "603181", +"603181": "皇马科技", +"兰剑智能": "688557", +"688557": "兰剑智能", +"苏盐井神": "603299", +"603299": "苏盐井神", +"天马新材": "838971", +"838971": "天马新材", +"金雷股份": "300443", +"300443": "金雷股份", +"沙河股份": "000014", +"000014": "沙河股份", +"东百集团": "600693", +"600693": "东百集团", +"亚邦股份": "603188", +"603188": "亚邦股份", +"国光电器": "002045", +"002045": "国光电器", +"合肥百货": "000417", +"000417": "合肥百货", +"保丽洁": "832802", +"832802": "保丽洁", +"康华生物": "300841", +"300841": "康华生物", +"中微公司": "688012", +"688012": "中微公司", +"和胜股份": "002824", +"002824": "和胜股份", +"新洁能": "605111", +"605111": "新洁能", +"美能能源": "001299", +"001299": "美能能源", +"司尔特": "002538", +"002538": "司尔特", +"全柴动力": "600218", +"600218": "全柴动力", +"佳华科技": "688051", +"688051": "佳华科技", +"金海高科": "603311", +"603311": "金海高科", +"曼卡龙": "300945", +"300945": "曼卡龙", +"时代万恒": "600241", +"600241": "时代万恒", +"云鼎科技": "000409", +"000409": "云鼎科技", +"高新兴": "300098", +"300098": "高新兴", +"恒为科技": "603496", +"603496": "恒为科技", +"诺德股份": "600110", +"600110": "诺德股份", +"国城矿业": "000688", +"000688": "国城矿业", +"新天科技": "300259", +"300259": "新天科技", +"江铃汽车": "000550", +"000550": "江铃汽车", +"迈普医学": "301033", +"301033": "迈普医学", +"禾昌聚合": "832089", +"832089": "禾昌聚合", +"华控赛格": "000068", +"000068": "华控赛格", +"炬光科技": "688167", +"688167": "炬光科技", +"壶化股份": "003002", +"003002": "壶化股份", +"理邦仪器": "300206", +"300206": "理邦仪器", +"凯迪退": "000939", +"000939": "凯迪退", +"光华股份": "001333", +"001333": "光华股份", +"西点药业": "301130", +"301130": "西点药业", +"中国西电": "601179", +"601179": "中国西电", +"诺唯赞": "688105", +"688105": "诺唯赞", +"捷顺科技": "002609", +"002609": "捷顺科技", +"唯捷创芯": "688153", +"688153": "唯捷创芯", +"奥精医疗": "688613", +"688613": "奥精医疗", +"中集车辆": "301039", +"301039": "中集车辆", +"华胜天成": "600410", +"600410": "华胜天成", +"芯朋微": "688508", +"688508": "芯朋微", +"丸美股份": "603983", +"603983": "丸美股份", +"垒知集团": "002398", +"002398": "垒知集团", +"万方发展": "000638", +"000638": "万方发展", +"劲拓股份": "300400", +"300400": "劲拓股份", +"甘肃能化": "000552", +"000552": "甘肃能化", +"中国核电": "601985", +"601985": "中国核电", +"前沿生物-U": "688221", +"688221": "前沿生物-U", +"英特科技": "301399", +"301399": "英特科技", +"蓝思科技": "300433", +"300433": "蓝思科技", +"远翔新材": "301300", +"301300": "远翔新材", +"实朴检测": "301228", +"301228": "实朴检测", +"初灵信息": "300250", +"300250": "初灵信息", +"赛微电子": "300456", +"300456": "赛微电子", +"顺网科技": "300113", +"300113": "顺网科技", +"丰光精密": "430510", +"430510": "丰光精密", +"八亿时空": "688181", +"688181": "八亿时空", +"恒达新材": "301469", +"301469": "恒达新材", +"威力传动": "300904", +"300904": "威力传动", +"亚厦股份": "002375", +"002375": "亚厦股份", +"山东钢铁": "600022", +"600022": "山东钢铁", +"安彩高科": "600207", +"600207": "安彩高科", +"恒宇信通": "300965", +"300965": "恒宇信通", +"美腾科技": "688420", +"688420": "美腾科技", +"鹭燕医药": "002788", +"002788": "鹭燕医药", +"新文退": "300336", +"300336": "新文退", +"美迪西": "688202", +"688202": "美迪西", +"汇源通信": "000586", +"000586": "汇源通信", +"中信金属": "601061", +"601061": "中信金属", +"天铁股份": "300587", +"300587": "天铁股份", +"珀莱雅": "603605", +"603605": "珀莱雅", +"*ST金一": "002721", +"002721": "*ST金一", +"东方铁塔": "002545", +"002545": "东方铁塔", +"明冠新材": "688560", +"688560": "明冠新材", +"中润光学": "688307", +"688307": "中润光学", +"甘肃能源": "000791", +"000791": "甘肃能源", +"晶华微": "688130", +"688130": "晶华微", +"万事利": "301066", +"301066": "万事利", +"中颖电子": "300327", +"300327": "中颖电子", +"西安旅游": "000610", +"000610": "西安旅游", +"田中精机": "300461", +"300461": "田中精机", +"美邦股份": "605033", +"605033": "美邦股份", +"杭氧股份": "002430", +"002430": "杭氧股份", +"开开实业": "600272", +"600272": "开开实业", +"怡": "002183", +"002183": "怡", +"翔鹭钨业": "002842", +"002842": "翔鹭钨业", +"航锦科技": "000818", +"000818": "航锦科技", +"ST金时": "002951", +"002951": "ST金时", +"可靠股份": "301009", +"301009": "可靠股份", +"新宁物流": "300013", +"300013": "新宁物流", +"威高骨科": "688161", +"688161": "威高骨科", +"退市游久": "600652", +"600652": "退市游久", +"华伍股份": "300095", +"300095": "华伍股份", +"洪汇新材": "002802", +"002802": "洪汇新材", +"中青旅": "600138", +"600138": "中青旅", +"北矿科技": "600980", +"600980": "北矿科技", +"玲珑轮胎": "601966", +"601966": "玲珑轮胎", +"金石资源": "603505", +"603505": "金石资源", +"西山科技": "688576", +"688576": "西山科技", +"陕西黑猫": "601015", +"601015": "陕西黑猫", +"三峡新材": "600293", +"600293": "三峡新材", +"深圳机场": "000089", +"000089": "深圳机场", +"中电港": "001287", +"001287": "中电港", +"宝钢包装": "601968", +"601968": "宝钢包装", +"山外山": "688410", +"688410": "山外山", +"航材股份": "688563", +"688563": "航材股份", +"康恩贝": "600572", +"600572": "康恩贝", +"永东股份": "002753", +"002753": "永东股份", +"通宝能源": "600780", +"600780": "通宝能源", +"掌阅科技": "603533", +"603533": "掌阅科技", +"华塑股份": "600935", +"600935": "华塑股份", +"奥雅股份": "300949", +"300949": "奥雅股份", +"华远地产": "600743", +"600743": "华远地产", +"宁波能源": "600982", +"600982": "宁波能源", +"中远海控": "601919", +"601919": "中远海控", +"正元智慧": "300645", +"300645": "正元智慧", +"中谷物流": "603565", +"603565": "中谷物流", +"国机精工": "002046", +"002046": "国机精工", +"悦达投资": "600805", +"600805": "悦达投资", +"工大科雅": "301197", +"301197": "工大科雅", +"大众公用": "600635", +"600635": "大众公用", +"杰普特": "688025", +"688025": "杰普特", +"众源新材": "603527", +"603527": "众源新材", +"农业银行": "601288", +"601288": "农业银行", +"中钢洛耐": "688119", +"688119": "中钢洛耐", +"伟创电气": "688698", +"688698": "伟创电气", +"华恒生物": "688639", +"688639": "华恒生物", +"S湘火炬": "000549", +"000549": "S湘火炬", +"中国汽研": "601965", +"601965": "中国汽研", +"江苏有线": "600959", +"600959": "江苏有线", +"恒润股份": "603985", +"603985": "恒润股份", +"正元地信": "688509", +"688509": "正元地信", +"艾迪药业": "688488", +"688488": "艾迪药业", +"哈尔斯": "002615", +"002615": "哈尔斯", +"安道麦A": "000553", +"000553": "安道麦A", +"中国神华": "601088", +"601088": "中国神华", +"金马集团": "000602", +"000602": "金马集团", +"科拓生物": "300858", +"300858": "科拓生物", +"威帝股份": "603023", +"603023": "威帝股份", +"信质集团": "002664", +"002664": "信质集团", +"安博通": "688168", +"688168": "安博通", +"赞宇科技": "002637", +"002637": "赞宇科技", +"杭萧钢构": "600477", +"600477": "杭萧钢构", +"聚赛龙": "301131", +"301131": "聚赛龙", +"PT中浩A": "000015", +"000015": "PT中浩A", +"莱伯泰科": "688056", +"688056": "莱伯泰科", +"阿拉丁": "688179", +"688179": "阿拉丁", +"兴齐眼药": "300573", +"300573": "兴齐眼药", +"惠程科技": "002168", +"002168": "惠程科技", +"鹿得医疗": "832278", +"832278": "鹿得医疗", +"新宙邦": "300037", +"300037": "新宙邦", +"中色股份": "000758", +"000758": "中色股份", +"卓胜微": "300782", +"300782": "卓胜微", +"众兴菌业": "002772", +"002772": "众兴菌业", +"*ST和科": "002816", +"002816": "*ST和科", +"安孚科技": "603031", +"603031": "安孚科技", +"中信博": "688408", +"688408": "中信博", +"唯赛勃": "688718", +"688718": "唯赛勃", +"千味央厨": "001215", +"001215": "千味央厨", +"维科技术": "600152", +"600152": "维科技术", +"洁美科技": "002859", +"002859": "洁美科技", +"*ST弘高": "002504", +"002504": "*ST弘高", +"大连友谊": "000679", +"000679": "大连友谊", +"*ST花雕": "600659", +"600659": "*ST花雕", +"宏辉果蔬": "603336", +"603336": "宏辉果蔬", +"德创环保": "603177", +"603177": "德创环保", +"ST美讯": "600898", +"600898": "ST美讯", +"浙江建投": "002761", +"002761": "浙江建投", +"有友食品": "603697", +"603697": "有友食品", +"云南铜业": "000878", +"000878": "云南铜业", +"龙佰集团": "002601", +"002601": "龙佰集团", +"嘉和美康": "688246", +"688246": "嘉和美康", +"计通退": "300330", +"300330": "计通退", +"罗莱生活": "002293", +"002293": "罗莱生活", +"顺利退": "000606", +"000606": "顺利退", +"ST实华": "000637", +"000637": "ST实华", +"三晖电气": "002857", +"002857": "三晖电气", +"亿晶光电": "600537", +"600537": "亿晶光电", +"中望软件": "688083", +"688083": "中望软件", +"欧晶科技": "001269", +"001269": "欧晶科技", +"得邦照明": "603303", +"603303": "得邦照明", +"维维股份": "600300", +"600300": "维维股份", +"同星科技": "301252", +"301252": "同星科技", +"康普顿": "603798", +"603798": "康普顿", +"国机通用": "600444", +"600444": "国机通用", +"源杰科技": "688498", +"688498": "源杰科技", +"涪陵电力": "600452", +"600452": "涪陵电力", +"红日药业": "300026", 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"天孚通信", +"XD锦波生": "832982", +"832982": "XD锦波生", +"曲美家居": "603818", +"603818": "曲美家居", +"卫星化学": "002648", +"002648": "卫星化学", +"新北洋": "002376", +"002376": "新北洋", +"天创时尚": "603608", +"603608": "天创时尚", +"丹邦退": "002618", +"002618": "丹邦退", +"新相微": "688593", +"688593": "新相微", +"兰花科创": "600123", +"600123": "兰花科创", +"天风证券": "601162", +"601162": "天风证券", +"信测标准": "300938", +"300938": "信测标准", +"PT金田A": "000003", +"000003": "PT金田A", +"西安饮食": "000721", +"000721": "西安饮食", +"上港集团": "600018", +"600018": "上港集团", +"丰元股份": "002805", +"002805": "丰元股份", +"芭田股份": "002170", +"002170": "芭田股份", +"普冉股份": "688766", +"688766": "普冉股份", +"唐山港": "601000", +"601000": "唐山港", +"退市济堂": "600090", +"600090": "退市济堂", +"连城数控": "835368", +"835368": "连城数控", +"江波龙": "301308", +"301308": "江波龙", +"中文传媒": "600373", +"600373": "中文传媒", +"西陇科学": "002584", +"002584": "西陇科学", +"齐鲁石化": "600002", +"600002": "齐鲁石化", +"九牧王": "601566", +"601566": "九牧王", +"西部黄金": "601069", +"601069": "西部黄金", +"华斯股份": "002494", +"002494": "华斯股份", +"蓝丰生化": "002513", +"002513": "蓝丰生化", +"亚泰集团": "600881", +"600881": "亚泰集团", +"德龙激光": "688170", +"688170": "德龙激光", +"顺威股份": "002676", +"002676": "顺威股份", +"东北证券": "000686", +"000686": "东北证券", +"上纬新材": "688585", +"688585": "上纬新材", +"丽江股份": "002033", +"002033": "丽江股份", +"三星新材": "603578", +"603578": "三星新材", +"萃华珠宝": "002731", +"002731": "萃华珠宝", +"南京银行": "601009", +"601009": "南京银行", +"南宁百货": "600712", +"600712": "南宁百货", +"康众医疗": "688607", +"688607": "康众医疗", +"海科新源": "301292", +"301292": "海科新源", +"山东玻纤": "605006", +"605006": "山东玻纤", +"三友化工": "600409", +"600409": "三友化工", +"华特气体": "688268", +"688268": "华特气体", +"振东制药": "300158", +"300158": "振东制药", +"龙元建设": "600491", +"600491": "龙元建设", +"海峡股份": "002320", +"002320": "海峡股份", +"金瑞矿业": "600714", +"600714": "金瑞矿业", +"证通电子": "002197", +"002197": "证通电子", +"金百泽": "301041", +"301041": "金百泽", +"欣泰退": "300372", +"300372": "欣泰退", +"宁科生物": "600165", +"600165": "宁科生物", +"九联科技": "688609", +"688609": "九联科技", +"芯碁微装": "688630", +"688630": "芯碁微装", +"龙江交通": "601188", 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+"上海能源": "600508", +"600508": "上海能源", +"中山公用": "000685", +"000685": "中山公用", +"中兵红箭": "000519", +"000519": "中兵红箭", +"久立特材": "002318", +"002318": "久立特材", +"先河环保": "300137", +"300137": "先河环保", +"浙江东方": "600120", +"600120": "浙江东方", +"蒙草生态": "300355", +"300355": "蒙草生态", +"光一退": "300356", +"300356": "光一退", +"熵基科技": "301330", +"301330": "熵基科技", +"润达医疗": "603108", +"603108": "润达医疗", +"创新新材": "600361", +"600361": "创新新材", +"渤海轮渡": "603167", +"603167": "渤海轮渡", +"锡南科技": "301170", +"301170": "锡南科技", +"昂立教育": "600661", +"600661": "昂立教育", +"神思电子": "300479", +"300479": "神思电子", +"恩捷股份": "002812", +"002812": "恩捷股份", +"菜百股份": "605599", +"605599": "菜百股份", +"中化国际": "600500", +"600500": "中化国际", +"百川股份": "002455", +"002455": "百川股份", +"华新环保": "301265", +"301265": "华新环保", +"永顺泰": "001338", +"001338": "永顺泰", +"中金黄金": "600489", +"600489": "中金黄金", +"华生科技": "605180", +"605180": "华生科技", +"高斯贝尔": "002848", +"002848": "高斯贝尔", +"亿道信息": "001314", +"001314": "亿道信息", +"万里石": "002785", +"002785": "万里石", +"宝莱特": "300246", 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"康弘药业", +"塔牌集团": "002233", +"002233": "塔牌集团", +"交运股份": "600676", +"600676": "交运股份", +"金通灵": "300091", +"300091": "金通灵", +"悦心健康": "002162", +"002162": "悦心健康", +"风光股份": "301100", +"301100": "风光股份", +"品渥食品": "300892", +"300892": "品渥食品", +"ST远程": "002692", +"002692": "ST远程", +"国新文化": "600636", +"600636": "国新文化", +"蠡湖股份": "300694", +"300694": "蠡湖股份", +"陕西煤业": "601225", +"601225": "陕西煤业", +"新黄浦": "600638", +"600638": "新黄浦", +"花溪科技": "872895", +"872895": "花溪科技", +"西大门": "605155", +"605155": "西大门", +"苏州银行": "002966", +"002966": "苏州银行", +"金字火腿": "002515", +"002515": "金字火腿", +"冠农股份": "600251", +"600251": "冠农股份", +"浙江仙通": "603239", +"603239": "浙江仙通", +"中京电子": "002579", +"002579": "中京电子", +"埃科光电": "688610", +"688610": "埃科光电", +"双林股份": "300100", +"300100": "双林股份", +"东土科技": "300353", +"300353": "东土科技", +"大族激光": "002008", +"002008": "大族激光", +"亚虹医药-U": "688176", +"688176": "亚虹医药-U", +"完美世界": "002624", +"002624": "完美世界", +"安恒信息": "688023", +"688023": "安恒信息", +"润禾材料": "300727", +"300727": "润禾材料", +"江南奕帆": "301023", +"301023": "江南奕帆", +"华侨城Ａ": "000069", +"000069": "华侨城Ａ", +"开润股份": "300577", +"300577": "开润股份", +"退市中昌": "600242", +"600242": "退市中昌", +"新亚强": "603155", +"603155": "新亚强", +"阳光电源": "300274", +"300274": "阳光电源", +"吉林敖东": "000623", +"000623": "吉林敖东", +"普门科技": "688389", +"688389": "普门科技", +"尚太科技": "001301", +"001301": "尚太科技", +"野马电池": "605378", +"605378": "野马电池", +"卓越新能": "688196", +"688196": "卓越新能", +"渤海汽车": "600960", +"600960": "渤海汽车", +"华宏科技": "002645", +"002645": "华宏科技", +"粤桂股份": "000833", +"000833": "粤桂股份", +"牧高笛": "603908", +"603908": "牧高笛", +"谱尼测试": "300887", +"300887": "谱尼测试", +"义翘神州": "301047", +"301047": "义翘神州", +"电科数字": "600850", +"600850": "电科数字", +"文投控股": "600715", +"600715": "文投控股", +"天和防务": "300397", +"300397": "天和防务", +"德固特": "300950", +"300950": "德固特", +"艾能聚": "834770", +"834770": "艾能聚", +"舒泰神": "300204", +"300204": "舒泰神", +"ST宇顺": "002289", +"002289": "ST宇顺", +"金钼股份": "601958", +"601958": "金钼股份", +"利君股份": "002651", +"002651": "利君股份", +"斯菱股份": "301550", 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"001267", +"001267": "汇绿生态", +"精测电子": "300567", +"300567": "精测电子", +"联创股份": "300343", +"300343": "联创股份", +"华翔股份": "603112", +"603112": "华翔股份", +"ST海洋": "000658", +"000658": "ST海洋", +"国芳集团": "601086", +"601086": "国芳集团", +"海兰信": "300065", +"300065": "海兰信", +"海顺新材": "300501", +"300501": "海顺新材", +"国华网安": "000004", +"000004": "国华网安", +"益客食品": "301116", +"301116": "益客食品", +"索菲亚": "002572", +"002572": "索菲亚", +"昀冢科技": "688260", +"688260": "昀冢科技", +"花园生物": "300401", +"300401": "花园生物", +"台基股份": "300046", +"300046": "台基股份", +"骏亚科技": "603386", +"603386": "骏亚科技", +"杰华特": "688141", +"688141": "杰华特", +"铭科精技": "001319", +"001319": "铭科精技", +"荃银高科": "300087", +"300087": "荃银高科", +"ST瑞德": "600666", +"600666": "ST瑞德", +"长盛轴承": "300718", +"300718": "长盛轴承", +"博拓生物": "688767", +"688767": "博拓生物", +"智迪科技": "301503", +"301503": "智迪科技", +"中光学": "002189", +"002189": "中光学", +"华业香料": "300886", +"300886": "华业香料", +"东方明珠": "600832", +"600832": "东方明珠", +"永太科技": "002326", +"002326": "永太科技", +"时代电气": "688187", +"688187": "时代电气", +"安徽凤凰": "832000", +"832000": "安徽凤凰", +"众望布艺": "605003", +"605003": "众望布艺", +"运达科技": "300440", +"300440": "运达科技", +"深康佳Ａ": "000016", +"000016": "深康佳Ａ", +"魅视科技": "001229", +"001229": "魅视科技", +"领湃科技": "300530", +"300530": "领湃科技", +"奥美医疗": "002950", +"002950": "奥美医疗", +"昊帆生物": "301393", +"301393": "昊帆生物", +"科博达": "603786", +"603786": "科博达", +"珠海港": "000507", +"000507": "珠海港", +"康芝药业": "300086", +"300086": "康芝药业", +"雷赛智能": "002979", +"002979": "雷赛智能", +"沪硅产业": "688126", +"688126": "沪硅产业", +"欧克科技": "001223", +"001223": "欧克科技", +"法兰泰克": "603966", +"603966": "法兰泰克", +"瑞普生物": "300119", +"300119": "瑞普生物", +"唯科科技": "301196", +"301196": "唯科科技", +"苏常柴Ａ": "000570", +"000570": "苏常柴Ａ", +"康欣新材": "600076", +"600076": "康欣新材", +"新致软件": "688590", +"688590": "新致软件", +"汇金股份": "300368", +"300368": "汇金股份", +"中辰股份": "300933", +"300933": "中辰股份", +"冀东水泥": "000401", +"000401": "冀东水泥", +"神驰机电": "603109", +"603109": "神驰机电", +"宏川智慧": "002930", +"002930": "宏川智慧", +"清越科技": "688496", +"688496": "清越科技", +"辽港股份": "601880", +"601880": "辽港股份", +"东富龙": "300171", +"300171": "东富龙", +"惠泰医疗": "688617", +"688617": "惠泰医疗", +"蓝晓科技": "300487", +"300487": "蓝晓科技", +"瑞茂通": "600180", +"600180": "瑞茂通", +"国科军工": "688543", +"688543": "国科军工", +"华鹏飞": "300350", +"300350": "华鹏飞", +"亚钾国际": "000893", +"000893": "亚钾国际", +"富乐德": "301297", +"301297": "富乐德", +"高华科技": "688539", +"688539": "高华科技", +"凯龙股份": "002783", +"002783": "凯龙股份", +"豪声电子": "838701", +"838701": "豪声电子", +"比亚迪": "002594", +"002594": "比亚迪", +"极米科技": "688696", +"688696": "极米科技", +"天首退": "000611", +"000611": "天首退", +"中欣氟材": "002915", +"002915": "中欣氟材", +"贝特瑞": "835185", +"835185": "贝特瑞", +"恩威医药": "301331", +"301331": "恩威医药", +"正威新材": "002201", +"002201": "正威新材", +"现代投资": "000900", +"000900": "现代投资", +"祥明智能": "301226", +"301226": "祥明智能", +"ST天龙": "300029", +"300029": "ST天龙", +"报": "002154", +"002154": "报", +"必得科技": "605298", +"605298": "必得科技", +"嘉欣丝绸": "002404", +"002404": "嘉欣丝绸", +"东瑞股份": "001201", +"001201": "东瑞股份", +"天佑德酒": "002646", +"002646": "天佑德酒", +"明泰铝业": "601677", +"601677": "明泰铝业", +"冰川网络": "300533", +"300533": "冰川网络", +"乐心医疗": "300562", +"300562": "乐心医疗", +"安达智能": "688125", +"688125": "安达智能", +"退市博元": "600656", +"600656": "退市博元", +"日上集团": "002593", +"002593": "日上集团", +"新华制药": "000756", +"000756": "新华制药", +"中信特钢": "000708", +"000708": "中信特钢", +"和顺石油": "603353", +"603353": "和顺石油", +"*ST天沃": "002564", +"002564": "*ST天沃", +"北汽蓝谷": "600733", +"600733": "北汽蓝谷", +"ST迪威迅": "300167", +"300167": "ST迪威迅", +"S*ST佳纸": "000699", +"000699": "S*ST佳纸", +"中来股份": "300393", +"300393": "中来股份", +"上海洗霸": "603200", +"603200": "上海洗霸", +"瑞可达": "688800", +"688800": "瑞可达", +"远达环保": "600292", +"600292": "远达环保", +"北新路桥": "002307", +"002307": "北新路桥", +"盈建科": "300935", +"300935": "盈建科", +"澳弘电子": "605058", +"605058": "澳弘电子", +"ST摩登": "002656", +"002656": "ST摩登", +"豪恩汽电": "301488", +"301488": "豪恩汽电", +"浪莎股份": "600137", +"600137": "浪莎股份", +"科净源": "301372", +"301372": "科净源", +"三羊马": "001317", +"001317": "三羊马", +"同花顺": "300033", +"300033": "同花顺", +"城建发展": "600266", +"600266": "城建发展", +"隆扬电子": "301389", +"301389": "隆扬电子", +"永信至诚": "688244", +"688244": "永信至诚", +"鹏翎股份": "300375", +"300375": "鹏翎股份", +"四川黄金": "001337", +"001337": "四川黄金", +"昌红科技": "300151", +"300151": "昌红科技", +"银轮股份": "002126", +"002126": "银轮股份", +"凯旺科技": "301182", +"301182": "凯旺科技", +"安洁科技": "002635", +"002635": "安洁科技", +"新兴铸管": "000778", +"000778": "新兴铸管", +"中炬高新": "600872", +"600872": "中炬高新", +"帝欧家居": "002798", +"002798": "帝欧家居", +"仁智股份": "002629", +"002629": "仁智股份", +"鼎捷软件": "300378", +"300378": "鼎捷软件", +"华力创通": "300045", +"300045": "华力创通", +"亚光科技": "300123", +"300123": "亚光科技", +"新开源": "300109", +"300109": "新开源", +"恒帅股份": "300969", +"300969": "恒帅股份", +"浩淼科技": "831856", +"831856": "浩淼科技", +"广汽集团": "601238", +"601238": "广汽集团", +"国科恒泰": "301370", +"301370": "国科恒泰", +"东旭光电": "000413", +"000413": "东旭光电", +"保龄宝": "002286", +"002286": "保龄宝", +"南芯科技": "688484", +"688484": "南芯科技", +"华塑控股": "000509", +"000509": "华塑控股", +"长城科技": "603897", +"603897": "长城科技", +"ST九州": "000653", +"000653": "ST九州", +"川环科技": "300547", +"300547": "川环科技", +"熊猫乳品": "300898", +"300898": "熊猫乳品", +"博思软件": "300525", +"300525": "博思软件", +"三六零": "601360", +"601360": "三六零", +"新华文轩": "601811", +"601811": "新华文轩", +"北元集团": "601568", +"601568": "北元集团", +"岳阳林纸": "600963", +"600963": "岳阳林纸", +"国子软件": "872953", +"872953": "国子软件", +"中航沈飞": "600760", +"600760": "中航沈飞", +"本钢板材": "000761", +"000761": "本钢板材", +"汇鸿集团": "600981", +"600981": "汇鸿集团", +"华勤技术": "603296", +"603296": "华勤技术", +"沪宁股份": "300669", +"300669": "沪宁股份", +"京新药业": "002020", +"002020": "京新药业", +"惠同新材": "833751", +"833751": "惠同新材", +"沃格光电": "603773", +"603773": "沃格光电", +"凌云股份": "600480", +"600480": "凌云股份", +"温州宏丰": "300283", +"300283": "温州宏丰", +"天键股份": "301383", +"301383": "天键股份", +"锐奇股份": "300126", +"300126": "锐奇股份", +"星帅尔": "002860", +"002860": "星帅尔", +"昊华能源": "601101", +"601101": "昊华能源", +"望变电气": "603191", +"603191": "望变电气", +"德才股份": "605287", +"605287": "德才股份", +"恒铭达": "002947", +"002947": "恒铭达", +"开普云": "688228", +"688228": "开普云", +"南微医学": "688029", +"688029": "南微医学", +"ST阳光城": "000671", +"000671": "ST阳光城", +"美尔雅": "600107", +"600107": "美尔雅", +"阳光诺和": "688621", +"688621": "阳光诺和", +"臻镭科技": "688270", +"688270": "臻镭科技", +"建工修复": "300958", +"300958": "建工修复", +"津药药业": "600488", +"600488": "津药药业", +"武汉凡谷": "002194", +"002194": "武汉凡谷", +"方直科技": "300235", +"300235": "方直科技", +"泽璟制药-U": "688266", +"688266": "泽璟制药-U", +"国瑞科技": "300600", +"300600": "国瑞科技", +"航发控制": "000738", +"000738": "航发控制", +"宜安科技": "300328", +"300328": "宜安科技", +"春秋航空": "601021", +"601021": "春秋航空", +"ST金鸿": "000669", +"000669": "ST金鸿", +"青岛中程": "300208", +"300208": "青岛中程", +"红": "002165", +"002165": "红", +"恩华药业": "002262", +"002262": "恩华药业", +"奇信退": "002781", +"002781": "奇信退", +"欣锐科技": "300745", +"300745": "欣锐科技", +"金浦钛业": "000545", +"000545": "金浦钛业", +"四方科技": "603339", +"603339": "四方科技", +"摩恩电气": "002451", +"002451": "摩恩电气", +"三旺通信": "688618", +"688618": "三旺通信", +"郑中设计": "002811", +"002811": "郑中设计", +"宏源药业": "301246", +"301246": "宏源药业", +"四方光电": "688665", +"688665": "四方光电", +"汉宇集团": "300403", +"300403": "汉宇集团", +"东利机械": "301298", +"301298": "东利机械", +"美芯晟": "688458", +"688458": "美芯晟", +"中科海讯": "300810", +"300810": "中科海讯", +"华润材料": "301090", +"301090": "华润材料", +"宏达电子": "300726", +"300726": "宏达电子", +"协昌科技": "301418", +"301418": "协昌科技", +"航民股份": "600987", +"600987": "航民股份", +"惠达卫浴": "603385", +"603385": "惠达卫浴", +"达仁堂": "600329", +"600329": "达仁堂", +"瑞丰高材": "300243", +"300243": "瑞丰高材", +"远方信息": "300306", +"300306": "远方信息", +"益民集团": "600824", +"600824": "益民集团", +"金固股份": "002488", +"002488": "金固股份", +"如通股份": "603036", +"603036": "如通股份", +"广咨国际": "836892", +"836892": "广咨国际", +"赢时胜": "300377", +"300377": "赢时胜", +"招商蛇口": "001979", +"001979": "招商蛇口", +"湘电股份": "600416", +"600416": "湘电股份", +"*ST雪发": "002485", +"002485": "*ST雪发", +"*ST创智": "000787", +"000787": "*ST创智", +"宝明科技": "002992", +"002992": "宝明科技", +"金开新能": "600821", +"600821": "金开新能", +"灵康药业": "603669", +"603669": "灵康药业", +"中泰股份": "300435", +"300435": "中泰股份", +"松炀资源": "603863", +"603863": "松炀资源", +"豪尔赛": "002963", +"002963": "豪尔赛", +"天准科技": "688003", +"688003": "天准科技", +"蜂助手": "301382", +"301382": "蜂助手", +"霍普股份": "301024", +"301024": "霍普股份", +"宏达新材": "002211", +"002211": "宏达新材", +"麦澜德": "688273", +"688273": "麦澜德", +"中银绒业": "000982", +"000982": "中银绒业", +"派生科技": "300176", +"300176": "派生科技", +"宁波华翔": "002048", +"002048": "宁波华翔", +"利民股份": "002734", +"002734": "利民股份", +"萤石网络": "688475", +"688475": "萤石网络", +"海森药业": "001367", +"001367": "海森药业", +"三钢闽光": "002110", +"002110": "三钢闽光", +"富通信息": "000836", +"000836": "富通信息", +"康希诺": "688185", +"688185": "康希诺", +"伟星股份": "002003", +"002003": "伟星股份", +"天润工业": "002283", +"002283": "天润工业", +"蓝黛科技": "002765", +"002765": "蓝黛科技", +"建新股份": "300107", +"300107": "建新股份", +"松芝股份": "002454", +"002454": "松芝股份", +"*ST比特": "000621", +"000621": "*ST比特", +"江化微": "603078", +"603078": "江化微", +"中重科技": "603135", +"603135": "中重科技", +"中创物流": "603967", +"603967": "中创物流", +"招商证券": "600999", +"600999": "招商证券", +"鄂尔多斯": "600295", +"600295": "鄂尔多斯", +"长远锂科": "688779", +"688779": "长远锂科", +"深城交": "301091", +"301091": "深城交", +"建霖家居": "603408", +"603408": "建霖家居", +"华秦科技": "688281", +"688281": "华秦科技", +"太龙股份": "300650", +"300650": "太龙股份", +"精锻科技": "300258", +"300258": "精锻科技", +"久量股份": "300808", +"300808": "久量股份", +"胜蓝股份": "300843", +"300843": "胜蓝股份", +"光迅科技": "002281", +"002281": "光迅科技", +"苏能股份": "600925", +"600925": "苏能股份", +"新华锦": "600735", +"600735": "新华锦", +"中远海能": "600026", +"600026": "中远海能", +"南模生物": "688265", +"688265": "南模生物", +"南宁糖业": "000911", +"000911": "南宁糖业", +"三一重能": "688349", +"688349": "三一重能", +"芳源股份": "688148", +"688148": "芳源股份", +"滨海能源": "000695", +"000695": "滨海能源", +"*ST天润": "002113", +"002113": "*ST天润", +"顾家家居": "603816", +"603816": "顾家家居", +"浙文影业": "601599", +"601599": "浙文影业", +"ST万林": "603117", +"603117": "ST万林", +"德生科技": "002908", +"002908": "德生科技", +"海格通信": "002465", +"002465": "海格通信", +"通用电梯": "300931", +"300931": "通用电梯", +"福瑞股份": "300049", +"300049": "福瑞股份", +"仁信新材": "301395", +"301395": "仁信新材", +"龙净环保": "600388", +"600388": "龙净环保", +"恒力石化": "600346", +"600346": "恒力石化", +"新华医疗": "600587", +"600587": "新华医疗", +"博硕科技": "300951", +"300951": "博硕科技", +"漱玉平民": "301017", +"301017": "漱玉平民", +"天宏锂电": "873152", +"873152": "天宏锂电", +"晋拓股份": "603211", +"603211": "晋拓股份", +"富恒新材": "832469", +"832469": "富恒新材", +"宜宾纸业": "600793", +"600793": "宜宾纸业", +"蓝焰控股": "000968", +"000968": "蓝焰控股", +"漫步者": "002351", +"002351": "漫步者", +"万顺新材": "300057", +"300057": "万顺新材", +"天味食品": "603317", +"603317": "天味食品", +"华宝股份": "300741", +"300741": "华宝股份", +"鸿泉物联": "688288", +"688288": "鸿泉物联", +"亨迪药业": "301211", +"301211": "亨迪药业", +"雅葆轩": "870357", +"870357": "雅葆轩", +"君实生物-U": "688180", +"688180": "君实生物-U", +"维峰电子": "301328", +"301328": "维峰电子", +"悦安新材": "688786", +"688786": "悦安新材", +"贵阳银行": "601997", +"601997": "贵阳银行", +"世龙实业": "002748", +"002748": "世龙实业", +"皮阿诺": "002853", +"002853": "皮阿诺", +"罗": "000735", +"000735": "罗", +"汇顶科技": "603160", +"603160": "汇顶科技", +"贵航股份": "600523", +"600523": "贵航股份", +"中巨芯-U": "688549", +"688549": "中巨芯-U", +"天元智能": "603273", +"603273": "天元智能", +"久日新材": "688199", +"688199": "久日新材", +"药易购": "300937", +"300937": "药易购", +"三房巷": "600370", +"600370": "三房巷", +"巨星科技": "002444", +"002444": "巨星科技", +"大地熊": "688077", +"688077": "大地熊", +"长生退": "002680", +"002680": "长生退", +"海能实业": "300787", +"300787": "海能实业", +"远兴能源": "000683", +"000683": "远兴能源", +"*ST荣华": "600311", +"600311": "*ST荣华", +"华光新材": "688379", +"688379": "华光新材", +"斯迪克": "300806", +"300806": "斯迪克", +"森远股份": "300210", +"300210": "森远股份", +"维远股份": "600955", +"600955": "维远股份", +"艾融软件": "830799", +"830799": "艾融软件", +"九阳股份": "002242", +"002242": "九阳股份", +"北鼎股份": "300824", +"300824": "北鼎股份", +"乐视退": "300104", +"300104": "乐视退", +"退市绿庭": "600695", +"600695": "退市绿庭", +"斯太退": "000760", +"000760": "斯太退", +"奇德新材": "300995", +"300995": "奇德新材", +"雪天盐业": "600929", +"600929": "雪天盐业", +"瑞丰新材": "300910", +"300910": "瑞丰新材", +"明志科技": "688355", +"688355": "明志科技", +"山煤国际": "600546", +"600546": "山煤国际", +"绿盟科技": "300369", +"300369": "绿盟科技", +"正强股份": "301119", +"301119": "正强股份", +"大胜达": "603687", +"603687": "大胜达", +"罗普特": "688619", +"688619": "罗普特", +"新安洁": "831370", +"831370": "新安洁", +"晶科科技": "601778", +"601778": "晶科科技", +"新瀚新材": "301076", +"301076": "新瀚新材", +"中国化学": "601117", +"601117": "中国化学", +"烽火电子": "000561", +"000561": "烽火电子", +"三花智控": "002050", +"002050": "三花智控", +"华纳药厂": "688799", +"688799": "华纳药厂", +"慈文传媒": "002343", +"002343": "慈文传媒", +"中金岭南": "000060", +"000060": "中金岭南", +"达实智能": "002421", +"002421": "达实智能", +"数字政通": "300075", +"300075": "数字政通", +"博杰股份": "002975", +"002975": "博杰股份", +"丰立智能": "301368", +"301368": "丰立智能", +"ST生态": "600709", +"600709": "ST生态", +"捷成股份": "300182", +"300182": "捷成股份", +"海通发展": "603162", +"603162": "海通发展", +"横河精密": "300539", +"300539": "横河精密", +"甘化科工": "000576", +"000576": "甘化科工", +"彤程新材": "603650", +"603650": "彤程新材", +"美晨生态": "300237", +"300237": "美晨生态", +"ST富润": "600070", +"600070": "ST富润", +"天方药业": "600253", +"600253": "天方药业", +"人民同泰": "600829", +"600829": "人民同泰", +"贵研铂业": "600459", +"600459": "贵研铂业", +"山东华鹏": "603021", +"603021": "山东华鹏", +"一拖股份": "601038", +"601038": "一拖股份", +"乐惠国际": "603076", +"603076": "乐惠国际", +"路桥建设": "600263", +"600263": "路桥建设", +"XD奥浦迈": "688293", +"688293": "XD奥浦迈", +"聚力文化": "002247", +"002247": "聚力文化", +"汉嘉设计": "300746", +"300746": "汉嘉设计", +"*ST龙科": "600799", +"600799": "*ST龙科", +"退市易见": "600093", +"600093": "退市易见", +"百纳千成": "300291", +"300291": "百纳千成", +"卓易信息": "688258", +"688258": "卓易信息", +"和仁科技": "300550", +"300550": "和仁科技", +"星星科技": "300256", +"300256": "星星科技", +"美联新材": "300586", +"300586": "美联新材", +"瑞凌股份": "300154", +"300154": "瑞凌股份", +"广汇汽车": "600297", +"600297": "广汇汽车", +"*ST新纺": "002087", +"002087": "*ST新纺", +"青矩技术": "836208", +"836208": "青矩技术", +"华康医疗": "301235", +"301235": "华康医疗", +"天顺风能": "002531", +"002531": "天顺风能", +"福斯达": "603173", +"603173": "福斯达", +"英洛华": "000795", +"000795": "英洛华", +"楚天科技": "300358", +"300358": "楚天科技", +"正丹股份": "300641", +"300641": "正丹股份", +"峨眉山Ａ": "000888", +"000888": "峨眉山Ａ", +"元道通信": "301139", +"301139": "元道通信", +"久祺股份": "300994", +"300994": "久祺股份", +"天喻信息": "300205", +"300205": "天喻信息", +"兴业银锡": "000426", +"000426": "兴业银锡", +"辰光医疗": "430300", +"430300": "辰光医疗", +"厦门钨业": "600549", +"600549": "厦门钨业", +"新凤鸣": "603225", +"603225": "新凤鸣", +"歌尔股份": "002241", +"002241": "歌尔股份", +"德尔玛": "301332", +"301332": "德尔玛", +"科大国创": "300520", +"300520": "科大国创", +"深科技": "000021", +"000021": "深科技", +"苏州龙杰": "603332", +"603332": "苏州龙杰", +"博闻科技": "600883", +"600883": "博闻科技", +"海航科技": "600751", +"600751": "海航科技", +"润阳科技": "300920", +"300920": "润阳科技", +"华西证券": "002926", +"002926": "华西证券", +"集智股份": "300553", +"300553": "集智股份", +"神宇股份": "300563", +"300563": "神宇股份", +"朗玛信息": "300288", +"300288": "朗玛信息", +"宁波方正": "300998", +"300998": "宁波方正", +"普莱得": "301353", +"301353": "普莱得", +"大富科技": "300134", +"300134": "大富科技", +"永泰运": "001228", +"001228": "永泰运", +"镇海股份": "603637", +"603637": "镇海股份", +"科大智能": "300222", +"300222": "科大智能", +"新澳股份": "603889", +"603889": "新澳股份", +"巨一科技": "688162", +"688162": "巨一科技", +"华体科技": "603679", +"603679": "华体科技", +"八方股份": "603489", +"603489": "八方股份", +"汇中股份": "300371", +"300371": "汇中股份", +"华昌达": "300278", +"300278": "华昌达", +"财富趋势": "688318", +"688318": "财富趋势", +"热景生物": "688068", +"688068": "热景生物", +"金岭矿业": "000655", +"000655": "金岭矿业", +"国盛金控": "002670", +"002670": "国盛金控", +"万辰集团": "300972", +"300972": "万辰集团", +"恒尚节能": "603137", +"603137": "恒尚节能", +"紫燕食品": "603057", +"603057": "紫燕食品", +"安泰集团": "600408", +"600408": "安泰集团", +"南风股份": "300004", +"300004": "南风股份", +"正业科技": "300410", +"300410": "正业科技", +"联迪信息": "839790", +"839790": "联迪信息", +"*ST": "002157", +"002157": "*ST", +"泰尔股份": "002347", +"002347": "泰尔股份", +"丰林集团": "601996", +"601996": "丰林集团", +"洽洽食品": "002557", +"002557": "洽洽食品", +"华联商厦": "600632", +"600632": "华联商厦", +"郑州银行": "002936", +"002936": "郑州银行", +"神州泰岳": "300002", +"300002": "神州泰岳", +"柏诚股份": "601133", +"601133": "柏诚股份", +"株冶集团": "600961", +"600961": "株冶集团", +"海看股份": "301262", +"301262": "海看股份", +"无锡振华": "605319", +"605319": "无锡振华", +"新晨科技": "300542", +"300542": "新晨科技", +"复洁环保": "688335", +"688335": "复洁环保", +"超卓航科": "688237", +"688237": "超卓航科", +"泰晶科技": "603738", +"603738": "泰晶科技", +"嘉泽新能": "601619", +"601619": "嘉泽新能", +"海宁皮城": "002344", +"002344": "海宁皮城", +"凯添燃气": "831010", +"831010": "凯添燃气", +"横店影视": "603103", +"603103": "横店影视", +"东材科技": "601208", +"601208": "东材科技", +"武进不锈": "603878", +"603878": "武进不锈", +"康隆达": "603665", +"603665": "康隆达", +"晋亿实业": "601002", +"601002": "晋亿实业", +"新时达": "002527", +"002527": "新时达", +"吉比特": "603444", +"603444": "吉比特", +"华旺科技": "605377", +"605377": "华旺科技", +"宏英智能": "001266", +"001266": "宏英智能", +"立新能源": "001258", +"001258": "立新能源", +"包头铝业": "600472", +"600472": "包头铝业", +"冠城大通": "600067", +"600067": "冠城大通", +"中农立华": "603970", +"603970": "中农立华", +"山东墨龙": "002490", +"002490": "山东墨龙", +"球冠电缆": "834682", +"834682": "球冠电缆", +"易德龙": "603380", +"603380": "易德龙", +"通润装备": "002150", +"002150": "通润装备", +"东旭蓝天": "000040", +"000040": "东旭蓝天", +"安利股份": "300218", +"300218": "安利股份", +"南凌科技": "300921", +"300921": "南凌科技", +"联创电子": "002036", +"002036": "联创电子", +"惠博普": "002554", +"002554": "惠博普", +"千山退": "300216", +"300216": "千山退", +"瀛通通讯": "002861", +"002861": "瀛通通讯", +"海油工程": "600583", +"600583": "海油工程", +"来伊份": "603777", +"603777": "来伊份", +"慕思股份": "001323", +"001323": "慕思股份", +"安集科技": "688019", +"688019": "安集科技", +"嘉美包装": "002969", +"002969": "嘉美包装", +"ST易购": "002024", +"002024": "ST易购", +"瑞康医药": "002589", +"002589": "瑞康医药", +"上声电子": "688533", +"688533": "上声电子", +"海天股份": "603759", +"603759": "海天股份", +"商络电子": "300975", +"300975": "商络电子", +"中科通达": "688038", +"688038": "中科通达", +"岳阳兴长": "000819", +"000819": "岳阳兴长", +"中国联通": "600050", +"600050": "中国联通", +"贵州轮胎": "000589", +"000589": "贵州轮胎", +"锦江酒店": "600754", +"600754": "锦江酒店", +"华鲁恒升": "600426", +"600426": "华鲁恒升", +"ST鹏博士": "600804", +"600804": "ST鹏博士", +"西部证券": "002673", +"002673": "西部证券", +"大龙地产": "600159", +"600159": "大龙地产", +"吉大正元": "003029", +"003029": "吉大正元", +"东和新材": "839792", +"839792": "东和新材", +"新媒股份": "300770", +"300770": "新媒股份", +"炬申股份": "001202", +"001202": "炬申股份", +"明阳电气": "301291", +"301291": "明阳电气", +"迈赫股份": "301199", +"301199": "迈赫股份", +"英力股份": "300956", +"300956": "英力股份", +"赛伦生物": "688163", +"688163": "赛伦生物", +"永安期货": "600927", +"600927": "永安期货", +"东海A退": "000613", +"000613": "东海A退", +"龙腾光电": "688055", +"688055": "龙腾光电", +"金桥信息": "603918", +"603918": "金桥信息", +"华安证券": "600909", +"600909": "华安证券", +"*ST美盛": "002699", +"002699": "*ST美盛", +"云南能投": "002053", +"002053": "云南能投", +"中达安": "300635", +"300635": "中达安", +"中大力德": "002896", +"002896": "中大力德", +"深物业A": "000011", +"000011": "深物业A", +"新柴股份": "301032", +"301032": "新柴股份", +"新光光电": "688011", +"688011": "新光光电", +"康达新材": "002669", +"002669": "康达新材", +"高盟新材": "300200", +"300200": "高盟新材", +"永安药业": "002365", +"002365": "永安药业", +"杰创智能": "301248", +"301248": "杰创智能", +"同德化工": "002360", +"002360": "同德化工", +"梅雁吉祥": "600868", +"600868": "梅雁吉祥", +"新益昌": "688383", +"688383": "新益昌", +"退市运盛": "600767", +"600767": "退市运盛", +"千红制药": "002550", +"002550": "千红制药", +"东吴证券": "601555", +"601555": "东吴证券", +"移远通信": "603236", +"603236": "移远通信", +"瑞尔特": "002790", +"002790": "瑞尔特", +"长龄液压": "605389", +"605389": "长龄液压", +"中威电子": "300270", +"300270": "中威电子", +"钱江生化": "600796", +"600796": "钱江生化", +"云从科技-UW": "688327", +"688327": "云从科技-UW", +"利仁科技": "001259", +"001259": "利仁科技", +"中科飞测-U": "688361", +"688361": "中科飞测-U", +"法狮龙": "605318", +"605318": "法狮龙", +"中装建设": "002822", +"002822": "中装建设", +"莱斯信息": "688631", +"688631": "莱斯信息", +"七彩化学": "300758", +"300758": "七彩化学", +"常山北明": "000158", +"000158": "常山北明", +"盛通股份": "002599", +"002599": "盛通股份", +"ST起步": "603557", +"603557": "ST起步", +"曼恩斯特": "301325", +"301325": "曼恩斯特", +"金房能源": "001210", +"001210": "金房能源", +"英维克": "002837", +"002837": "英维克", +"退市海创": "600555", +"600555": "退市海创", +"亚翔集成": "603929", +"603929": "亚翔集成", +"爱建集团": "600643", +"600643": "爱建集团", +"*ST金洲": "000587", +"000587": "*ST金洲", +"南威软件": "603636", +"603636": "南威软件", +"长江健康": "002435", +"002435": "长江健康", +"大湖股份": "600257", +"600257": "大湖股份", +"长城证券": "002939", +"002939": "长城证券", +"白云山": "600332", +"600332": "白云山", +"远大智能": "002689", +"002689": "远大智能", +"山东黄金": "600547", +"600547": "山东黄金", +"新莱福": "301323", +"301323": "新莱福", +"城地香江": "603887", +"603887": "城地香江", +"网宿科技": "300017", +"300017": "网宿科技", +"大秦铁路": "601006", +"601006": "大秦铁路", +"福能股份": "600483", +"600483": "福能股份", +"朗进科技": "300594", +"300594": "朗进科技", +"容大感光": "300576", +"300576": "容大感光", +"大洋电机": "002249", +"002249": "大洋电机", +"坤恒顺维": "688283", +"688283": "坤恒顺维", +"荣晟环保": "603165", +"603165": "荣晟环保", +"威马农机": "301533", +"301533": "威马农机", +"宏华数科": "688789", +"688789": "宏华数科", +"东鹏饮料": "605499", +"605499": "东鹏饮料", +"华资实业": "600191", +"600191": "华资实业", +"佳讯飞鸿": "300213", +"300213": "佳讯飞鸿", +"雪浪环境": "300385", +"300385": "雪浪环境", +"声迅股份": "003004", +"003004": "声迅股份", +"瀚川智能": "688022", +"688022": "瀚川智能", +"钧达股份": "002865", +"002865": "钧达股份", +"双星新材": "002585", +"002585": "双星新材", +"云维股份": "600725", +"600725": "云维股份", +"退市海润": "600401", +"600401": "退市海润", +"开特股份": "832978", +"832978": "开特股份", +"日播时尚": "603196", +"603196": "日播时尚", +"王力安防": "605268", +"605268": "王力安防", +"双塔食品": "002481", +"002481": "双塔食品", +"新": "000876", +"000876": "新", +"昇辉科技": "300423", +"300423": "昇辉科技", +"航天智装": "300455", +"300455": "航天智装", +"西部牧业": "300106", +"300106": "西部牧业", +"岩石股份": "600696", +"600696": "岩石股份", +"斯瑞新材": "688102", +"688102": "斯瑞新材", +"长沙银行": "601577", +"601577": "长沙银行", +"新联电子": "002546", +"002546": "新联电子", +"熙菱信息": "300588", +"300588": "熙菱信息", +"明星电力": "600101", +"600101": "明星电力", +"通程控股": "000419", +"000419": "通程控股", +"光大嘉宝": "600622", +"600622": "光大嘉宝", +"赛恩斯": "688480", +"688480": "赛恩斯", +"郑州煤电": "600121", +"600121": "郑州煤电", +"同和药业": "300636", +"300636": "同和药业", +"*ST环保": "000730", +"000730": "*ST环保", +"爱司凯": "300521", +"300521": "爱司凯", +"大唐发电": "601991", +"601991": "大唐发电", +"新元科技": "300472", +"300472": "新元科技", +"尚品宅配": "300616", +"300616": "尚品宅配", +"鸿远电子": "603267", +"603267": "鸿远电子", +"中公教育": "002607", +"002607": "中公教育", +"三德科技": "300515", +"300515": "三德科技", +"丰安股份": "870508", +"870508": "丰安股份", +"新通联": "603022", +"603022": "新通联", +"致尚科技": "301486", +"301486": "致尚科技", +"三峰环境": "601827", +"601827": "三峰环境", +"佳隆股份": "002495", +"002495": "佳隆股份", +"金力泰": "300225", +"300225": "金力泰", +"芒果超媒": "300413", +"300413": "芒果超媒", +"苏大维格": "300331", +"300331": "苏大维格", +"神剑股份": "002361", +"002361": "神剑股份", +"瑞鹄模具": "002997", +"002997": "瑞鹄模具", +"国机汽车": "600335", +"600335": "国机汽车", +"大禹生物": "871970", +"871970": "大禹生物", +"豪迈科技": "002595", +"002595": "豪迈科技", +"星昊医药": "430017", +"430017": "星昊医药", +"彩虹集团": "003023", +"003023": "彩虹集团", +"龙版传媒": "605577", +"605577": "龙版传媒", +"和元生物": "688238", +"688238": "和元生物", +"恒辉安防": "300952", +"300952": "恒辉安防", +"*ST博天": "603603", +"603603": "*ST博天", +"湖南裕能": "301358", +"301358": "湖南裕能", +"金马游乐": "300756", +"300756": "金马游乐", +"龙头股份": "600630", +"600630": "龙头股份", +"金钟股份": "301133", +"301133": "金钟股份", +"派克新材": "605123", +"605123": "派克新材", +"翔丰华": "300890", +"300890": "翔丰华", +"康德莱": "603987", +"603987": "康德莱", +"莱美药业": "300006", +"300006": "莱美药业", +"合力科技": "603917", +"603917": "合力科技", +"登海种业": "002041", +"002041": "登海种业", +"中水渔业": "000798", +"000798": "中水渔业", +"多利科技": "001311", +"001311": "多利科技", +"中熔电气": "301031", +"301031": "中熔电气", +"常宝股份": "002478", +"002478": "常宝股份", +"鞍钢股份": "000898", +"000898": "鞍钢股份", +"克劳斯": "600579", +"600579": "克劳斯", +"*ST越博": "300742", +"300742": "*ST越博", +"亚普股份": "603013", +"603013": "亚普股份", +"纵横通信": "603602", +"603602": "纵横通信", +"华纬科技": "001380", +"001380": "华纬科技", +"*ST凯撒": "000796", +"000796": "*ST凯撒", +"万集科技": "300552", +"300552": "万集科技", +"富临精工": "300432", +"300432": "富临精工", +"宏盛股份": "603090", +"603090": "宏盛股份", +"太阳电缆": "002300", +"002300": "太阳电缆", +"韶能股份": "000601", +"000601": "韶能股份", +"新威凌": "871634", +"871634": "新威凌", +"张江高科": "600895", +"600895": "张江高科", +"天承科技": "688603", +"688603": "天承科技", +"东箭科技": "300978", +"300978": "东箭科技", +"国投资本": "600061", +"600061": "国投资本", +"维信诺": "002387", +"002387": "维信诺", +"联建光电": "300269", +"300269": "联建光电", +"纬达光电": "873001", +"873001": "纬达光电", +"青木股份": "301110", +"301110": "青木股份", +"恒合股份": "832145", +"832145": "恒合股份", +"祥生医疗": "688358", +"688358": "祥生医疗", +"大连热电": "600719", +"600719": "大连热电", +"三星医疗": "601567", +"601567": "三星医疗", +"舜宇精工": "831906", +"831906": "舜宇精工", +"正平股份": "603843", +"603843": "正平股份", +"派能科技": "688063", +"688063": "派能科技", +"特变电工": "600089", +"600089": "特变电工", +"黄山胶囊": "002817", +"002817": "黄山胶囊", +"迪威尔": "688377", +"688377": "迪威尔", +"金冠电气": "688517", +"688517": "金冠电气", +"光智科技": "300489", +"300489": "光智科技", +"鱼跃医疗": "002223", +"002223": "鱼跃医疗", +"天成自控": "603085", +"603085": "天成自控", +"科恒股份": "300340", +"300340": "科恒股份", +"天鹅股份": "603029", +"603029": "天鹅股份", +"三变科技": "002112", +"002112": "三变科技", +"唯特偶": "301319", +"301319": "唯特偶", +"祥源文旅": "600576", +"600576": "祥源文旅", +"旭升集团": "603305", +"603305": "旭升集团", +"津膜科技": "300334", +"300334": "津膜科技", +"广道数字": "839680", +"839680": "广道数字", +"捷佳伟创": "300724", +"300724": "捷佳伟创", +"联测科技": "688113", +"688113": "联测科技", +"浙江力诺": "300838", +"300838": "浙江力诺", +"富森美": "002818", +"002818": "富森美", +"渝三峡Ａ": "000565", +"000565": "渝三峡Ａ", +"舍得酒业": "600702", +"600702": "舍得酒业", +"东安动力": "600178", +"600178": "东安动力", +"东方碳素": "832175", +"832175": "东方碳素", +"天玛智控": "688570", +"688570": "天玛智控", +"华发股份": "600325", +"600325": "华发股份", +"意华股份": "002897", +"002897": "意华股份", +"上海凯宝": "300039", +"300039": "上海凯宝", +"思科瑞": "688053", +"688053": "思科瑞", +"特一药业": "002728", +"002728": "特一药业", +"莱特光电": "688150", +"688150": "莱特光电", +"长春燃气": "600333", +"600333": "长春燃气", +"大洋生物": "003017", +"003017": "大洋生物", +"科陆电子": "002121", +"002121": "科陆电子", +"天邦食品": "002124", +"002124": "天邦食品", +"泓淋电力": "301439", +"301439": "泓淋电力", +"信捷电气": "603416", +"603416": "信捷电气", +"招商轮船": "601872", +"601872": "招商轮船", +"光大证券": "601788", +"601788": "光大证券", +"新钢股份": "600782", +"600782": "新钢股份", +"迈瑞医疗": "300760", +"300760": "迈瑞医疗", +"兆新股份": "002256", +"002256": "兆新股份", +"宝泰隆": "601011", +"601011": "宝泰隆", +"永泰能源": "600157", +"600157": "永泰能源", +"粤万年青": "301111", +"301111": "粤万年青", +"*ST惠天": "000692", +"000692": "*ST惠天", +"创新医疗": "002173", +"002173": "创新医疗", +"拓普集团": "601689", +"601689": "拓普集团", +"绿色动力": "601330", +"601330": "绿色动力", +"越秀资本": "000987", +"000987": "越秀资本", +"运达股份": "300772", +"300772": "运达股份", +"神马股份": "600810", +"600810": "神马股份", +"中天服务": "002188", +"002188": "中天服务", +"中曼石油": "603619", +"603619": "中曼石油", +"华瑞股份": "300626", +"300626": "华瑞股份", +"西藏珠峰": "600338", +"600338": "西藏珠峰", +"*ST信威": "600485", +"600485": "*ST信威", +"合金投资": "000633", +"000633": "合金投资", +"三诺生物": "300298", +"300298": "三诺生物", +"退市海医": "600896", +"600896": "退市海医", +"ST中利": "002309", +"002309": "ST中利", +"国光连锁": "605188", +"605188": "国光连锁", +"日辰股份": "603755", +"603755": "日辰股份", +"金发拉比": "002762", +"002762": "金发拉比", +"山东威达": "002026", +"002026": "山东威达", +"栖霞建设": "600533", +"600533": "栖霞建设", +"星华新材": "301077", +"301077": "星华新材", +"东方盛虹": "000301", +"000301": "东方盛虹", +"中旗股份": "300575", +"300575": "中旗股份", +"精进电动-UW": "688280", +"688280": "精进电动-UW", +"派斯林": "600215", +"600215": "派斯林", +"东方国信": "300166", +"300166": "东方国信", +"哈森股份": "603958", +"603958": "哈森股份", +"创维数字": "000810", +"000810": "创维数字", +"宁新新材": "839719", +"839719": "宁新新材", +"伟明环保": "603568", +"603568": "伟明环保", +"恒天海龙": "000677", +"000677": "恒天海龙", +"维力医疗": "603309", +"603309": "维力医疗", +"智翔金泰-U": "688443", +"688443": "智翔金泰-U", +"上海物贸": "600822", +"600822": "上海物贸", +"胜通能源": "001331", +"001331": "胜通能源", +"宣亚国际": "300612", +"300612": "宣亚国际", +"泰山石油": "000554", +"000554": "泰山石油", +"宏力达": "688330", +"688330": "宏力达", +"金卡智能": "300349", +"300349": "金卡智能", +"中原高速": "600020", +"600020": "中原高速", +"微创光电": "430198", +"430198": "微创光电", +"锦盛新材": "300849", +"300849": "锦盛新材", +"博亚精工": "300971", +"300971": "博亚精工", +"柯利达": "603828", +"603828": "柯利达", +"华维设计": "833427", +"833427": "华维设计", +"盛邦安全": "688651", +"688651": "盛邦安全", +"华谊兄弟": "300027", +"300027": "华谊兄弟", +"铁龙物流": "600125", +"600125": "铁龙物流", +"欧圣电气": "301187", +"301187": "欧圣电气", +"泰慕士": "001234", +"001234": "泰慕士", +"长盈通": "688143", +"688143": "长盈通", +"普利特": "002324", +"002324": "普利特", +"江淮汽车": "600418", +"600418": "江淮汽车", +"尤安设计": "300983", +"300983": "尤安设计", +"妙可蓝多": "600882", +"600882": "妙可蓝多", +"华宝新能": "301327", +"301327": "华宝新能", +"康平科技": "300907", +"300907": "康平科技", +"士兰微": "600460", +"600460": "士兰微", +"天阳科技": "300872", +"300872": "天阳科技", +"国电南自": "600268", +"600268": "国电南自", +"佳禾食品": "605300", +"605300": "佳禾食品", +"怡和嘉业": "301367", +"301367": "怡和嘉业", +"山推股份": "000680", +"000680": "山推股份", +"翔宇医疗": "688626", +"688626": "翔宇医疗", +"三元基因": "837344", +"837344": "三元基因", +"海辰药业": "300584", +"300584": "海辰药业", +"景业智能": "688290", +"688290": "景业智能", +"凤竹纺织": "600493", +"600493": "凤竹纺织", +"神州细胞-U": "688520", +"688520": "神州细胞-U", +"恒顺醋业": "600305", +"600305": "恒顺醋业", +"三联锻造": "001282", +"001282": "三联锻造", +"万得凯": "301309", +"301309": "万得凯", +"ST德豪": "002005", +"002005": "ST德豪", +"智微智能": "001339", +"001339": "智微智能", +"胜华新材": "603026", +"603026": "胜华新材", +"健康元": "600380", +"600380": "健康元", +"立华股份": "300761", +"300761": "立华股份", +"冠昊生物": "300238", +"300238": "冠昊生物", +"山西焦化": "600740", +"600740": "山西焦化", +"菲利华": "300395", +"300395": "菲利华", +"浩物股份": "000757", +"000757": "浩物股份", +"新大正": "002968", +"002968": "新大正", +"游族网络": "002174", +"002174": "游族网络", +"七一二": "603712", +"603712": "七一二", +"三元股份": "600429", +"600429": "三元股份", +"*ST爱迪": "002740", +"002740": "*ST爱迪", +"有研粉材": "688456", +"688456": "有研粉材", +"上工申贝": "600843", +"600843": "上工申贝", +"航天长峰": "600855", +"600855": "航天长峰", +"三角轮胎": "601163", +"601163": "三角轮胎", +"海天精工": "601882", +"601882": "海天精工", +"天秦装备": "300922", +"300922": "天秦装备", +"毕得医药": "688073", +"688073": "毕得医药", +"心脉医疗": "688016", +"688016": "心脉医疗", +"亚光股份": "603282", +"603282": "亚光股份", +"亿通科技": "300211", +"300211": "亿通科技", +"家联科技": "301193", +"301193": "家联科技", +"同辉信息": "430090", +"430090": "同辉信息", +"耐科装备": "688419", +"688419": "耐科装备", +"多伦科技": "603528", +"603528": "多伦科技", +"华明装备": "002270", +"002270": "华明装备", +"国中水务": "600187", +"600187": "国中水务", +"联翔股份": "603272", +"603272": "联翔股份", +"深南电A": "000037", +"000037": "深南电A", +"龙力退": "002604", +"002604": "龙力退", +"合兴包装": "002228", +"002228": "合兴包装", +"美诺华": "603538", +"603538": "美诺华", +"吉华集团": "603980", +"603980": "吉华集团", +"长城股份": "000569", +"000569": "长城股份", +"蓝盾光电": "300862", +"300862": "蓝盾光电", +"银泰黄金": "000975", +"000975": "银泰黄金", +"山鹰国际": "600567", +"600567": "山鹰国际", +"雏鹰退": "002477", +"002477": "雏鹰退", +"远东传动": "002406", +"002406": "远东传动", +"广康生化": "300804", +"300804": "广康生化", +"倍杰特": "300774", +"300774": "倍杰特", +"尤夫股份": "002427", +"002427": "尤夫股份", +"严牌股份": "301081", +"301081": "严牌股份", +"倍益康": "870199", +"870199": "倍益康", +"苏试试验": "300416", +"300416": "苏试试验", +"珍宝岛": "603567", +"603567": "珍宝岛", +"恒星科技": "002132", +"002132": "恒星科技", +"比音勒芬": "002832", +"002832": "比音勒芬", +"富瀚微": "300613", +"300613": "富瀚微", +"瑞星股份": "836717", +"836717": "瑞星股份", +"五芳斋": "603237", +"603237": "五芳斋", +"万里扬": "002434", +"002434": "万里扬", +"科林电气": "603050", +"603050": "科林电气", +"东风科技": "600081", +"600081": "东风科技", +"北大医药": "000788", +"000788": "北大医药", +"中新集团": "601512", +"601512": "中新集团", +"赛托生物": "300583", +"300583": "赛托生物", +"九州通": "600998", +"600998": "九州通", +"新大洲A": "000571", +"000571": "新大洲A", +"同兴环保": "003027", +"003027": "同兴环保", +"尚荣医疗": "002551", +"002551": "尚荣医疗", +"紫光国微": "002049", +"002049": "紫光国微", +"冠中生态": "300948", +"300948": "冠中生态", +"方大特钢": "600507", +"600507": "方大特钢", +"*ST慧辰": "688500", +"688500": "*ST慧辰", +"晶盛机电": "300316", +"300316": "晶盛机电", +"宝地矿业": "601121", +"601121": "宝地矿业", +"龙迅股份": "688486", +"688486": "龙迅股份", +"方大集团": "000055", +"000055": "方大集团", +"奥马电器": "002668", +"002668": "奥马电器", +"顶固集创": "300749", +"300749": "顶固集创", +"恒立钻具": "836942", +"836942": "恒立钻具", +"威博液压": "871245", +"871245": "威博液压", +"四方股份": "601126", +"601126": "四方股份", +"亿能电力": "837046", +"837046": "亿能电力", +"西藏天路": "600326", +"600326": "西藏天路", +"鲁": "000726", +"000726": "鲁", +"拓日新能": "002218", +"002218": "拓日新能", +"巴安水务": "300262", +"300262": "巴安水务", +"山东海化": "000822", +"000822": "山东海化", +"宇信科技": "300674", +"300674": "宇信科技", +"汇通集团": "603176", +"603176": "汇通集团", +"特瑞斯": "834014", +"834014": "特瑞斯", +"神州信息": "000555", +"000555": "神州信息", +"贵州百灵": "002424", +"002424": "贵州百灵", +"旭光电子": "600353", +"600353": "旭光电子", +"利群股份": "601366", +"601366": "利群股份", +"世运电路": "603920", +"603920": "世运电路", +"金橙子": "688291", +"688291": "金橙子", +"悦康药业": "688658", +"688658": "悦康药业", +"威孚高科": "000581", +"000581": "威孚高科", +"金银河": "300619", +"300619": "金银河", +"三未信安": "688489", +"688489": "三未信安", +"海信视像": "600060", +"600060": "海信视像", +"芯源微": "688037", +"688037": "芯源微", +"中国电信": "601728", +"601728": "中国电信", +"天华新能": "300390", +"300390": "天华新能", +"承德露露": "000848", +"000848": "承德露露", +"涛涛车业": "301345", +"301345": "涛涛车业", +"江西长运": "600561", +"600561": "江西长运", +"永新光学": "603297", +"603297": "永新光学", +"保利发展": "600048", +"600048": "保利发展", +"中交地产": "000736", +"000736": "中交地产", +"敷尔佳": "301371", +"301371": "敷尔佳", +"艾隆科技": "688329", +"688329": "艾隆科技", +"英科医疗": "300677", +"300677": "英科医疗", +"乐创技术": "430425", +"430425": "乐创技术", +"仕佳光子": "688313", +"688313": "仕佳光子", +"康鹏科技": "688602", +"688602": "康鹏科技", +"德马科技": "688360", +"688360": "德马科技", +"科伦药业": "002422", +"002422": "科伦药业", +"盛帮股份": "301233", +"301233": "盛帮股份", +"双元科技": "688623", +"688623": "双元科技", +"*ST新联": "000620", +"000620": "*ST新联", +"昆工科技": "831152", +"831152": "昆工科技", +"淳中科技": "603516", +"603516": "淳中科技", +"嵘泰股份": "605133", +"605133": "嵘泰股份", +"*ST豆神": "300010", +"300010": "*ST豆神", +"容百科技": "688005", +"688005": "容百科技", +"闰土股份": "002440", +"002440": "闰土股份", +"山河智能": "002097", +"002097": "山河智能", +"中国北车": "601299", +"601299": "中国北车", +"福能东方": "300173", +"300173": "福能东方", +"先惠技术": "688155", +"688155": "先惠技术", +"测绘股份": "300826", +"300826": "测绘股份", +"*ST全新": "000007", +"000007": "*ST全新", +"罗平锌电": "002114", +"002114": "罗平锌电", +"康盛股份": "002418", +"002418": "康盛股份", +"松原股份": "300893", +"300893": "松原股份", +"中材国际": "600970", +"600970": "中材国际", +"键凯科技": "688356", +"688356": "键凯科技", +"吉电股份": "000875", +"000875": "吉电股份", +"安克创新": "300866", +"300866": "安克创新", +"溯联股份": "301397", +"301397": "溯联股份", +"欣灵电气": "301388", +"301388": "欣灵电气", +"思进智能": "003025", +"003025": "思进智能", +"海昌新材": "300885", +"300885": "海昌新材", +"嘉寓股份": "300117", +"300117": "嘉寓股份", +"动力源": "600405", +"600405": "动力源", +"豫能控股": "001896", +"001896": "豫能控股", +"齐鲁银行": "601665", +"601665": "齐鲁银行", +"银之杰": "300085", +"300085": "银之杰", +"瑞芯微": "603893", +"603893": "瑞芯微", +"丽珠集团": "000513", +"000513": "丽珠集团", +"大元泵业": "603757", +"603757": "大元泵业", +"气派科技": "688216", +"688216": "气派科技", +"大参林": "603233", +"603233": "大参林", +"新华网": "603888", +"603888": "新华网", +"凡拓数创": "301313", +"301313": "凡拓数创", +"电工合金": "300697", +"300697": "电工合金", +"华图山鼎": "300492", +"300492": "华图山鼎", +"安路科技": "688107", +"688107": "安路科技", +"美邦服饰": "002269", +"002269": "美邦服饰", +"药明康德": "603259", +"603259": "药明康德", +"惠伦晶体": "300460", +"300460": "惠伦晶体", +"兰石重装": "603169", +"603169": "兰石重装", +"华通线缆": "605196", +"605196": "华通线缆", +"亚辉龙": "688575", +"688575": "亚辉龙", +"四创电子": "600990", +"600990": "四创电子", +"华海诚科": "688535", +"688535": "华海诚科", +"三": "002224", +"002224": "三", +"金现代": "300830", +"300830": "金现代", +"大庆华科": "000985", +"000985": "大庆华科", +"同大股份": "300321", +"300321": "同大股份", +"中自科技": "688737", +"688737": "中自科技", +"华阳集团": "002906", +"002906": "华阳集团", +"光洋股份": "002708", +"002708": "光洋股份", +"电投产融": "000958", +"000958": "电投产融", +"广聚能源": "000096", +"000096": "广聚能源", +"雄塑科技": "300599", +"300599": "雄塑科技", +"韦尔股份": "603501", +"603501": "韦尔股份", +"智莱科技": "300771", +"300771": "智莱科技", +"泰瑞机器": "603289", +"603289": "泰瑞机器", +"龙软科技": "688078", +"688078": "龙软科技", +"华菱线缆": "001208", +"001208": "华菱线缆", +"柳": "000528", +"000528": "柳", +"*ST西源": "600139", +"600139": "*ST西源", +"XD天马科": "603668", +"603668": "XD天马科", +"中金公司": "601995", +"601995": "中金公司", +"太极集团": "600129", +"600129": "太极集团", +"三安光电": "600703", +"600703": "三安光电", +"联合化学": "301209", +"301209": "联合化学", +"郴电国际": "600969", +"600969": "郴电国际", +"德艺文创": "300640", +"300640": "德艺文创", +"依依股份": "001206", +"001206": "依依股份", +"ST实达": "600734", +"600734": "ST实达", +"ST路通": "300555", +"300555": "ST路通", +"跨境通": "002640", +"002640": "跨境通", +"长园集团": "600525", +"600525": "长园集团", +"民生健康": "301507", +"301507": "民生健康", +"汇成股份": "688403", +"688403": "汇成股份", +"中润资源": "000506", +"000506": "中润资源", +"济南高新": "600807", +"600807": "济南高新", +"方正科技": "600601", +"600601": "方正科技", +"孚能科技": "688567", +"688567": "孚能科技", +"重药控股": "000950", +"000950": "重药控股", +"京源环保": "688096", +"688096": "京源环保", +"三特索道": "002159", +"002159": "三特索道", +"行动教育": "605098", +"605098": "行动教育", +"奥锐特": "605116", +"605116": "奥锐特", +"新天绿能": "600956", +"600956": "新天绿能", +"秉扬科技": "836675", +"836675": "秉扬科技", +"爱康科技": "002610", +"002610": "爱康科技", +"德必集团": "300947", +"300947": "德必集团", +"绿的谐波": "688017", +"688017": "绿的谐波", +"三友科技": "834475", +"834475": "三友科技", +"杭叉集团": "603298", +"603298": "杭叉集团", +"深圳瑞捷": "300977", +"300977": "深圳瑞捷", +"屹通新材": "300930", +"300930": "屹通新材", +"广东宏大": "002683", +"002683": "广东宏大", +"宜通世纪": "300310", +"300310": "宜通世纪", +"深中华A": "000017", +"000017": "深中华A", +"海新能科": "300072", +"300072": "海新能科", +"九": "000989", +"000989": "九", +"上海电气": "601727", +"601727": "上海电气", +"安旭生物": "688075", +"688075": "安旭生物", +"四维图新": "002405", +"002405": "四维图新", +"延江股份": "300658", +"300658": "延江股份", +"天迈科技": "300807", +"300807": "天迈科技", +"高能环境": "603588", +"603588": "高能环境", +"爱仕达": "002403", +"002403": "爱仕达", +"晨光股份": "603899", +"603899": "晨光股份", +"紫光股份": "000938", +"000938": "紫光股份", +"澜起科技": "688008", +"688008": "澜起科技", +"金龙机电": "300032", +"300032": "金龙机电", +"汇通能源": "600605", +"600605": "汇通能源", +"孩子王": "301078", +"301078": "孩子王", +"科瑞技术": "002957", +"002957": "科瑞技术", +"天利科技": "300399", +"300399": "天利科技", +"安科生物": "300009", +"300009": "安科生物", +"美锦能源": "000723", +"000723": "美锦能源", +"明新旭腾": "605068", +"605068": "明新旭腾", +"双环传动": "002472", +"002472": "双环传动", +"益生股份": "002458", +"002458": "益生股份", +"江盐集团": "601065", +"601065": "江盐集团", +"复旦复华": "600624", +"600624": "复旦复华", +"宁夏建材": "600449", +"600449": "宁夏建材", +"有研硅": "688432", +"688432": "有研硅", +"奥维通信": "002231", +"002231": "奥维通信", +"菲菱科思": "301191", +"301191": "菲菱科思", +"航天工程": "603698", +"603698": "航天工程", +"三只松鼠": "300783", +"300783": "三只松鼠", +"返利科技": "600228", +"600228": "返利科技", +"华培动力": "603121", +"603121": "华培动力", +"*ST围海": "002586", +"002586": "*ST围海", +"江阴银行": "002807", +"002807": "江阴银行", +"当代退": "000673", +"000673": "当代退", +"华纺股份": "600448", +"600448": "华纺股份", +"比依股份": "603215", +"603215": "比依股份", +"安徽建工": "600502", +"600502": "安徽建工", +"江苏雷利": "300660", +"300660": "江苏雷利", +"北方稀土": "600111", +"600111": "北方稀土", +"誉衡药业": "002437", +"002437": "誉衡药业", +"五": "000858", +"000858": "五", +"珠江啤酒": "002461", +"002461": "珠江啤酒", +"贝达药业": "300558", +"300558": "贝达药业", +"国安达": "300902", +"300902": "国安达", +"航天科技": "000901", +"000901": "航天科技", +"万东医疗": "600055", +"600055": "万东医疗", +"铜峰电子": "600237", +"600237": "铜峰电子", +"因赛集团": "300781", +"300781": "因赛集团", +"能辉科技": "301046", +"301046": "能辉科技", +"天齐锂业": "002466", +"002466": "天齐锂业", +"中南文化": "002445", +"002445": "中南文化", +"科强股份": "873665", +"873665": "科强股份", +"中坚科技": "002779", +"002779": "中坚科技", +"华策影视": "300133", +"300133": "华策影视", +"戎美股份": "301088", +"301088": "戎美股份", +"卫信康": "603676", +"603676": "卫信康", +"中南股份": "000717", +"000717": "中南股份", +"*ST西发": "000752", +"000752": "*ST西发", +"苏垦农发": "601952", +"601952": "苏垦农发", +"嘉益股份": "301004", +"301004": "嘉益股份", +"长青科技": "001324", +"001324": "长青科技", +"上海机场": "600009", +"600009": "上海机场", +"五洲交通": "600368", +"600368": "五洲交通", +"万和电气": "002543", +"002543": "万和电气", +"皖仪科技": "688600", +"688600": "皖仪科技", +"东方电缆": "603606", +"603606": "东方电缆", +"智光电气": "002169", +"002169": "智光电气", +"长江通信": "600345", +"600345": "长江通信", +"合力泰": "002217", +"002217": "合力泰", +"扬帆新材": "300637", +"300637": "扬帆新材", +"朗姿股份": "002612", +"002612": "朗姿股份", +"聚龙退": "300202", +"300202": "聚龙退", +"劲旅环境": "001230", +"001230": "劲旅环境", +"阿石创": "300706", +"300706": "阿石创", +"保隆科技": "603197", +"603197": "保隆科技", +"德宏股份": "603701", +"603701": "德宏股份", +"华熙生物": "688363", +"688363": "华熙生物", +"欣天科技": "300615", +"300615": "欣天科技", +"欧普康视": "300595", +"300595": "欧普康视", +"大族数控": "301200", +"301200": "大族数控", +"飞荣达": "300602", +"300602": "飞荣达", +"ST深天": "000023", +"000023": "ST深天", +"派瑞股份": "300831", +"300831": "派瑞股份", +"苏农银行": "603323", +"603323": "苏农银行", +"石化油服": "600871", +"600871": "石化油服", +"雪峰科技": "603227", +"603227": "雪峰科技", +"中富电路": "300814", +"300814": "中富电路", +"鸥玛软件": "301185", +"301185": "鸥玛软件", +"传智教育": "003032", +"003032": "传智教育", +"大千生态": "603955", +"603955": "大千生态", +"爱尔眼科": "300015", +"300015": "爱尔眼科", +"诺诚健华-U": "688428", +"688428": "诺诚健华-U", +"友讯达": "300514", +"300514": "友讯达", +"哈投股份": "600864", +"600864": "哈投股份", +"*ST艾格": "002619", +"002619": "*ST艾格", +"茶花股份": "603615", +"603615": "茶花股份", +"万胜智能": "300882", +"300882": "万胜智能", +"信息发展": "300469", +"300469": "信息发展", +"美年健康": "002044", +"002044": "美年健康", +"金逸影视": "002905", +"002905": "金逸影视", +"高新发展": "000628", +"000628": "高新发展", +"大立科技": "002214", +"002214": "大立科技", +"经纬恒润-W": "688326", +"688326": "经纬恒润-W", +"海澜之家": "600398", +"600398": "海澜之家", +"华尔泰": "001217", +"001217": "华尔泰", +"纽威股份": "603699", +"603699": "纽威股份", +"旷达科技": "002516", +"002516": "旷达科技", +"浙商证券": "601878", +"601878": "浙商证券", +"建发合诚": "603909", +"603909": "建发合诚", +"迅游科技": "300467", +"300467": "迅游科技", +"明阳科技": "837663", +"837663": "明阳科技", +"联影医疗": "688271", +"688271": "联影医疗", +"大连重工": "002204", +"002204": "大连重工", +"甘李药业": "603087", +"603087": "甘李药业", +"福赛科技": "301529", +"301529": "福赛科技", +"安徽合力": "600761", +"600761": "安徽合力", +"君禾股份": "603617", +"603617": "君禾股份", +"晶赛科技": "871981", +"871981": "晶赛科技", +"超华科技": "002288", +"002288": "超华科技", +"黄山旅游": "600054", +"600054": "黄山旅游", +"德众汽车": "838030", +"838030": "德众汽车", +"博迅生物": "836504", +"836504": "博迅生物", +"华泰证券": "601688", +"601688": "华泰证券", +"快意电梯": "002774", +"002774": "快意电梯", +"两面针": "600249", +"600249": "两面针", +"文一科技": "600520", +"600520": "文一科技", +"*ST紫鑫": "002118", +"002118": "*ST紫鑫", +"山水比德": "300844", +"300844": "山水比德", +"苏": "002032", +"002032": "苏", +"东湖高新": "600133", +"600133": "东湖高新", +"首都在线": "300846", +"300846": "首都在线", +"飞利信": "300287", +"300287": "飞利信", +"建龙微纳": "688357", +"688357": "建龙微纳", +"国航远洋": "833171", +"833171": "国航远洋", +"波长光电": "301421", +"301421": "波长光电", +"ST东北高": "600003", +"600003": "ST东北高", +"海泰发展": "600082", +"600082": "海泰发展", +"中简科技": "300777", +"300777": "中简科技", +"三人行": "605168", +"605168": "三人行", +"众和退": "002070", +"002070": "众和退", +"迈得医疗": "688310", +"688310": "迈得医疗", +"沧州大化": "600230", +"600230": "沧州大化", +"江山股份": "600389", +"600389": "江山股份", +"金龙羽": "002882", +"002882": "金龙羽", +"金发科技": "600143", +"600143": "金发科技", +"雅本化学": "300261", +"300261": "雅本化学", +"英": "000635", +"000635": "英", +"光库科技": "300620", +"300620": "光库科技", +"荣科科技": "300290", +"300290": "荣科科技", +"恒丰纸业": "600356", +"600356": "恒丰纸业", +"智洋创新": "688191", +"688191": "智洋创新", +"安必平": "688393", +"688393": "安必平", +"锦江在线": "600650", +"600650": "锦江在线", +"东方中科": "002819", +"002819": "东方中科", +"好想你": "002582", +"002582": "好想你", +"开元教育": "300338", +"300338": "开元教育", +"国联水产": "300094", +"300094": "国联水产", +"合肥城建": "002208", +"002208": "合肥城建", +"东华科技": "002140", +"002140": "东华科技", +"天源迪科": "300047", +"300047": "天源迪科", +"君逸数码": "301172", +"301172": "君逸数码", +"东方锆业": "002167", +"002167": "东方锆业", +"华特达因": "000915", +"000915": "华特达因", +"紫金矿业": "601899", +"601899": "紫金矿业", +"晓程科技": "300139", +"300139": "晓程科技", +"航天机电": "600151", +"600151": "航天机电", +"湖南天雁": "600698", +"600698": "湖南天雁", +"百亚股份": "003006", +"003006": "百亚股份", +"中鼎股份": "000887", +"000887": "中鼎股份", +"雷尔伟": "301016", +"301016": "雷尔伟", +"中国国贸": "600007", +"600007": "中国国贸", +"海利尔": "603639", +"603639": "海利尔", +"鑫汇科": "831167", +"831167": "鑫汇科", +"盛美上海": "688082", +"688082": "盛美上海", +"新巨丰": "301296", +"301296": "新巨丰", +"康尼机电": "603111", +"603111": "康尼机电", +"惠泉啤酒": "600573", +"600573": "惠泉啤酒", +"红墙股份": "002809", +"002809": "红墙股份", +"文峰股份": "601010", +"601010": "文峰股份", +"腾景科技": "688195", +"688195": "腾景科技", +"新劲刚": "300629", +"300629": "新劲刚", +"东方集团": "600811", +"600811": "东方集团", +"上海艾录": "301062", +"301062": "上海艾录", +"领益智造": "002600", +"002600": "领益智造", +"易明医药": "002826", +"002826": "易明医药", +"陕建股份": "600248", +"600248": "陕建股份", +"秦川机床": "000837", +"000837": "秦川机床", +"深圳新星": "603978", +"603978": "深圳新星", +"众辰科技": "603275", +"603275": "众辰科技", +"银星能源": "000862", +"000862": "银星能源", +"大名城": "600094", +"600094": "大名城", +"金利华电": "300069", +"300069": "金利华电", +"开创电气": "301448", +"301448": "开创电气", +"外运发展": "600270", +"600270": "外运发展", +"格力电器": "000651", +"000651": "格力电器", +"万泰生物": "603392", +"603392": "万泰生物", +"西子洁能": "002534", +"002534": "西子洁能", +"五新隧装": "835174", +"835174": "五新隧装", +"奔朗新材": "836807", +"836807": "奔朗新材", +"中天精装": "002989", +"002989": "中天精装", +"徕木股份": "603633", +"603633": "徕木股份", +"赛特新材": "688398", +"688398": "赛特新材", +"满坤科技": "301132", +"301132": "满坤科技", +"邵阳液压": "301079", +"301079": "邵阳液压", +"禾信仪器": "688622", +"688622": "禾信仪器", +"冀凯股份": "002691", +"002691": "冀凯股份", +"葫芦娃": "605199", +"605199": "葫芦娃", +"侨银股份": "002973", +"002973": "侨银股份", +"中旗新材": "001212", +"001212": "中旗新材", +"纽威数控": "688697", +"688697": "纽威数控", +"良品铺子": "603719", +"603719": "良品铺子", +"首创证券": "601136", +"601136": "首创证券", +"鸿路钢构": "002541", +"002541": "鸿路钢构", +"东北制药": "000597", +"000597": "东北制药", +"航天晨光": "600501", +"600501": "航天晨光", +"道明光学": "002632", +"002632": "道明光学", +"中科云网": "002306", +"002306": "中科云网", +"*ST凯乐": "600260", +"600260": "*ST凯乐", +"济川药业": "600566", +"600566": "济川药业", +"华仁药业": "300110", +"300110": "华仁药业", +"信科移动-U": "688387", +"688387": "信科移动-U", +"佳发教育": "300559", +"300559": "佳发教育", +"准油股份": "002207", +"002207": "准油股份", +"若羽臣": "003010", +"003010": "若羽臣", +"兴业科技": "002674", +"002674": "兴业科技", +"东方环宇": "603706", +"603706": "东方环宇", +"雅博股份": "002323", +"002323": "雅博股份", +"盛和资源": "600392", +"600392": "盛和资源", +"东珠生态": "603359", +"603359": "东珠生态", +"奇安信-U": "688561", +"688561": "奇安信-U", +"农尚环境": "300536", +"300536": "农尚环境", +"易普力": "002096", +"002096": "易普力", +"宝莫股份": "002476", +"002476": "宝莫股份", +"森麒麟": "002984", +"002984": "森麒麟", +"昂利康": "002940", +"002940": "昂利康", +"中天火箭": "003009", +"003009": "中天火箭", +"海力风电": "301155", +"301155": "海力风电", +"泰格医药": "300347", +"300347": "泰格医药", +"亿利洁能": "600277", +"600277": "亿利洁能", +"迈克生物": "300463", +"300463": "迈克生物", +"渤海化学": "600800", +"600800": "渤海化学", +"顺丰控股": "002352", +"002352": "顺丰控股", +"麦捷科技": "300319", +"300319": "麦捷科技", +"设计总院": "603357", +"603357": "设计总院", +"退市银鸽": "600069", +"600069": "退市银鸽", +"保税科技": "600794", +"600794": "保税科技", +"国恩股份": "002768", +"002768": "国恩股份", +"中科金财": "002657", +"002657": "中科金财", +"棒杰股份": "002634", +"002634": "棒杰股份", +"金田股份": "601609", +"601609": "金田股份", +"富春股份": "300299", +"300299": "富春股份", +"兆龙互连": "300913", +"300913": "兆龙互连", +"迅捷兴": "688655", +"688655": "迅捷兴", +"和林微纳": "688661", +"688661": "和林微纳", +"浙江正特": "001238", +"001238": "浙江正特", +"迪哲医药-U": "688192", +"688192": "迪哲医药-U", +"中铁特货": "001213", +"001213": "中铁特货", +"华峰测控": "688200", +"688200": "华峰测控", +"三维化学": "002469", +"002469": "三维化学", +"国盾量子": "688027", +"688027": "国盾量子", +"梅轮电梯": "603321", +"603321": "梅轮电梯", +"绿田机械": "605259", +"605259": "绿田机械", +"退市金泰": "600385", +"600385": "退市金泰", +"楚江新材": "002171", +"002171": "楚江新材", +"金海通": "603061", +"603061": "金海通", +"耀皮玻璃": "600819", +"600819": "耀皮玻璃", +"精智达": "688627", +"688627": "精智达", +"瑞达期货": "002961", +"002961": "瑞达期货", +"双杰电气": "300444", +"300444": "双杰电气", +"运机集团": "001288", +"001288": "运机集团", +"好当家": "600467", +"600467": "好当家", +"北讯退": "002359", +"002359": "北讯退", +"读客文化": "301025", +"301025": "读客文化", +"协创数据": "300857", +"300857": "协创数据", +"宝利国际": "300135", +"300135": "宝利国际", +"鼎胜新材": "603876", +"603876": "鼎胜新材", +"澳华内镜": "688212", +"688212": "澳华内镜", +"中海达": "300177", +"300177": "中海达", +"湘油泵": "603319", +"603319": "湘油泵", +"老凤祥": "600612", +"600612": "老凤祥", +"中核钛白": "002145", +"002145": "中核钛白", +"新乳业": "002946", +"002946": "新乳业", +"至纯科技": "603690", +"603690": "至纯科技", +"重庆钢铁": "601005", +"601005": "重庆钢铁", +"上海电力": "600021", +"600021": "上海电力", +"珠江钢琴": "002678", +"002678": "珠江钢琴", +"华岭股份": "430139", +"430139": "华岭股份", +"中科微至": "688211", +"688211": "中科微至", +"中环海陆": "301040", +"301040": "中环海陆", +"康普化学": "834033", +"834033": "康普化学", +"退市西水": "600291", +"600291": "退市西水", +"铁大科技": "872541", +"872541": "铁大科技", +"爱博医疗": "688050", +"688050": "爱博医疗", +"朗源股份": "300175", +"300175": "朗源股份", +"大华股份": "002236", +"002236": "大华股份", +"中国稀土": "000831", +"000831": "中国稀土", +"莲花健康": "600186", +"600186": "莲花健康", +"毅昌科技": "002420", +"002420": "毅昌科技", +"嘉华股份": "603182", +"603182": "嘉华股份", +"双良节能": "600481", +"600481": "双良节能", +"宁波建工": "601789", +"601789": "宁波建工", +"东软集团": "600718", +"600718": "东软集团", +"狮头股份": "600539", +"600539": "狮头股份", +"通灵股份": "301168", +"301168": "通灵股份", +"长安汽车": "000625", +"000625": "长安汽车", +"青山纸业": "600103", +"600103": "青山纸业", +"东南网架": "002135", +"002135": "东南网架", +"万里马": "300591", +"300591": "万里马", +"富信科技": "688662", +"688662": "富信科技", +"ST交投": "002200", +"002200": "ST交投", +"浙江震元": "000705", +"000705": "浙江震元", +"百达精工": "603331", +"603331": "百达精工", +"福瑞达": "600223", +"600223": "福瑞达", +"海晨股份": "300873", +"300873": "海晨股份", +"上实发展": "600748", +"600748": "上实发展", +"捷荣技术": "002855", +"002855": "捷荣技术", +"华信退": "002018", +"002018": "华信退", +"争光股份": "301092", +"301092": "争光股份", +"太极实业": "600667", +"600667": "太极实业", +"百大集团": "600865", +"600865": "百大集团", +"哈三联": "002900", +"002900": "哈三联", +"*ST长方": "300301", +"300301": "*ST长方", +"平潭发展": "000592", +"000592": "平潭发展", +"恒林股份": "603661", +"603661": "恒林股份", +"京粮控股": "000505", +"000505": "京粮控股", +"模塑科技": "000700", +"000700": "模塑科技", +"新雷能": "300593", +"300593": "新雷能", +"中南传媒": "601098", +"601098": "中南传媒", +"迈拓股份": "301006", +"301006": "迈拓股份", +"方正证券": "601901", +"601901": "方正证券", +"云天励飞-U": "688343", +"688343": "云天励飞-U", +"圣莱退": "002473", +"002473": "圣莱退", +"华能国际": "600011", +"600011": "华能国际", +"京基智农": "000048", +"000048": "京基智农", +"保力新": "300116", +"300116": "保力新", +"共进股份": "603118", +"603118": "共进股份", +"崧盛股份": "301002", +"301002": "崧盛股份", +"汇隆新材": "301057", +"301057": "汇隆新材", +"迪普科技": "300768", +"300768": "迪普科技", +"航天电器": "002025", +"002025": "航天电器", +"新潮能源": "600777", +"600777": "新潮能源", +"柳化股份": "600423", +"600423": "柳化股份", +"西王食品": "000639", +"000639": "西王食品", +"广汇物流": "600603", +"600603": "广汇物流", +"华帝股份": "002035", +"002035": "华帝股份", +"中牧股份": "600195", +"600195": "中牧股份", +"御银股份": "002177", +"002177": "御银股份", +"富春环保": "002479", +"002479": "富春环保", +"ST中嘉": "000889", +"000889": "ST中嘉", +"中际联合": "605305", +"605305": "中际联合", +"海欣食品": "002702", +"002702": "海欣食品", +"东方通": "300379", +"300379": "东方通", +"纳芯微": "688052", +"688052": "纳芯微", +"申通地铁": "600834", +"600834": "申通地铁", +"天源环保": "301127", +"301127": "天源环保", +"南极电商": "002127", +"002127": "南极电商", +"盐津铺子": "002847", +"002847": "盐津铺子", +"中铁工业": "600528", +"600528": "中铁工业", +"拓新药业": "301089", +"301089": "拓新药业", +"光韵达": "300227", +"300227": "光韵达", +"宸展光电": "003019", +"003019": "宸展光电", +"德赛电池": "000049", +"000049": "德赛电池", +"华强科技": "688151", +"688151": "华强科技", +"重庆燃气": "600917", +"600917": "重庆燃气", +"仙鹤股份": "603733", +"603733": "仙鹤股份", +"富春染织": "605189", +"605189": "富春染织", +"鲁阳节能": "002088", +"002088": "鲁阳节能", +"洁雅股份": "301108", +"301108": "洁雅股份", +"欧浦退": "002711", +"002711": "欧浦退", +"乐普医疗": "300003", +"300003": "乐普医疗", +"江苏索普": "600746", +"600746": "江苏索普", +"海能达": "002583", +"002583": "海能达", +"辉煌科技": "002296", +"002296": "辉煌科技", +"*ST宋都": "600077", +"600077": "*ST宋都", +"*ST二重": "601268", +"601268": "*ST二重", +"华泰股份": "600308", +"600308": "华泰股份", +"ST天圣": "002872", +"002872": "ST天圣", +"*ST炼石": "000697", +"000697": "*ST炼石", +"N中集环": "301559", +"301559": "N中集环", +"天汽模": "002510", +"002510": "天汽模", +"久之洋": "300516", +"300516": "久之洋", +"海默科技": "300084", +"300084": "海默科技", +"大理药业": "603963", +"603963": "大理药业", +"恒而达": "300946", +"300946": "恒而达", +"拓荆科技": "688072", +"688072": "拓荆科技", +"维尔利": "300190", +"300190": "维尔利", +"上海九百": "600838", +"600838": "上海九百", +"ST信通": "600289", +"600289": "ST信通", +"常铝股份": "002160", +"002160": "常铝股份", +"许继电气": "000400", +"000400": "许继电气", +"上海医药": "601607", +"601607": "上海医药", +"赛维时代": "301381", +"301381": "赛维时代", +"华孚时尚": "002042", +"002042": "华孚时尚", +"华盛昌": "002980", +"002980": "华盛昌", +"安记食品": "603696", +"603696": "安记食品", +"复旦微电": "688385", +"688385": "复旦微电", +"康为世纪": "688426", +"688426": "康为世纪", +"海优新材": "688680", +"688680": "海优新材", +"正海磁材": "300224", +"300224": "正海磁材", +"ST升达": "002259", +"002259": "ST升达", +"盈方微": "000670", +"000670": "盈方微", +"永贵电器": "300351", +"300351": "永贵电器", +"双环科技": "000707", +"000707": "双环科技", +"华兴源创": "688001", +"688001": "华兴源创", +"泰豪科技": "600590", +"600590": "泰豪科技", +"风华高科": "000636", +"000636": "风华高科", +"新研股份": "300159", +"300159": "新研股份", +"双鹭药业": "002038", +"002038": "双鹭药业", +"卫光生物": "002880", +"002880": "卫光生物", +"重庆水务": "601158", +"601158": "重庆水务", +"京东方Ａ": "000725", +"000725": "京东方Ａ", +"圣阳股份": "002580", +"002580": "圣阳股份", +"力帆科技": "601777", +"601777": "力帆科技", +"壹石通": "688733", +"688733": "壹石通", +"罗曼股份": "605289", +"605289": "罗曼股份", +"和晶科技": "300279", +"300279": "和晶科技", +"惠丰钻石": "839725", +"839725": "惠丰钻石", +"京沪高铁": "601816", +"601816": "京沪高铁", +"三夫户外": "002780", +"002780": "三夫户外", +"创耀科技": "688259", +"688259": "创耀科技", +"四川成渝": "601107", +"601107": "四川成渝", +"华金资本": "000532", +"000532": "华金资本", +"实丰文化": "002862", +"002862": "实丰文化", +"聚灿光电": "300708", +"300708": "聚灿光电", +"罗普斯金": "002333", +"002333": "罗普斯金", +"诚益通": "300430", +"300430": "诚益通", +"中迪投资": "000609", +"000609": "中迪投资", +"润普食品": "836422", +"836422": "润普食品", +"海融科技": "300915", +"300915": "海融科技", +"宝钢股份": "600019", +"600019": "宝钢股份", +"云煤能源": "600792", +"600792": "云煤能源", +"中荣股份": "301223", +"301223": "中荣股份", +"南网储能": "600995", +"600995": "南网储能", +"联发股份": "002394", +"002394": "联发股份", +"沪江材料": "870204", +"870204": "沪江材料", +"豪美新材": "002988", +"002988": "豪美新材", +"中粮科技": "000930", +"000930": "中粮科技", +"肇民科技": "301000", +"301000": "肇民科技", +"美思德": "603041", +"603041": "美思德", +"恒立液压": "601100", +"601100": "恒立液压", +"铂力特": "688333", +"688333": "铂力特", +"健盛集团": "603558", +"603558": "健盛集团", +"粤高速Ａ": "000429", +"000429": "粤高速Ａ", +"中国人保": "601319", +"601319": "中国人保", +"兰生股份": "600826", +"600826": "兰生股份", +"安杰思": "688581", +"688581": "安杰思", +"诺力股份": "603611", +"603611": "诺力股份", +"九丰能源": "605090", +"605090": "九丰能源", +"中国平安": "601318", +"601318": "中国平安", +"中国移动": "600941", +"600941": "中国移动", +"美的电器": "000527", +"000527": "美的电器", +"招商公路": "001965", +"001965": "招商公路", +"透景生命": "300642", +"300642": "透景生命", +"天益医疗": "301097", +"301097": "天益医疗", +"南大光电": "300346", +"300346": "南大光电", +"美亚光电": "002690", +"002690": "美亚光电", +"丰原药业": "000153", +"000153": "丰原药业", +"博士眼镜": "300622", +"300622": "博士眼镜", +"汤臣倍健": "300146", +"300146": "汤臣倍健", +"胜利精密": "002426", +"002426": "胜利精密", +"梦网科技": "002123", +"002123": "梦网科技", +"品茗科技": "688109", +"688109": "品茗科技", +"东风股份": "601515", +"601515": "东风股份", +"晨光新材": "605399", +"605399": "晨光新材", +"特发信息": "000070", +"000070": "特发信息", +"中国高科": "600730", +"600730": "中国高科", +"上海建工": "600170", +"600170": "上海建工", +"广日股份": "600894", +"600894": "广日股份", +"泰凌微": "688591", +"688591": "泰凌微", +"中裕科技": "871694", +"871694": "中裕科技", +"江特电机": "002176", +"002176": "江特电机", +"广汇能源": "600256", +"600256": "广汇能源", +"万邦德": "002082", +"002082": "万邦德", +"九典制药": "300705", +"300705": "九典制药", +"智慧农业": "000816", +"000816": "智慧农业", +"三峡能源": "600905", +"600905": "三峡能源", +"建设工业": "002265", +"002265": "建设工业", +"新炬网络": "605398", +"605398": "新炬网络", +"卡倍亿": "300863", +"300863": "卡倍亿", +"中国卫通": "601698", +"601698": "中国卫通", +"香溢融通": "600830", +"600830": "香溢融通", +"科捷智能": "688455", +"688455": "科捷智能", +"*ST目药": "600671", +"600671": "*ST目药", +"天振股份": "301356", +"301356": "天振股份", +"君亭酒店": "301073", +"301073": "君亭酒店", +"同方股份": "600100", +"600100": "同方股份", +"涪陵榨菜": "002507", +"002507": "涪陵榨菜", +"永新股份": "002014", +"002014": "永新股份", +"中一科技": "301150", +"301150": "中一科技", +"中公高科": "603860", +"603860": "中公高科", +"派林生物": "000403", +"000403": "派林生物", +"吉宏股份": "002803", +"002803": "吉宏股份", +"百润股份": "002568", +"002568": "百润股份", +"步": "002251", +"002251": "步", +"世茂能源": "605028", +"605028": "世茂能源", +"联合水务": "603291", +"603291": "联合水务", +"明德生物": "002932", +"002932": "明德生物", +"佳都科技": "600728", +"600728": "佳都科技", +"联科科技": "001207", +"001207": "联科科技", +"设研院": "300732", +"300732": "设研院", +"富邦股份": "300387", +"300387": "富邦股份", +"德联集团": "002666", +"002666": "德联集团", +"盛达资源": "000603", +"000603": "盛达资源", +"万向钱潮": "000559", +"000559": "万向钱潮", +"煜邦电力": "688597", +"688597": "煜邦电力", +"东软载波": "300183", +"300183": "东软载波", +"科华数据": "002335", +"002335": "科华数据", +"科力远": "600478", +"600478": "科力远", +"亚通股份": "600692", +"600692": "亚通股份", +"泓禧科技": "871857", +"871857": "泓禧科技", +"南方航空": "600029", +"600029": "南方航空", +"盘古智能": "301456", +"301456": "盘古智能", +"长江材料": "001296", +"001296": "长江材料", +"千方科技": "002373", +"002373": "千方科技", +"*ST园城": "600766", +"600766": "*ST园城", +"杭州园林": "300649", +"300649": "杭州园林", +"珠城科技": "301280", +"301280": "珠城科技", +"海正药业": "600267", +"600267": "海正药业", +"普天科技": "002544", +"002544": "普天科技", +"环球印务": "002799", +"002799": "环球印务", +"天禾股份": "002999", +"002999": "天禾股份", +"恒进感应": "838670", +"838670": "恒进感应", +"可川科技": "603052", +"603052": "可川科技", +"晟楠科技": "837006", +"837006": "晟楠科技", +"天原股份": "002386", +"002386": "天原股份", +"力王股份": "831627", +"831627": "力王股份", +"上海凯鑫": "300899", +"300899": "上海凯鑫", +"泰和科技": "300801", +"300801": "泰和科技", +"东方时尚": "603377", +"603377": "东方时尚", +"长久物流": "603569", +"603569": "长久物流", +"茂业商业": "600828", +"600828": "茂业商业", +"*ST中天": "000540", +"000540": "*ST中天", +"烯碳退": "000511", +"000511": "烯碳退", +"康强电子": "002119", +"002119": "康强电子", +"致远新能": "300985", +"300985": "致远新能", +"智信精密": "301512", +"301512": "智信精密", +"长春一东": "600148", +"600148": "长春一东", +"海螺新材": "000619", +"000619": "海螺新材", +"诺思格": "301333", +"301333": "诺思格", +"华海清科": "688120", +"688120": "华海清科", +"东方雨虹": "002271", +"002271": "东方雨虹", +"英飞特": "300582", +"300582": "英飞特", +"晶合集成": "688249", +"688249": "晶合集成", +"宇邦新材": "301266", +"301266": "宇邦新材", +"柯力传感": "603662", +"603662": "柯力传感", +"碧兴物联": "688671", +"688671": "碧兴物联", +"隆达股份": "688231", +"688231": "隆达股份", +"英搏尔": "300681", +"300681": "英搏尔", +"赛福天": "603028", +"603028": "赛福天", +"申万宏源": "000166", +"000166": "申万宏源", +"卡莱特": "301391", +"301391": "卡莱特", +"赣粤高速": "600269", +"600269": "赣粤高速", +"深振业Ａ": "000006", +"000006": "深振业Ａ", +"华测检测": "300012", +"300012": "华测检测", +"长盈精密": "300115", +"300115": "长盈精密", +"茂莱光学": "688502", +"688502": "茂莱光学", +"中粮资本": "002423", +"002423": "中粮资本", +"退市拉夏": "603157", +"603157": "退市拉夏", +"灿勤科技": "688182", +"688182": "灿勤科技", +"国泰环保": "301203", +"301203": "国泰环保", +"中远海发": "601866", +"601866": "中远海发", +"蓝盾退": "300297", +"300297": "蓝盾退", +"大有能源": "600403", +"600403": "大有能源", +"华锡有色": "600301", +"600301": "华锡有色", +"九菱科技": "873305", +"873305": "九菱科技", +"金埔园林": "301098", +"301098": "金埔园林", +"常熟汽饰": "603035", +"603035": "常熟汽饰", +"科林退": "002499", +"002499": "科林退", +"兰州银行": "001227", +"001227": "兰州银行", +"恒邦股份": "002237", +"002237": "恒邦股份", +"徐家汇": "002561", +"002561": "徐家汇", +"蓝英装备": "300293", +"300293": "蓝英装备", +"新里程": "002219", +"002219": "新里程", +"日出东方": "603366", +"603366": "日出东方", +"钒钛股份": "000629", +"000629": "钒钛股份", +"秀强股份": "300160", +"300160": "秀强股份", +"富临运业": "002357", +"002357": "富临运业", +"雪龙集团": "603949", +"603949": "雪龙集团", +"药康生物": "688046", +"688046": "药康生物", +"信邦制药": "002390", +"002390": "信邦制药", +"大华农": "300186", +"300186": "大华农", +"上海钢联": "300226", +"300226": "上海钢联", +"长高电新": "002452", +"002452": "长高电新", +"福日电子": "600203", +"600203": "福日电子", +"威胜信息": "688100", +"688100": "威胜信息", +"海伦哲": "300201", +"300201": "海伦哲", +"宝钛股份": "600456", +"600456": "宝钛股份", +"华丰科技": "688629", +"688629": "华丰科技", +"泸州老窖": "000568", +"000568": "泸州老窖", +"中汽股份": "301215", +"301215": "中汽股份", +"华虹公司": "688347", +"688347": "华虹公司", +"安科瑞": "300286", +"300286": "安科瑞", +"邦基科技": "603151", +"603151": "邦基科技", +"新世界": "600628", +"600628": "新世界", +"伟测科技": "688372", +"688372": "伟测科技", +"西上海": "605151", +"605151": "西上海", +"哈焊华通": "301137", +"301137": "哈焊华通", +"寒锐钴业": "300618", +"300618": "寒锐钴业", +"龙磁科技": "300835", +"300835": "龙磁科技", +"北部湾港": "000582", +"000582": "北部湾港", +"宋城演艺": "300144", +"300144": "宋城演艺", +"苏州科达": "603660", +"603660": "苏州科达", +"钱江水利": "600283", +"600283": "钱江水利", +"永福股份": "300712", +"300712": "永福股份", +"赛意信息": "300687", +"300687": "赛意信息", +"中密控股": "300470", +"300470": "中密控股", +"金龙鱼": "300999", +"300999": "金龙鱼", +"新朋股份": "002328", +"002328": "新朋股份", +"英科再生": "688087", +"688087": "英科再生", +"亿利达": "002686", +"002686": "亿利达", +"坤泰股份": "001260", +"001260": "坤泰股份", +"同有科技": "300302", +"300302": "同有科技", +"正源股份": "600321", +"600321": "正源股份", +"迎驾贡酒": "603198", +"603198": "迎驾贡酒", +"慧为智能": "832876", +"832876": "慧为智能", +"同仁堂": "600085", +"600085": "同仁堂", +"湖南发展": "000722", +"000722": "湖南发展", +"百傲化学": "603360", +"603360": "百傲化学", +"仙乐健康": "300791", +"300791": "仙乐健康", +"分众传媒": "002027", +"002027": "分众传媒", +"中衡设计": "603017", +"603017": "中衡设计", +"剑桥科技": "603083", +"603083": "剑桥科技", +"顾地科技": "002694", +"002694": "顾地科技", +"迪贝电气": "603320", +"603320": "迪贝电气", +"今世缘": "603369", +"603369": "今世缘", +"中国重工": "601989", +"601989": "中国重工", +"温氏股份": "300498", +"300498": "温氏股份", +"红星发展": "600367", +"600367": "红星发展", +"深华发Ａ": "000020", +"000020": "深华发Ａ", +"百花医药": "600721", +"600721": "百花医药", +"丰乐种业": "000713", +"000713": "丰乐种业", +"大业股份": "603278", +"603278": "大业股份", +"盐湖集团": "000578", +"000578": "盐湖集团", +"中芯国际": "688981", +"688981": "中芯国际", +"优利德": "688628", +"688628": "优利德", +"百普赛斯": "301080", +"301080": "百普赛斯", +"广电计量": "002967", +"002967": "广电计量", +"荣旗科技": "301360", +"301360": "荣旗科技", +"平治信息": "300571", +"300571": "平治信息", +"凤形股份": "002760", +"002760": "凤形股份", +"首钢股份": "000959", +"000959": "首钢股份", +"川大智胜": "002253", +"002253": "川大智胜", +"国缆检测": "301289", +"301289": "国缆检测", +"东电退": "000585", +"000585": "东电退", +"新亚制程": "002388", +"002388": "新亚制程", +"圣达生物": "603079", +"603079": "圣达生物", +"渤海租赁": "000415", +"000415": "渤海租赁", +"瑞联新材": "688550", +"688550": "瑞联新材", +"金亚退": "300028", +"300028": "金亚退", +"中新赛克": "002912", +"002912": "中新赛克", +"长青股份": "002391", +"002391": "长青股份", +"金城医药": "300233", +"300233": "金城医药", +"长源电力": "000966", +"000966": "长源电力", +"古井贡酒": "000596", +"000596": "古井贡酒", +"青松股份": "300132", +"300132": "青松股份", +"京投发展": "600683", +"600683": "京投发展", +"交建股份": "603815", +"603815": "交建股份", +"铭普光磁": "002902", +"002902": "铭普光磁", +"长城电工": "600192", +"600192": "长城电工", +"兆讯传媒": "301102", +"301102": "兆讯传媒", +"中科信息": "300678", +"300678": "中科信息", +"中国天楹": "000035", +"000035": "中国天楹", +"山东药玻": "600529", +"600529": "山东药玻", +"依顿电子": "603328", +"603328": "依顿电子", +"中红医疗": "300981", +"300981": "中红医疗", +"天永智能": "603895", +"603895": "天永智能", +"中国医药": "600056", +"600056": "中国医药", +"招标股份": "301136", +"301136": "招标股份", +"赛诺医疗": "688108", +"688108": "赛诺医疗", +"ST景谷": "600265", +"600265": "ST景谷", +"海天味业": "603288", +"603288": "海天味业", +"河钢股份": "000709", +"000709": "河钢股份", +"雷特科技": "832110", +"832110": "雷特科技", +"伯特利": "603596", +"603596": "伯特利", +"ST金圆": "000546", +"000546": "ST金圆", +"香飘飘": "603711", +"603711": "香飘飘", +"赫美集团": "002356", +"002356": "赫美集团", +"金新农": "002548", +"002548": "金新农", +"普源精电": "688337", +"688337": "普源精电", +"马应龙": "600993", +"600993": "马应龙", +"*ST西域": "300859", +"300859": "*ST西域", +"博雅生物": "300294", +"300294": "博雅生物", +"智立方": "301312", +"301312": "智立方", +"华依科技": "688071", +"688071": "华依科技", +"陕西金叶": "000812", +"000812": "陕西金叶", +"儒竞科技": "301525", +"301525": "儒竞科技", +"齐峰新材": "002521", +"002521": "齐峰新材", +"新产业": "300832", +"300832": "新产业", +"皖天然气": "603689", +"603689": "皖天然气", +"百诚医药": "301096", +"301096": "百诚医药", +"庄园牧场": "002910", +"002910": "庄园牧场", +"路畅科技": "002813", +"002813": "路畅科技", +"浙农股份": "002758", +"002758": "浙农股份", +"思创医惠": "300078", +"300078": "思创医惠", +"中成股份": "000151", +"000151": "中成股份", +"索通发展": "603612", +"603612": "索通发展", +"兔": "002043", +"002043": "兔", +"老百姓": "603883", +"603883": "老百姓", +"金禄电子": "301282", +"301282": "金禄电子", +"日照港": "600017", +"600017": "日照港", +"德奥退": "002260", +"002260": "德奥退", +"龙高股份": "605086", +"605086": "龙高股份", +"高争民爆": "002827", +"002827": "高争民爆", +"中锐股份": "002374", +"002374": "中锐股份", +"退市工新": "600701", +"600701": "退市工新", +"亿嘉和": "603666", +"603666": "亿嘉和", +"海汽集团": "603069", +"603069": "海汽集团", +"中国通号": "688009", +"688009": "中国通号", +"康泰医学": "300869", +"300869": "康泰医学", +"朗科智能": "300543", +"300543": "朗科智能", +"全": "002186", +"002186": "全", +"沃华医药": "002107", +"002107": "沃华医药", +"*ST成城": "600247", +"600247": "*ST成城", +"上海机电": "600835", +"600835": "上海机电", +"文化退": "300089", +"300089": "文化退", +"兴民智通": "002355", +"002355": "兴民智通", +"三维通信": "002115", +"002115": "三维通信", +"润贝航科": "001316", +"001316": "润贝航科", +"学大教育": "000526", +"000526": "学大教育", +"龙韵股份": "603729", +"603729": "龙韵股份", +"永安林业": "000663", +"000663": "永安林业", +"回天新材": "300041", +"300041": "回天新材", +"丰山集团": "603810", +"603810": "丰山集团", +"药石科技": "300725", +"300725": "药石科技", +"嘉诚国际": "603535", +"603535": "嘉诚国际", +"同济科技": "600846", +"600846": "同济科技", +"日丰股份": "002953", +"002953": "日丰股份", +"佛燃能源": "002911", +"002911": "佛燃能源", +"华宇软件": "300271", +"300271": "华宇软件", +"天宝退": "002220", +"002220": "天宝退", +"科力尔": "002892", +"002892": "科力尔", +"德冠新材": "001378", +"001378": "德冠新材", +"川润股份": "002272", +"002272": "川润股份", +"科大讯飞": "002230", +"002230": "科大讯飞", +"敏芯股份": "688286", +"688286": "敏芯股份", +"昆药集团": "600422", +"600422": "昆药集团", +"腾邦退": "300178", +"300178": "腾邦退", +"山西路桥": "000755", +"000755": "山西路桥", +"暴风退": "300431", +"300431": "暴风退", +"广钢气体": "688548", +"688548": "广钢气体", +"路维光电": "688401", +"688401": "路维光电", +"君正集团": "601216", +"601216": "君正集团", +"弘讯科技": "603015", +"603015": "弘讯科技", +"春秋电子": "603890", +"603890": "春秋电子", +"上海新阳": "300236", +"300236": "上海新阳", +"退市秋林": "600891", +"600891": "退市秋林", +"中基健康": "000972", +"000972": "中基健康", +"道氏技术": "300409", +"300409": "道氏技术", +"农": "000061", +"000061": "农", +"时空科技": "605178", +"605178": "时空科技", +"江西铜业": "600362", +"600362": "江西铜业", +"大宏立": "300865", +"300865": "大宏立", +"常润股份": "603201", +"603201": "常润股份", +"好利科技": "002729", +"002729": "好利科技", +"招商地产": "000024", +"000024": "招商地产", +"市北高新": "600604", +"600604": "市北高新", +"东方生物": "688298", +"688298": "东方生物", +"*ST哈慈": "600752", +"600752": "*ST哈慈", +"苏州固锝": "002079", +"002079": "苏州固锝", +"珠海中富": "000659", +"000659": "珠海中富", +"安达科技": "830809", +"830809": "安达科技", +"湘潭电化": "002125", +"002125": "湘潭电化", +"世嘉科技": "002796", +"002796": "世嘉科技", +"联赢激光": "688518", +"688518": "联赢激光", +"晶丰明源": "688368", +"688368": "晶丰明源", +"隆基绿能": "601012", +"601012": "隆基绿能", +"英联股份": "002846", +"002846": "英联股份", +"安联锐视": "301042", +"301042": "安联锐视", +"德源药业": "832735", +"832735": "德源药业", +"鑫宏业": "301310", +"301310": "鑫宏业", +"优机股份": "833943", +"833943": "优机股份", +"金奥博": "002917", +"002917": "金奥博", +"北辰实业": "601588", +"601588": "北辰实业", +"之江生物": "688317", +"688317": "之江生物", +"南都电源": "300068", +"300068": "南都电源", +"科隆股份": "300405", +"300405": "科隆股份", +"铜冠铜箔": "301217", +"301217": "铜冠铜箔", +"中航西飞": "000768", +"000768": "中航西飞", +"海通证券": "600837", +"600837": "海通证券", +"合众思壮": "002383", +"002383": "合众思壮", +"光大银行": "601818", +"601818": "光大银行", +"科顺股份": "300737", +"300737": "科顺股份", +"华东医药": "000963", +"000963": "华东医药", +"易成新能": "300080", +"300080": "易成新能", +"楚天龙": "003040", +"003040": "楚天龙", +"天邑股份": "300504", +"300504": "天邑股份", +"泉峰汽车": "603982", +"603982": "泉峰汽车", +"明阳电路": "300739", +"300739": "明阳电路", +"奥特维": "688516", +"688516": "奥特维", +"欢瑞世纪": "000892", +"000892": "欢瑞世纪", +"玉马遮阳": "300993", +"300993": "玉马遮阳", +"GQY视讯": "300076", +"300076": "GQY视讯", +"长江电力": "600900", +"600900": "长江电力", +"全志科技": "300458", +"300458": "全志科技", +"数知退": "300038", +"300038": "数知退", +"隆盛科技": "300680", +"300680": "隆盛科技", +"上海亚虹": "603159", +"603159": "上海亚虹", +"兆日科技": "300333", +"300333": "兆日科技", +"贵广网络": "600996", +"600996": "贵广网络", +"洋河股份": "002304", +"002304": "洋河股份", +"四通股份": "603838", +"603838": "四通股份", +"巨人网络": "002558", +"002558": "巨人网络", +"风语筑": "603466", +"603466": "风语筑", +"东方日升": "300118", +"300118": "东方日升", +"宝光股份": "600379", +"600379": "宝光股份", +"光格科技": "688450", +"688450": "光格科技", +"浙江自然": "605080", +"605080": "浙江自然", +"亿帆医药": "002019", +"002019": "亿帆医药", +"建科股份": "301115", +"301115": "建科股份", +"上海建科": "603153", +"603153": "上海建科", +"华泽退": "000693", +"000693": "华泽退", +"珈伟新能": "300317", +"300317": "珈伟新能", +"中联重科": "000157", +"000157": "中联重科", +"航新科技": "300424", +"300424": "航新科技", +"国金证券": "600109", +"600109": "国金证券", +"万安科技": "002590", +"002590": "万安科技", +"川能动力": "000155", +"000155": "川能动力", +"远东股份": "600869", +"600869": "远东股份", +"誉辰智能": "688638", +"688638": "誉辰智能", +"华北制药": "600812", +"600812": "华北制药", +"春晖智控": "300943", +"300943": "春晖智控", +"科新发展": "600234", +"600234": "科新发展", +"亚通精工": "603190", +"603190": "亚通精工", +"金鸿顺": "603922", +"603922": "金鸿顺", +"骏成科技": "301106", +"301106": "骏成科技", +"华茂股份": "000850", +"000850": "华茂股份", +"中再资环": "600217", +"600217": "中再资环", +"华森制药": "002907", +"002907": "华森制药", +"海容冷链": "603187", +"603187": "海容冷链", +"海": "002206", +"002206": "海", +"华钰矿业": "601020", +"601020": "华钰矿业", +"超声电子": "000823", +"000823": "超声电子", +"康比特": "833429", +"833429": "康比特", +"华昌化工": "002274", +"002274": "华昌化工", +"步长制药": "603858", +"603858": "步长制药", +"健麾信息": "605186", +"605186": "健麾信息", +"合富中国": "603122", +"603122": "合富中国", +"快可电子": "301278", +"301278": "快可电子", +"捷安高科": "300845", +"300845": "捷安高科", +"江南化工": "002226", +"002226": "江南化工", +"飞力达": "300240", +"300240": "飞力达", +"ST宏业": "000689", +"000689": "ST宏业", +"宝丰能源": "600989", +"600989": "宝丰能源", +"中矿资源": "002738", +"002738": "中矿资源", +"六国化工": "600470", +"600470": "六国化工", +"桂冠电力": "600236", +"600236": "桂冠电力", +"安凯客车": "000868", +"000868": "安凯客车", +"睿智医药": "300149", +"300149": "睿智医药", +"联泓新科": "003022", +"003022": "联泓新科", +"楚环科技": "001336", +"001336": "楚环科技", +"广州港": "601228", +"601228": "广州港", +"广东鸿图": "002101", +"002101": "广东鸿图", +"德恩精工": "300780", +"300780": "德恩精工", +"宏源证券": "000562", +"000562": "宏源证券", +"申达股份": "600626", +"600626": "申达股份", +"杭齿前进": "601177", +"601177": "杭齿前进", +"ST交昂": "600530", +"600530": "ST交昂", +"蓝特光学": "688127", +"688127": "蓝特光学", +"丽臣实业": "001218", +"001218": "丽臣实业", +"ST大集": "000564", +"000564": "ST大集", +"锦富技术": "300128", +"300128": "锦富技术", +"招商南油": "601975", +"601975": "招商南油", +"崇达技术": "002815", +"002815": "崇达技术", +"ST平能": "000780", +"000780": "ST平能", +"生物谷": "833266", +"833266": "生物谷", +"*ST猴王": "000535", +"000535": "*ST猴王", +"路德环境": "688156", +"688156": "路德环境", +"朗新科技": "300682", +"300682": "朗新科技", +"创识科技": "300941", +"300941": "创识科技", +"利柏特": "605167", +"605167": "利柏特", +"中天科技": "600522", +"600522": "中天科技", +"东芯股份": "688110", +"688110": "东芯股份", +"豪悦护理": "605009", +"605009": "豪悦护理", +"跃岭股份": "002725", +"002725": "跃岭股份", +"昊华科技": "600378", +"600378": "昊华科技", +"隆平高科": "000998", +"000998": "隆平高科", +"嘉化能源": "600273", +"600273": "嘉化能源", +"神力股份": "603819", +"603819": "神力股份", +"金鹰重工": "301048", +"301048": "金鹰重工", +"兴业股份": "603928", +"603928": "兴业股份", +"一诺威": "834261", +"834261": "一诺威", +"藏格矿业": "000408", +"000408": "藏格矿业", +"华谊集团": "600623", +"600623": "华谊集团", +"晨化股份": "300610", +"300610": "晨化股份", +"科华控股": "603161", +"603161": "科华控股", +"风范股份": "601700", +"601700": "风范股份", +"银宝山新": "002786", +"002786": "银宝山新", +"海德股份": "000567", +"000567": "海德股份", +"健民集团": "600976", +"600976": "健民集团", +"铁岭新城": "000809", +"000809": "铁岭新城", +"宁波精达": "603088", +"603088": "宁波精达", +"中国武夷": "000797", +"000797": "中国武夷", +"蓝科高新": "601798", +"601798": "蓝科高新", +"圣农发展": "002299", +"002299": "圣农发展", +"顺博合金": "002996", +"002996": "顺博合金", +"加加食品": "002650", +"002650": "加加食品", +"朗鸿科技": "836395", +"836395": "朗鸿科技", +"海鸥股份": "603269", +"603269": "海鸥股份", +"兆驰股份": "002429", +"002429": "兆驰股份", +"北方华创": "002371", +"002371": "北方华创", +"力鼎光电": "605118", 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+"恒烁股份": "688416", +"688416": "恒烁股份", +"天合光能": "688599", +"688599": "天合光能", +"北京利尔": "002392", +"002392": "北京利尔", +"友好集团": "600778", +"600778": "友好集团", +"长荣股份": "300195", +"300195": "长荣股份", +"金冠股份": "300510", +"300510": "金冠股份", +"易瑞生物": "300942", +"300942": "易瑞生物", +"奥飞数据": "300738", +"300738": "奥飞数据", +"赣锋锂业": "002460", +"002460": "赣锋锂业", +"康缘药业": "600557", +"600557": "康缘药业", +"祥龙电业": "600769", +"600769": "祥龙电业", +"退市新亿": "600145", +"600145": "退市新亿", +"闽发铝业": "002578", +"002578": "闽发铝业", +"聚光科技": "300203", +"300203": "聚光科技", +"*ST红相": "300427", +"300427": "*ST红相", +"光电股份": "600184", +"600184": "光电股份", +"雄韬股份": "002733", +"002733": "雄韬股份", +"唐德影视": "300426", +"300426": "唐德影视", +"杭可科技": "688006", +"688006": "杭可科技", +"渝": "000514", +"000514": "渝", +"洁特生物": "688026", +"688026": "洁特生物", +"德美化工": "002054", +"002054": "德美化工", +"东方通信": "600776", +"600776": "东方通信", +"北方铜业": "000737", +"000737": "北方铜业", +"泰嘉股份": "002843", +"002843": "泰嘉股份", +"立航科技": "603261", +"603261": "立航科技", +"艾德生物": "300685", +"300685": "艾德生物", +"申能股份": "600642", +"600642": "申能股份", +"*ST榕泰": "600589", +"600589": "*ST榕泰", +"新五丰": "600975", +"600975": "新五丰", +"佳缘科技": "301117", +"301117": "佳缘科技", +"海欣股份": "600851", +"600851": "海欣股份", +"云创数据": "835305", +"835305": "云创数据", +"禾丰股份": "603609", +"603609": "禾丰股份", +"九洲集团": "300040", +"300040": "九洲集团", +"青达环保": "688501", +"688501": "青达环保", +"凯盛新能": "600876", +"600876": "凯盛新能", +"铂科新材": "300811", +"300811": "铂科新材", +"同惠电子": "833509", +"833509": "同惠电子", +"值得买": "300785", +"300785": "值得买", +"力合科技": "300800", +"300800": "力合科技", +"润都股份": "002923", +"002923": "润都股份", +"智度股份": "000676", +"000676": "智度股份", +"联瑞新材": "688300", +"688300": "联瑞新材", +"国茂股份": "603915", +"603915": "国茂股份", +"光莆股份": "300632", +"300632": "光莆股份", +"神奇制药": "600613", +"600613": "神奇制药", +"美硕科技": "301295", +"301295": "美硕科技", +"通光线缆": "300265", +"300265": "通光线缆", +"显盈科技": "301067", +"301067": "显盈科技", +"泰德股份": "831278", +"831278": "泰德股份", +"成都银行": "601838", +"601838": "成都银行", +"三联虹普": "300384", +"300384": "三联虹普", +"长飞光纤": "601869", +"601869": "长飞光纤", +"金力永磁": "300748", +"300748": "金力永磁", +"融捷股份": "002192", +"002192": "融捷股份", +"长城汽车": "601633", +"601633": "长城汽车", +"荣盛石化": "002493", +"002493": "荣盛石化", +"清水源": "300437", +"300437": "清水源", +"新化股份": "603867", +"603867": "新化股份", +"益佰制药": "600594", +"600594": "益佰制药", +"华信永道": "837592", +"837592": "华信永道", +"中兴通讯": "000063", +"000063": "中兴通讯", +"凯中精密": "002823", +"002823": "凯中精密", +"黑猫股份": "002068", +"002068": "黑猫股份", +"凯盛新材": "301069", +"301069": "凯盛新材", +"晶品特装": "688084", +"688084": "晶品特装", +"内蒙新华": "603230", +"603230": "内蒙新华", +"雅化集团": "002497", +"002497": "雅化集团", +"江南水务": "601199", +"601199": "江南水务", +"北陆药业": "300016", +"300016": "北陆药业", +"ST中珠": "600568", +"600568": "ST中珠", +"勤上股份": "002638", +"002638": "勤上股份", +"人人乐": "002336", +"002336": "人人乐", +"优宁维": "301166", +"301166": "优宁维", +"北京君正": "300223", +"300223": "北京君正", +"永辉超市": "601933", +"601933": "永辉超市", +"京山轻机": "000821", +"000821": "京山轻机", +"雷曼光电": "300162", +"300162": "雷曼光电", 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"002203", +"002203": "海亮股份", +"回盛生物": "300871", +"300871": "回盛生物", +"新余国科": "300722", +"300722": "新余国科", +"中控技术": "688777", +"688777": "中控技术", +"百济神州-U": "688235", +"688235": "百济神州-U", +"长阳科技": "688299", +"688299": "长阳科技", +"通行宝": "301339", +"301339": "通行宝", +"通用股份": "601500", +"601500": "通用股份", +"凌霄泵业": "002884", +"002884": "凌霄泵业", +"华自科技": "300490", +"300490": "华自科技", +"中原证券": "601375", +"601375": "中原证券", +"中船科技": "600072", +"600072": "中船科技", +"思林杰": "688115", +"688115": "思林杰", +"金刚退": "300064", +"300064": "金刚退", +"久远银海": "002777", +"002777": "久远银海", +"金明精机": "300281", +"300281": "金明精机", +"新莱应材": "300260", +"300260": "新莱应材", +"惠发食品": "603536", +"603536": "惠发食品", +"上实医药": "600607", +"600607": "上实医药", +"乾景园林": "603778", +"603778": "乾景园林", +"富创精密": "688409", +"688409": "富创精密", +"华神科技": "000790", +"000790": "华神科技", +"大禹节水": "300021", +"300021": "大禹节水", +"中洲控股": "000042", +"000042": "中洲控股", +"凯尔达": "688255", +"688255": "凯尔达", +"顺鑫农业": "000860", +"000860": "顺鑫农业", +"锋尚文化": "300860", 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"东信和平", +"松霖科技": "603992", +"603992": "松霖科技", +"电科芯片": "600877", +"600877": "电科芯片", +"日盈电子": "603286", +"603286": "日盈电子", +"吉林化工": "000618", +"000618": "吉林化工", +"秦安股份": "603758", +"603758": "秦安股份", +"天娱数科": "002354", +"002354": "天娱数科", +"钢研纳克": "300797", +"300797": "钢研纳克", +"福事特": "301446", +"301446": "福事特", +"拓邦股份": "002139", +"002139": "拓邦股份", +"老板电器": "002508", +"002508": "老板电器", +"亚信安全": "688225", +"688225": "亚信安全", +"达刚控股": "300103", +"300103": "达刚控股", +"郑煤机": "601717", +"601717": "郑煤机", +"木林森": "002745", +"002745": "木林森", +"贝因美": "002570", +"002570": "贝因美", +"未来电器": "301386", +"301386": "未来电器", +"超达装备": "301186", +"301186": "超达装备", +"三峡旅游": "002627", +"002627": "三峡旅游", +"卫宁健康": "300253", +"300253": "卫宁健康", +"信音电子": "301329", +"301329": "信音电子", +"星源卓镁": "301398", +"301398": "星源卓镁", +"博盈特焊": "301468", +"301468": "博盈特焊", +"炬华科技": "300360", +"300360": "炬华科技", +"凯普生物": "300639", +"300639": "凯普生物", +"聚和材料": "688503", +"688503": "聚和材料", +"卧龙地产": "600173", +"600173": "卧龙地产", +"史丹利": "002588", +"002588": "史丹利", +"驰宏锌锗": "600497", +"600497": "驰宏锌锗", +"鹿山新材": "603051", +"603051": "鹿山新材", +"晶升股份": "688478", +"688478": "晶升股份", +"格利尔": "831641", +"831641": "格利尔", +"新农股份": "002942", +"002942": "新农股份", +"华贸物流": "603128", +"603128": "华贸物流", +"上海雅仕": "603329", +"603329": "上海雅仕", +"*ST南华": "000660", +"000660": "*ST南华", +"良信股份": "002706", +"002706": "良信股份", +"好上好": "001298", +"001298": "好上好", +"华是科技": "301218", +"301218": "华是科技", +"鸿日达": "301285", +"301285": "鸿日达", +"物产环能": "603071", +"603071": "物产环能", +"顶点软件": "603383", +"603383": "顶点软件", +"元力股份": "300174", +"300174": "元力股份", +"联特科技": "301205", +"301205": "联特科技", +"博瑞传播": "600880", +"600880": "博瑞传播", +"振华重工": "600320", +"600320": "振华重工", +"百川能源": "600681", +"600681": "百川能源", +"登康口腔": "001328", +"001328": "登康口腔", +"济民医疗": "603222", +"603222": "济民医疗", +"润欣科技": "300493", +"300493": "润欣科技", +"瑞晨环保": "301273", +"301273": "瑞晨环保", +"青龙管业": "002457", +"002457": "青龙管业", +"东贝集团": "601956", +"601956": "东贝集团", +"宝丽迪": "300905", +"300905": "宝丽迪", +"亚威股份": "002559", +"002559": "亚威股份", +"宝武镁业": "002182", +"002182": "宝武镁业", +"通宇通讯": "002792", +"002792": "通宇通讯", +"景峰医药": "000908", +"000908": "景峰医药", +"马钢股份": "600808", +"600808": "马钢股份", +"电科院": "300215", +"300215": "电科院", +"ST步森": "002569", +"002569": "ST步森", +"扬子石化": "000866", +"000866": "扬子石化", +"南京新百": "600682", +"600682": "南京新百", +"长白山": "603099", +"603099": "长白山", +"华研精机": "301138", +"301138": "华研精机", +"吉冈精密": "836720", +"836720": "吉冈精密", +"天洋新材": "603330", +"603330": "天洋新材", +"联泰环保": "603797", +"603797": "联泰环保", +"浩欧博": "688656", +"688656": "浩欧博", +"龙大美食": "002726", +"002726": "龙大美食", +"科锐国际": "300662", +"300662": "科锐国际", +"会通股份": "688219", +"688219": "会通股份", +"新赣江": "873167", +"873167": "新赣江", +"百奥泰": "688177", +"688177": "百奥泰", +"仙坛股份": "002746", +"002746": "仙坛股份", +"孚日股份": "002083", +"002083": "孚日股份", +"*ST联谊": "600065", +"600065": "*ST联谊", +"皖维高新": "600063", +"600063": "皖维高新", +"航天动力": "600343", +"600343": "航天动力", +"浙商银行": "601916", +"601916": "浙商银行", +"昊志机电": "300503", +"300503": "昊志机电", +"华立科技": "301011", +"301011": "华立科技", +"昭衍新药": "603127", +"603127": "昭衍新药", +"沃顿科技": "000920", +"000920": "沃顿科技", +"果麦文化": "301052", +"301052": "果麦文化", +"罗欣药业": "002793", +"002793": "罗欣药业", +"金刚光伏": "300093", +"300093": "金刚光伏", +"格科微": "688728", +"688728": "格科微", +"水羊股份": "300740", +"300740": "水羊股份", +"中国交建": "601800", +"601800": "中国交建", +"邦德股份": "838171", +"838171": "邦德股份", +"中船汉光": "300847", +"300847": "中船汉光", +"新芝生物": "430685", +"430685": "新芝生物", +"深深房Ａ": "000029", +"000029": "深深房Ａ", +"诺禾致源": "688315", +"688315": "诺禾致源", +"纬德信息": "688171", +"688171": "纬德信息", +"爱普股份": "603020", +"603020": "爱普股份", +"日发精机": "002520", +"002520": "日发精机", +"ST中安": "600654", +"600654": "ST中安", +"炬芯科技": "688049", +"688049": "炬芯科技", +"国新能源": "600617", +"600617": "国新能源", +"一致魔芋": "839273", +"839273": "一致魔芋", +"苏宁环球": "000718", +"000718": "苏宁环球", +"华民股份": "300345", +"300345": "华民股份", +"播恩集团": "001366", +"001366": "播恩集团", +"科润智控": "834062", +"834062": "科润智控", +"皓元医药": "688131", +"688131": "皓元医药", +"盛科通信-U": "688702", +"688702": "盛科通信-U", +"拓山重工": "001226", +"001226": "拓山重工", +"大西洋": "600558", +"600558": "大西洋", +"欧福蛋业": "839371", +"839371": "欧福蛋业", +"华如科技": "301302", +"301302": "华如科技", +"*ST金山": "600396", +"600396": "*ST金山", +"银河退": "000806", +"000806": "银河退", +"华丰股份": "605100", +"605100": "华丰股份", +"我乐家居": "603326", +"603326": "我乐家居", +"中西药业": "600842", +"600842": "中西药业", +"齐翔腾达": "002408", +"002408": "齐翔腾达", +"双象股份": "002395", +"002395": "双象股份", +"华铁应急": "603300", +"603300": "华铁应急", +"西安银行": "600928", +"600928": "西安银行", +"丰华股份": "600615", +"600615": "丰华股份", +"安泰科技": "000969", +"000969": "安泰科技", +"派特尔": "836871", +"836871": "派特尔", +"*ST庞大": "601258", +"601258": "*ST庞大", +"格林美": "002340", +"002340": "格林美", +"硕贝德": "300322", +"300322": "硕贝德", +"长城信息": "000748", +"000748": "长城信息", +"立高食品": "300973", +"300973": "立高食品", +"杭州解百": "600814", +"600814": "杭州解百", +"西力科技": "688616", +"688616": "西力科技", +"重庆建工": "600939", +"600939": "重庆建工", +"大众交通": "600611", +"600611": "大众交通", +"北京科锐": "002350", +"002350": "北京科锐", +"华域汽车": "600741", +"600741": "华域汽车", +"延华智能": "002178", +"002178": "延华智能", +"九华旅游": "603199", +"603199": "九华旅游", +"世联行": "002285", +"002285": "世联行", +"永清环保": "300187", +"300187": "永清环保", +"雷电微力": "301050", +"301050": "雷电微力", +"奇正藏药": "002287", +"002287": "奇正藏药", +"沃特股份": "002886", +"002886": "沃特股份", +"京能电力": "600578", +"600578": "京能电力", +"ST金运": "300220", +"300220": "ST金运", +"竞业达": "003005", +"003005": "竞业达", +"新洋丰": "000902", +"000902": "新洋丰", +"北方股份": "600262", +"600262": "北方股份", +"晨鸣纸业": "000488", +"000488": "晨鸣纸业", +"恒兴新材": "603276", +"603276": "恒兴新材", +"王子新材": "002735", +"002735": "王子新材", +"利安隆": "300596", +"300596": "利安隆", +"*ST上航": "600591", +"600591": "*ST上航", +"必易微": "688045", +"688045": "必易微", +"德科立": "688205", +"688205": "德科立", +"新疆火炬": "603080", +"603080": "新疆火炬", +"欧陆通": "300870", +"300870": "欧陆通", +"哈药股份": "600664", +"600664": "哈药股份", +"东鹏控股": "003012", +"003012": "东鹏控股", +"华鼎股份": "601113", +"601113": "华鼎股份", +"吉林高速": "601518", +"601518": "吉林高速", +"金杨股份": "301210", +"301210": "金杨股份", +"退市中天": "600856", +"600856": "退市中天", +"*ST中川": "600852", +"600852": "*ST中川", +"智飞生物": "300122", +"300122": "智飞生物", +"锦浪科技": "300763", +"300763": "锦浪科技", +"华大九天": "301269", +"301269": "华大九天", +"中国石化": "600028", +"600028": "中国石化", +"激智科技": "300566", +"300566": "激智科技", +"中船特气": "688146", +"688146": "中船特气", +"芯原股份": "688521", +"688521": "芯原股份", +"格林精密": "300968", +"300968": "格林精密", +"海南海药": "000566", +"000566": "海南海药", +"华海药业": "600521", +"600521": "华海药业", +"同力日升": "605286", +"605286": "同力日升", +"贵州茅台": "600519", +"600519": "贵州茅台", +"陕西华达": "301517", +"301517": "陕西华达", +"新国都": "300130", +"300130": "新国都", +"云赛智联": "600602", +"600602": "云赛智联", +"川网传媒": "300987", +"300987": "川网传媒", +"信濠光电": "301051", +"301051": "信濠光电", +"雷神科技": "872190", +"872190": "雷神科技", +"殷图网联": "835508", +"835508": "殷图网联", +"大博医疗": "002901", +"002901": "大博医疗", +"八一钢铁": "600581", +"600581": "八一钢铁", +"南京聚隆": "300644", +"300644": "南京聚隆", +"瑞松科技": "688090", +"688090": "瑞松科技", +"永和股份": "605020", +"605020": "永和股份", +"广联航空": "300900", +"300900": "广联航空", +"星光股份": "002076", +"002076": "星光股份", +"金盘科技": "688676", +"688676": "金盘科技", +"新筑股份": "002480", +"002480": "新筑股份", +"申科股份": "002633", +"002633": "申科股份", +"爱克股份": "300889", +"300889": "爱克股份", +"津滨发展": "000897", +"000897": "津滨发展", +"中国中免": "601888", +"601888": "中国中免", +"芯海科技": "688595", +"688595": "芯海科技", +"一鸣食品": "605179", +"605179": "一鸣食品", +"中信证券": "600030", +"600030": "中信证券", +"汉马科技": "600375", +"600375": "汉马科技", +"信隆健康": "002105", +"002105": "信隆健康", +"众合科技": "000925", +"000925": "众合科技", +"中国建筑": "601668", +"601668": "中国建筑", +"邦彦技术": "688132", +"688132": "邦彦技术", +"华平股份": "300074", +"300074": "华平股份", +"朗坤环境": "301305", +"301305": "朗坤环境", +"凯格精机": "301338", +"301338": "凯格精机", +"攀渝钛业": "000515", +"000515": "攀渝钛业", +"金辰股份": "603396", +"603396": "金辰股份", +"威创股份": "002308", +"002308": "威创股份", +"光环新网": "300383", +"300383": "光环新网", +"特宝生物": "688278", +"688278": "特宝生物", +"龙建股份": "600853", +"600853": "龙建股份", +"新经典": "603096", +"603096": "新经典", +"中远海特": "600428", +"600428": "中远海特", +"三和管桩": "003037", +"003037": "三和管桩", +"ST高升": "000971", +"000971": "ST高升", +"海达股份": "300320", +"300320": "海达股份", +"恒盛能源": "605580", +"605580": "恒盛能源", +"天岳先进": "688234", +"688234": "天岳先进", +"创业环保": "600874", +"600874": "创业环保", +"河钢资源": "000923", +"000923": "河钢资源", +"鸣志电器": "603728", +"603728": "鸣志电器", +"广大特材": "688186", +"688186": "广大特材", +"美好医疗": "301363", +"301363": "美好医疗", +"集泰股份": "002909", +"002909": "集泰股份", +"奥来德": "688378", +"688378": "奥来德", +"盘江股份": "600395", +"600395": "盘江股份", +"盛屯矿业": "600711", +"600711": "盛屯矿业", +"纵横股份": "688070", +"688070": "纵横股份", +"中煤能源": "601898", +"601898": "中煤能源", +"澄天伟业": "300689", +"300689": "澄天伟业", +"海伦钢琴": "300329", +"300329": "海伦钢琴", +"再升科技": "603601", +"603601": "再升科技", +"华锦股份": "000059", +"000059": "华锦股份", +"水晶光电": "002273", +"002273": "水晶光电", +"PT南洋": "000556", +"000556": "PT南洋", +"濮阳惠成": "300481", +"300481": "濮阳惠成", +"中触媒": "688267", +"688267": "中触媒", +"吉祥航空": "603885", +"603885": "吉祥航空", +"韩建河山": "603616", +"603616": "韩建河山", +"新光退": "002147", +"002147": "新光退", +"渝农商行": "601077", +"601077": "渝农商行", +"新华保险": "601336", +"601336": "新华保险", +"中晶科技": "003026", +"003026": "中晶科技", +"天宸股份": "600620", +"600620": "天宸股份", +"恒信东方": "300081", +"300081": "恒信东方", +"印纪退": "002143", +"002143": "印纪退", +"国新健康": "000503", +"000503": "国新健康", +"上海易连": "600836", +"600836": "上海易连", +"兰州黄河": "000929", +"000929": "兰州黄河", +"江苏北人": "688218", +"688218": "江苏北人", +"海思科": "002653", +"002653": "海思科", +"广信材料": "300537", +"300537": "广信材料", +"华光源海": "872351", +"872351": "华光源海", +"华设集团": "603018", +"603018": "华设集团", +"汉缆股份": "002498", +"002498": "汉缆股份", +"天普股份": "605255", +"605255": "天普股份", +"电广传媒": "000917", +"000917": "电广传媒", +"日联科技": "688531", +"688531": "日联科技", +"中航机载": "600372", +"600372": "中航机载", +"湖南黄金": "002155", +"002155": "湖南黄金", +"上能电气": "300827", +"300827": "上能电气", +"蓝天燃气": "605368", +"605368": "蓝天燃气", +"中国中冶": "601618", +"601618": "中国中冶", +"奥士康": "002913", +"002913": "奥士康", +"中国太保": "601601", +"601601": "中国太保", +"莱克电气": "603355", +"603355": "莱克电气", +"菲达环保": "600526", +"600526": "菲达环保", +"鼎信通讯": "603421", +"603421": "鼎信通讯", +"荣安地产": "000517", +"000517": "荣安地产", +"金凯生科": "301509", +"301509": "金凯生科", +"文灿股份": "603348", +"603348": "文灿股份", +"优彩资源": "002998", +"002998": "优彩资源", +"东方电气": "600875", +"600875": "东方电气", +"玉禾田": "300815", +"300815": "玉禾田", +"ST泰禾": "000732", +"000732": "ST泰禾", +"中通客车": "000957", +"000957": "中通客车", +"浙江大农": "831855", +"831855": "浙江大农", +"恒太照明": "873339", +"873339": "恒太照明", +"共创草坪": "605099", +"605099": "共创草坪", +"中贝通信": "603220", +"603220": "中贝通信", +"鑫磊股份": "301317", +"301317": "鑫磊股份", +"中科曙光": "603019", +"603019": "中科曙光", +"东方材料": "603110", +"603110": "东方材料", +"粤海饲料": "001313", +"001313": "粤海饲料", +"通达创智": "001368", +"001368": "通达创智", +"大连电瓷": "002606", +"002606": "大连电瓷", +"麒盛科技": "603610", +"603610": "麒盛科技", +"古鳌科技": "300551", +"300551": "古鳌科技", +"华鑫股份": "600621", +"600621": "华鑫股份", +"源飞宠物": "001222", +"001222": "源飞宠物", +"丽尚国潮": "600738", +"600738": "丽尚国潮", +"永艺股份": "603600", +"603600": "永艺股份", +"白银有色": "601212", +"601212": "白银有色", +"圣泉集团": "605589", +"605589": "圣泉集团", +"国恒退": "000594", +"000594": "国恒退", +"维海德": "301318", +"301318": "维海德", +"映翰通": "688080", +"688080": "映翰通", +"国力股份": "688103", +"688103": "国力股份", +"大东方": "600327", +"600327": "大东方", +"欢乐家": "300997", +"300997": "欢乐家", +"中瓷电子": "003031", +"003031": "中瓷电子", +"正裕工业": "603089", +"603089": "正裕工业", +"高伟达": "300465", +"300465": "高伟达", +"维宏股份": "300508", +"300508": "维宏股份", +"百利电气": "600468", +"600468": "百利电气", +"朗特智能": "300916", +"300916": "朗特智能", +"水发燃气": "603318", +"603318": "水发燃气", +"*ST达曼": "600788", +"600788": "*ST达曼", +"东尼电子": "603595", +"603595": "东尼电子", +"南钢股份": "600282", +"600282": "南钢股份", +"骄成超声": "688392", +"688392": "骄成超声", +"金帝股份": "603270", +"603270": "金帝股份", +"春风动力": "603129", +"603129": "春风动力", +"华润三九": "000999", +"000999": "华润三九", +"振德医疗": "603301", +"603301": "振德医疗", +"铁建重工": "688425", +"688425": "铁建重工", +"金迪克": "688670", +"688670": "金迪克", +"海南机场": "600515", +"600515": "海南机场", +"吉贝尔": "688566", +"688566": "吉贝尔", +"华中数控": "300161", +"300161": "华中数控", +"东宝生物": "300239", +"300239": "东宝生物", +"绿景退": "000502", +"000502": "绿景退", +"世纪天鸿": "300654", +"300654": "世纪天鸿", +"利扬芯片": "688135", +"688135": "利扬芯片", +"福成股份": "600965", +"600965": "福成股份", +"安达维尔": "300719", +"300719": "安达维尔", +"中科创达": "300496", +"300496": "中科创达", +"睿昂基因": "688217", +"688217": "睿昂基因", +"*ST长兴": "000827", +"000827": "*ST长兴", +"江苏华辰": "603097", +"603097": "江苏华辰", +"多浦乐": "301528", +"301528": "多浦乐", +"卓锦股份": "688701", +"688701": "卓锦股份", +"捷昌驱动": "603583", +"603583": "捷昌驱动", +"迅安科技": "834950", +"834950": "迅安科技", +"电魂网络": "603258", +"603258": "电魂网络", +"天富能源": "600509", +"600509": "天富能源", +"亚太实业": "000691", +"000691": "亚太实业", +"重庆港": "600279", +"600279": "重庆港", +"中微半导": "688380", +"688380": "中微半导", +"达华智能": "002512", +"002512": "达华智能", +"中青宝": "300052", +"300052": "中青宝", +"汉威科技": "300007", +"300007": "汉威科技", +"杭州高新": "300478", +"300478": "杭州高新", +"万年青": "000789", +"000789": "万年青", +"安宁股份": "002978", +"002978": "安宁股份", +"贵州三力": "603439", +"603439": "贵州三力", +"振华科技": "000733", +"000733": "振华科技", +"中航光电": "002179", +"002179": "中航光电", +"开勒股份": "301070", +"301070": "开勒股份", +"蕾奥规划": "300989", +"300989": "蕾奥规划", +"志晟信息": "832171", +"832171": "志晟信息", +"ST南卫": "603880", +"603880": "ST南卫", +"辉丰股份": "002496", +"002496": "辉丰股份", +"泰达股份": "000652", +"000652": "泰达股份", +"小熊电器": "002959", +"002959": "小熊电器", +"国网信通": "600131", +"600131": "国网信通", +"国能日新": "301162", +"301162": "国能日新", +"海达尔": "836699", +"836699": "海达尔", +"百合股份": "603102", +"603102": "百合股份", +"安车检测": "300572", +"300572": "安车检测", +"凌志软件": "688588", +"688588": "凌志软件", +"华正新材": "603186", +"603186": "华正新材", +"万润科技": "002654", +"002654": "万润科技", +"亚星客车": "600213", +"600213": "亚星客车", +"金丹科技": "300829", +"300829": "金丹科技", +"中晟高科": "002778", +"002778": "中晟高科", +"山科智能": "300897", +"300897": "山科智能", +"信达证券": "601059", +"601059": "信达证券", +"英特集团": "000411", +"000411": "英特集团", +"天舟文化": "300148", +"300148": "天舟文化", +"众诚科技": "835207", +"835207": "众诚科技", +"泉阳泉": "600189", +"600189": "泉阳泉", +"开尔新材": "300234", +"300234": "开尔新材", +"圣晖集成": "603163", +"603163": "圣晖集成", +"得润电子": "002055", +"002055": "得润电子", +"惠云钛业": "300891", +"300891": "惠云钛业", +"S*ST国瓷": "600286", +"600286": "S*ST国瓷", +"财通证券": "601108", +"601108": "财通证券", +"翰博高新": "301321", +"301321": "翰博高新", +"广州酒家": "603043", +"603043": "广州酒家", +"九洲药业": "603456", +"603456": "九洲药业", +"天地数码": "300743", +"300743": "天地数码", +"可孚医疗": "301087", +"301087": "可孚医疗", +"时代出版": "600551", +"600551": "时代出版", +"常辅股份": "871396", +"871396": "常辅股份", +"固德威": "688390", +"688390": "固德威", +"*ST太安": "002433", +"002433": "*ST太安", +"建设机械": "600984", +"600984": "建设机械", +"胜宏科技": "300476", +"300476": "胜宏科技", +"爱婴室": "603214", +"603214": "爱婴室", +"光云科技": "688365", +"688365": "光云科技", +"美利云": "000815", +"000815": "美利云", +"奥迪威": "832491", +"832491": "奥迪威", +"嘉事堂": "002462", +"002462": "嘉事堂", +"本川智能": "300964", +"300964": "本川智能", +"莱绅通灵": "603900", +"603900": "莱绅通灵", +"征和工业": "003033", +"003033": "征和工业", +"科士达": "002518", +"002518": "科士达", +"友发集团": "601686", +"601686": "友发集团", +"金禾实业": "002597", +"002597": "金禾实业", +"辰欣药业": "603367", +"603367": "辰欣药业", +"扬农化工": "600486", +"600486": "扬农化工", +"弘元绿能": "603185", +"603185": "弘元绿能", +"中金环境": "300145", +"300145": "中金环境", +"交控科技": "688015", +"688015": "交控科技", +"长春高新": "000661", +"000661": "长春高新", +"瀚蓝环境": "600323", +"600323": "瀚蓝环境", +"联合光电": "300691", +"300691": "联合光电", +"中油工程": "600339", +"600339": "中油工程", +"永顺生物": "839729", +"839729": "永顺生物", +"石化机械": "000852", +"000852": "石化机械", +"鼎智科技": "873593", +"873593": "鼎智科技", +"和辉光电-U": "688538", +"688538": "和辉光电-U", +"国林科技": "300786", +"300786": "国林科技", +"川仪股份": "603100", +"603100": "川仪股份", +"天润乳业": "600419", +"600419": "天润乳业", +"盈康生命": "300143", +"300143": "盈康生命", +"山子股份": "000981", +"000981": "山子股份", +"五洋停车": "300420", +"300420": "五洋停车", +"雄帝科技": "300546", +"300546": "雄帝科技", +"振芯科技": "300101", +"300101": "振芯科技", +"嘉曼服饰": "301276", +"301276": "嘉曼服饰", +"金安国纪": "002636", +"002636": "金安国纪", +"淮北矿业": "600985", +"600985": "淮北矿业", +"合兴股份": "605005", +"605005": "合兴股份", +"信立泰": "002294", +"002294": "信立泰", +"华映科技": "000536", +"000536": "华映科技", +"佳电股份": "000922", +"000922": "佳电股份", +"长江投资": "600119", +"600119": "长江投资", +"日月明": "300906", +"300906": "日月明", +"中兰环保": "300854", +"300854": "中兰环保", +"高凌信息": "688175", +"688175": "高凌信息", +"恒源煤电": "600971", +"600971": "恒源煤电", +"工业富联": "601138", +"601138": "工业富联", +"奋达科技": "002681", +"002681": "奋达科技", +"数字认证": "300579", +"300579": "数字认证", +"凯美特气": "002549", +"002549": "凯美特气", +"中国海诚": "002116", +"002116": "中国海诚", +"精华制药": "002349", +"002349": "精华制药", +"恒工精密": "301261", +"301261": "恒工精密", +"圣诺生物": "688117", +"688117": "圣诺生物", +"安通控股": "600179", +"600179": "安通控股", +"中航机电": "002013", +"002013": "中航机电", +"名家汇": "300506", +"300506": "名家汇", +"宏景科技": "301396", +"301396": "宏景科技", +"国邦医药": "605507", +"605507": "国邦医药", +"赛腾股份": "603283", +"603283": "赛腾股份", +"广百股份": "002187", +"002187": "广百股份", +"创意信息": "300366", +"300366": "创意信息", +"环旭电子": "601231", +"601231": "环旭电子", +"飞沃科技": "301232", +"301232": "飞沃科技", +"中科美菱": "835892", +"835892": "中科美菱", +"龙利得": "300883", +"300883": "龙利得", +"翔楼新材": "301160", +"301160": "翔楼新材", +"奥瑞金": "002701", +"002701": "奥瑞金", +"本立科技": "301065", +"301065": "本立科技", +"恒勃股份": "301225", +"301225": "恒勃股份", +"山东章鼓": "002598", +"002598": "山东章鼓", +"欧派家居": "603833", +"603833": "欧派家居", +"启迪环境": "000826", +"000826": "启迪环境", +"华升股份": "600156", +"600156": "华升股份", +"铁科轨道": "688569", +"688569": "铁科轨道", +"创世纪": "300083", +"300083": "创世纪", +"联络互动": "002280", +"002280": "联络互动", +"峰岹科技": "688279", +"688279": "峰岹科技", +"湖南海利": "600731", +"600731": "湖南海利", +"千金药业": "600479", +"600479": "千金药业", +"华荣股份": "603855", +"603855": "华荣股份", +"安诺其": "300067", +"300067": "安诺其", +"安奈儿": "002875", +"002875": "安奈儿", +"诺": "002215", +"002215": "诺", +"交通银行": "601328", +"601328": "交通银行", +"英杰电气": "300820", +"300820": "英杰电气", +"东易日盛": "002713", +"002713": "东易日盛", +"宁波港": "601018", +"601018": "宁波港", +"奕瑞科技": "688301", +"688301": "奕瑞科技", +"万朗磁塑": "603150", +"603150": "万朗磁塑", +"闽东电力": "000993", +"000993": "闽东电力", +"五方光电": "002962", +"002962": "五方光电", +"金陵饭店": "601007", +"601007": "金陵饭店", +"众信旅游": "002707", +"002707": "众信旅游", +"理工能科": "002322", +"002322": "理工能科", +"申联生物": "688098", +"688098": "申联生物", +"獐子岛": "002069", +"002069": "獐子岛", +"中原传媒": "000719", +"000719": "中原传媒", +"天津港": "600717", +"600717": "天津港", +"万通液压": "830839", +"830839": "万通液压", +"合肥高科": "430718", +"430718": "合肥高科", +"鸿达兴业": "002002", +"002002": "鸿达兴业", +"德龙汇能": "000593", +"000593": "德龙汇能", +"洛阳钼业": "603993", +"603993": "洛阳钼业", +"杭电股份": "603618", +"603618": "杭电股份", +"利通科技": "832225", +"832225": "利通科技", +"航天软件": "688562", +"688562": "航天软件", +"亚香股份": "301220", +"301220": "亚香股份", +"美力科技": "300611", +"300611": "美力科技", +"常青股份": "603768", +"603768": "常青股份", +"百克生物": "688276", +"688276": "百克生物", +"赛微微电": "688325", +"688325": "赛微微电", +"微芯生物": "688321", +"688321": "微芯生物", +"千禾味业": "603027", +"603027": "千禾味业", +"北方国际": "000065", +"000065": "北方国际", +"东华测试": "300354", +"300354": "东华测试", +"盛天网络": "300494", +"300494": "盛天网络", +"退市大控": "600747", +"600747": "退市大控", +"深圳华强": "000062", +"000062": "深圳华强", +"吉鑫科技": "601218", +"601218": "吉鑫科技", +"苏美达": "600710", +"600710": "苏美达", +"国际医学": "000516", +"000516": "国际医学", +"欧普泰": "836414", +"836414": "欧普泰", +"康力源": "301287", +"301287": "康力源", +"福石控股": "300071", +"300071": "福石控股", +"博创科技": "300548", +"300548": "博创科技", +"莱茵生物": "002166", +"002166": "莱茵生物", +"天元股份": "003003", +"003003": "天元股份", +"龙宇股份": "603003", +"603003": "龙宇股份", +"科美诊断": "688468", +"688468": "科美诊断", +"ST红太阳": "000525", +"000525": "ST红太阳", +"盛剑环境": "603324", +"603324": "盛剑环境", +"海象新材": "003011", +"003011": "海象新材", +"棕榈股份": "002431", +"002431": "棕榈股份", +"弘业期货": "001236", +"001236": "弘业期货", +"昇兴股份": "002752", +"002752": "昇兴股份", +"金富科技": "003018", +"003018": "金富科技", +"亚玛顿": "002623", +"002623": "亚玛顿", +"抚顺特钢": "600399", +"600399": "抚顺特钢", +"惠威科技": "002888", +"002888": "惠威科技", +"绝味食品": "603517", +"603517": "绝味食品", +"建科院": "300675", +"300675": "建科院", +"博彦科技": "002649", +"002649": "博彦科技", +"东兴证券": "601198", +"601198": "东兴证券", +"华新水泥": "600801", +"600801": "华新水泥", +"广州发展": "600098", +"600098": "广州发展", +"ST建元": "600816", +"600816": "ST建元", +"光庭信息": "301221", +"301221": "光庭信息", +"中恒集团": "600252", +"600252": "中恒集团", +"上海临港": "600848", +"600848": "上海临港", +"锦泓集团": "603518", +"603518": "锦泓集团", +"苏文电能": "300982", +"300982": "苏文电能", +"宝馨科技": "002514", +"002514": "宝馨科技", +"高澜股份": "300499", +"300499": "高澜股份", +"拾比佰": "831768", +"831768": "拾比佰", +"阿科力": "603722", +"603722": "阿科力", +"金种子酒": "600199", +"600199": "金种子酒", +"东风汽车": "600006", +"600006": "东风汽车", +"博汇科技": "688004", +"688004": "博汇科技", +"云路股份": "688190", +"688190": "云路股份", +"泰和新材": "002254", +"002254": "泰和新材", +"欣贺股份": "003016", +"003016": "欣贺股份", +"无锡银行": "600908", +"600908": "无锡银行", +"神雾退": "300156", +"300156": "神雾退", +"王府井": "600859", +"600859": "王府井", +"军信股份": "301109", +"301109": "军信股份", +"三木集团": "000632", +"000632": "三木集团", +"浙江黎明": "603048", +"603048": "浙江黎明", +"惠而浦": "600983", +"600983": "惠而浦", +"*ST海投": "000616", +"000616": "*ST海投", +"中泰化学": "002092", +"002092": "中泰化学", +"鹏都农牧": "002505", +"002505": "鹏都农牧", +"森鹰窗业": "301227", +"301227": "森鹰窗业", +"锐捷网络": "301165", +"301165": "锐捷网络", +"鲁西化工": "000830", +"000830": "鲁西化工", +"科达利": "002850", +"002850": "科达利", +"湘邮科技": "600476", +"600476": "湘邮科技", +"金洲管道": "002443", +"002443": "金洲管道", +"国风新材": "000859", +"000859": "国风新材", +"锐新科技": "300828", +"300828": "锐新科技", +"国博电子": "688375", +"688375": "国博电子", +"顺钠股份": "000533", +"000533": "顺钠股份", +"久其软件": "002279", +"002279": "久其软件", +"诚邦股份": "603316", +"603316": "诚邦股份", +"神农集团": "605296", +"605296": "神农集团", +"华建集团": "600629", +"600629": "华建集团", +"奥特佳": "002239", +"002239": "奥特佳", +"金道科技": "301279", +"301279": "金道科技", +"嘉必优": "688089", +"688089": "嘉必优", +"天健集团": "000090", +"000090": "天健集团", +"向日葵": "300111", +"300111": "向日葵", +"广联达": "002410", +"002410": "广联达", +"恒锋信息": "300605", +"300605": "恒锋信息", +"泰林生物": "300813", +"300813": "泰林生物", +"国星光电": "002449", +"002449": "国星光电", +"海大集团": "002311", +"002311": "海大集团", +"宿迁联盛": "603065", +"603065": "宿迁联盛", +"信维通信": "300136", +"300136": "信维通信", +"麦趣尔": "002719", +"002719": "麦趣尔", +"强瑞技术": "301128", +"301128": "强瑞技术", +"天铭科技": "836270", +"836270": "天铭科技", +"金龙汽车": "600686", +"600686": "金龙汽车", +"通达股份": "002560", +"002560": "通达股份", +"冰轮环境": "000811", +"000811": "冰轮环境", +"金达莱": "688057", +"688057": "金达莱", +"石头科技": "688169", +"688169": "石头科技", +"东岳硅材": "300821", +"300821": "东岳硅材", +"德力股份": "002571", +"002571": "德力股份", +"东杰智能": "300486", +"300486": "东杰智能", +"精工科技": "002006", +"002006": "精工科技", +"松发股份": "603268", +"603268": "松发股份", +"美利信": "301307", +"301307": "美利信", +"圣元环保": "300867", +"300867": "圣元环保", +"西藏矿业": "000762", +"000762": "西藏矿业", +"S兰铝": "600296", +"600296": "S兰铝", +"长光华芯": "688048", +"688048": "长光华芯", +"盛弘股份": "300693", +"300693": "盛弘股份", +"天山铝业": "002532", +"002532": "天山铝业", +"以岭药业": "002603", +"002603": "以岭药业", +"晨丰科技": "603685", +"603685": "晨丰科技", +"赛摩智能": "300466", +"300466": "赛摩智能", +"中纺标": "873122", +"873122": "中纺标", +"伊之密": "300415", +"300415": "伊之密", +"天能重工": "300569", +"300569": "天能重工", +"元成股份": "603388", +"603388": "元成股份", +"申通快递": "002468", +"002468": "申通快递", +"百邦科技": "300736", +"300736": "百邦科技", +"中光防雷": "300414", +"300414": "中光防雷", +"*ST商城": "600306", +"600306": "*ST商城", +"鲁北化工": "600727", +"600727": "鲁北化工", +"兴业银行": "601166", +"601166": "兴业银行", +"贝瑞基因": "000710", +"000710": "贝瑞基因", +"智新电子": "837212", +"837212": "智新电子", +"邯郸钢铁": "600001", +"600001": "邯郸钢铁", +"东华软件": "002065", +"002065": "东华软件", +"数码视讯": "300079", +"300079": "数码视讯", +"恒瑞医药": "600276", +"600276": "恒瑞医药", +"中兴商业": "000715", +"000715": "中兴商业", +"美凯龙": "601828", +"601828": "美凯龙", +"红旗连锁": "002697", +"002697": "红旗连锁", +"新亚电子": "605277", +"605277": "新亚电子", +"格力地产": "600185", +"600185": "格力地产", +"上电股份": "600627", +"600627": "上电股份", +"润泽科技": "300442", +"300442": "润泽科技", +"依米康": "300249", +"300249": "依米康", +"九州一轨": "688485", +"688485": "九州一轨", +"金石亚药": "300434", +"300434": "金石亚药", +"三祥科技": "831195", +"831195": "三祥科技", +"艾力斯": "688578", +"688578": "艾力斯", +"天房发展": "600322", +"600322": "天房发展", +"开创国际": "600097", +"600097": "开创国际", +"常山药业": "300255", +"300255": "常山药业", +"恒银科技": "603106", +"603106": "恒银科技", +"统一股份": "600506", +"600506": "统一股份", +"狄耐克": "300884", +"300884": "狄耐克", +"超越科技": "301049", +"301049": "超越科技", +"人民网": "603000", +"603000": "人民网", +"南京医药": "600713", +"600713": "南京医药", +"朝阳科技": "002981", +"002981": "朝阳科技", +"扬电科技": "301012", +"301012": "扬电科技", +"泰禾智能": "603656", +"603656": "泰禾智能", +"嘉澳环保": "603822", +"603822": "嘉澳环保", +"开滦股份": "600997", +"600997": "开滦股份", +"威唐工业": "300707", +"300707": "威唐工业", +"西藏药业": "600211", +"600211": "西藏药业", +"国源科技": "835184", +"835184": "国源科技", +"高乐股份": "002348", +"002348": "高乐股份", +"海光信息": "688041", +"688041": "海光信息", +"天山电子": "301379", +"301379": "天山电子", +"中弘退": "000979", +"000979": "中弘退", +"首商股份": "600723", +"600723": "首商股份", +"蓝箭电子": "301348", +"301348": "蓝箭电子", +"华林证券": "002945", +"002945": "华林证券", +"和达科技": "688296", +"688296": "和达科技", +"越剑智能": "603095", +"603095": "越剑智能", +"万泽股份": "000534", +"000534": "万泽股份", +"成飞集成": "002190", +"002190": "成飞集成", +"第一医药": "600833", +"600833": "第一医药", +"旗滨集团": "601636", +"601636": "旗滨集团", +"金健米业": "600127", +"600127": "金健米业", +"迈威生物-U": "688062", +"688062": "迈威生物-U", +"亚联发展": "002316", +"002316": "亚联发展", +"万马股份": "002276", +"002276": "万马股份", +"长鸿高科": "605008", +"605008": "长鸿高科", +"咸亨国际": "605056", +"605056": "咸亨国际", +"思泉新材": "301489", +"301489": "思泉新材", +"航宇科技": "688239", +"688239": "航宇科技", +"爱玛科技": "603529", +"603529": "爱玛科技", +"动力新科": "600841", +"600841": "动力新科", +"海南橡胶": "601118", +"601118": "海南橡胶", +"S*ST金荔": "600762", +"600762": "S*ST金荔", +"中储股份": "600787", +"600787": "中储股份", +"盛德鑫泰": "300881", +"300881": "盛德鑫泰", +"德瑞锂电": "833523", +"833523": "德瑞锂电", +"友阿股份": "002277", +"002277": "友阿股份", +"裕太微-U": "688515", +"688515": "裕太微-U", +"中葡股份": "600084", +"600084": "中葡股份", +"新疆众和": "600888", +"600888": "新疆众和", +"科沃斯": "603486", +"603486": "科沃斯", +"杰恩设计": "300668", +"300668": "杰恩设计", +"燕京啤酒": "000729", +"000729": "燕京啤酒", +"华密新材": "836247", +"836247": "华密新材", +"中伟股份": "300919", +"300919": "中伟股份", +"华夏幸福": "600340", +"600340": "华夏幸福", +"信邦智能": "301112", +"301112": "信邦智能", +"东方园林": "002310", +"002310": "东方园林", +"中闽能源": "600163", +"600163": "中闽能源", +"华东数控": "002248", +"002248": "华东数控", +"*ST龙涤": "000832", +"000832": "*ST龙涤", +"普路通": "002769", +"002769": "普路通", +"元祖股份": "603886", +"603886": "元祖股份", +"中信建投": "601066", +"601066": "中信建投", +"家家悦": "603708", +"603708": "家家悦", +"一品红": "300723", +"300723": "一品红", +"立中集团": "300428", +"300428": "立中集团", +"润建股份": "002929", +"002929": "润建股份", +"创益通": "300991", +"300991": "创益通", +"创源股份": "300703", +"300703": "创源股份", +"琼民源A": "000508", +"000508": "琼民源A", +"观典防务": "688287", +"688287": "观典防务", +"正川股份": "603976", +"603976": "正川股份", +"软通动力": "301236", +"301236": "软通动力", +"新日股份": "603787", +"603787": "新日股份", +"道通科技": "688208", +"688208": "道通科技", +"中源协和": "600645", +"600645": "中源协和", +"新中港": "605162", +"605162": "新中港", +"保变电气": "600550", +"600550": "保变电气", +"爱施德": "002416", +"002416": "爱施德", +"东阿阿胶": "000423", +"000423": "东阿阿胶", +"高鸿股份": "000851", +"000851": "高鸿股份", +"云意电气": "300304", +"300304": "云意电气", +"华立股份": "603038", +"603038": "华立股份", +"美康生物": "300439", +"300439": "美康生物", +"特发服务": "300917", +"300917": "特发服务", +"睿创微纳": "688002", +"688002": "睿创微纳", +"城投控股": "600649", +"600649": "城投控股", +"恒锋工具": "300488", +"300488": "恒锋工具", +"烽火通信": "600498", +"600498": "烽火通信", +"开山股份": "300257", +"300257": "开山股份", +"喜临门": "603008", +"603008": "喜临门", +"超讯通信": "603322", +"603322": "超讯通信", +"润农节水": "830964", +"830964": "润农节水", +"创业黑马": "300688", +"300688": "创业黑马", +"安凯微": "688620", +"688620": "安凯微", +"磁谷科技": "688448", +"688448": "磁谷科技", +"元利科技": "603217", +"603217": "元利科技", +"天地科技": "600582", +"600582": "天地科技", +"华丽家族": "600503", +"600503": "华丽家族", +"美吉姆": "002621", +"002621": "美吉姆", +"当虹科技": "688039", +"688039": "当虹科技", +"广宇集团": "002133", +"002133": "广宇集团", +"陕天然气": "002267", +"002267": "陕天然气", +"奥翔药业": "603229", +"603229": "奥翔药业", +"龙蟠科技": "603906", +"603906": "龙蟠科技", +"苏交科": "300284", +"300284": "苏交科", +"苏州规划": "301505", +"301505": "苏州规划", +"国盛智科": "688558", +"688558": "国盛智科", +"云中马": "603130", +"603130": "云中马", +"恒拓开源": "834415", +"834415": "恒拓开源", +"力源科技": "688565", +"688565": "力源科技", +"上海谊众": "688091", +"688091": "上海谊众", +"南矿集团": "001360", +"001360": "南矿集团", +"ST华铁": "000976", +"000976": "ST华铁", +"*ST炎黄": "000805", +"000805": "*ST炎黄", +"冠龙节能": "301151", +"301151": "冠龙节能", +"辽宁成大": "600739", +"600739": "辽宁成大", +"佛塑科技": "000973", +"000973": "佛塑科技", +"山大地纬": "688579", +"688579": "山大地纬", +"南方传媒": "601900", +"601900": "南方传媒", +"安德利": "605198", +"605198": "安德利", +"腾信退": "300392", +"300392": "腾信退", +"新湖创业": "600840", +"600840": "新湖创业", +"节能铁汉": "300197", +"300197": "节能铁汉", +"乐歌股份": "300729", +"300729": "乐歌股份", +"宝色股份": "300402", +"300402": "宝色股份", +"信安世纪": "688201", +"688201": "信安世纪", +"中钨高新": "000657", +"000657": "中钨高新", +"首华燃气": "300483", +"300483": "首华燃气", +"徐工机械": "000425", +"000425": "徐工机械", +"安控科技": "300370", +"300370": "安控科技", +"必创科技": "300667", +"300667": "必创科技", +"伟思医疗": "688580", +"688580": "伟思医疗", +"拓维信息": "002261", +"002261": "拓维信息", +"广脉科技": "838924", +"838924": "广脉科技", +"中钢天源": "002057", +"002057": "中钢天源", +"宇瞳光学": "300790", +"300790": "宇瞳光学", +"百洋医药": "301015", +"301015": "百洋医药", +"东阳光": "600673", +"600673": "东阳光", +"北玻股份": "002613", +"002613": "北玻股份", +"雪榕生物": "300511", +"300511": "雪榕生物", +"天下秀": "600556", +"600556": "天下秀", +"仁度生物": "688193", +"688193": "仁度生物", +"优德精密": "300549", +"300549": "优德精密", +"雅克科技": "002409", +"002409": "雅克科技", +"中胤时尚": "300901", +"300901": "中胤时尚", +"中航产融": "600705", +"600705": "中航产融", +"香山股份": "002870", +"002870": "香山股份", +"飞乐音响": "600651", +"600651": "飞乐音响", +"江航装备": "688586", +"688586": "江航装备", +"林海股份": "600099", +"600099": "林海股份", +"北京人力": "600861", +"600861": "北京人力", +"贝斯美": "300796", +"300796": "贝斯美", +"招商港口": "001872", +"001872": "招商港口", +"科思科技": "688788", +"688788": "科思科技", +"震有科技": "688418", +"688418": "震有科技", +"贝仕达克": "300822", +"300822": "贝仕达克", +"迎丰股份": "605055", +"605055": "迎丰股份", +"艾布鲁": "301259", +"301259": "艾布鲁", +"宏昌电子": "603002", +"603002": "宏昌电子", +"中国铝业": "601600", +"601600": "中国铝业", +"锦和商管": "603682", +"603682": "锦和商管", +"星球石墨": "688633", +"688633": "星球石墨", +"艾可蓝": "300816", +"300816": "艾可蓝", +"亚士创能": "603378", +"603378": "亚士创能", +"苏利股份": "603585", +"603585": "苏利股份", +"三友医疗": "688085", +"688085": "三友医疗", +"晶瑞电材": "300655", +"300655": "晶瑞电材", +"ST同洲": "002052", +"002052": "ST同洲", +"神开股份": "002278", +"002278": "神开股份", +"阿尔特": "300825", +"300825": "阿尔特", +"白云机场": "600004", +"600004": "白云机场", +"通易航天": "871642", +"871642": "通易航天", +"方邦股份": "688020", +"688020": "方邦股份", +"宁波银行": "002142", +"002142": "宁波银行", +"天壕能源": "300332", +"300332": "天壕能源", +"颀中科技": "688352", +"688352": "颀中科技", +"吉峰科技": "300022", +"300022": "吉峰科技", +"丹化科技": "600844", +"600844": "丹化科技", +"骏创科技": "833533", +"833533": "骏创科技", +"上药转换": "600849", +"600849": "上药转换", +"生物股份": "600201", +"600201": "生物股份", +"浩通科技": "301026", +"301026": "浩通科技", +"盛路通信": "002446", +"002446": "盛路通信", +"中国科传": "601858", +"601858": "中国科传", +"泰胜风能": "300129", +"300129": "泰胜风能", +"华锋股份": "002806", +"002806": "华锋股份", +"隆基机械": "002363", +"002363": "隆基机械", +"协和电子": "605258", +"605258": "协和电子", +"英集芯": "688209", +"688209": "英集芯", +"四川长虹": "600839", +"600839": "四川长虹", +"赛为智能": "300044", +"300044": "赛为智能", +"晋控煤业": "601001", +"601001": "晋控煤业", +"尚纬股份": "603333", +"603333": "尚纬股份", +"上汽集团": "600104", +"600104": "上汽集团", +"公牛集团": "603195", +"603195": "公牛集团", +"健友股份": "603707", +"603707": "健友股份", +"喜悦智行": "301198", +"301198": "喜悦智行", +"ST沪科": "600608", +"600608": "ST沪科", +"沃尔核材": "002130", +"002130": "沃尔核材", +"西藏旅游": "600749", +"600749": "西藏旅游", +"研奥股份": "300923", +"300923": "研奥股份", +"华西能源": "002630", +"002630": "华西能源", +"景嘉微": "300474", +"300474": "景嘉微", +"蓝色光标": "300058", +"300058": "蓝色光标", +"华讯退": "000687", +"000687": "华讯退", +"雷科防务": "002413", +"002413": "雷科防务", +"东微半导": "688261", +"688261": "东微半导", +"德威退": "300325", +"300325": "德威退", +"承德钒钛": "600357", +"600357": "承德钒钛", +"扬子新材": "002652", +"002652": "扬子新材", +"*ST信联": "600899", +"600899": "*ST信联", +"优刻得-W": "688158", +"688158": "优刻得-W", +"赛轮轮胎": "601058", +"601058": "赛轮轮胎", +"太阳能": "000591", +"000591": "太阳能", +"智动力": "300686", +"300686": "智动力", +"同兴达": "002845", +"002845": "同兴达", +"辉隆股份": "002556", +"002556": "辉隆股份", +"科汇股份": "688681", +"688681": "科汇股份", +"宏润建设": "002062", +"002062": "宏润建设", +"西藏城投": "600773", +"600773": "西藏城投", +"华脉科技": "603042", +"603042": "华脉科技", +"酒鬼酒": "000799", +"000799": "酒鬼酒", +"国电南瑞": "600406", +"600406": "国电南瑞", +"金杯电工": "002533", +"002533": "金杯电工", +"福莱蒽特": "605566", +"605566": "福莱蒽特", +"科新机电": "300092", +"300092": "科新机电", +"南山智尚": "300918", +"300918": "南山智尚", +"凌钢股份": "600231", +"600231": "凌钢股份", +"嘉戎技术": "301148", +"301148": "嘉戎技术", +"康拓医疗": "688314", +"688314": "康拓医疗", +"三六五网": "300295", +"300295": "三六五网", +"永冠新材": "603681", +"603681": "永冠新材", +"退市紫晶": "688086", +"688086": "退市紫晶", +"京泉华": "002885", +"002885": "京泉华", +"盛洋科技": "603703", +"603703": "盛洋科技", +"山高环能": "000803", +"000803": "山高环能", +"普联软件": "300996", +"300996": "普联软件", +"甘咨询": "000779", +"000779": "甘咨询", +"三江购物": "601116", +"601116": "三江购物", +"奥": "002227", +"002227": "奥", +"豪森股份": "688529", +"688529": "豪森股份", +"民丰特纸": "600235", +"600235": "民丰特纸", +"际华集团": "601718", +"601718": "际华集团", +"曙光数创": "872808", +"872808": "曙光数创", +"ST曙光": "600303", +"600303": "ST曙光", +"长江传媒": "600757", +"600757": "长江传媒", +"美盈森": "002303", +"002303": "美盈森", +"天茂退": "002509", +"002509": "天茂退", +"华铭智能": "300462", +"300462": "华铭智能", +"诚达药业": "301201", +"301201": "诚达药业", +"片仔癀": "600436", +"600436": "片仔癀", +"统联精密": "688210", +"688210": "统联精密", +"光线传媒": "300251", +"300251": "光线传媒", +"黔源电力": "002039", +"002039": "黔源电力", +"久吾高科": "300631", +"300631": "久吾高科", +"新天药业": "002873", +"002873": "新天药业", +"龙竹科技": "831445", +"831445": "龙竹科技", +"四川美丰": "000731", +"000731": "四川美丰", +"太龙药业": "600222", +"600222": "太龙药业", +"瑞泰科技": "002066", +"002066": "瑞泰科技", +"江苏舜天": "600287", +"600287": "江苏舜天", +"天音控股": "000829", +"000829": "天音控股", +"英利汽车": "601279", +"601279": "英利汽车", +"固高科技": "301510", +"301510": "固高科技", +"弘亚数控": "002833", +"002833": "弘亚数控", +"宇环数控": "002903", +"002903": "宇环数控", +"森萱医药": "830946", +"830946": "森萱医药", +"晨光电缆": "834639", +"834639": "晨光电缆", +"凯立新材": "688269", +"688269": "凯立新材", +"今天国际": "300532", +"300532": "今天国际", +"百利科技": "603959", +"603959": "百利科技", +"德石股份": "301158", +"301158": "德石股份", +"西高院": "688334", +"688334": "西高院", +"中设咨询": "833873", +"833873": "中设咨询", +"澳洋健康": "002172", +"002172": "澳洋健康", +"理工光科": "300557", +"300557": "理工光科", +"华天科技": "002185", +"002185": "华天科技", +"龙津药业": "002750", +"002750": "龙津药业", +"湖南投资": "000548", +"000548": "湖南投资", +"南山铝业": "600219", +"600219": "南山铝业", +"恒誉环保": "688309", +"688309": "恒誉环保", +"通威股份": "600438", +"600438": "通威股份", +"圣龙股份": "603178", +"603178": "圣龙股份", +"北方导航": "600435", +"600435": "北方导航", +"直真科技": "003007", +"003007": "直真科技", +"力诺特玻": "301188", +"301188": "力诺特玻", +"新诺威": "300765", +"300765": "新诺威", +"神州数码": "000034", +"000034": "神州数码", +"虹软科技": "688088", +"688088": "虹软科技", +"广生堂": "300436", +"300436": "广生堂", +"浙海德曼": "688577", +"688577": "浙海德曼", +"航亚科技": "688510", +"688510": "航亚科技", +"全通教育": "300359", +"300359": "全通教育", +"朗迪集团": "603726", +"603726": "朗迪集团", +"苏博特": "603916", +"603916": "苏博特", +"飞凯材料": "300398", +"300398": "飞凯材料", +"海尔生物": "688139", +"688139": "海尔生物", +"华峰铝业": "601702", +"601702": "华峰铝业", +"洪都航空": "600316", +"600316": "洪都航空", +"四川九洲": "000801", +"000801": "四川九洲", +"利欧股份": "002131", +"002131": "利欧股份", +"五洲医疗": "301234", +"301234": "五洲医疗", +"光大同创": "301387", +"301387": "光大同创", +"华厦眼科": "301267", +"301267": "华厦眼科", +"兖矿能源": "600188", +"600188": "兖矿能源", +"必康退": "002411", +"002411": "必康退", +"德邦科技": "688035", +"688035": "德邦科技", +"启明信息": "002232", +"002232": "启明信息", +"博信股份": "600083", +"600083": "博信股份", +"邮储银行": "601658", +"601658": "邮储银行", +"鸿富瀚": "301086", +"301086": "鸿富瀚", +"云南白药": "000538", +"000538": "云南白药", +"云南旅游": "002059", +"002059": "云南旅游", +"广立微": "301095", +"301095": "广立微", +"纳思达": "002180", +"002180": "纳思达", +"华统股份": "002840", +"002840": "华统股份", +"美登科技": "838227", +"838227": "美登科技", +"广济药业": "000952", +"000952": "广济药业", +"皖通高速": "600012", +"600012": "皖通高速", +"华融化学": "301256", +"301256": "华融化学", +"岭南股份": "002717", +"002717": "岭南股份", +"机器人": "300024", +"300024": "机器人", +"矩阵股份": "301365", +"301365": "矩阵股份", +"福安药业": "300194", +"300194": "福安药业", +"中科软": "603927", +"603927": "中科软", +"首旅酒店": "600258", +"600258": "首旅酒店", +"拓斯达": "300607", +"300607": "拓斯达", +"彩虹股份": "600707", +"600707": "彩虹股份", +"生益电子": "688183", +"688183": "生益电子", +"上海银行": "601229", +"601229": "上海银行", +"老白干酒": "600559", +"600559": "老白干酒", +"塞力医疗": "603716", +"603716": "塞力医疗", +"中国动力": "600482", +"600482": "中国动力", +"华辰装备": "300809", +"300809": "华辰装备", +"云南城投": "600239", +"600239": "云南城投", +"浙矿股份": "300837", +"300837": "浙矿股份", +"莱宝高科": "002106", +"002106": "莱宝高科", +"荣丰控股": "000668", +"000668": "荣丰控股", +"广弘控股": "000529", +"000529": "广弘控股", +"兆丰股份": "300695", +"300695": "兆丰股份", +"海印股份": "000861", +"000861": "海印股份", +"建邦科技": "837242", +"837242": "建邦科技", +"纳尔股份": "002825", +"002825": "纳尔股份", +"翔腾新材": "001373", +"001373": "翔腾新材", +"福晶科技": "002222", +"002222": "福晶科技", +"天保基建": "000965", +"000965": "天保基建", +"凯文教育": "002659", +"002659": "凯文教育", +"振华股份": "603067", +"603067": "振华股份", +"新点软件": "688232", +"688232": "新点软件", +"大地电气": "870436", +"870436": "大地电气", +"*ST日海": "002313", +"002313": "*ST日海", +"森林包装": "605500", +"605500": "森林包装", +"华润双鹤": "600062", +"600062": "华润双鹤", +"南华仪器": "300417", +"300417": "南华仪器", +"国脉科技": "002093", +"002093": "国脉科技", +"大连圣亚": "600593", +"600593": "大连圣亚", +"航天信息": "600271", +"600271": "航天信息", +"万润股份": "002643", +"002643": "万润股份", +"南山控股": "002314", +"002314": "南山控股", +"达安基因": "002030", +"002030": "达安基因", +"佳云科技": "300242", +"300242": "佳云科技", +"梦天家居": "603216", +"603216": "梦天家居", +"亚世光电": "002952", +"002952": "亚世光电", +"卓郎智能": "600545", +"600545": "卓郎智能", +"奥尼电子": "301189", +"301189": "奥尼电子", +"华夏航空": "002928", +"002928": "华夏航空", +"中顺洁柔": "002511", +"002511": "中顺洁柔", +"PT水仙": "600625", +"600625": "PT水仙", +"扬州金泉": "603307", +"603307": "扬州金泉", +"一汽富维": "600742", +"600742": "一汽富维", +"长虹美菱": "000521", +"000521": "长虹美菱", +"华星创业": "300025", +"300025": "华星创业", +"奥拓电子": "002587", +"002587": "奥拓电子", +"海利生物": "603718", +"603718": "海利生物", +"华瓷股份": "001216", +"001216": "华瓷股份", +"新集能源": "601918", +"601918": "新集能源", +"新城控股": "601155", +"601155": "新城控股", +"正和生态": "605069", +"605069": "正和生态", +"帝奥微": "688381", +"688381": "帝奥微", +"德业股份": "605117", +"605117": "德业股份", +"建业股份": "603948", +"603948": "建业股份", +"容知日新": "688768", +"688768": "容知日新", +"罗博特科": "300757", +"300757": "罗博特科", +"神州高铁": "000008", +"000008": "神州高铁", +"巨化股份": "600160", +"600160": "巨化股份", +"帝尔激光": "300776", +"300776": "帝尔激光", +"维科精密": "301499", +"301499": "维科精密", +"美亚柏科": "300188", +"300188": "美亚柏科", +"德明利": "001309", +"001309": "德明利", +"退市鹏起": "600614", +"600614": "退市鹏起", +"中铁装配": "300374", +"300374": "中铁装配", +"ST银山": "000675", +"000675": "ST银山", +"退市长油": "600087", +"600087": "退市长油", +"神城A退": "000018", +"000018": "神城A退", +"元琛科技": "688659", +"688659": "元琛科技", +"天玑科技": "300245", +"300245": "天玑科技", +"东亚药业": "605177", +"605177": "东亚药业", +"*ST西钢": "600117", +"600117": "*ST西钢", +"共同药业": "300966", +"300966": "共同药业", +"森泰股份": "301429", +"301429": "森泰股份", +"冠捷科技": "000727", +"000727": "冠捷科技", +"姚记科技": "002605", +"002605": "姚记科技", +"众泰汽车": "000980", +"000980": "众泰汽车", +"致远互联": "688369", +"688369": "致远互联", +"聚石化学": "688669", +"688669": "聚石化学", +"长川科技": "300604", +"300604": "长川科技", +"天晟新材": "300169", +"300169": "天晟新材", +"章源钨业": "002378", +"002378": "章源钨业", +"江苏国信": "002608", +"002608": "江苏国信", +"菲沃泰": "688371", +"688371": "菲沃泰", +"百隆东方": "601339", +"601339": "百隆东方", +"德展健康": "000813", +"000813": "德展健康", +"精研科技": "300709", +"300709": "精研科技", +"盾安环境": "002011", +"002011": "盾安环境", +"达嘉维康": "301126", +"301126": "达嘉维康", +"太行水泥": "600553", +"600553": "太行水泥", +"中能电气": "300062", +"300062": "中能电气", +"瑞玛精密": "002976", +"002976": "瑞玛精密", +"经纬股份": "301390", +"301390": "经纬股份", +"合康新能": "300048", +"300048": "合康新能", +"普利制药": "300630", +"300630": "普利制药", +"达": "002209", +"002209": "达", +"有方科技": "688159", +"688159": "有方科技", +"港通医疗": "301515", +"301515": "港通医疗", +"合锻智能": "603011", +"603011": "合锻智能", +"柘中股份": "002346", +"002346": "柘中股份", +"富佳股份": "603219", +"603219": "富佳股份", +"康泰生物": "300601", +"300601": "康泰生物", +"交大思诺": "300851", +"300851": "交大思诺", +"概伦电子": "688206", +"688206": "概伦电子", +"*ST宏图": "600122", +"600122": "*ST宏图", +"通达动力": "002576", +"002576": "通达动力", +"松井股份": "688157", +"688157": "松井股份", +"节能国祯": "300388", +"300388": "节能国祯", +"匠心家居": "301061", +"301061": "匠心家居", +"逸飞激光": "688646", +"688646": "逸飞激光", +"华数传媒": "000156", +"000156": "华数传媒", +"国统股份": "002205", +"002205": "国统股份", +"任子行": "300311", +"300311": "任子行", +"杭州银行": "600926", +"600926": "杭州银行", +"*ST嘉凯": "000918", +"000918": "*ST嘉凯", +"辽河油田": "000817", +"000817": "辽河油田", +"新能泰山": "000720", +"000720": "新能泰山", +"远": "002161", +"002161": "远", +"汇得科技": "603192", +"603192": "汇得科技", +"瑞华泰": "688323", +"688323": "瑞华泰", +"金山办公": "688111", +"688111": "金山办公", +"卓翼科技": "002369", +"002369": "卓翼科技", +"退市昌鱼": "600275", +"600275": "退市昌鱼", +"晶方科技": "603005", +"603005": "晶方科技", +"宏创控股": "002379", +"002379": "宏创控股", +"拉芳家化": "603630", +"603630": "拉芳家化", +"海普瑞": "002399", +"002399": "海普瑞", +"三博脑科": "301293", +"301293": "三博脑科", +"佰维存储": "688525", +"688525": "佰维存储", +"健之佳": "605266", +"605266": "健之佳", +"金自天正": "600560", +"600560": "金自天正", +"联诚精密": "002921", +"002921": "联诚精密", +"豪能股份": "603809", +"603809": "豪能股份", +"味知香": "605089", +"605089": "味知香", +"燕塘乳业": "002732", +"002732": "燕塘乳业", +"卧龙电驱": "600580", +"600580": "卧龙电驱", +"星宇股份": "601799", +"601799": "星宇股份", +"天通股份": "600330", +"600330": "天通股份", +"爱科科技": "688092", +"688092": "爱科科技", +"金博股份": "688598", +"688598": "金博股份", +"汇洲智能": "002122", +"002122": "汇洲智能", +"晶科能源": "688223", +"688223": "晶科能源", +"汇纳科技": "300609", +"300609": "汇纳科技", +"丽岛新材": "603937", +"603937": "丽岛新材", +"天域生态": "603717", +"603717": "天域生态", +"申菱环境": "301018", +"301018": "申菱环境", +"龙星化工": "002442", +"002442": "龙星化工", +"斯达半导": "603290", +"603290": "斯达半导", +"退市明科": "600091", +"600091": "退市明科", +"三雄极光": "300625", +"300625": "三雄极光", +"杰美特": "300868", +"300868": "杰美特", +"华安鑫创": "300928", +"300928": "华安鑫创", +"中钢国际": "000928", +"000928": "中钢国际", +"航天南湖": "688552", +"688552": "航天南湖", +"成大生物": "688739", +"688739": "成大生物", +"永创智能": "603901", +"603901": "永创智能", +"中国铁物": "000927", +"000927": "中国铁物", +"中国卫星": "600118", +"600118": "中国卫星", +"康龙化成": "300759", +"300759": "康龙化成", +"猛狮退": "002684", +"002684": "猛狮退", +"天奈科技": "688116", +"688116": "天奈科技", +"汇嘉时代": "603101", +"603101": "汇嘉时代", +"精伦电子": "600355", +"600355": "精伦电子", +"博汇股份": "300839", +"300839": "博汇股份", +"继峰股份": "603997", +"603997": "继峰股份", +"新易盛": "300502", +"300502": "新易盛", +"华灿光电": "300323", +"300323": "华灿光电", +"翠微股份": "603123", +"603123": "翠微股份", +"北京文化": "000802", +"000802": "北京文化", +"双飞股份": "300817", +"300817": "双飞股份", +"同益中": "688722", +"688722": "同益中", +"广电电气": "601616", +"601616": "广电电气", +"海泰新能": "835985", +"835985": "海泰新能", +"博腾股份": "300363", +"300363": "博腾股份", +"博菲电气": "001255", +"001255": "博菲电气", +"华骐环保": "300929", +"300929": "华骐环保", +"ST恒久": "002808", +"002808": "ST恒久", +"智能自控": "002877", +"002877": "智能自控", +"迪安诊断": "300244", +"300244": "迪安诊断", +"震安科技": "300767", +"300767": "震安科技", +"浙江医药": "600216", +"600216": "浙江医药", +"武汉蓝电": "830779", +"830779": "武汉蓝电", +"远大控股": "000626", +"000626": "远大控股", +"英可瑞": "300713", +"300713": "英可瑞", +"桂林旅游": "000978", +"000978": "桂林旅游", +"万业企业": "600641", +"600641": "万业企业", +"宁波联合": "600051", +"600051": "宁波联合", +"XD颖泰生": "833819", +"833819": "XD颖泰生", +"广深铁路": "601333", +"601333": "广深铁路", +"蒙泰高新": "300876", +"300876": "蒙泰高新", +"生": "002095", +"002095": "生", +"四川路桥": "600039", +"600039": "四川路桥", +"S*ST精密": "600092", +"600092": "S*ST精密", +"荣联科技": "002642", +"002642": "荣联科技", +"威派格": "603956", +"603956": "威派格", +"蓝海华腾": "300484", +"300484": "蓝海华腾", +"建艺集团": "002789", +"002789": "建艺集团", +"江苏阳光": "600220", +"600220": "江苏阳光", +"用友网络": "600588", +"600588": "用友网络", +"科达制造": "600499", +"600499": "科达制造", +"富士达": "835640", +"835640": "富士达", +"诺泰生物": "688076", +"688076": "诺泰生物", +"科安达": "002972", +"002972": "科安达", +"亿田智能": "300911", +"300911": "亿田智能", +"灿能电力": "870299", +"870299": "灿能电力", +"伟时电子": "605218", +"605218": "伟时电子", +"莱钢股份": "600102", +"600102": "莱钢股份", +"森霸传感": "300701", +"300701": "森霸传感", +"福元医药": "601089", +"601089": "福元医药", +"厦工股份": "600815", +"600815": "厦工股份", +"韵达股份": "002120", +"002120": "韵达股份", +"金杯汽车": "600609", +"600609": "金杯汽车", +"万孚生物": "300482", +"300482": "万孚生物", +"建研设计": "301167", +"301167": "建研设计", +"中国东航": "600115", +"600115": "中国东航", +"日科化学": "300214", +"300214": "日科化学", +"*ST泛海": "000046", +"000046": "*ST泛海", +"金溢科技": "002869", +"002869": "金溢科技", +"中船应急": "300527", +"300527": "中船应急", +"太平鸟": "603877", +"603877": "太平鸟", +"北纬科技": "002148", +"002148": "北纬科技", +"中科三环": "000970", +"000970": "中科三环", +"南极光": "300940", +"300940": "南极光", +"川发龙蟒": "002312", +"002312": "川发龙蟒", +"确成股份": "605183", +"605183": "确成股份", +"国光电气": "688776", +"688776": "国光电气", +"青农商行": "002958", +"002958": "青农商行", +"禾迈股份": "688032", +"688032": "禾迈股份", +"上海沿浦": "605128", +"605128": "上海沿浦", +"新风光": "688663", +"688663": "新风光", +"豪江智能": "301320", +"301320": "豪江智能", +"新动力": "300152", +"300152": "新动力", +"星光农机": "603789", +"603789": "星光农机", +"深水规院": "301038", +"301038": "深水规院", +"长城退": "002071", +"002071": "长城退", +"ST通脉": "603559", +"603559": "ST通脉", +"锌业股份": "000751", +"000751": "锌业股份", +"宏达高科": "002144", +"002144": "宏达高科", +"民士达": "833394", +"833394": "民士达", +"索辰科技": "688507", +"688507": "索辰科技", +"远航精密": "833914", +"833914": "远航精密", +"厦门港务": "000905", +"000905": "厦门港务", +"易实精密": "836221", +"836221": "易实精密", +"迪马股份": "600565", +"600565": "迪马股份", +"引力传媒": "603598", +"603598": "引力传媒", +"陕鼓动力": "601369", +"601369": "陕鼓动力", +"艾华集团": "603989", +"603989": "艾华集团", +"江南高纤": "600527", +"600527": "江南高纤", +"大豪科技": "603025", +"603025": "大豪科技", +"嘉环科技": "603206", +"603206": "嘉环科技", +"三生国健": "688336", +"688336": "三生国健", +"我武生物": "300357", +"300357": "我武生物", +"灿瑞科技": "688061", +"688061": "灿瑞科技", +"华亚智能": "003043", +"003043": "华亚智能", +"中持股份": "603903", +"603903": "中持股份", +"先锋电子": "002767", +"002767": "先锋电子", +"大叶股份": "300879", +"300879": "大叶股份", +"道道全": "002852", +"002852": "道道全", +"高铁电气": "688285", +"688285": "高铁电气", +"巨能股份": "871478", +"871478": "巨能股份", +"中国银行": "601988", +"601988": "中国银行", +"燕麦科技": "688312", +"688312": "燕麦科技", +"ST天成": "600112", +"600112": "ST天成", +"南京证券": "601990", +"601990": "南京证券", +"安源煤业": "600397", +"600397": "安源煤业", +"华阳股份": "600348", +"600348": "华阳股份", +"S*ST托普": "000583", +"000583": "S*ST托普", +"新天地": "301277", +"301277": "新天地", +"成都路桥": "002628", +"002628": "成都路桥", +"志邦家居": "603801", +"603801": "志邦家居", +"天正电气": "605066", +"605066": "天正电气", +"宁波富邦": "600768", +"600768": "宁波富邦", +"凯因科技": "688687", +"688687": "凯因科技", +"东方证券": "600958", +"600958": "东方证券", +"可立克": "002782", +"002782": "可立克", +"鸿合科技": "002955", +"002955": "鸿合科技", +"金域医学": "603882", +"603882": "金域医学", +"隆鑫通用": "603766", +"603766": "隆鑫通用", +"麦格米特": "002851", +"002851": "麦格米特", +"复星医药": "600196", +"600196": "复星医药", +"中体产业": "600158", +"600158": "中体产业", +"索菱股份": "002766", +"002766": "索菱股份", +"怡合达": "301029", +"301029": "怡合达", +"戴维医疗": "300314", +"300314": "戴维医疗", +"雅戈尔": "600177", +"600177": "雅戈尔", +"北化股份": "002246", +"002246": "北化股份", +"威尔高": "301251", +"301251": "威尔高", +"安琪酵母": "600298", +"600298": "安琪酵母", +"流金科技": "834021", +"834021": "流金科技", +"*ST广田": "002482", +"002482": "*ST广田", +"安妮股份": "002235", +"002235": "安妮股份", +"科源制药": "301281", +"301281": "科源制药", +"北摩高科": "002985", +"002985": "北摩高科", +"怡球资源": "601388", +"601388": "怡球资源", +"朗科科技": "300042", +"300042": "朗科科技", +"精准信息": "300099", +"300099": "精准信息", +"襄阳轴承": "000678", +"000678": "襄阳轴承", +"赤峰黄金": "600988", +"600988": "赤峰黄金", +"三孚新科": "688359", +"688359": "三孚新科", +"博睿数据": "688229", +"688229": "博睿数据", +"天力复合": "873576", +"873576": "天力复合", +"*ST佳沃": "300268", +"300268": "*ST佳沃", +"亿联网络": "300628", +"300628": "亿联网络", +"养元饮品": "603156", +"603156": "养元饮品", +"中海油服": "601808", +"601808": "中海油服", +"东方电热": "300217", +"300217": "东方电热", +"宁沪高速": "600377", +"600377": "宁沪高速", +"江河集团": "601886", +"601886": "江河集团", +"英方软件": "688435", +"688435": "英方软件", +"英飞拓": "002528", +"002528": "英飞拓", +"每日互动": "300766", +"300766": "每日互动", +"西麦食品": "002956", +"002956": "西麦食品", +"凌玮科技": "301373", +"301373": "凌玮科技", +"通力科技": "301255", +"301255": "通力科技", +"掌趣科技": "300315", +"300315": "掌趣科技", +"广安爱众": "600979", +"600979": "广安爱众", +"三维股份": "603033", +"603033": "三维股份", +"太极股份": "002368", +"002368": "太极股份", +"洪兴股份": "001209", +"001209": "洪兴股份", +"皇庭国际": "000056", +"000056": "皇庭国际", +"春兰股份": "600854", +"600854": "春兰股份", +"洪通燃气": "605169", +"605169": "洪通燃气", +"*ST中捷": "002021", +"002021": "*ST中捷", +"电投能源": "002128", +"002128": "电投能源", +"大智慧": "601519", +"601519": "大智慧", +"金太阳": "300606", +"300606": "金太阳", +"力星股份": "300421", +"300421": "力星股份", +"新赛股份": "600540", +"600540": "新赛股份", +"立昂技术": "300603", +"300603": "立昂技术", +"中国电研": "688128", +"688128": "中国电研", +"先锋新材": "300163", +"300163": "先锋新材", +"广西广电": "600936", +"600936": "广西广电", +"汉钟精机": "002158", +"002158": "汉钟精机", +"雅创电子": "301099", +"301099": "雅创电子", +"武钢股份": "600005", +"600005": "武钢股份", +"星湖科技": "600866", +"600866": "星湖科技", +"太和水": "605081", +"605081": "太和水", +"西部建设": "002302", +"002302": "西部建设", +"中超控股": "002471", +"002471": "中超控股", +"华盛锂电": "688353", +"688353": "华盛锂电", +"久盛电气": "301082", +"301082": "久盛电气", +"佛慈制药": "002644", +"002644": "佛慈制药", +"思特威-W": "688213", +"688213": "思特威-W", +"渤海股份": "000605", +"000605": "渤海股份", +"富奥股份": "000030", +"000030": "富奥股份", +"逸豪新材": "301176", +"301176": "逸豪新材", +"坤彩科技": "603826", +"603826": "坤彩科技", +"和远气体": "002971", +"002971": "和远气体", +"银信科技": "300231", +"300231": "银信科技", +"昆船智能": "301311", +"301311": "昆船智能", +"威龙股份": "603779", +"603779": "威龙股份", +"新强联": "300850", +"300850": "新强联", +"秋乐种业": "831087", +"831087": "秋乐种业", +"厦钨新能": "688778", +"688778": "厦钨新能", +"南天信息": "000948", +"000948": "南天信息", +"农发种业": "600313", +"600313": "农发种业", +"科创新材": "833580", +"833580": "科创新材", +"昆仑万维": "300418", +"300418": "昆仑万维", +"中元股份": "300018", +"300018": "中元股份", +"华菱钢铁": "000932", +"000932": "华菱钢铁", +"金陵体育": "300651", +"300651": "金陵体育", +"南华期货": "603093", +"603093": "南华期货", +"华洋赛车": "834058", +"834058": "华洋赛车", +"天宇股份": "300702", +"300702": "天宇股份", +"三环集团": "300408", +"300408": "三环集团", +"美之高": "834765", +"834765": "美之高", +"海康威视": "002415", +"002415": "海康威视", +"新天然气": "603393", +"603393": "新天然气", +"新开普": "300248", +"300248": "新开普", +"凯撒文化": "002425", +"002425": "凯撒文化", +"裕兴股份": "300305", +"300305": "裕兴股份", +"拱东医疗": "605369", +"605369": "拱东医疗", +"华兰疫苗": "301207", +"301207": "华兰疫苗", +"贵州燃气": "600903", +"600903": "贵州燃气", +"凌云光": "688400", +"688400": "凌云光", +"宏和科技": "603256", +"603256": "宏和科技", +"城市传媒": "600229", +"600229": "城市传媒", +"宏微科技": "688711", +"688711": "宏微科技", +"ST贵人": "603555", +"603555": "ST贵人", +"潜能恒信": "300191", +"300191": "潜能恒信", +"博敏电子": "603936", +"603936": "博敏电子", +"泰坦科技": "688133", +"688133": "泰坦科技", +"中潜退": "300526", +"300526": "中潜退", +"庚星股份": "600753", +"600753": "庚星股份", +"步科股份": "688160", +"688160": "步科股份", +"凯伦股份": "300715", +"300715": "凯伦股份", +"南华生物": "000504", +"000504": "南华生物", +"*ST京蓝": "000711", +"000711": "*ST京蓝", +"青岛银行": "002948", +"002948": "青岛银行", +"ST三圣": "002742", +"002742": "ST三圣", +"锦龙股份": "000712", +"000712": "锦龙股份", +"万盛股份": "603010", +"603010": "万盛股份", +"梓橦宫": "832566", +"832566": "梓橦宫", +"网达软件": "603189", +"603189": "网达软件", +"盛泰集团": "605138", +"605138": "盛泰集团", +"中国软件": "600536", +"600536": "中国软件", +"志特新材": "300986", +"300986": "志特新材", +"方大炭素": "600516", +"600516": "方大炭素", +"中核科技": "000777", +"000777": "中核科技", +"金诚信": "603979", +"603979": "金诚信", +"中文在线": "300364", +"300364": "中文在线", +"腾亚精工": "301125", +"301125": "腾亚精工", +"民德电子": "300656", +"300656": "民德电子", +"富祥药业": "300497", +"300497": "富祥药业", +"欣龙控股": "000955", +"000955": "欣龙控股", +"爱美客": "300896", +"300896": "爱美客", +"威贸电子": "833346", +"833346": "威贸电子", +"东方嘉盛": "002889", +"002889": "东方嘉盛", +"顺控发展": "003039", +"003039": "顺控发展", +"双枪科技": "001211", +"001211": "双枪科技", +"驰诚股份": "834407", +"834407": "驰诚股份", +"*ST柏龙": "002776", +"002776": "*ST柏龙", +"华东重机": "002685", +"002685": "华东重机", +"春光药装": "838810", +"838810": "春光药装", +"高测股份": "688556", +"688556": "高测股份", +"天德钰": "688252", +"688252": "天德钰", +"福耀玻璃": "600660", +"600660": "福耀玻璃", +"利和兴": "301013", +"301013": "利和兴", +"泛微网络": "603039", +"603039": "泛微网络", +"琏升科技": "300051", +"300051": "琏升科技", +"瑞斯康达": "603803", +"603803": "瑞斯康达", +"岭南控股": "000524", +"000524": "岭南控股", +"新泉股份": "603179", +"603179": "新泉股份", +"天士力": "600535", +"600535": "天士力", +"光力科技": "300480", +"300480": "光力科技", +"浦发银行": "600000", +"600000": "浦发银行", +"三达膜": "688101", +"688101": "三达膜", +"福鞍股份": "603315", +"603315": "福鞍股份", +"通合科技": "300491", +"300491": "通合科技", +"退市昆机": "600806", +"600806": "退市昆机", +"金花股份": "600080", +"600080": "金花股份", +"强力新材": "300429", +"300429": "强力新材", +"深科达": "688328", +"688328": "深科达", +"泰福泵业": "300992", +"300992": "泰福泵业", +"三元生物": "301206", +"301206": "三元生物", +"快克智能": "603203", +"603203": "快克智能", +"善水科技": "301190", +"301190": "善水科技", +"XD方盛制": "603998", +"603998": "XD方盛制", +"铖昌科技": "001270", +"001270": "铖昌科技", +"天坛生物": "600161", +"600161": "天坛生物", +"海南椰岛": "600238", +"600238": "海南椰岛", +"达瑞电子": "300976", +"300976": "达瑞电子", +"唐人神": "002567", +"002567": "唐人神", +"立讯精密": "002475", +"002475": "立讯精密", +"蓝帆医疗": "002382", +"002382": "蓝帆医疗", +"海量数据": "603138", +"603138": "海量数据", +"清溢光电": "688138", +"688138": "清溢光电", +"创元科技": "000551", +"000551": "创元科技", +"遥望科技": "002291", +"002291": "遥望科技", +"浙江龙盛": "600352", +"600352": "浙江龙盛", +"京威股份": "002662", +"002662": "京威股份", +"中原油气": "000956", +"000956": "中原油气", +"上海莱士": "002252", +"002252": "上海莱士", +"居然之家": "000785", +"000785": "居然之家", +"禾川科技": "688320", +"688320": "禾川科技", +"普瑞眼科": "301239", +"301239": "普瑞眼科", +"璞泰来": "603659", +"603659": "璞泰来", +"全信股份": "300447", +"300447": "全信股份", +"惠城环保": "300779", +"300779": "惠城环保", +"物产中大": "600704", +"600704": "物产中大", +"浙江美大": "002677", +"002677": "浙江美大", +"中路股份": "600818", +"600818": "中路股份", +"寿仙谷": "603896", +"603896": "寿仙谷", +"特锐德": "300001", +"300001": "特锐德", +"伊戈尔": "002922", +"002922": "伊戈尔", +"炜冈科技": "001256", +"001256": "炜冈科技", +"厦门空港": "600897", +"600897": "厦门空港", +"煌上煌": "002695", +"002695": "煌上煌", +"天海防务": "300008", +"300008": "天海防务", +"星网锐捷": "002396", +"002396": "星网锐捷", +"爱丽家居": "603221", +"603221": "爱丽家居", +"科思股份": "300856", +"300856": "科思股份", +"易华录": "300212", +"300212": "易华录", +"大晟文化": "600892", +"600892": "大晟文化", +"顺灏股份": "002565", +"002565": "顺灏股份", +"古越龙山": "600059", +"600059": "古越龙山", +"中马传动": "603767", +"603767": "中马传动", +"宝兰德": "688058", +"688058": "宝兰德", +"峆一药业": "430478", +"430478": "峆一药业", +"智明达": "688636", +"688636": "智明达", +"岱勒新材": "300700", +"300700": "岱勒新材", +"易尚退": "002751", +"002751": "易尚退", +"电科网安": "002268", +"002268": "电科网安", +"银河微电": "688689", +"688689": "银河微电", +"凤凰光学": "600071", +"600071": "凤凰光学", +"长海股份": "300196", +"300196": "长海股份", +"海川智能": "300720", +"300720": "海川智能", +"深信服": "300454", +"300454": "深信服", +"万润新能": "688275", +"688275": "万润新能", +"和而泰": "002402", +"002402": "和而泰", +"皇氏集团": "002329", +"002329": "皇氏集团", +"盐": "000088", +"000088": "盐", +"ST天顺": "002800", +"002800": "ST天顺", +"奥普家居": "603551", +"603551": "奥普家居", +"上峰水泥": "000672", +"000672": "上峰水泥", +"数据港": "603881", +"603881": "数据港", +"大地海洋": "301068", +"301068": "大地海洋", +"雪迪龙": "002658", +"002658": "雪迪龙", +"*ST蓝光": "600466", +"600466": "*ST蓝光", +"国信证券": "002736", +"002736": "国信证券", +"德林海": "688069", +"688069": "德林海", +"振华新材": "688707", +"688707": "振华新材", +"国民技术": "300077", +"300077": "国民技术", +"博济医药": "300404", +"300404": "博济医药", +"科远智慧": "002380", +"002380": "科远智慧", +"森赫股份": "301056", +"301056": "森赫股份", +"光正眼科": "002524", +"002524": "光正眼科", +"博迁新材": "605376", +"605376": "博迁新材", +"慧博云通": "301316", +"301316": "慧博云通", +"广电网络": "600831", +"600831": "广电网络", +"永茂泰": "605208", +"605208": "永茂泰", +"同飞股份": "300990", +"300990": "同飞股份", +"酒钢宏兴": "600307", +"600307": "酒钢宏兴", +"浙文互联": "600986", +"600986": "浙文互联", +"榕基软件": "002474", +"002474": "榕基软件", +"海程邦达": "603836", +"603836": "海程邦达", +"国轩高科": "002074", +"002074": "国轩高科", +"葵花药业": "002737", +"002737": "葵花药业", +"中科电气": "300035", +"300035": "中科电气", +"道森股份": "603800", +"603800": "道森股份", +"浪潮软件": "600756", +"600756": "浪潮软件", +"华兰股份": "301093", +"301093": "华兰股份", +"友车科技": "688479", +"688479": "友车科技", +"广东明珠": "600382", +"600382": "广东明珠", +"睿能科技": "603933", +"603933": "睿能科技", +"中电环保": "300172", +"300172": "中电环保", +"重庆百货": "600729", +"600729": "重庆百货", +"广信股份": "603599", +"603599": "广信股份", +"天能股份": "688819", +"688819": "天能股份", +"美畅股份": "300861", +"300861": "美畅股份", +"昊海生科": "688366", +"688366": "昊海生科", +"吉林碳谷": "836077", +"836077": "吉林碳谷", +"东方创业": "600278", +"600278": "东方创业", +"隆利科技": "300752", +"300752": "隆利科技", +"东港股份": "002117", +"002117": "东港股份", +"中研股份": "688716", +"688716": "中研股份", +"江苏吴中": "600200", +"600200": "江苏吴中", +"浩云科技": "300448", +"300448": "浩云科技", +"思美传媒": "002712", +"002712": "思美传媒", +"锦鸡股份": "300798", +"300798": "锦鸡股份", +"中国电影": "600977", +"600977": "中国电影", +"展鹏科技": "603488", +"603488": "展鹏科技", +"津荣天宇": "300988", +"300988": "津荣天宇", +"海特高新": "002023", +"002023": "海特高新", +"川金诺": "300505", +"300505": "川金诺", +"理工导航": "688282", +"688282": "理工导航", +"达威股份": "300535", +"300535": "达威股份", +"雷迪克": "300652", +"300652": "雷迪克", +"诚意药业": "603811", +"603811": "诚意药业", +"中亦科技": "301208", +"301208": "中亦科技", +"地素时尚": "603587", +"603587": "地素时尚", +"中原内配": "002448", +"002448": "中原内配", +"中国人寿": "601628", +"601628": "中国人寿", +"川投能源": "600674", +"600674": "川投能源", +"百联股份": "600827", +"600827": "百联股份", +"中信海直": "000099", +"000099": "中信海直", +"哈空调": "600202", +"600202": "哈空调", +"文科园林": "002775", +"002775": "文科园林", +"大丰实业": "603081", +"603081": "大丰实业", +"铁流股份": "603926", +"603926": "铁流股份", +"云铝股份": "000807", +"000807": "云铝股份", +"新力金融": "600318", +"600318": "新力金融", +"潮宏基": "002345", +"002345": "潮宏基", +"启迪设计": "300500", +"300500": "启迪设计", +"南王科技": "301355", +"301355": "南王科技", +"广宇发展": "000537", +"000537": "广宇发展", +"科兴制药": "688136", +"688136": "科兴制药", +"华工科技": "000988", +"000988": "华工科技", +"司南导航": "688592", +"688592": "司南导航", +"尖峰集团": "600668", +"600668": "尖峰集团", +"沃森生物": "300142", +"300142": "沃森生物", +"九安医疗": "002432", +"002432": "九安医疗", +"世名科技": "300522", +"300522": "世名科技", +"金河生物": "002688", +"002688": "金河生物", +"鼎通科技": "688668", +"688668": "鼎通科技", +"光华科技": "002741", +"002741": "光华科技", +"威奥股份": "605001", +"605001": "威奥股份", +"综艺股份": "600770", +"600770": "综艺股份", +"银邦股份": "300337", +"300337": "银邦股份", +"漳州发展": "000753", +"000753": "漳州发展", +"飞鹿股份": "300665", +"300665": "飞鹿股份", +"大北农": "002385", +"002385": "大北农", +"春光科技": "603657", +"603657": "春光科技", +"夜光明": "873527", +"873527": "夜光明", +"广晟有色": "600259", +"600259": "广晟有色", +"中建环能": "300425", +"300425": "中建环能", +"海能技术": "430476", +"430476": "海能技术", +"ST粤泰": "600393", +"600393": "ST粤泰", +"春兴精工": "002547", +"002547": "春兴精工", +"凯龙高科": "300912", +"300912": "凯龙高科", +"天智航-U": "688277", +"688277": "天智航-U", +"百川畅银": "300614", +"300614": "百川畅银", +"科迪退": "002770", +"002770": "科迪退", +"建科机械": "300823", +"300823": "建科机械", +"美邦科技": "832471", +"832471": "美邦科技", +"锐明技术": "002970", +"002970": "锐明技术", +"国泰集团": "603977", +"603977": "国泰集团", +"传艺科技": "002866", +"002866": "传艺科技", +"中无人机": "688297", +"688297": "中无人机", +"奥比中光-UW": "688322", +"688322": "奥比中光-UW", +"奥海科技": "002993", +"002993": "奥海科技", +"仲景食品": "300908", +"300908": "仲景食品", +"武汉控股": "600168", +"600168": "武汉控股", +"宝胜股份": "600973", +"600973": "宝胜股份", +"和佳退": "300273", +"300273": "和佳退", +"天微电子": "688511", +"688511": "天微电子", +"宁波高发": "603788", +"603788": "宁波高发", +"万达电影": "002739", +"002739": "万达电影", +"华大基因": "300676", +"300676": "华大基因", +"中设股份": "002883", +"002883": "中设股份", +"安靠智电": "300617", +"300617": "安靠智电", +"真爱美家": "003041", +"003041": "真爱美家", +"京华激光": "603607", +"603607": "京华激光", +"甬金股份": "603995", +"603995": "甬金股份", +"天奥电子": "002935", +"002935": "天奥电子", +"中百集团": "000759", +"000759": "中百集团", +"汉森制药": "002412", +"002412": "汉森制药", +"华源控股": "002787", +"002787": "华源控股", +"退市锐电": "601558", +"601558": "退市锐电", +"国联股份": "603613", +"603613": "国联股份", +"佳禾智能": "300793", +"300793": "佳禾智能", +"城发环境": "000885", +"000885": "城发环境", +"宁波中百": "600857", +"600857": "宁波中百", +"京城股份": "600860", +"600860": "京城股份", +"ST星源": "000005", +"000005": "ST星源", +"绿城水务": "601368", +"601368": "绿城水务", +"华北高速": "000916", +"000916": "华北高速", +"兴蓉环境": "000598", +"000598": "兴蓉环境", +"江苏国泰": "002091", +"002091": "江苏国泰", +"TCL科技": "000100", +"000100": "TCL科技", +"远信工业": "301053", +"301053": "远信工业", +"思维列控": "603508", +"603508": "思维列控", +"永悦科技": "603879", +"603879": "永悦科技", +"中科星图": "688568", +"688568": "中科星图", +"读者传媒": "603999", +"603999": "读者传媒", +"中银证券": "601696", +"601696": "中银证券", +"则成电子": "837821", +"837821": "则成电子", +"格尔软件": "603232", +"603232": "格尔软件", +"绿能慧充": "600212", +"600212": "绿能慧充", +"力合科创": "002243", +"002243": "力合科创", +"浙江鼎力": "603338", +"603338": "浙江鼎力", +"广电运通": "002152", +"002152": "广电运通", +"扬杰科技": "300373", +"300373": "扬杰科技", +"软控股份": "002073", +"002073": "软控股份", +"东山精密": "002384", +"002384": "东山精密", +"应流股份": "603308", +"603308": "应流股份", +"*ST洲际": "600759", +"600759": "*ST洲际", +"欧科亿": "688308", +"688308": "欧科亿", +"辽宁能源": "600758", +"600758": "辽宁能源", +"天目湖": "603136", +"603136": "天目湖", +"科翔股份": "300903", +"300903": "科翔股份", +"恒玄科技": "688608", +"688608": "恒玄科技", +"中国巨石": "600176", +"600176": "中国巨石", +"利尔达": "832149", +"832149": "利尔达", +"华阳国际": "002949", +"002949": "华阳国际", +"星云股份": "300648", +"300648": "星云股份", +"金财互联": "002530", +"002530": "金财互联", +"广和通": "300638", +"300638": "广和通", +"共达电声": "002655", +"002655": "共达电声", +"华塑科技": "301157", +"301157": "华塑科技", +"晨光生物": "300138", +"300138": "晨光生物", +"浙江荣泰": "603119", +"603119": "浙江荣泰", +"华软科技": "002453", +"002453": "华软科技", +"鸿利智汇": "300219", +"300219": "鸿利智汇", +"中盐化工": "600328", +"600328": "中盐化工", +"中南建设": "000961", +"000961": "中南建设", +"飞马国际": "002210", +"002210": "飞马国际", +"沪光股份": "605333", +"605333": "沪光股份", +"华康股份": "605077", +"605077": "华康股份", +"歌力思": "603808", +"603808": "歌力思", +"江龙船艇": "300589", +"300589": "江龙船艇", +"中国出版": "601949", +"601949": "中国出版", +"齐心集团": "002301", +"002301": "齐心集团", +"智云股份": "300097", +"300097": "智云股份", +"欧康医药": "833230", +"833230": "欧康医药", +"退市金钰": "600086", +"600086": "退市金钰", +"李子园": "605337", +"605337": "李子园", +"海马汽车": "000572", +"000572": "海马汽车", +"华电重工": "601226", +"601226": "华电重工", +"仟源医药": "300254", +"300254": "仟源医药", +"齐鲁华信": "830832", +"830832": "齐鲁华信", +"长动退": "000835", +"000835": "长动退", +"广汽长丰": "600991", +"600991": "广汽长丰", +"翰宇药业": "300199", +"300199": "翰宇药业", +"焦作万方": "000612", +"000612": "焦作万方", +"博迈科": "603727", +"603727": "博迈科", +"路桥信息": "837748", +"837748": "路桥信息", +"百洋股份": "002696", +"002696": "百洋股份", +"冀东装备": "000856", +"000856": "冀东装备", +"佩蒂股份": "300673", +"300673": "佩蒂股份", +"吉艾退": "300309", +"300309": "吉艾退", +"白云电器": "603861", +"603861": "白云电器", +"劲仔食品": "003000", +"003000": "劲仔食品", +"芯能科技": "603105", +"603105": "芯能科技", +"世纪恒通": "301428", +"301428": "世纪恒通", +"亚华电子": "301337", +"301337": "亚华电子", +"ST国嘉": "600646", +"600646": "ST国嘉", +"中国中车": "601766", +"601766": "中国中车", +"创兴资源": "600193", +"600193": "创兴资源", +"真视通": "002771", +"002771": "真视通", +"退市吉恩": "600432", +"600432": "退市吉恩", +"香农芯创": "300475", +"300475": "香农芯创", +"鸿博股份": "002229", +"002229": "鸿博股份", +"宁波东力": "002164", +"002164": "宁波东力", +"钱江摩托": "000913", +"000913": "钱江摩托", +"联得装备": "300545", +"300545": "联得装备", +"中信出版": "300788", +"300788": "中信出版", +"黑芝麻": "000716", +"000716": "黑芝麻", +"民爆光电": "301362", +"301362": "民爆光电", +"正虹科技": "000702", +"000702": "正虹科技", +"微导纳米": "688147", +"688147": "微导纳米", +"朱老六": "831726", +"831726": "朱老六", +"金": "000402", +"000402": "金", +"中科磁业": "301141", +"301141": "中科磁业", +"思特奇": "300608", +"300608": "思特奇", +"深粮控股": "000019", +"000019": "深粮控股", +"幸福蓝海": "300528", +"300528": "幸福蓝海", +"立昂微": "605358", +"605358": "立昂微", +"冀中能源": "000937", +"000937": "冀中能源", +"爱柯迪": "600933", +"600933": "爱柯迪", +"江苏金租": "600901", +"600901": "江苏金租", +"世华科技": "688093", +"688093": "世华科技", +"森源电气": "002358", +"002358": "森源电气", +"万里股份": "600847", +"600847": "万里股份", +"建投能源": "000600", +"000600": "建投能源", +"博众精工": "688097", +"688097": "博众精工", +"青松建化": "600425", +"600425": "青松建化", +"广誉远": "600771", +"600771": "广誉远", +"天亿马": "301178", +"301178": "天亿马", +"中航泰达": "836263", +"836263": "中航泰达", +"帅丰电器": "605336", +"605336": "帅丰电器", +"保利联合": "002037", +"002037": "保利联合", +"埃斯顿": "002747", +"002747": "埃斯顿", +"双汇发展": "000895", +"000895": "双汇发展", +"何氏眼科": "301103", +"301103": "何氏眼科", +"茂硕电源": "002660", +"002660": "茂硕电源", +"方大新材": "838163", +"838163": "方大新材", +"乾照光电": "300102", +"300102": "乾照光电", +"钜泉科技": "688391", +"688391": "钜泉科技", +"ST鞍一工": "600813", +"600813": "ST鞍一工", +"汇川技术": "300124", +"300124": "汇川技术", +"锋龙股份": "002931", +"002931": "锋龙股份", +"数字人": "835670", +"835670": "数字人", +"山西证券": "002500", +"002500": "山西证券", +"新光药业": "300519", +"300519": "新光药业", +"吴通控股": "300292", +"300292": "吴通控股", +"天赐材料": "002709", +"002709": "天赐材料", +"深圳燃气": "601139", +"601139": "深圳燃气", +"葛洲坝": "600068", +"600068": "葛洲坝", +"梅花生物": "600873", +"600873": "梅花生物", +"滨化股份": "601678", +"601678": "滨化股份", +"国电电力": "600795", +"600795": "国电电力", +"税友股份": "603171", +"603171": "税友股份", +"博瑞医药": "688166", +"688166": "博瑞医药", +"苏州高新": "600736", +"600736": "苏州高新", +"壹网壹创": "300792", +"300792": "壹网壹创", +"小商品城": "600415", +"600415": "小商品城", +"威领股份": "002667", +"002667": "威领股份", +"汉维科技": "836957", +"836957": "汉维科技", +"中孚信息": "300659", +"300659": "中孚信息", +"凯众股份": "603037", +"603037": "凯众股份", +"中恒电气": "002364", +"002364": "中恒电气", +"中际旭创": "300308", +"300308": "中际旭创", +"福莱新材": "605488", +"605488": "福莱新材", +"科威尔": "688551", +"688551": "科威尔", +"博晖创新": "300318", +"300318": "博晖创新", +"退市富控": "600634", +"600634": "退市富控", +"深水海纳": "300961", +"300961": "深水海纳", +"中毅达": "600610", +"600610": "中毅达", +"利亚德": "300296", +"300296": "利亚德", +"口子窖": "603589", +"603589": "口子窖", +"上海三毛": "600689", +"600689": "上海三毛", +"协鑫集成": "002506", +"002506": "协鑫集成", +"航发动力": "600893", +"600893": "航发动力", +"腾远钴业": "301219", +"301219": "腾远钴业", +"苑东生物": "688513", +"688513": "苑东生物", +"兴瑞科技": "002937", +"002937": "兴瑞科技", +"航天环宇": "688523", +"688523": "航天环宇", +"众生药业": "002317", +"002317": "众生药业", +"北方长龙": "301357", +"301357": "北方长龙", +"泛亚微透": "688386", +"688386": "泛亚微透", +"黄河旋风": "600172", +"600172": "黄河旋风", +"浙大网新": "600797", +"600797": "浙大网新", +"石英股份": "603688", +"603688": "石英股份", +"长青集团": "002616", +"002616": "长青集团", +"通业科技": "300960", +"300960": "通业科技", +"深天马Ａ": "000050", +"000050": "深天马Ａ", +"大东南": "002263", +"002263": "大东南", +"福龙马": "603686", +"603686": "福龙马", +"同为股份": "002835", +"002835": "同为股份", +"拓尔思": "300229", +"300229": "拓尔思", +"芯瑞达": "002983", +"002983": "芯瑞达", +"兴森科技": "002436", +"002436": "兴森科技", +"聚胶股份": "301283", +"301283": "聚胶股份", +"长缆科技": "002879", +"002879": "长缆科技", +"沙钢股份": "002075", +"002075": "沙钢股份", +"恒生电子": "600570", +"600570": "恒生电子", +"美芝股份": "002856", +"002856": "美芝股份", +"慧智微-U": "688512", +"688512": "慧智微-U", +"邦讯退": "300312", +"300312": "邦讯退", +"三祥新材": "603663", +"603663": "三祥新材", +"物产金轮": "002722", +"002722": "物产金轮", +"美格智能": "002881", +"002881": "美格智能", +"芯导科技": "688230", +"688230": "芯导科技", +"天安新材": "603725", +"603725": "天安新材", +"福然德": "605050", +"605050": "福然德", +"创远信科": "831961", +"831961": "创远信科", +"密尔克卫": "603713", +"603713": "密尔克卫", +"东星医疗": "301290", +"301290": "东星医疗", +"三利谱": "002876", +"002876": "三利谱", +"阳谷华泰": "300121", +"300121": "阳谷华泰", +"重庆银行": "601963", +"601963": "重庆银行", +"开普检测": "003008", +"003008": "开普检测", +"华阳新材": "600281", +"600281": "华阳新材", +"热威股份": "603075", +"603075": "热威股份", +"ST通葡": "600365", +"600365": "ST通葡", +"科瑞思": "301314", +"301314": "科瑞思", +"瑞丰光电": "300241", +"300241": "瑞丰光电", +"兰卫医学": "301060", +"301060": "兰卫医学", +"舒华体育": "605299", +"605299": "舒华体育", +"鑫铂股份": "003038", +"003038": "鑫铂股份", +"神工股份": "688233", +"688233": "神工股份", +"华扬联众": "603825", +"603825": "华扬联众", +"康斯特": "300445", +"300445": "康斯特", +"泉为科技": "300716", +"300716": "泉为科技", +"赛升药业": "300485", +"300485": "赛升药业", +"新坐标": "603040", +"603040": "新坐标", +"润和软件": "300339", +"300339": "润和软件", +"白云山A": "000522", +"000522": "白云山A", +"宁波色母": "301019", +"301019": "宁波色母", +"海螺水泥": "600585", +"600585": "海螺水泥", +"天元宠物": "301335", +"301335": "天元宠物", +"迦南智能": "300880", +"300880": "迦南智能", +"南新制药": "688189", +"688189": "南新制药", +"博汇纸业": "600966", +"600966": "博汇纸业", +"瑞奇智造": "833781", +"833781": "瑞奇智造", +"华闻集团": "000793", +"000793": "华闻集团", +"电光科技": "002730", +"002730": "电光科技", +"威海广泰": "002111", +"002111": "威海广泰", +"德尔股份": "300473", +"300473": "德尔股份", +"深桑达Ａ": "000032", +"000032": "深桑达Ａ", +"信达地产": "600657", +"600657": "信达地产", +"天际股份": "002759", +"002759": "天际股份", +"四方精创": "300468", +"300468": "四方精创", +"万丰股份": "603172", +"603172": "万丰股份", +"天箭科技": "002977", +"002977": "天箭科技", +"浦东金桥": "600639", +"600639": "浦东金桥", +"南都物业": "603506", +"603506": "南都物业", +"威星智能": "002849", +"002849": "威星智能", +"同心传动": "833454", +"833454": "同心传动", +"博纳影业": "001330", +"001330": "博纳影业", +"去年": "2022", +"前年": "2021", +"今年": "2023", +"上季度": ["三季度", "q3"], +"q1": "一季度", +"q2": "二季度", +"q3": "三季度", +"q4": "四季度", +"上班": "办公" +} diff --git a/rag/settings.py b/rag/settings.py new file mode 100644 index 0000000000000000000000000000000000000000..3b4ce1b4ee2edc52bd88af9094bef91baa305c23 --- /dev/null +++ b/rag/settings.py @@ -0,0 +1,55 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import os +from api.utils import get_base_config, decrypt_database_config +from api.utils.file_utils import get_project_base_directory +from api.utils.log_utils import LoggerFactory, getLogger + + +# Server +RAG_CONF_PATH = os.path.join(get_project_base_directory(), "conf") +SUBPROCESS_STD_LOG_NAME = "std.log" + +ES = get_base_config("es", {}) +MINIO = decrypt_database_config(name="minio") +try: + REDIS = decrypt_database_config(name="redis") +except Exception as e: + REDIS = {} + pass +DOC_MAXIMUM_SIZE = int(os.environ.get("MAX_CONTENT_LENGTH", 128 * 1024 * 1024)) + +# Logger +LoggerFactory.set_directory( + os.path.join( + get_project_base_directory(), + "logs", + "rag")) +# {CRITICAL: 50, FATAL:50, ERROR:40, WARNING:30, WARN:30, INFO:20, DEBUG:10, NOTSET:0} +LoggerFactory.LEVEL = 30 + +es_logger = getLogger("es") +minio_logger = getLogger("minio") +cron_logger = getLogger("cron_logger") +cron_logger.setLevel(20) +chunk_logger = getLogger("chunk_logger") +database_logger = getLogger("database") + +SVR_QUEUE_NAME = "rag_flow_svr_queue" +SVR_QUEUE_RETENTION = 60*60 +SVR_QUEUE_MAX_LEN = 1024 +SVR_CONSUMER_NAME = "rag_flow_svr_consumer" +SVR_CONSUMER_GROUP_NAME = "rag_flow_svr_consumer_group" diff --git a/rag/svr/cache_file_svr.py b/rag/svr/cache_file_svr.py new file mode 100644 index 0000000000000000000000000000000000000000..dcd6778982919c0753a614197b726f36478899e1 --- /dev/null +++ b/rag/svr/cache_file_svr.py @@ -0,0 +1,59 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import random +import time +import traceback + +from api.db.db_models import close_connection +from api.db.services.task_service import TaskService +from rag.settings import cron_logger +from rag.utils.minio_conn import MINIO +from rag.utils.redis_conn import REDIS_CONN + + +def collect(): + doc_locations = TaskService.get_ongoing_doc_name() + print(doc_locations) + if len(doc_locations) == 0: + time.sleep(1) + return + return doc_locations + +def main(): + locations = collect() + if not locations:return + print("TASKS:", len(locations)) + for kb_id, loc in locations: + try: + if REDIS_CONN.is_alive(): + try: + key = "{}/{}".format(kb_id, loc) + if REDIS_CONN.exist(key):continue + file_bin = MINIO.get(kb_id, loc) + REDIS_CONN.transaction(key, file_bin, 12 * 60) + cron_logger.info("CACHE: {}".format(loc)) + except Exception as e: + traceback.print_stack(e) + except Exception as e: + traceback.print_stack(e) + + + +if __name__ == "__main__": + while True: + main() + close_connection() + time.sleep(1) \ No newline at end of file diff --git a/rag/svr/discord_svr.py b/rag/svr/discord_svr.py new file mode 100644 index 0000000000000000000000000000000000000000..85ec98a7b1e700c4c9fed58e7f26eacc54403ed8 --- /dev/null +++ b/rag/svr/discord_svr.py @@ -0,0 +1,80 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import discord +import requests +import base64 +import asyncio + +URL = '{YOUR_IP_ADDRESS:PORT}/v1/api/completion_aibotk' # Default: https://demo.ragflow.io/v1/api/completion_aibotk + +JSON_DATA = { + "conversation_id": "xxxxxxxxxxxxxxxxxxxxxxxxxxx", # Get conversation id from /api/new_conversation + "Authorization": "ragflow-xxxxxxxxxxxxxxxxxxxxxxxxxxxxx", # RAGFlow Assistant Chat Bot API Key + "word": "" # User question, don't need to initialize +} + +DISCORD_BOT_KEY = "xxxxxxxxxxxxxxxxxxxxxxxxxx" #Get DISCORD_BOT_KEY from Discord Application + + +intents = discord.Intents.default() +intents.message_content = True +client = discord.Client(intents=intents) + + +@client.event +async def on_ready(): + print(f'We have logged in as {client.user}') + + +@client.event +async def on_message(message): + if message.author == client.user: + return + + if client.user.mentioned_in(message): + + if len(message.content.split('> ')) == 1: + await message.channel.send("Hi~ How can I help you? ") + else: + JSON_DATA['word']=message.content.split('> ')[1] + response = requests.post(URL, json=JSON_DATA) + response_data = response.json().get('data', []) + image_bool = False + + for i in response_data: + if i['type'] == 1: + res = i['content'] + if i['type'] == 3: + image_bool = True + image_data = base64.b64decode(i['url']) + with open('tmp_image.png','wb') as file: + file.write(image_data) + image= discord.File('tmp_image.png') + + await message.channel.send(f"{message.author.mention}{res}") + + if image_bool: + await message.channel.send(file=image) + + +loop = asyncio.get_event_loop() + +try: + loop.run_until_complete(client.start(DISCORD_BOT_KEY)) +except KeyboardInterrupt: + loop.run_until_complete(client.close()) +finally: + loop.close() diff --git a/rag/svr/jina_server.py b/rag/svr/jina_server.py new file mode 100644 index 0000000000000000000000000000000000000000..9dba8b55eb9fe0153d7a498788ae4356a64d0868 --- /dev/null +++ b/rag/svr/jina_server.py @@ -0,0 +1,93 @@ +from jina import Deployment +from docarray import BaseDoc +from jina import Executor, requests +from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig +import argparse +import torch + + +class Prompt(BaseDoc): + message: list[dict] + gen_conf: dict + + +class Generation(BaseDoc): + text: str + + +tokenizer = None +model_name = "" + + +class TokenStreamingExecutor(Executor): + def __init__(self, **kwargs): + super().__init__(**kwargs) + self.model = AutoModelForCausalLM.from_pretrained( + model_name, device_map="auto", torch_dtype="auto" + ) + + @requests(on="/chat") + async def generate(self, doc: Prompt, **kwargs) -> Generation: + text = tokenizer.apply_chat_template( + doc.message, + tokenize=False, + ) + inputs = tokenizer([text], return_tensors="pt") + generation_config = GenerationConfig( + **doc.gen_conf, + eos_token_id=tokenizer.eos_token_id, + pad_token_id=tokenizer.eos_token_id + ) + generated_ids = self.model.generate( + inputs.input_ids, generation_config=generation_config + ) + generated_ids = [ + output_ids[len(input_ids) :] + for input_ids, output_ids in zip(inputs.input_ids, generated_ids) + ] + + response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0] + yield Generation(text=response) + + @requests(on="/stream") + async def task(self, doc: Prompt, **kwargs) -> Generation: + text = tokenizer.apply_chat_template( + doc.message, + tokenize=False, + ) + input = tokenizer([text], return_tensors="pt") + input_len = input["input_ids"].shape[1] + max_new_tokens = 512 + if "max_new_tokens" in doc.gen_conf: + max_new_tokens = doc.gen_conf.pop("max_new_tokens") + generation_config = GenerationConfig( + **doc.gen_conf, + eos_token_id=tokenizer.eos_token_id, + pad_token_id=tokenizer.eos_token_id + ) + for _ in range(max_new_tokens): + output = self.model.generate( + **input, max_new_tokens=1, generation_config=generation_config + ) + if output[0][-1] == tokenizer.eos_token_id: + break + yield Generation( + text=tokenizer.decode(output[0][input_len:], skip_special_tokens=True) + ) + input = { + "input_ids": output, + "attention_mask": torch.ones(1, len(output[0])), + } + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("--model_name", type=str, help="Model name or path") + parser.add_argument("--port", default=12345, type=int, help="Jina serving port") + args = parser.parse_args() + model_name = args.model_name + tokenizer = AutoTokenizer.from_pretrained(args.model_name) + with Deployment( + uses=TokenStreamingExecutor, port=args.port, protocol="grpc" + ) as dep: + dep.block() diff --git a/rag/svr/task_executor.py b/rag/svr/task_executor.py new file mode 100644 index 0000000000000000000000000000000000000000..800633b9039e136becdc5223b7e2eb627602ac55 --- /dev/null +++ b/rag/svr/task_executor.py @@ -0,0 +1,378 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +import datetime +import json +import logging +import os +import hashlib +import copy +import re +import sys +import time +import traceback +from functools import partial + +from api.db.services.file2document_service import File2DocumentService +from api.settings import retrievaler +from rag.raptor import RecursiveAbstractiveProcessing4TreeOrganizedRetrieval as Raptor +from rag.utils.minio_conn import MINIO +from api.db.db_models import close_connection +from rag.settings import database_logger, SVR_QUEUE_NAME +from rag.settings import cron_logger, DOC_MAXIMUM_SIZE +from multiprocessing import Pool +import numpy as np +from elasticsearch_dsl import Q, Search +from multiprocessing.context import TimeoutError +from api.db.services.task_service import TaskService +from rag.utils.es_conn import ELASTICSEARCH +from timeit import default_timer as timer +from rag.utils import rmSpace, findMaxTm, num_tokens_from_string + +from rag.nlp import search, rag_tokenizer +from io import BytesIO +import pandas as pd + +from rag.app import laws, paper, presentation, manual, qa, table, book, resume, picture, naive, one, audio, knowledge_graph, email + +from api.db import LLMType, ParserType +from api.db.services.document_service import DocumentService +from api.db.services.llm_service import LLMBundle +from api.utils.file_utils import get_project_base_directory +from rag.utils.redis_conn import REDIS_CONN + +BATCH_SIZE = 64 + +FACTORY = { + "general": naive, + ParserType.NAIVE.value: naive, + ParserType.PAPER.value: paper, + ParserType.BOOK.value: book, + ParserType.PRESENTATION.value: presentation, + ParserType.MANUAL.value: manual, + ParserType.LAWS.value: laws, + ParserType.QA.value: qa, + ParserType.TABLE.value: table, + ParserType.RESUME.value: resume, + ParserType.PICTURE.value: picture, + ParserType.ONE.value: one, + ParserType.AUDIO.value: audio, + ParserType.EMAIL.value: email, + ParserType.KG.value: knowledge_graph +} + + +def set_progress(task_id, from_page=0, to_page=-1, + prog=None, msg="Processing..."): + if prog is not None and prog < 0: + msg = "[ERROR]" + msg + cancel = TaskService.do_cancel(task_id) + if cancel: + msg += " [Canceled]" + prog = -1 + + if to_page > 0: + if msg: + msg = f"Page({from_page + 1}~{to_page + 1}): " + msg + d = {"progress_msg": msg} + if prog is not None: + d["progress"] = prog + try: + TaskService.update_progress(task_id, d) + except Exception as e: + cron_logger.error("set_progress:({}), {}".format(task_id, str(e))) + + close_connection() + if cancel: + sys.exit() + + +def collect(): + try: + payload = REDIS_CONN.queue_consumer(SVR_QUEUE_NAME, "rag_flow_svr_task_broker", "rag_flow_svr_task_consumer") + if not payload: + time.sleep(1) + return pd.DataFrame() + except Exception as e: + cron_logger.error("Get task event from queue exception:" + str(e)) + return pd.DataFrame() + + msg = payload.get_message() + payload.ack() + if not msg: return pd.DataFrame() + + if TaskService.do_cancel(msg["id"]): + cron_logger.info("Task {} has been canceled.".format(msg["id"])) + return pd.DataFrame() + tasks = TaskService.get_tasks(msg["id"]) + assert tasks, "{} empty task!".format(msg["id"]) + tasks = pd.DataFrame(tasks) + if msg.get("type", "") == "raptor": + tasks["task_type"] = "raptor" + return tasks + + +def get_minio_binary(bucket, name): + return MINIO.get(bucket, name) + + +def build(row): + if row["size"] > DOC_MAXIMUM_SIZE: + set_progress(row["id"], prog=-1, msg="File size exceeds( <= %dMb )" % + (int(DOC_MAXIMUM_SIZE / 1024 / 1024))) + return [] + + callback = partial( + set_progress, + row["id"], + row["from_page"], + row["to_page"]) + chunker = FACTORY[row["parser_id"].lower()] + try: + st = timer() + bucket, name = File2DocumentService.get_minio_address(doc_id=row["doc_id"]) + binary = get_minio_binary(bucket, name) + cron_logger.info( + "From minio({}) {}/{}".format(timer() - st, row["location"], row["name"])) + cks = chunker.chunk(row["name"], binary=binary, from_page=row["from_page"], + to_page=row["to_page"], lang=row["language"], callback=callback, + kb_id=row["kb_id"], parser_config=row["parser_config"], tenant_id=row["tenant_id"]) + cron_logger.info( + "Chunkking({}) {}/{}".format(timer() - st, row["location"], row["name"])) + except TimeoutError as e: + callback(-1, f"Internal server error: Fetch file timeout. Could you try it again.") + cron_logger.error( + "Chunkking {}/{}: Fetch file timeout.".format(row["location"], row["name"])) + return + except Exception as e: + if re.search("(No such file|not found)", str(e)): + callback(-1, "Can not find file <%s>" % row["name"]) + else: + callback(-1, f"Internal server error: %s" % + str(e).replace("'", "")) + traceback.print_exc() + + cron_logger.error( + "Chunkking {}/{}: {}".format(row["location"], row["name"], str(e))) + + return + + docs = [] + doc = { + "doc_id": row["doc_id"], + "kb_id": [str(row["kb_id"])] + } + el = 0 + for ck in cks: + d = copy.deepcopy(doc) + d.update(ck) + md5 = hashlib.md5() + md5.update((ck["content_with_weight"] + + str(d["doc_id"])).encode("utf-8")) + d["_id"] = md5.hexdigest() + d["create_time"] = str(datetime.datetime.now()).replace("T", " ")[:19] + d["create_timestamp_flt"] = datetime.datetime.now().timestamp() + if not d.get("image"): + docs.append(d) + continue + + output_buffer = BytesIO() + if isinstance(d["image"], bytes): + output_buffer = BytesIO(d["image"]) + else: + d["image"].save(output_buffer, format='JPEG') + + st = timer() + MINIO.put(row["kb_id"], d["_id"], output_buffer.getvalue()) + el += timer() - st + d["img_id"] = "{}-{}".format(row["kb_id"], d["_id"]) + del d["image"] + docs.append(d) + cron_logger.info("MINIO PUT({}):{}".format(row["name"], el)) + + return docs + + +def init_kb(row): + idxnm = search.index_name(row["tenant_id"]) + if ELASTICSEARCH.indexExist(idxnm): + return + return ELASTICSEARCH.createIdx(idxnm, json.load( + open(os.path.join(get_project_base_directory(), "conf", "mapping.json"), "r"))) + + +def embedding(docs, mdl, parser_config={}, callback=None): + batch_size = 32 + tts, cnts = [rmSpace(d["title_tks"]) for d in docs if d.get("title_tks")], [ + re.sub(r"]{0,12})?>", " ", d["content_with_weight"]) for d in docs] + tk_count = 0 + if len(tts) == len(cnts): + tts_ = np.array([]) + for i in range(0, len(tts), batch_size): + vts, c = mdl.encode(tts[i: i + batch_size]) + if len(tts_) == 0: + tts_ = vts + else: + tts_ = np.concatenate((tts_, vts), axis=0) + tk_count += c + callback(prog=0.6 + 0.1 * (i + 1) / len(tts), msg="") + tts = tts_ + + cnts_ = np.array([]) + for i in range(0, len(cnts), batch_size): + vts, c = mdl.encode(cnts[i: i + batch_size]) + if len(cnts_) == 0: + cnts_ = vts + else: + cnts_ = np.concatenate((cnts_, vts), axis=0) + tk_count += c + callback(prog=0.7 + 0.2 * (i + 1) / len(cnts), msg="") + cnts = cnts_ + + title_w = float(parser_config.get("filename_embd_weight", 0.1)) + vects = (title_w * tts + (1 - title_w) * + cnts) if len(tts) == len(cnts) else cnts + + assert len(vects) == len(docs) + for i, d in enumerate(docs): + v = vects[i].tolist() + d["q_%d_vec" % len(v)] = v + return tk_count + + +def run_raptor(row, chat_mdl, embd_mdl, callback=None): + vts, _ = embd_mdl.encode(["ok"]) + vctr_nm = "q_%d_vec"%len(vts[0]) + chunks = [] + for d in retrievaler.chunk_list(row["doc_id"], row["tenant_id"], fields=["content_with_weight", vctr_nm]): + chunks.append((d["content_with_weight"], np.array(d[vctr_nm]))) + + raptor = Raptor( + row["parser_config"]["raptor"].get("max_cluster", 64), + chat_mdl, + embd_mdl, + row["parser_config"]["raptor"]["prompt"], + row["parser_config"]["raptor"]["max_token"], + row["parser_config"]["raptor"]["threshold"] + ) + original_length = len(chunks) + raptor(chunks, row["parser_config"]["raptor"]["random_seed"], callback) + doc = { + "doc_id": row["doc_id"], + "kb_id": [str(row["kb_id"])], + "docnm_kwd": row["name"], + "title_tks": rag_tokenizer.tokenize(row["name"]) + } + res = [] + tk_count = 0 + for content, vctr in chunks[original_length:]: + d = copy.deepcopy(doc) + md5 = hashlib.md5() + md5.update((content + str(d["doc_id"])).encode("utf-8")) + d["_id"] = md5.hexdigest() + d["create_time"] = str(datetime.datetime.now()).replace("T", " ")[:19] + d["create_timestamp_flt"] = datetime.datetime.now().timestamp() + d[vctr_nm] = vctr.tolist() + d["content_with_weight"] = content + d["content_ltks"] = rag_tokenizer.tokenize(content) + d["content_sm_ltks"] = rag_tokenizer.fine_grained_tokenize(d["content_ltks"]) + res.append(d) + tk_count += num_tokens_from_string(content) + return res, tk_count + + +def main(): + rows = collect() + if len(rows) == 0: + return + + for _, r in rows.iterrows(): + callback = partial(set_progress, r["id"], r["from_page"], r["to_page"]) + try: + embd_mdl = LLMBundle(r["tenant_id"], LLMType.EMBEDDING, llm_name=r["embd_id"], lang=r["language"]) + except Exception as e: + callback(-1, msg=str(e)) + cron_logger.error(str(e)) + continue + + if r.get("task_type", "") == "raptor": + try: + chat_mdl = LLMBundle(r["tenant_id"], LLMType.CHAT, llm_name=r["llm_id"], lang=r["language"]) + cks, tk_count = run_raptor(r, chat_mdl, embd_mdl, callback) + except Exception as e: + callback(-1, msg=str(e)) + cron_logger.error(str(e)) + continue + else: + st = timer() + cks = build(r) + cron_logger.info("Build chunks({}): {}".format(r["name"], timer() - st)) + if cks is None: + continue + if not cks: + callback(1., "No chunk! Done!") + continue + # TODO: exception handler + ## set_progress(r["did"], -1, "ERROR: ") + callback( + msg="Finished slicing files(%d). Start to embedding the content." % + len(cks)) + st = timer() + try: + tk_count = embedding(cks, embd_mdl, r["parser_config"], callback) + except Exception as e: + callback(-1, "Embedding error:{}".format(str(e))) + cron_logger.error(str(e)) + tk_count = 0 + cron_logger.info("Embedding elapsed({}): {:.2f}".format(r["name"], timer() - st)) + callback(msg="Finished embedding({:.2f})! Start to build index!".format(timer() - st)) + + init_kb(r) + chunk_count = len(set([c["_id"] for c in cks])) + st = timer() + es_r = "" + es_bulk_size = 16 + for b in range(0, len(cks), es_bulk_size): + es_r = ELASTICSEARCH.bulk(cks[b:b + es_bulk_size], search.index_name(r["tenant_id"])) + if b % 128 == 0: + callback(prog=0.8 + 0.1 * (b + 1) / len(cks), msg="") + + cron_logger.info("Indexing elapsed({}): {:.2f}".format(r["name"], timer() - st)) + if es_r: + callback(-1, "Index failure!") + ELASTICSEARCH.deleteByQuery( + Q("match", doc_id=r["doc_id"]), idxnm=search.index_name(r["tenant_id"])) + cron_logger.error(str(es_r)) + else: + if TaskService.do_cancel(r["id"]): + ELASTICSEARCH.deleteByQuery( + Q("match", doc_id=r["doc_id"]), idxnm=search.index_name(r["tenant_id"])) + continue + callback(1., "Done!") + DocumentService.increment_chunk_num( + r["doc_id"], r["kb_id"], tk_count, chunk_count, 0) + cron_logger.info( + "Chunk doc({}), token({}), chunks({}), elapsed:{:.2f}".format( + r["id"], tk_count, len(cks), timer() - st)) + + +if __name__ == "__main__": + peewee_logger = logging.getLogger('peewee') + peewee_logger.propagate = False + peewee_logger.addHandler(database_logger.handlers[0]) + peewee_logger.setLevel(database_logger.level) + + while True: + main() diff --git a/rag/utils/__init__.py b/rag/utils/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..63bb582a7064bd87223cd1d0a6d9e682fb8412e5 --- /dev/null +++ b/rag/utils/__init__.py @@ -0,0 +1,90 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import os +import re +import tiktoken + + +def singleton(cls, *args, **kw): + instances = {} + + def _singleton(): + key = str(cls) + str(os.getpid()) + if key not in instances: + instances[key] = cls(*args, **kw) + return instances[key] + + return _singleton + + +def rmSpace(txt): + txt = re.sub(r"([^a-z0-9.,]) +([^ ])", r"\1\2", txt, flags=re.IGNORECASE) + return re.sub(r"([^ ]) +([^a-z0-9.,])", r"\1\2", txt, flags=re.IGNORECASE) + + +def findMaxDt(fnm): + m = "1970-01-01 00:00:00" + try: + with open(fnm, "r") as f: + while True: + l = f.readline() + if not l: + break + l = l.strip("\n") + if l == 'nan': + continue + if l > m: + m = l + except Exception as e: + pass + return m + + +def findMaxTm(fnm): + m = 0 + try: + with open(fnm, "r") as f: + while True: + l = f.readline() + if not l: + break + l = l.strip("\n") + if l == 'nan': + continue + if int(l) > m: + m = int(l) + except Exception as e: + pass + return m + + +encoder = tiktoken.encoding_for_model("gpt-3.5-turbo") + + +def num_tokens_from_string(string: str) -> int: + """Returns the number of tokens in a text string.""" + try: + num_tokens = len(encoder.encode(string)) + return num_tokens + except Exception as e: + pass + return 0 + + +def truncate(string: str, max_len: int) -> int: + """Returns truncated text if the length of text exceed max_len.""" + return encoder.decode(encoder.encode(string)[:max_len]) diff --git a/rag/utils/es_conn.py b/rag/utils/es_conn.py new file mode 100644 index 0000000000000000000000000000000000000000..8b07be312c3b4c9c7f179c54ef7bfacdd4385777 --- /dev/null +++ b/rag/utils/es_conn.py @@ -0,0 +1,462 @@ +import re +import json +import time +import copy + +import elasticsearch +from elastic_transport import ConnectionTimeout +from elasticsearch import Elasticsearch +from elasticsearch_dsl import UpdateByQuery, Search, Index +from rag.settings import es_logger +from rag import settings +from rag.utils import singleton + +es_logger.info("Elasticsearch version: "+str(elasticsearch.__version__)) + + +@singleton +class ESConnection: + def __init__(self): + self.info = {} + self.conn() + self.idxnm = settings.ES.get("index_name", "") + if not self.es.ping(): + raise Exception("Can't connect to ES cluster") + + def conn(self): + for _ in range(10): + try: + self.es = Elasticsearch( + settings.ES["hosts"].split(","), + basic_auth=(settings.ES["username"], settings.ES["password"]) if "username" in settings.ES and "password" in settings.ES else None, + verify_certs=False, + timeout=600 + ) + if self.es: + self.info = self.es.info() + es_logger.info("Connect to es.") + break + except Exception as e: + es_logger.error("Fail to connect to es: " + str(e)) + time.sleep(1) + + def version(self): + v = self.info.get("version", {"number": "5.6"}) + v = v["number"].split(".")[0] + return int(v) >= 7 + + def health(self): + return dict(self.es.cluster.health()) + + def upsert(self, df, idxnm=""): + res = [] + for d in df: + id = d["id"] + del d["id"] + d = {"doc": d, "doc_as_upsert": "true"} + T = False + for _ in range(10): + try: + if not self.version(): + r = self.es.update( + index=( + self.idxnm if not idxnm else idxnm), + body=d, + id=id, + doc_type="doc", + refresh=True, + retry_on_conflict=100) + else: + r = self.es.update( + index=( + self.idxnm if not idxnm else idxnm), + body=d, + id=id, + refresh=True, + retry_on_conflict=100) + es_logger.info("Successfully upsert: %s" % id) + T = True + break + except Exception as e: + es_logger.warning("Fail to index: " + + json.dumps(d, ensure_ascii=False) + str(e)) + if re.search(r"(Timeout|time out)", str(e), re.IGNORECASE): + time.sleep(3) + continue + self.conn() + T = False + + if not T: + res.append(d) + es_logger.error( + "Fail to index: " + + re.sub( + "[\r\n]", + "", + json.dumps( + d, + ensure_ascii=False))) + d["id"] = id + d["_index"] = self.idxnm + + if not res: + return True + return False + + def bulk(self, df, idx_nm=None): + ids, acts = {}, [] + for d in df: + id = d["id"] if "id" in d else d["_id"] + ids[id] = copy.deepcopy(d) + ids[id]["_index"] = self.idxnm if not idx_nm else idx_nm + if "id" in d: + del d["id"] + if "_id" in d: + del d["_id"] + acts.append( + {"update": {"_id": id, "_index": ids[id]["_index"]}, "retry_on_conflict": 100}) + acts.append({"doc": d, "doc_as_upsert": "true"}) + + res = [] + for _ in range(100): + try: + if elasticsearch.__version__[0] < 8: + r = self.es.bulk( + index=( + self.idxnm if not idx_nm else idx_nm), + body=acts, + refresh=False, + timeout="600s") + else: + r = self.es.bulk(index=(self.idxnm if not idx_nm else + idx_nm), operations=acts, + refresh=False, timeout="600s") + if re.search(r"False", str(r["errors"]), re.IGNORECASE): + return res + + for it in r["items"]: + if "error" in it["update"]: + res.append(str(it["update"]["_id"]) + + ":" + str(it["update"]["error"])) + + return res + except Exception as e: + es_logger.warn("Fail to bulk: " + str(e)) + if re.search(r"(Timeout|time out)", str(e), re.IGNORECASE): + time.sleep(3) + continue + self.conn() + + return res + + def bulk4script(self, df): + ids, acts = {}, [] + for d in df: + id = d["id"] + ids[id] = copy.deepcopy(d["raw"]) + acts.append({"update": {"_id": id, "_index": self.idxnm}}) + acts.append(d["script"]) + es_logger.info("bulk upsert: %s" % id) + + res = [] + for _ in range(10): + try: + if not self.version(): + r = self.es.bulk( + index=self.idxnm, + body=acts, + refresh=False, + timeout="600s", + doc_type="doc") + else: + r = self.es.bulk( + index=self.idxnm, + body=acts, + refresh=False, + timeout="600s") + if re.search(r"False", str(r["errors"]), re.IGNORECASE): + return res + + for it in r["items"]: + if "error" in it["update"]: + res.append(str(it["update"]["_id"])) + + return res + except Exception as e: + es_logger.warning("Fail to bulk: " + str(e)) + if re.search(r"(Timeout|time out)", str(e), re.IGNORECASE): + time.sleep(3) + continue + self.conn() + + return res + + def rm(self, d): + for _ in range(10): + try: + if not self.version(): + r = self.es.delete( + index=self.idxnm, + id=d["id"], + doc_type="doc", + refresh=True) + else: + r = self.es.delete( + index=self.idxnm, + id=d["id"], + refresh=True, + doc_type="_doc") + es_logger.info("Remove %s" % d["id"]) + return True + except Exception as e: + es_logger.warn("Fail to delete: " + str(d) + str(e)) + if re.search(r"(Timeout|time out)", str(e), re.IGNORECASE): + time.sleep(3) + continue + if re.search(r"(not_found)", str(e), re.IGNORECASE): + return True + self.conn() + + es_logger.error("Fail to delete: " + str(d)) + + return False + + def search(self, q, idxnm=None, src=False, timeout="2s"): + if not isinstance(q, dict): + q = Search().query(q).to_dict() + for i in range(3): + try: + res = self.es.search(index=(self.idxnm if not idxnm else idxnm), + body=q, + timeout=timeout, + # search_type="dfs_query_then_fetch", + track_total_hits=True, + _source=src) + if str(res.get("timed_out", "")).lower() == "true": + raise Exception("Es Timeout.") + return res + except Exception as e: + es_logger.error( + "ES search exception: " + + str(e) + + "【Q】：" + + str(q)) + if str(e).find("Timeout") > 0: + continue + raise e + es_logger.error("ES search timeout for 3 times!") + raise Exception("ES search timeout.") + + def sql(self, sql, fetch_size=128, format="json", timeout="2s"): + for i in range(3): + try: + res = self.es.sql.query(body={"query": sql, "fetch_size": fetch_size}, format=format, request_timeout=timeout) + return res + except ConnectionTimeout as e: + es_logger.error("Timeout【Q】：" + sql) + continue + except Exception as e: + raise e + es_logger.error("ES search timeout for 3 times!") + raise ConnectionTimeout() + + + def get(self, doc_id, idxnm=None): + for i in range(3): + try: + res = self.es.get(index=(self.idxnm if not idxnm else idxnm), + id=doc_id) + if str(res.get("timed_out", "")).lower() == "true": + raise Exception("Es Timeout.") + return res + except Exception as e: + es_logger.error( + "ES get exception: " + + str(e) + + "【Q】：" + + doc_id) + if str(e).find("Timeout") > 0: + continue + raise e + es_logger.error("ES search timeout for 3 times!") + raise Exception("ES search timeout.") + + def updateByQuery(self, q, d): + ubq = UpdateByQuery(index=self.idxnm).using(self.es).query(q) + scripts = "" + for k, v in d.items(): + scripts += "ctx._source.%s = params.%s;" % (str(k), str(k)) + ubq = ubq.script(source=scripts, params=d) + ubq = ubq.params(refresh=False) + ubq = ubq.params(slices=5) + ubq = ubq.params(conflicts="proceed") + for i in range(3): + try: + r = ubq.execute() + return True + except Exception as e: + es_logger.error("ES updateByQuery exception: " + + str(e) + "【Q】：" + str(q.to_dict())) + if str(e).find("Timeout") > 0 or str(e).find("Conflict") > 0: + continue + self.conn() + + return False + + def updateScriptByQuery(self, q, scripts, idxnm=None): + ubq = UpdateByQuery( + index=self.idxnm if not idxnm else idxnm).using( + self.es).query(q) + ubq = ubq.script(source=scripts) + ubq = ubq.params(refresh=True) + ubq = ubq.params(slices=5) + ubq = ubq.params(conflicts="proceed") + for i in range(3): + try: + r = ubq.execute() + return True + except Exception as e: + es_logger.error("ES updateByQuery exception: " + + str(e) + "【Q】：" + str(q.to_dict())) + if str(e).find("Timeout") > 0 or str(e).find("Conflict") > 0: + continue + self.conn() + + return False + + def deleteByQuery(self, query, idxnm=""): + for i in range(3): + try: + r = self.es.delete_by_query( + index=idxnm if idxnm else self.idxnm, + refresh = True, + body=Search().query(query).to_dict()) + return True + except Exception as e: + es_logger.error("ES updateByQuery deleteByQuery: " + + str(e) + "【Q】：" + str(query.to_dict())) + if str(e).find("NotFoundError") > 0: return True + if str(e).find("Timeout") > 0 or str(e).find("Conflict") > 0: + continue + + return False + + def update(self, id, script, routing=None): + for i in range(3): + try: + if not self.version(): + r = self.es.update( + index=self.idxnm, + id=id, + body=json.dumps( + script, + ensure_ascii=False), + doc_type="doc", + routing=routing, + refresh=False) + else: + r = self.es.update(index=self.idxnm, id=id, body=json.dumps(script, ensure_ascii=False), + routing=routing, refresh=False) # , doc_type="_doc") + return True + except Exception as e: + es_logger.error( + "ES update exception: " + str(e) + " id：" + str(id) + ", version:" + str(self.version()) + + json.dumps(script, ensure_ascii=False)) + if str(e).find("Timeout") > 0: + continue + + return False + + def indexExist(self, idxnm): + s = Index(idxnm if idxnm else self.idxnm, self.es) + for i in range(3): + try: + return s.exists() + except Exception as e: + es_logger.error("ES updateByQuery indexExist: " + str(e)) + if str(e).find("Timeout") > 0 or str(e).find("Conflict") > 0: + continue + + return False + + def docExist(self, docid, idxnm=None): + for i in range(3): + try: + return self.es.exists(index=(idxnm if idxnm else self.idxnm), + id=docid) + except Exception as e: + es_logger.error("ES Doc Exist: " + str(e)) + if str(e).find("Timeout") > 0 or str(e).find("Conflict") > 0: + continue + return False + + def createIdx(self, idxnm, mapping): + try: + if elasticsearch.__version__[0] < 8: + return self.es.indices.create(idxnm, body=mapping) + from elasticsearch.client import IndicesClient + return IndicesClient(self.es).create(index=idxnm, + settings=mapping["settings"], + mappings=mapping["mappings"]) + except Exception as e: + es_logger.error("ES create index error %s ----%s" % (idxnm, str(e))) + + def deleteIdx(self, idxnm): + try: + return self.es.indices.delete(idxnm, allow_no_indices=True) + except Exception as e: + es_logger.error("ES delete index error %s ----%s" % (idxnm, str(e))) + + def getTotal(self, res): + if isinstance(res["hits"]["total"], type({})): + return res["hits"]["total"]["value"] + return res["hits"]["total"] + + def getDocIds(self, res): + return [d["_id"] for d in res["hits"]["hits"]] + + def getSource(self, res): + rr = [] + for d in res["hits"]["hits"]: + d["_source"]["id"] = d["_id"] + d["_source"]["_score"] = d["_score"] + rr.append(d["_source"]) + return rr + + def scrollIter(self, pagesize=100, scroll_time='2m', q={ + "query": {"match_all": {}}, "sort": [{"updated_at": {"order": "desc"}}]}): + for _ in range(100): + try: + page = self.es.search( + index=self.idxnm, + scroll=scroll_time, + size=pagesize, + body=q, + _source=None + ) + break + except Exception as e: + es_logger.error("ES scrolling fail. " + str(e)) + time.sleep(3) + + sid = page['_scroll_id'] + scroll_size = page['hits']['total']["value"] + es_logger.info("[TOTAL]%d" % scroll_size) + # Start scrolling + while scroll_size > 0: + yield page["hits"]["hits"] + for _ in range(100): + try: + page = self.es.scroll(scroll_id=sid, scroll=scroll_time) + break + except Exception as e: + es_logger.error("ES scrolling fail. " + str(e)) + time.sleep(3) + + # Update the scroll ID + sid = page['_scroll_id'] + # Get the number of results that we returned in the last scroll + scroll_size = len(page['hits']['hits']) + + +ELASTICSEARCH = ESConnection() diff --git a/rag/utils/minio_conn.py b/rag/utils/minio_conn.py new file mode 100644 index 0000000000000000000000000000000000000000..5841dabc331a7c5ce9df52c423225be005bac2a4 --- /dev/null +++ b/rag/utils/minio_conn.py @@ -0,0 +1,113 @@ +import os +import time +from minio import Minio +from io import BytesIO +from rag import settings +from rag.settings import minio_logger +from rag.utils import singleton + + +@singleton +class RAGFlowMinio(object): + def __init__(self): + self.conn = None + self.__open__() + + def __open__(self): + try: + if self.conn: + self.__close__() + except Exception as e: + pass + + try: + self.conn = Minio(settings.MINIO["host"], + access_key=settings.MINIO["user"], + secret_key=settings.MINIO["password"], + secure=False + ) + except Exception as e: + minio_logger.error( + "Fail to connect %s " % settings.MINIO["host"] + str(e)) + + def __close__(self): + del self.conn + self.conn = None + + def health(self): + bucket, fnm, binary = "txtxtxtxt1", "txtxtxtxt1", b"_t@@@1" + if not self.conn.bucket_exists(bucket): + self.conn.make_bucket(bucket) + r = self.conn.put_object(bucket, fnm, + BytesIO(binary), + len(binary) + ) + return r + + def put(self, bucket, fnm, binary): + for _ in range(3): + try: + if not self.conn.bucket_exists(bucket): + self.conn.make_bucket(bucket) + + r = self.conn.put_object(bucket, fnm, + BytesIO(binary), + len(binary) + ) + return r + except Exception as e: + minio_logger.error(f"Fail put {bucket}/{fnm}: " + str(e)) + self.__open__() + time.sleep(1) + + def rm(self, bucket, fnm): + try: + self.conn.remove_object(bucket, fnm) + except Exception as e: + minio_logger.error(f"Fail rm {bucket}/{fnm}: " + str(e)) + + def get(self, bucket, fnm): + for _ in range(1): + try: + r = self.conn.get_object(bucket, fnm) + return r.read() + except Exception as e: + minio_logger.error(f"fail get {bucket}/{fnm}: " + str(e)) + self.__open__() + time.sleep(1) + return + + def obj_exist(self, bucket, fnm): + try: + if self.conn.stat_object(bucket, fnm):return True + return False + except Exception as e: + minio_logger.error(f"Fail put {bucket}/{fnm}: " + str(e)) + return False + + + def get_presigned_url(self, bucket, fnm, expires): + for _ in range(10): + try: + return self.conn.get_presigned_url("GET", bucket, fnm, expires) + except Exception as e: + minio_logger.error(f"fail get {bucket}/{fnm}: " + str(e)) + self.__open__() + time.sleep(1) + return + + +MINIO = RAGFlowMinio() + + +if __name__ == "__main__": + conn = RAGFlowMinio() + fnm = "/opt/home/kevinhu/docgpt/upload/13/11-408.jpg" + from PIL import Image + img = Image.open(fnm) + buff = BytesIO() + img.save(buff, format='JPEG') + print(conn.put("test", "11-408.jpg", buff.getvalue())) + bts = conn.get("test", "11-408.jpg") + img = Image.open(BytesIO(bts)) + img.save("test.jpg") diff --git a/rag/utils/redis_conn.py b/rag/utils/redis_conn.py new file mode 100644 index 0000000000000000000000000000000000000000..7d6dd4655ba45b51fc30dbbd442c142e50fb0643 --- /dev/null +++ b/rag/utils/redis_conn.py @@ -0,0 +1,150 @@ +import json + +import redis +import logging +from rag import settings +from rag.utils import singleton + + +class Payload: + def __init__(self, consumer, queue_name, group_name, msg_id, message): + self.__consumer = consumer + self.__queue_name = queue_name + self.__group_name = group_name + self.__msg_id = msg_id + self.__message = json.loads(message['message']) + + def ack(self): + try: + self.__consumer.xack(self.__queue_name, self.__group_name, self.__msg_id) + return True + except Exception as e: + logging.warning("[EXCEPTION]ack" + str(self.__queue_name) + "||" + str(e)) + return False + + def get_message(self): + return self.__message + + +@singleton +class RedisDB: + def __init__(self): + self.REDIS = None + self.config = settings.REDIS + self.__open__() + + def __open__(self): + try: + self.REDIS = redis.StrictRedis(host=self.config["host"].split(":")[0], + port=int(self.config.get("host", ":6379").split(":")[1]), + db=int(self.config.get("db", 1)), + password=self.config.get("password"), + decode_responses=True) + except Exception as e: + logging.warning("Redis can't be connected.") + return self.REDIS + + def health(self): + + self.REDIS.ping() + a, b = 'xx', 'yy' + self.REDIS.set(a, b, 3) + + if self.REDIS.get(a) == b: + return True + + def is_alive(self): + return self.REDIS is not None + + def exist(self, k): + if not self.REDIS: return + try: + return self.REDIS.exists(k) + except Exception as e: + logging.warning("[EXCEPTION]exist" + str(k) + "||" + str(e)) + self.__open__() + + def get(self, k): + if not self.REDIS: return + try: + return self.REDIS.get(k) + except Exception as e: + logging.warning("[EXCEPTION]get" + str(k) + "||" + str(e)) + self.__open__() + + def set_obj(self, k, obj, exp=3600): + try: + self.REDIS.set(k, json.dumps(obj, ensure_ascii=False), exp) + return True + except Exception as e: + logging.warning("[EXCEPTION]set_obj" + str(k) + "||" + str(e)) + self.__open__() + return False + + def set(self, k, v, exp=3600): + try: + self.REDIS.set(k, v, exp) + return True + except Exception as e: + logging.warning("[EXCEPTION]set" + str(k) + "||" + str(e)) + self.__open__() + return False + + def transaction(self, key, value, exp=3600): + try: + pipeline = self.REDIS.pipeline(transaction=True) + pipeline.set(key, value, exp, nx=True) + pipeline.execute() + return True + except Exception as e: + logging.warning("[EXCEPTION]set" + str(key) + "||" + str(e)) + self.__open__() + return False + + def queue_product(self, queue, message, exp=settings.SVR_QUEUE_RETENTION) -> bool: + for _ in range(3): + try: + payload = {"message": json.dumps(message)} + pipeline = self.REDIS.pipeline() + pipeline.xadd(queue, payload) + pipeline.expire(queue, exp) + pipeline.execute() + return True + except Exception as e: + print(e) + logging.warning("[EXCEPTION]producer" + str(queue) + "||" + str(e)) + return False + + def queue_consumer(self, queue_name, group_name, consumer_name, msg_id=b">") -> Payload: + try: + group_info = self.REDIS.xinfo_groups(queue_name) + if not any(e["name"] == group_name for e in group_info): + self.REDIS.xgroup_create( + queue_name, + group_name, + id="0", + mkstream=True + ) + args = { + "groupname": group_name, + "consumername": consumer_name, + "count": 1, + "block": 10000, + "streams": {queue_name: msg_id}, + } + messages = self.REDIS.xreadgroup(**args) + if not messages: + return None + stream, element_list = messages[0] + msg_id, payload = element_list[0] + res = Payload(self.REDIS, queue_name, group_name, msg_id, payload) + return res + except Exception as e: + if 'key' in str(e): + pass + else: + logging.warning("[EXCEPTION]consumer" + str(queue_name) + "||" + str(e)) + return None + + +REDIS_CONN = RedisDB() diff --git a/sdk/python/README.md b/sdk/python/README.md new file mode 100644 index 0000000000000000000000000000000000000000..545bc61a7d9bcb284d732195b24535fa3cb2dc86 --- /dev/null +++ b/sdk/python/README.md @@ -0,0 +1,41 @@ +# python-ragflow + +# update python client + +- Update "version" field of [project] chapter +- Build new python SDK +- Upload to pypi.org +- Install new python SDK + +# build python SDK + +```shell +rm -f dist/* && python setup.py sdist bdist_wheel +``` + +# install python SDK +```shell +pip uninstall -y ragflow && pip install dist/*.whl +``` + +This will install ragflow-sdk and its dependencies. + +# upload to pypi.org +```shell +twine upload dist/*.whl +``` + +Enter your pypi API token according to the prompt. + +Note that pypi allows a version of a package [be uploaded only once](https://pypi.org/help/#file-name-reuse). You need to change the `version` inside the `pyproject.toml` before building and uploading. + +# using + +```python + +``` + +# For developer +```shell +pip install -e . +``` diff --git a/sdk/python/hello_ragflow.py b/sdk/python/hello_ragflow.py new file mode 100644 index 0000000000000000000000000000000000000000..d652da85daab3f5130e809db236c48eb2b7a9291 --- /dev/null +++ b/sdk/python/hello_ragflow.py @@ -0,0 +1,3 @@ +import ragflow + +print(ragflow.__version__) \ No newline at end of file diff --git a/sdk/python/pyproject.toml b/sdk/python/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..54b44f482213cd59e6740fb98829d48feb7e4292 --- /dev/null +++ b/sdk/python/pyproject.toml @@ -0,0 +1,24 @@ +[project] +name = "ragflow" +version = "0.8.0.dev1" +authors = [ + { name = "The RAGFlow Development Team", email = "author@example.com" }, +] # TODO: email +dependencies = ["pytest~=8.2.0"] +description = "ragflow" +readme = "README.md" +requires-python = ">=3.10" +classifiers = [ + "Programming Language :: Python :: 3", + "License :: OSI Approved :: Apache License2", + "Operating System :: OS Independent", +] + +[build-system] +requires = ["setuptools>=61.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project.urls] +"Homepage" = "https://github.com/pypa/sampleproject" +"Bug Tracker" = "https://github.com/pypa/sampleproject/issues" +# TODO \ No newline at end of file diff --git a/sdk/python/ragflow/__init__.py b/sdk/python/ragflow/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..1ef2f0879747a6221089bfa852951fad8f071264 --- /dev/null +++ b/sdk/python/ragflow/__init__.py @@ -0,0 +1,5 @@ +import importlib.metadata + +__version__ = importlib.metadata.version("ragflow") + +from .ragflow import RAGFlow diff --git a/sdk/python/ragflow/dataset.py b/sdk/python/ragflow/dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..5984aa62ffef0790e5e839840f85f6dd2463b750 --- /dev/null +++ b/sdk/python/ragflow/dataset.py @@ -0,0 +1,21 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +class DataSet: + def __init__(self, user_key, dataset_url, uuid, name): + self.user_key = user_key + self.dataset_url = dataset_url + self.uuid = uuid + self.name = name diff --git a/sdk/python/ragflow/ragflow.py b/sdk/python/ragflow/ragflow.py new file mode 100644 index 0000000000000000000000000000000000000000..cc29277782b2d2f979db24480bf14711701a1d51 --- /dev/null +++ b/sdk/python/ragflow/ragflow.py @@ -0,0 +1,189 @@ +# +# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import json +import os + +import requests + +from api.db.services.document_service import DocumentService +from api.settings import RetCode + + +class RAGFlow: + def __init__(self, user_key, base_url, version='v1'): + """ + api_url: http:///api/v1 + dataset_url: http:///api/v1/dataset + document_url: http:///api/v1/dataset/{dataset_id}/documents + """ + self.user_key = user_key + self.api_url = f"{base_url}/api/{version}" + self.dataset_url = f"{self.api_url}/dataset" + self.authorization_header = {"Authorization": "{}".format(self.user_key)} + + def create_dataset(self, dataset_name): + """ + name: dataset name + """ + res = requests.post(url=self.dataset_url, json={"name": dataset_name}, headers=self.authorization_header) + result_dict = json.loads(res.text) + return result_dict + + def delete_dataset(self, dataset_name): + dataset_id = self.find_dataset_id_by_name(dataset_name) + + endpoint = f"{self.dataset_url}/{dataset_id}" + res = requests.delete(endpoint, headers=self.authorization_header) + return res.json() + + def find_dataset_id_by_name(self, dataset_name): + res = requests.get(self.dataset_url, headers=self.authorization_header) + for dataset in res.json()["data"]: + if dataset["name"] == dataset_name: + return dataset["id"] + return None + + def list_dataset(self, offset=0, count=-1, orderby="create_time", desc=True): + params = { + "offset": offset, + "count": count, + "orderby": orderby, + "desc": desc + } + response = requests.get(url=self.dataset_url, params=params, headers=self.authorization_header) + return response.json() + + def get_dataset(self, dataset_name): + dataset_id = self.find_dataset_id_by_name(dataset_name) + endpoint = f"{self.dataset_url}/{dataset_id}" + response = requests.get(endpoint, headers=self.authorization_header) + return response.json() + + def update_dataset(self, dataset_name, **params): + dataset_id = self.find_dataset_id_by_name(dataset_name) + + endpoint = f"{self.dataset_url}/{dataset_id}" + response = requests.put(endpoint, json=params, headers=self.authorization_header) + return response.json() + +# ------------------------------- CONTENT MANAGEMENT ----------------------------------------------------- + + # ----------------------------upload local files----------------------------------------------------- + def upload_local_file(self, dataset_id, file_paths): + files = [] + + for file_path in file_paths: + if not isinstance(file_path, str): + return {"code": RetCode.ARGUMENT_ERROR, "message": f"{file_path} is not string."} + if "http" in file_path: + return {"code": RetCode.ARGUMENT_ERROR, "message": "Remote files have not unsupported."} + if os.path.isfile(file_path): + files.append(("file", open(file_path, "rb"))) + else: + return {"code": RetCode.DATA_ERROR, "message": f"The file {file_path} does not exist"} + + res = requests.request("POST", url=f"{self.dataset_url}/{dataset_id}/documents", files=files, + headers=self.authorization_header) + + result_dict = json.loads(res.text) + return result_dict + + # ----------------------------delete a file----------------------------------------------------- + def delete_files(self, document_id, dataset_id): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}" + res = requests.delete(endpoint, headers=self.authorization_header) + return res.json() + + # ----------------------------list files----------------------------------------------------- + def list_files(self, dataset_id, offset=0, count=-1, order_by="create_time", descend=True, keywords=""): + params = { + "offset": offset, + "count": count, + "order_by": order_by, + "descend": descend, + "keywords": keywords + } + endpoint = f"{self.dataset_url}/{dataset_id}/documents/" + res = requests.get(endpoint, params=params, headers=self.authorization_header) + return res.json() + + # ----------------------------update files: enable, rename, template_type------------------------------------------- + def update_file(self, dataset_id, document_id, **params): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}" + response = requests.put(endpoint, json=params, headers=self.authorization_header) + return response.json() + + # ----------------------------download a file----------------------------------------------------- + def download_file(self, dataset_id, document_id): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}" + res = requests.get(endpoint, headers=self.authorization_header) + + content = res.content # binary data + # decode the binary data + try: + decoded_content = content.decode("utf-8") + json_data = json.loads(decoded_content) + return json_data # message + except json.JSONDecodeError: # binary data + _, document = DocumentService.get_by_id(document_id) + file_path = os.path.join(os.getcwd(), document.name) + with open(file_path, "wb") as file: + file.write(content) + return {"code": RetCode.SUCCESS, "data": content} + + # ----------------------------start parsing----------------------------------------------------- + def start_parsing_document(self, dataset_id, document_id): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}/status" + res = requests.post(endpoint, headers=self.authorization_header) + + return res.json() + + def start_parsing_documents(self, dataset_id, doc_ids=None): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/status" + res = requests.post(endpoint, headers=self.authorization_header, json={"doc_ids": doc_ids}) + + return res.json() + + # ----------------------------stop parsing----------------------------------------------------- + def stop_parsing_document(self, dataset_id, document_id): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}/status" + res = requests.delete(endpoint, headers=self.authorization_header) + + return res.json() + + def stop_parsing_documents(self, dataset_id, doc_ids=None): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/status" + res = requests.delete(endpoint, headers=self.authorization_header, json={"doc_ids": doc_ids}) + + return res.json() + + # ----------------------------show the status of the file----------------------------------------------------- + def show_parsing_status(self, dataset_id, document_id): + endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}/status" + res = requests.get(endpoint, headers=self.authorization_header) + + return res.json() + # ----------------------------list the chunks of the file----------------------------------------------------- + + # ----------------------------delete the chunk----------------------------------------------------- + + # ----------------------------edit the status of the chunk----------------------------------------------------- + + # ----------------------------insert a new chunk----------------------------------------------------- + + # ----------------------------get a specific chunk----------------------------------------------------- + + # ----------------------------retrieval test----------------------------------------------------- + diff --git a/sdk/python/setup.py b/sdk/python/setup.py new file mode 100644 index 0000000000000000000000000000000000000000..1ce9854c43efd1d5a36b7887b539d16ebf4f07a2 --- /dev/null +++ b/sdk/python/setup.py @@ -0,0 +1,19 @@ +# Copyright(C) 2023 InfiniFlow, Inc. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import setuptools + +if __name__ == "__main__": + setuptools.setup(packages=['ragflow']) + diff --git a/sdk/python/test/common.py b/sdk/python/test/common.py new file mode 100644 index 0000000000000000000000000000000000000000..94acbf48cab3bb31d4010597af5b5c4587696840 --- /dev/null +++ b/sdk/python/test/common.py @@ -0,0 +1,4 @@ + + +API_KEY = 'IjJkOGQ4ZDE2MzkyMjExZWZhYTk0MzA0M2Q3ZWU1MzdlIg.ZoUfug.RmqcYyCrlAnLtkzk6bYXiXN3eEY' +HOST_ADDRESS = 'http://127.0.0.1:9380' \ No newline at end of file diff --git a/sdk/python/test/test_basic.py b/sdk/python/test/test_basic.py new file mode 100644 index 0000000000000000000000000000000000000000..33cff8729e8a836434743a1081e18e0790fa8bbc --- /dev/null +++ b/sdk/python/test/test_basic.py @@ -0,0 +1,48 @@ +from test_sdkbase import TestSdk +import ragflow +from ragflow.ragflow import RAGFLow +import pytest +from unittest.mock import MagicMock +from common import API_KEY, HOST_ADDRESS + + +class TestBasic(TestSdk): + + def test_version(self): + print(ragflow.__version__) + + # def test_create_dataset(self): + # res = RAGFLow(API_KEY, HOST_ADDRESS).create_dataset('abc') + # print(res) + # + # def test_delete_dataset(self): + # assert RAGFLow('123', 'url').delete_dataset('abc') == 'abc' + # + # def test_list_dataset_success(self, ragflow_instance, monkeypatch): + # # Mocking the response of requests.get method + # mock_response = MagicMock() + # mock_response.status_code = 200 + # mock_response.json.return_value = {'datasets': [{'id': 1, 'name': 'dataset1'}, {'id': 2, 'name': 'dataset2'}]} + # + # # Patching requests.get to return the mock_response + # monkeypatch.setattr("requests.get", MagicMock(return_value=mock_response)) + # + # # Call the method under test + # result = ragflow_instance.list_dataset() + # + # # Assertion + # assert result == [{'id': 1, 'name': 'dataset1'}, {'id': 2, 'name': 'dataset2'}] + # + # def test_list_dataset_failure(self, ragflow_instance, monkeypatch): + # # Mocking the response of requests.get method + # mock_response = MagicMock() + # mock_response.status_code = 404 # Simulating a failed request + # + # # Patching requests.get to return the mock_response + # monkeypatch.setattr("requests.get", MagicMock(return_value=mock_response)) + # + # # Call the method under test + # result = ragflow_instance.list_dataset() + # + # # Assertion + # assert result is None diff --git a/sdk/python/test/test_data/.txt b/sdk/python/test/test_data/.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0b611ed50ea10d3d95ad0a2d2552bc1cb8f4429 --- /dev/null +++ b/sdk/python/test/test_data/.txt @@ -0,0 +1,2 @@ +hhh +hhh \ No newline at end of file diff --git a/sdk/python/test/test_data/empty.txt b/sdk/python/test/test_data/empty.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/sdk/python/test/test_data/lol.txt b/sdk/python/test/test_data/lol.txt new file mode 100644 index 0000000000000000000000000000000000000000..34883d23aced885b8d3422ce67d88b2909f1bb11 --- /dev/null +++ b/sdk/python/test/test_data/lol.txt @@ -0,0 +1,3 @@ +llll +ooooo +llll \ No newline at end of file diff --git a/sdk/python/test/test_data/test.txt b/sdk/python/test/test_data/test.txt new file mode 100644 index 0000000000000000000000000000000000000000..30fde28b94fe8e572c88a4fd1884ce914aa6d5c7 --- /dev/null +++ b/sdk/python/test/test_data/test.txt @@ -0,0 +1,3 @@ +test +test +test \ No newline at end of file diff --git a/sdk/python/test/test_data/test1.txt b/sdk/python/test/test_data/test1.txt new file mode 100644 index 0000000000000000000000000000000000000000..90b65adde257e522f3ca18b9c2f1b9331fbdb58a --- /dev/null +++ b/sdk/python/test/test_data/test1.txt @@ -0,0 +1,2 @@ +test1 +test1 \ No newline at end of file diff --git a/sdk/python/test/test_dataset.py b/sdk/python/test/test_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..8c2084a9053347d270936f2659248d28a5046034 --- /dev/null +++ b/sdk/python/test/test_dataset.py @@ -0,0 +1,468 @@ +from api.settings import RetCode +from test_sdkbase import TestSdk +from ragflow import RAGFlow +import pytest +from common import API_KEY, HOST_ADDRESS +from api.contants import NAME_LENGTH_LIMIT + + +class TestDataset(TestSdk): + """ + This class contains a suite of tests for the dataset management functionality within the RAGFlow system. + It ensures that the following functionalities as expected: + 1. create a kb + 2. list the kb + 3. get the detail info according to the kb id + 4. update the kb + 5. delete the kb + """ + + def setup_method(self): + """ + Delete all the datasets. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + listed_data = ragflow.list_dataset() + listed_data = listed_data['data'] + + listed_names = {d['name'] for d in listed_data} + for name in listed_names: + ragflow.delete_dataset(name) + + # -----------------------create_dataset--------------------------------- + def test_create_dataset_with_success(self): + """ + Test the creation of a new dataset with success. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + # create a kb + res = ragflow.create_dataset("kb1") + assert res['code'] == RetCode.SUCCESS and res['message'] == 'success' + + def test_create_dataset_with_empty_name(self): + """ + Test the creation of a new dataset with an empty name. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset("") + assert res['message'] == 'Empty dataset name' and res['code'] == RetCode.DATA_ERROR + + def test_create_dataset_with_name_exceeding_limit(self): + """ + Test the creation of a new dataset with the length of name exceeding the limit. + """ + name = "k" * NAME_LENGTH_LIMIT + "b" + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset(name) + assert (res['message'] == f"Dataset name: {name} with length {len(name)} exceeds {NAME_LENGTH_LIMIT}!" + and res['code'] == RetCode.DATA_ERROR) + + def test_create_dataset_name_with_space_in_the_middle(self): + """ + Test the creation of a new dataset whose name has space in the middle. + """ + name = "k b" + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset(name) + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_name_with_space_in_the_head(self): + """ + Test the creation of a new dataset whose name has space in the head. + """ + name = " kb" + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset(name) + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_name_with_space_in_the_tail(self): + """ + Test the creation of a new dataset whose name has space in the tail. + """ + name = "kb " + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset(name) + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_name_with_space_in_the_head_and_tail_and_length_exceed_limit(self): + """ + Test the creation of a new dataset whose name has space in the head and tail, + and the length of the name exceeds the limit. + """ + name = " " + "k" * NAME_LENGTH_LIMIT + " " + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset(name) + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_with_two_same_name(self): + """ + Test the creation of two new datasets with the same name. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset("kb") + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + res = ragflow.create_dataset("kb") + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_with_only_space_in_the_name(self): + """ + Test the creation of a dataset whose name only has space. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset(" ") + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_with_space_number_exceeding_limit(self): + """ + Test the creation of a dataset with a name that only has space exceeds the allowed limit. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + name = " " * NAME_LENGTH_LIMIT + res = ragflow.create_dataset(name) + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_with_name_having_return(self): + """ + Test the creation of a dataset with a name that has return symbol. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + name = "kb\n" + res = ragflow.create_dataset(name) + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + def test_create_dataset_with_name_having_the_null_character(self): + """ + Test the creation of a dataset with a name that has the null character. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + name = "kb\0" + res = ragflow.create_dataset(name) + assert (res['code'] == RetCode.SUCCESS and res['message'] == 'success') + + # -----------------------list_dataset--------------------------------- + def test_list_dataset_success(self): + """ + Test listing datasets with a successful outcome. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + # Call the list_datasets method + response = ragflow.list_dataset() + assert response['code'] == RetCode.SUCCESS + + def test_list_dataset_with_checking_size_and_name(self): + """ + Test listing datasets and verify the size and names of the datasets. + """ + datasets_to_create = ["dataset1", "dataset2", "dataset3"] + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_response = [ragflow.create_dataset(name) for name in datasets_to_create] + + real_name_to_create = set() + for response in created_response: + assert 'data' in response, "Response is missing 'data' key" + dataset_name = response['data']['dataset_name'] + real_name_to_create.add(dataset_name) + + response = ragflow.list_dataset(0, 3) + listed_data = response['data'] + + listed_names = {d['name'] for d in listed_data} + assert listed_names == real_name_to_create + assert response['code'] == RetCode.SUCCESS + assert len(listed_data) == len(datasets_to_create) + + def test_list_dataset_with_getting_empty_result(self): + """ + Test listing datasets that should be empty. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + datasets_to_create = [] + created_response = [ragflow.create_dataset(name) for name in datasets_to_create] + + real_name_to_create = set() + for response in created_response: + assert 'data' in response, "Response is missing 'data' key" + dataset_name = response['data']['dataset_name'] + real_name_to_create.add(dataset_name) + + response = ragflow.list_dataset(0, 0) + listed_data = response['data'] + + listed_names = {d['name'] for d in listed_data} + + assert listed_names == real_name_to_create + assert response['code'] == RetCode.SUCCESS + assert len(listed_data) == 0 + + def test_list_dataset_with_creating_100_knowledge_bases(self): + """ + Test listing 100 datasets and verify the size and names of these datasets. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + datasets_to_create = ["dataset1"] * 100 + created_response = [ragflow.create_dataset(name) for name in datasets_to_create] + + real_name_to_create = set() + for response in created_response: + assert 'data' in response, "Response is missing 'data' key" + dataset_name = response['data']['dataset_name'] + real_name_to_create.add(dataset_name) + + res = ragflow.list_dataset(0, 100) + listed_data = res['data'] + + listed_names = {d['name'] for d in listed_data} + assert listed_names == real_name_to_create + assert res['code'] == RetCode.SUCCESS + assert len(listed_data) == 100 + + def test_list_dataset_with_showing_one_dataset(self): + """ + Test listing one dataset and verify the size of the dataset. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + response = ragflow.list_dataset(0, 1) + datasets = response['data'] + assert len(datasets) == 1 and response['code'] == RetCode.SUCCESS + + def test_list_dataset_failure(self): + """ + Test listing datasets with IndexError. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + response = ragflow.list_dataset(-1, -1) + assert "IndexError" in response['message'] and response['code'] == RetCode.EXCEPTION_ERROR + + def test_list_dataset_for_empty_datasets(self): + """ + Test listing datasets when the datasets are empty. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + response = ragflow.list_dataset() + datasets = response['data'] + assert len(datasets) == 0 and response['code'] == RetCode.SUCCESS + + # TODO: have to set the limitation of the number of datasets + + # -----------------------delete_dataset--------------------------------- + def test_delete_one_dataset_with_success(self): + """ + Test deleting a dataset with success. + """ + # get the real name of the created dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset("kb0") + real_dataset_name = res['data']['dataset_name'] + # delete this dataset + res = ragflow.delete_dataset(real_dataset_name) + assert res['code'] == RetCode.SUCCESS and 'successfully' in res['message'] + + def test_delete_dataset_with_not_existing_dataset(self): + """ + Test deleting a dataset that does not exist with failure. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.delete_dataset("weird_dataset") + assert res['code'] == RetCode.OPERATING_ERROR and res['message'] == 'The dataset cannot be found for your current account.' + + def test_delete_dataset_with_creating_100_datasets_and_deleting_100_datasets(self): + """ + Test deleting a dataset when creating 100 datasets and deleting 100 datasets. + """ + # create 100 datasets + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + datasets_to_create = ["dataset1"] * 100 + created_response = [ragflow.create_dataset(name) for name in datasets_to_create] + + real_name_to_create = set() + for response in created_response: + assert 'data' in response, "Response is missing 'data' key" + dataset_name = response['data']['dataset_name'] + real_name_to_create.add(dataset_name) + + for name in real_name_to_create: + res = ragflow.delete_dataset(name) + assert res['code'] == RetCode.SUCCESS and 'successfully' in res['message'] + + def test_delete_dataset_with_space_in_the_middle_of_the_name(self): + """ + Test deleting a dataset when its name has space in the middle. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset("k b") + res = ragflow.delete_dataset("k b") + assert res['code'] == RetCode.SUCCESS and 'successfully' in res['message'] + + def test_delete_dataset_with_space_in_the_head_of_the_name(self): + """ + Test deleting a dataset when its name has space in the head. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset(" kb") + res = ragflow.delete_dataset(" kb") + assert (res['code'] == RetCode.OPERATING_ERROR + and res['message'] == 'The dataset cannot be found for your current account.') + + def test_delete_dataset_with_space_in_the_tail_of_the_name(self): + """ + Test deleting a dataset when its name has space in the tail. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset("kb ") + res = ragflow.delete_dataset("kb ") + assert (res['code'] == RetCode.OPERATING_ERROR + and res['message'] == 'The dataset cannot be found for your current account.') + + def test_delete_dataset_with_only_space_in_the_name(self): + """ + Test deleting a dataset when its name only has space. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset(" ") + res = ragflow.delete_dataset(" ") + assert (res['code'] == RetCode.OPERATING_ERROR + and res['message'] == 'The dataset cannot be found for your current account.') + + def test_delete_dataset_with_only_exceeding_limit_space_in_the_name(self): + """ + Test deleting a dataset when its name only has space and the number of it exceeds the limit. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + name = " " * (NAME_LENGTH_LIMIT + 1) + ragflow.create_dataset(name) + res = ragflow.delete_dataset(name) + assert (res['code'] == RetCode.OPERATING_ERROR + and res['message'] == 'The dataset cannot be found for your current account.') + + def test_delete_dataset_with_name_with_space_in_the_head_and_tail_and_length_exceed_limit(self): + """ + Test deleting a dataset whose name has space in the head and tail, + and the length of the name exceeds the limit. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + name = " " + "k" * NAME_LENGTH_LIMIT + " " + ragflow.create_dataset(name) + res = ragflow.delete_dataset(name) + assert (res['code'] == RetCode.OPERATING_ERROR + and res['message'] == 'The dataset cannot be found for your current account.') + +# ---------------------------------get_dataset----------------------------------------- + + def test_get_dataset_with_success(self): + """ + Test getting a dataset which exists. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + response = ragflow.create_dataset("test") + dataset_name = response['data']['dataset_name'] + res = ragflow.get_dataset(dataset_name) + assert res['code'] == RetCode.SUCCESS and res['data']['name'] == dataset_name + + def test_get_dataset_with_failure(self): + """ + Test getting a dataset which does not exist. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.get_dataset("weird_dataset") + assert res['code'] == RetCode.DATA_ERROR and res['message'] == "Can't find this dataset!" + +# ---------------------------------update a dataset----------------------------------- + + def test_update_dataset_without_existing_dataset(self): + """ + Test updating a dataset which does not exist. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + params = { + 'name': 'new_name3', + 'description': 'new_description', + "permission": 'me', + "parser_id": 'naive', + "language": 'English' + } + res = ragflow.update_dataset("weird_dataset", **params) + assert (res['code'] == RetCode.OPERATING_ERROR + and res['message'] == 'Only the owner of knowledgebase is authorized for this operation!') + + def test_update_dataset_with_updating_six_parameters(self): + """ + Test updating a dataset when updating six parameters. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset("new_name1") + params = { + 'name': 'new_name', + 'description': 'new_description1', + "permission": 'me', + "parser_id": 'naive', + "language": 'English' + } + res = ragflow.update_dataset("new_name1", **params) + assert res['code'] == RetCode.SUCCESS + assert (res['data']['description'] == 'new_description1' + and res['data']['name'] == 'new_name' and res['data']['permission'] == 'me' + and res['data']['language'] == 'English' and res['data']['parser_id'] == 'naive') + + def test_update_dataset_with_updating_two_parameters(self): + """ + Test updating a dataset when updating two parameters. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset("new_name2") + params = { + "name": "new_name3", + "language": 'English' + } + res = ragflow.update_dataset("new_name2", **params) + assert (res['code'] == RetCode.SUCCESS and res['data']['name'] == "new_name3" + and res['data']['language'] == 'English') + + def test_update_dataset_with_updating_layout_recognize(self): + """Test updating a dataset with only updating the layout_recognize""" + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset("test_update_dataset_with_updating_layout_recognize") + params = { + "layout_recognize": False + } + res = ragflow.update_dataset("test_update_dataset_with_updating_layout_recognize", **params) + assert res['code'] == RetCode.SUCCESS and res['data']['parser_config']['layout_recognize'] is False + + def test_update_dataset_with_empty_parameter(self): + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + ragflow.create_dataset("test_update_dataset_with_empty_parameter") + params = {} + res = ragflow.update_dataset("test_update_dataset_with_empty_parameter", **params) + assert (res['code'] == RetCode.DATA_ERROR + and res['message'] == 'Please input at least one parameter that you want to update!') + +# ---------------------------------mix the different methods-------------------------- + + def test_create_and_delete_dataset_together(self): + """ + Test creating 1 dataset, and then deleting 1 dataset. + Test creating 10 datasets, and then deleting 10 datasets. + """ + # create 1 dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + res = ragflow.create_dataset("ddd") + assert res['code'] == RetCode.SUCCESS and res['message'] == 'success' + + # delete 1 dataset + res = ragflow.delete_dataset("ddd") + assert res["code"] == RetCode.SUCCESS + + # create 10 datasets + datasets_to_create = ["dataset1"] * 10 + created_response = [ragflow.create_dataset(name) for name in datasets_to_create] + + real_name_to_create = set() + for response in created_response: + assert 'data' in response, "Response is missing 'data' key" + dataset_name = response['data']['dataset_name'] + real_name_to_create.add(dataset_name) + + # delete 10 datasets + for name in real_name_to_create: + res = ragflow.delete_dataset(name) + assert res["code"] == RetCode.SUCCESS + diff --git a/sdk/python/test/test_document.py b/sdk/python/test/test_document.py new file mode 100644 index 0000000000000000000000000000000000000000..efc2430d4fa8d182fa82f4f7f4c1c2e03d423e62 --- /dev/null +++ b/sdk/python/test/test_document.py @@ -0,0 +1,1130 @@ +from api.settings import RetCode +from test_sdkbase import TestSdk +from ragflow import RAGFlow +import pytest +from common import API_KEY, HOST_ADDRESS + + +class TestFile(TestSdk): + """ + This class contains a suite of tests for the content management functionality within the dataset. + It ensures that the following functionalities as expected: + 1. upload local files + 2. upload remote files + 3. download a file + 4. delete a file + 5. enable rename + 6. list files + 7. start parsing + 8. end parsing + 9. check the status of the file + 10. list the chunks + 11. delete a chunk + 12. insert a new chunk + 13. edit the status of chunk + 14. get the specific chunk + 15. retrieval test + """ + +# ----------------------------upload local files----------------------------------------------------- + def test_upload_two_files(self): + """ + Test uploading two files with success. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_two_files") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert res["code"] == RetCode.SUCCESS and res["message"] == "success" + + def test_upload_one_file(self): + """ + Test uploading one file with success. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_one_file") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert res["code"] == RetCode.SUCCESS and res["message"] == "success" + + def test_upload_nonexistent_files(self): + """ + Test uploading a file which does not exist. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_nonexistent_files") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/imagination.txt"] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert res["code"] == RetCode.DATA_ERROR and "does not exist" in res["message"] + + def test_upload_file_if_dataset_does_not_exist(self): + """ + Test uploading files if the dataset id does not exist. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + file_paths = ["test_data/test.txt"] + res = ragflow.upload_local_file("111", file_paths) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Can't find this dataset" + + def test_upload_file_without_name(self): + """ + Test uploading files that do not have name. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_file_without_name") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/.txt"] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert res["code"] == RetCode.SUCCESS + + def test_upload_file_without_name1(self): + """ + Test uploading files that do not have name. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_file_without_name") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/.txt", "test_data/empty.txt"] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert res["code"] == RetCode.SUCCESS + + def test_upload_files_exceeding_the_number_limit(self): + """ + Test uploading files whose number exceeds the limit. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_files_exceeding_the_number_limit") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt", "test_data/test1.txt"] * 256 + res = ragflow.upload_local_file(dataset_id, file_paths) + assert (res["message"] == + "You try to upload 512 files, which exceeds the maximum number of uploading files: 256" + and res["code"] == RetCode.DATA_ERROR) + + def test_upload_files_without_files(self): + """ + Test uploading files without files. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_files_without_files") + dataset_id = created_res["data"]["dataset_id"] + file_paths = [None] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert (res["message"] == "None is not string." and res["code"] == RetCode.ARGUMENT_ERROR) + + def test_upload_files_with_two_files_with_same_name(self): + """ + Test uploading files with the same name. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_files_with_two_files_with_same_name") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] * 2 + res = ragflow.upload_local_file(dataset_id, file_paths) + assert (res["message"] == "success" and res["code"] == RetCode.SUCCESS) + + def test_upload_files_with_file_paths(self): + """ + Test uploading files with only specifying the file path's repo. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_files_with_file_paths") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/"] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert (res["message"] == "The file test_data/ does not exist" and res["code"] == RetCode.DATA_ERROR) + + def test_upload_files_with_remote_file_path(self): + """ + Test uploading files with remote files. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_upload_files_with_remote_file_path") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["https://github.com/genostack/ragflow"] + res = ragflow.upload_local_file(dataset_id, file_paths) + assert res["code"] == RetCode.ARGUMENT_ERROR and res["message"] == "Remote files have not unsupported." + +# ----------------------------delete a file----------------------------------------------------- + def test_delete_one_file(self): + """ + Test deleting one file with success. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_delete_one_file") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] + res = ragflow.upload_local_file(dataset_id, file_paths) + # get the doc_id + data = res["data"][0] + doc_id = data["id"] + # delete the files + deleted_res = ragflow.delete_files(doc_id, dataset_id) + # assert value + assert deleted_res["code"] == RetCode.SUCCESS and deleted_res["data"] is True + + def test_delete_document_with_not_existing_document(self): + """ + Test deleting a document that does not exist with failure. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_delete_document_with_not_existing_document") + dataset_id = created_res["data"]["dataset_id"] + res = ragflow.delete_files("111", dataset_id) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Document 111 not found!" + + def test_delete_document_with_creating_100_documents_and_deleting_100_documents(self): + """ + Test deleting documents when uploading 100 docs and deleting 100 docs. + """ + # upload 100 docs + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_delete_one_file") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] * 100 + res = ragflow.upload_local_file(dataset_id, file_paths) + + # get the doc_id + data = res["data"] + for d in data: + doc_id = d["id"] + # delete the files + deleted_res = ragflow.delete_files(doc_id, dataset_id) + # assert value + assert deleted_res["code"] == RetCode.SUCCESS and deleted_res["data"] is True + + def test_delete_document_from_nonexistent_dataset(self): + """ + Test deleting documents from a non-existent dataset + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_delete_one_file") + dataset_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] + res = ragflow.upload_local_file(dataset_id, file_paths) + # get the doc_id + data = res["data"][0] + doc_id = data["id"] + # delete the files + deleted_res = ragflow.delete_files(doc_id, "000") + # assert value + assert (deleted_res["code"] == RetCode.ARGUMENT_ERROR and deleted_res["message"] == + f"The document {doc_id} is not in the dataset: 000, but in the dataset: {dataset_id}.") + + def test_delete_document_which_is_located_in_other_dataset(self): + """ + Test deleting a document which is located in other dataset. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + # upload a document + created_res = ragflow.create_dataset("test_delete_document_which_is_located_in_other_dataset") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] + res = ragflow.upload_local_file(created_res_id, file_paths) + # other dataset + other_res = ragflow.create_dataset("other_dataset") + other_dataset_id = other_res["data"]["dataset_id"] + # get the doc_id + data = res["data"][0] + doc_id = data["id"] + # delete the files from the other dataset + deleted_res = ragflow.delete_files(doc_id, other_dataset_id) + # assert value + assert (deleted_res["code"] == RetCode.ARGUMENT_ERROR and deleted_res["message"] == + f"The document {doc_id} is not in the dataset: {other_dataset_id}, but in the dataset: {created_res_id}.") + +# ----------------------------list files----------------------------------------------------- + def test_list_documents_with_success(self): + """ + Test listing documents with a successful outcome. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + # upload a document + created_res = ragflow.create_dataset("test_list_documents_with_success") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + # Call the list_document method + response = ragflow.list_files(created_res_id) + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 1 + + def test_list_documents_with_checking_size(self): + """ + Test listing documents and verify the size and names of the documents. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + # upload 10 documents + created_res = ragflow.create_dataset("test_list_documents_with_checking_size") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] * 10 + ragflow.upload_local_file(created_res_id, file_paths) + # Call the list_document method + response = ragflow.list_files(created_res_id) + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 10 + + def test_list_documents_with_getting_empty_result(self): + """ + Test listing documents that should be empty. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + # upload 0 documents + created_res = ragflow.create_dataset("test_list_documents_with_getting_empty_result") + created_res_id = created_res["data"]["dataset_id"] + # Call the list_document method + response = ragflow.list_files(created_res_id) + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 0 + + def test_list_documents_with_creating_100_documents(self): + """ + Test listing 100 documents and verify the size of these documents. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + # upload 100 documents + created_res = ragflow.create_dataset("test_list_documents_with_creating_100_documents") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt"] * 100 + ragflow.upload_local_file(created_res_id, file_paths) + # Call the list_document method + response = ragflow.list_files(created_res_id) + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 100 + + def test_list_document_with_failure(self): + """ + Test listing documents with IndexError. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_list_document_with_failure") + created_res_id = created_res["data"]["dataset_id"] + response = ragflow.list_files(created_res_id, offset=-1, count=-1) + assert "IndexError" in response["message"] and response["code"] == RetCode.EXCEPTION_ERROR + + def test_list_document_with_verifying_offset_and_count(self): + """ + Test listing documents with verifying the functionalities of offset and count. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_list_document_with_verifying_offset_and_count") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt", "test_data/empty.txt"] * 10 + ragflow.upload_local_file(created_res_id, file_paths) + # Call the list_document method + response = ragflow.list_files(created_res_id, offset=2, count=10) + + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 10 + + def test_list_document_with_verifying_keywords(self): + """ + Test listing documents with verifying the functionality of searching keywords. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_list_document_with_verifying_keywords") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt", "test_data/empty.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + # Call the list_document method + response = ragflow.list_files(created_res_id, keywords="empty") + + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 1 + + def test_list_document_with_verifying_order_by_and_descend(self): + """ + Test listing documents with verifying the functionality of order_by and descend. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_list_document_with_verifying_order_by_and_descend") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt", "test_data/empty.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + # Call the list_document method + response = ragflow.list_files(created_res_id) + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 2 + docs = response["data"]["docs"] + # reverse + i = 1 + for doc in docs: + assert doc["name"] in file_paths[i] + i -= 1 + + def test_list_document_with_verifying_order_by_and_ascend(self): + """ + Test listing documents with verifying the functionality of order_by and ascend. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_list_document_with_verifying_order_by_and_ascend") + created_res_id = created_res["data"]["dataset_id"] + file_paths = ["test_data/test.txt", "test_data/test1.txt", "test_data/empty.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + # Call the list_document method + response = ragflow.list_files(created_res_id, descend=False) + assert response["code"] == RetCode.SUCCESS and len(response["data"]["docs"]) == 3 + + docs = response["data"]["docs"] + + i = 0 + for doc in docs: + assert doc["name"] in file_paths[i] + i += 1 + +# ----------------------------update files: enable, rename, template_type------------------------------------------- + + def test_update_nonexistent_document(self): + """ + Test updating a document which does not exist. + """ + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + params = { + "name": "new_name" + } + res = ragflow.update_file(created_res_id, "weird_doc_id", **params) + assert res["code"] == RetCode.ARGUMENT_ERROR and res["message"] == f"This document weird_doc_id cannot be found!" + + def test_update_document_without_parameters(self): + """ + Test updating a document without giving parameters. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_without_parameters") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.DATA_ERROR and + update_res["message"] == "Please input at least one parameter that you want to update!") + + def test_update_document_in_nonexistent_dataset(self): + """ + Test updating a document in the nonexistent dataset. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_in_nonexistent_dataset") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "name": "new_name" + } + update_res = ragflow.update_file("fake_dataset_id", doc_id, **params) + assert (update_res["code"] == RetCode.DATA_ERROR and + update_res["message"] == f"This dataset fake_dataset_id cannot be found!") + + def test_update_document_with_different_extension_name(self): + """ + Test the updating of a document with an extension name that differs from its original. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_different_extension_name") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "name": "new_name.doc" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.ARGUMENT_ERROR and + update_res["message"] == "The extension of file cannot be changed") + + def test_update_document_with_duplicate_name(self): + """ + Test the updating of a document with a duplicate name. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_different_extension_name") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "name": "test.txt" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.ARGUMENT_ERROR and + update_res["message"] == "Duplicated document name in the same dataset.") + + def test_update_document_with_updating_its_name_with_success(self): + """ + Test the updating of a document's name with success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_updating_its_name_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "name": "new_name.txt" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.SUCCESS and + update_res["message"] == "Success" and update_res["data"]["name"] == "new_name.txt") + + def test_update_document_with_updating_its_template_type_with_success(self): + """ + Test the updating of a document's template type with success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_updating_its_template_type_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "template_type": "laws" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.SUCCESS and + update_res["message"] == "Success" and update_res["data"]["parser_id"] == "laws") + + def test_update_document_with_updating_its_enable_value_with_success(self): + """ + Test the updating of a document's enable value with success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_updating_its_enable_value_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "enable": "0" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.SUCCESS and + update_res["message"] == "Success" and update_res["data"]["status"] == "0") + + def test_update_document_with_updating_illegal_parameter(self): + """ + Test the updating of a document's illegal parameter. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_updating_illegal_parameter") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "illegal_parameter": "0" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.ARGUMENT_ERROR and + update_res["message"] == "illegal_parameter is an illegal parameter.") + + def test_update_document_with_giving_its_name_value(self): + """ + Test the updating of a document's name without its name value. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_updating_its_name_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "name": "" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.DATA_ERROR and + update_res["message"] == "There is no new name.") + + def test_update_document_with_giving_illegal_value_for_enable(self): + """ + Test the updating of a document's with giving illegal enable's value. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_updating_its_name_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "enable": "?" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.DATA_ERROR and + update_res["message"] == "Illegal value ? for 'enable' field.") + + def test_update_document_with_giving_illegal_value_for_type(self): + """ + Test the updating of a document's with giving illegal type's value. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_update_document_with_updating_its_name_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # update file + params = { + "template_type": "?" + } + update_res = ragflow.update_file(created_res_id, doc_id, **params) + assert (update_res["code"] == RetCode.DATA_ERROR and + update_res["message"] == "Illegal value ? for 'template_type' field.") + +# ----------------------------download a file----------------------------------------------------- + + def test_download_nonexistent_document(self): + """ + Test downloading a document which does not exist. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + res = ragflow.download_file(created_res_id, "imagination") + assert res["code"] == RetCode.ARGUMENT_ERROR and res["message"] == f"This document 'imagination' cannot be found!" + + def test_download_document_in_nonexistent_dataset(self): + """ + Test downloading a document whose dataset is nonexistent. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # download file + res = ragflow.download_file("imagination", doc_id) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == f"This dataset 'imagination' cannot be found!" + + def test_download_document_with_success(self): + """ + Test the downloading of a document with success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # download file + with open("test_data/test.txt", "rb") as file: + binary_data = file.read() + res = ragflow.download_file(created_res_id, doc_id) + assert res["code"] == RetCode.SUCCESS and res["data"] == binary_data + + def test_download_an_empty_document(self): + """ + Test the downloading of an empty document. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/empty.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # download file + res = ragflow.download_file(created_res_id, doc_id) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This file is empty." + +# ----------------------------start parsing----------------------------------------------------- + def test_start_parsing_document_with_success(self): + """ + Test the parsing of a document with success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_start_parsing_document_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/lol.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # parse file + res = ragflow.start_parsing_document(created_res_id, doc_id) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + + def test_start_parsing_nonexistent_document(self): + """ + Test the parsing a document which does not exist. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_start_parsing_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + res = ragflow.start_parsing_document(created_res_id, "imagination") + assert res["code"] == RetCode.ARGUMENT_ERROR and res["message"] == "This document 'imagination' cannot be found!" + + def test_start_parsing_document_in_nonexistent_dataset(self): + """ + Test the parsing a document whose dataset is nonexistent. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # parse + res = ragflow.start_parsing_document("imagination", doc_id) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This dataset 'imagination' cannot be found!" + + def test_start_parsing_an_empty_document(self): + """ + Test the parsing of an empty document. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/empty.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + res = ragflow.start_parsing_document(created_res_id, doc_id) + assert res["code"] == RetCode.SUCCESS and res["message"] == "Empty data in the document: empty.txt; " + + # ------------------------parsing multiple documents---------------------------- + def test_start_parsing_documents_in_nonexistent_dataset(self): + """ + Test the parsing documents whose dataset is nonexistent. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # parse + res = ragflow.start_parsing_documents("imagination") + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This dataset 'imagination' cannot be found!" + + def test_start_parsing_multiple_documents(self): + """ + Test the parsing documents with a success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + res = ragflow.start_parsing_documents(created_res_id) + assert res["code"] == RetCode.SUCCESS and res["data"] is True and res["message"] == "" + + def test_start_parsing_multiple_documents_with_one_empty_file(self): + """ + Test the parsing documents, one of which is empty. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt", "test_data/empty.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + res = ragflow.start_parsing_documents(created_res_id) + assert res["code"] == RetCode.SUCCESS and res["message"] == "Empty data in the document: empty.txt; " + + def test_start_parsing_multiple_specific_documents(self): + """ + Test the parsing documents whose document ids are specified. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"] + doc_ids = [] + for d in data: + doc_ids.append(d["id"]) + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + + def test_start_re_parsing_multiple_specific_documents(self): + """ + Test the re-parsing documents. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"] + doc_ids = [] + for d in data: + doc_ids.append(d["id"]) + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + # re-parse + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + + def test_start_re_parsing_multiple_specific_documents_with_changing_parser_id(self): + """ + Test the re-parsing documents after changing the parser id. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"] + doc_ids = [] + for d in data: + doc_ids.append(d["id"]) + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + # general -> laws + params = { + "template_type": "laws" + } + ragflow.update_file(created_res_id, doc_ids[0], **params) + # re-parse + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + + def test_start_re_parsing_multiple_specific_documents_with_changing_illegal_parser_id(self): + """ + Test the re-parsing documents after changing an illegal parser id. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"] + doc_ids = [] + for d in data: + doc_ids.append(d["id"]) + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + # general -> illegal + params = { + "template_type": "illegal" + } + res = ragflow.update_file(created_res_id, doc_ids[0], **params) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Illegal value illegal for 'template_type' field." + # re-parse + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + + def test_start_parsing_multiple_specific_documents_with_changing_illegal_parser_id(self): + """ + Test the parsing documents after changing an illegal parser id. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"] + doc_ids = [] + for d in data: + doc_ids.append(d["id"]) + # general -> illegal + params = { + "template_type": "illegal" + } + res = ragflow.update_file(created_res_id, doc_ids[0], **params) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Illegal value illegal for 'template_type' field." + # re-parse + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + + def test_start_parsing_multiple_documents_in_the_dataset_whose_parser_id_is_illegal(self): + """ + Test the parsing documents whose dataset's parser id is illegal. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_start_parsing_multiple_documents_in_the_dataset_whose_parser_id_is_illegal") + created_res_id = created_res["data"]["dataset_id"] + # update the parser id + params = { + "chunk_method": "illegal" + } + res = ragflow.update_dataset("test_start_parsing_multiple_documents_in_the_dataset_whose_parser_id_is_illegal", **params) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Illegal value illegal for 'chunk_method' field." + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"] + doc_ids = [] + for d in data: + doc_ids.append(d["id"]) + # parse + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + +# ----------------------------stop parsing----------------------------------------------------- + def test_stop_parsing_document_with_success(self): + """ + Test the stopping parsing of a document with success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_start_parsing_document_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/lol.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # parse file + res = ragflow.start_parsing_document(created_res_id, doc_id) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + res = ragflow.stop_parsing_document(created_res_id, doc_id) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + + def test_stop_parsing_nonexistent_document(self): + """ + Test the stopping parsing a document which does not exist. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_start_parsing_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + res = ragflow.stop_parsing_document(created_res_id, "imagination.txt") + assert res["code"] == RetCode.ARGUMENT_ERROR and res["message"] == "This document 'imagination.txt' cannot be found!" + + def test_stop_parsing_document_in_nonexistent_dataset(self): + """ + Test the stopping parsing a document whose dataset is nonexistent. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # parse + res = ragflow.stop_parsing_document("imagination", doc_id) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This dataset 'imagination' cannot be found!" + + # ------------------------stop parsing multiple documents---------------------------- + def test_stop_parsing_documents_in_nonexistent_dataset(self): + """ + Test the stopping parsing documents whose dataset is nonexistent. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_download_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # parse + res = ragflow.stop_parsing_documents("imagination") + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This dataset 'imagination' cannot be found!" + + def test_stop_parsing_multiple_documents(self): + """ + Test the stopping parsing documents with a success. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + res = ragflow.start_parsing_documents(created_res_id) + assert res["code"] == RetCode.SUCCESS and res["data"] is True and res["message"] == "" + + res = ragflow.stop_parsing_documents(created_res_id) + assert res["code"] == RetCode.SUCCESS and res["data"] is True and res["message"] == "" + + def test_stop_parsing_multiple_documents_with_one_empty_file(self): + """ + Test the stopping parsing documents, one of which is empty. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt", "test_data/empty.txt"] + ragflow.upload_local_file(created_res_id, file_paths) + res = ragflow.start_parsing_documents(created_res_id) + assert res["code"] == RetCode.SUCCESS and res["message"] == "Empty data in the document: empty.txt; " + res = ragflow.stop_parsing_documents(created_res_id) + assert res["code"] == RetCode.SUCCESS and res["data"] is True and res["message"] == "" + + def test_stop_parsing_multiple_specific_documents(self): + """ + Test the stopping parsing documents whose document ids are specified. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt", "test_data/test1.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"] + doc_ids = [] + for d in data: + doc_ids.append(d["id"]) + res = ragflow.start_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + res = ragflow.stop_parsing_documents(created_res_id, doc_ids) + assert res["code"] == RetCode.SUCCESS and res["data"] is True and res["message"] == "" + +# ----------------------------show the status of the file----------------------------------------------------- + def test_show_status_with_success(self): + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_show_status_with_success") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/lol.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # parse file + res = ragflow.start_parsing_document(created_res_id, doc_id) + assert res["code"] == RetCode.SUCCESS and res["message"] == "" + # show status + status_res = ragflow.show_parsing_status(created_res_id, doc_id) + assert status_res["code"] == RetCode.SUCCESS and status_res["data"]["status"] == "RUNNING" + + def test_show_status_nonexistent_document(self): + """ + Test showing the status of a document which does not exist. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_show_status_nonexistent_document") + created_res_id = created_res["data"]["dataset_id"] + res = ragflow.show_parsing_status(created_res_id, "imagination") + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This document: 'imagination' is not a valid document." + + def test_show_status_document_in_nonexistent_dataset(self): + """ + Test showing the status of a document whose dataset is nonexistent. + """ + # create a dataset + ragflow = RAGFlow(API_KEY, HOST_ADDRESS) + created_res = ragflow.create_dataset("test_show_status_document_in_nonexistent_dataset") + created_res_id = created_res["data"]["dataset_id"] + # upload files + file_paths = ["test_data/test.txt"] + uploading_res = ragflow.upload_local_file(created_res_id, file_paths) + # get the doc_id + data = uploading_res["data"][0] + doc_id = data["id"] + # parse + res = ragflow.show_parsing_status("imagination", doc_id) + assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This dataset: 'imagination' cannot be found!" +# ----------------------------list the chunks of the file----------------------------------------------------- + +# ----------------------------delete the chunk----------------------------------------------------- + +# ----------------------------edit the status of the chunk----------------------------------------------------- + +# ----------------------------insert a new chunk----------------------------------------------------- + +# ----------------------------get a specific chunk----------------------------------------------------- + +# ----------------------------retrieval test----------------------------------------------------- diff --git a/sdk/python/test/test_sdkbase.py b/sdk/python/test/test_sdkbase.py new file mode 100644 index 0000000000000000000000000000000000000000..584dbbc4f19cdaa6ad0a55ae5a32edb7fcce285b --- /dev/null +++ b/sdk/python/test/test_sdkbase.py @@ -0,0 +1,3 @@ +class TestSdk(): + def test_version(self): + print("test_sdk") diff --git a/web/.env b/web/.env new file mode 100644 index 0000000000000000000000000000000000000000..26f65746c709319ab3906fd1782ed5af82bb3e62 --- /dev/null +++ b/web/.env @@ -0,0 +1 @@ +PORT=9222 \ No newline at end of file diff --git a/web/.eslintrc.js b/web/.eslintrc.js new file mode 100644 index 0000000000000000000000000000000000000000..8f9843ed625925d57b8c44fe2cfe162102beed6e --- /dev/null +++ b/web/.eslintrc.js @@ -0,0 +1,5 @@ +// .eslintrc.js +module.exports = { + // Umi 项目 + extends: [require.resolve('umi/eslint'), 'plugin:react-hooks/recommended'], +}; diff --git a/web/.gitignore b/web/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..4cbac851d246e4a77f8a950a5205c792258a712f --- /dev/null +++ b/web/.gitignore @@ -0,0 +1,9 @@ +/node_modules +/.env.local +/.umirc.local.ts +/config/config.local.ts +/src/.umi/* +/src/.umi-production/* +/src/.umi-test +/dist +.swc diff --git a/web/.husky/pre-commit b/web/.husky/pre-commit new file mode 100644 index 0000000000000000000000000000000000000000..54d95662461d1dc28902931e7e6c33918e0dcb4e --- /dev/null +++ b/web/.husky/pre-commit @@ -0,0 +1,2 @@ +cd web +npx lint-staged \ No newline at end of file diff --git a/web/.npmrc b/web/.npmrc new file mode 100644 index 0000000000000000000000000000000000000000..80b972bd8b32eb7832444e4048526dbee4f3a530 --- /dev/null +++ b/web/.npmrc @@ -0,0 +1,2 @@ +registry=https://registry.npmmirror.com/ + diff --git a/web/.prettierignore b/web/.prettierignore new file mode 100644 index 0000000000000000000000000000000000000000..5892e28be324657db4a5e1b700fa1c68ca8af3a9 --- /dev/null +++ b/web/.prettierignore @@ -0,0 +1,3 @@ +node_modules +.umi +.umi-production diff --git a/web/.prettierrc b/web/.prettierrc new file mode 100644 index 0000000000000000000000000000000000000000..70767cdf754a349eae6eef6ab93b9a0185c8ac54 --- /dev/null +++ b/web/.prettierrc @@ -0,0 +1,8 @@ +{ + "printWidth": 80, + "singleQuote": true, + "trailingComma": "all", + "proseWrap": "never", + "overrides": [{ "files": ".prettierrc", "options": { "parser": "json" } }], + "plugins": ["prettier-plugin-organize-imports", "prettier-plugin-packagejson"] +} diff --git a/web/.umirc.ts b/web/.umirc.ts new file mode 100644 index 0000000000000000000000000000000000000000..b30d25d7d101301238f7ed062c7a80eb122dd9cc --- /dev/null +++ b/web/.umirc.ts @@ -0,0 +1,40 @@ +import { defineConfig } from 'umi'; +import { appName } from './src/conf.json'; +import routes from './src/routes'; + +export default defineConfig({ + title: appName, + outputPath: 'dist', + // alias: { '@': './src' }, + npmClient: 'npm', + base: '/', + routes, + publicPath: '/', + esbuildMinifyIIFE: true, + icons: {}, + hash: true, + favicons: ['/logo.svg'], + clickToComponent: {}, + history: { + type: 'browser', + }, + plugins: ['@react-dev-inspector/umi4-plugin', '@umijs/plugins/dist/dva'], + dva: {}, + jsMinifier: 'terser', + lessLoader: { + modifyVars: { + hack: `true; @import "~@/less/index.less";`, + }, + }, + devtool: 'source-map', + copy: ['src/conf.json'], + proxy: { + '/v1': { + target: 'http://localhost:9380/', + changeOrigin: true, + ws: true, + logger: console, + // pathRewrite: { '^/v1': '/v1' }, + }, + }, +}); diff --git a/web/externals.d.ts b/web/externals.d.ts new file mode 100644 index 0000000000000000000000000000000000000000..9c5a8bc5ef5e56a3ac16c594acb81a694e6c9b05 --- /dev/null +++ b/web/externals.d.ts @@ -0,0 +1,138 @@ +// This file is generated by Umi automatically +// DO NOT CHANGE IT MANUALLY! +type CSSModuleClasses = { readonly [key: string]: string }; +declare module '*.css' { + const classes: CSSModuleClasses; + export default classes; +} +declare module '*.scss' { + const classes: CSSModuleClasses; + export default classes; +} +declare module '*.sass' { + const classes: CSSModuleClasses; + export default classes; +} +declare module '*.less' { + const classes: CSSModuleClasses; + export default classes; +} +declare module '*.styl' { + const classes: CSSModuleClasses; + export default classes; +} +declare module '*.stylus' { + const classes: CSSModuleClasses; + export default classes; +} + +// images +declare module '*.jpg' { + const src: string; + export default src; +} +declare module '*.jpeg' { + const src: string; + export default src; +} +declare module '*.png' { + const src: string; + export default src; +} +declare module '*.gif' { + const src: string; + export default src; +} +declare module '*.svg' { + import * as React from 'react'; + export const ReactComponent: React.FunctionComponent< + React.SVGProps & { title?: string } + >; + + const src: string; + export default src; +} +declare module '*.ico' { + const src: string; + export default src; +} +declare module '*.webp' { + const src: string; + export default src; +} +declare module '*.avif' { + const src: string; + export default src; +} + +// media +declare module '*.mp4' { + const src: string; + export default src; +} +declare module '*.webm' { + const src: string; + export default src; +} +declare module '*.ogg' { + const src: string; + export default src; +} +declare module '*.mp3' { + const src: string; + export default src; +} +declare module '*.wav' { + const src: string; + export default src; +} +declare module '*.flac' { + const src: string; + export default src; +} +declare module '*.aac' { + const src: string; + export default src; +} + +// fonts +declare module '*.woff' { + const src: string; + export default src; +} +declare module '*.woff2' { + const src: string; + export default src; +} +declare module '*.eot' { + const src: string; + export default src; +} +declare module '*.ttf' { + const src: string; + export default src; +} +declare module '*.otf' { + const src: string; + export default src; +} + +// other +declare module '*.wasm' { + const initWasm: ( + options: WebAssembly.Imports, + ) => Promise; + export default initWasm; +} +declare module '*.webmanifest' { + const src: string; + export default src; +} +declare module '*.pdf' { + const src: string; + export default src; +} +declare module '*.txt' { + const src: string; + export default src; +} diff --git a/web/jest-setup.ts b/web/jest-setup.ts new file mode 100644 index 0000000000000000000000000000000000000000..72ee8ecaf6672cf4bbadf5ca9049928b36b95fa8 --- /dev/null +++ b/web/jest-setup.ts @@ -0,0 +1,2 @@ +import '@testing-library/jest-dom'; +import 'umi/test-setup'; diff --git a/web/jest.config.ts b/web/jest.config.ts new file mode 100644 index 0000000000000000000000000000000000000000..332035babe46bd5ac59803dae059e40a7e12bf0f --- /dev/null +++ b/web/jest.config.ts @@ -0,0 +1,33 @@ +import { Config, configUmiAlias, createConfig } from 'umi/test'; + +export default async () => { + return (await configUmiAlias({ + ...createConfig({ + target: 'browser', + jsTransformer: 'esbuild', + // config opts for esbuild , it will pass to esbuild directly + jsTransformerOpts: { jsx: 'automatic' }, + }), + setupFilesAfterEnv: ['/jest-setup.ts'], + collectCoverageFrom: [ + '**/*.{ts,tsx,js,jsx}', + '!.umi/**', + '!.umi-test/**', + '!.umi-production/**', + '!.umirc.{js,ts}', + '!.umirc.*.{js,ts}', + '!jest.config.{js,ts}', + '!coverage/**', + '!dist/**', + '!config/**', + '!mock/**', + ], + // if you require some es-module npm package, please uncomment below line and insert your package name + // transformIgnorePatterns: ['node_modules/(?!.*(lodash-es|your-es-pkg-name)/)'] + coverageThreshold: { + global: { + lines: 1, + }, + }, + })) as Config.InitialOptions; +}; diff --git a/web/package-lock.json b/web/package-lock.json new file mode 100644 index 0000000000000000000000000000000000000000..e6128b5e3165d63020da96ba578ab83a17758cd8 --- /dev/null +++ b/web/package-lock.json @@ -0,0 +1,27854 @@ +{ + "name": "web", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "hasInstallScript": true, + "dependencies": { + "@ant-design/icons": "^5.2.6", + "@ant-design/pro-components": "^2.6.46", + "@ant-design/pro-layout": "^7.17.16", + "@antv/g6": "^5.0.10", + "@js-preview/excel": "^1.7.8", + "@tanstack/react-query": "^5.40.0", + "@tanstack/react-query-devtools": "^5.51.5", + "ahooks": "^3.7.10", + "antd": "^5.12.7", + "axios": "^1.6.3", + 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mode 100644 index 0000000000000000000000000000000000000000..34588aa106983006eb8090666852c7dbb6adf190 --- /dev/null +++ b/web/public/pdfjs-dist/pdf.worker.min.js @@ -0,0 +1,22 @@ +/** + * @licstart The following is the entire license notice for the + * JavaScript code in this page + * + * Copyright 2022 Mozilla Foundation + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * + * @licend The above is the entire license notice for the + * JavaScript code in this page + */ +!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.amd?define("pdfjs-dist/build/pdf.worker",[],t):"object"==typeof exports?exports["pdfjs-dist/build/pdf.worker"]=t():e["pdfjs-dist/build/pdf.worker"]=e.pdfjsWorker=t()}(globalThis,(()=>(()=>{"use strict";var e=[,(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.WorkerTask=t.WorkerMessageHandler=void 0;var r=a(2),n=a(5),i=a(6),s=a(8),o=a(71),c=a(65),l=a(4),h=a(102),u=a(103);class WorkerTask{constructor(e){this.name=e;this.terminated=!1;this._capability=(0,r.createPromiseCapability)()}get finished(){return this._capability.promise}finish(){this._capability.resolve()}terminate(){this.terminated=!0}ensureNotTerminated(){if(this.terminated)throw new Error("Worker task was terminated")}}t.WorkerTask=WorkerTask;class WorkerMessageHandler{static setup(e,t){let a=!1;e.on("test",(function wphSetupTest(t){if(!a){a=!0;e.send("test",t instanceof 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s.LocalPdfManager(w,o.data,o.password,k,t,a,S);n.resolve(i)}catch(e){n.reject(e)}return n.promise}let c,l=[];try{c=new u.PDFWorkerStream(k)}catch(e){n.reject(e);return n.promise}const h=c.getFullReader();h.headersReady.then((function(){if(!h.isRangeSupported)return;const e=o.disableAutoFetch||h.isStreamingSupported;i=new s.NetworkPdfManager(w,c,{msgHandler:k,password:o.password,length:h.contentLength,disableAutoFetch:e,rangeChunkSize:o.rangeChunkSize},t,a,S);for(const e of l)i.sendProgressiveData(e);l=[];n.resolve(i);f=null})).catch((function(e){n.reject(e);f=null}));let d=0;new Promise((function(e,c){const readChunk=function({value:e,done:u}){try{ensureNotTerminated();if(u){i||function(){const e=(0,r.arraysToBytes)(l);o.length&&e.length!==o.length&&(0,r.warn)("reported HTTP length is different from actual");try{i=new 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r={ERRORS:0,WARNINGS:1,INFOS:5};t.VerbosityLevel=r;t.CMapCompressionType={NONE:0,BINARY:1,STREAM:2};t.OPS={dependency:1,setLineWidth:2,setLineCap:3,setLineJoin:4,setMiterLimit:5,setDash:6,setRenderingIntent:7,setFlatness:8,setGState:9,save:10,restore:11,transform:12,moveTo:13,lineTo:14,curveTo:15,curveTo2:16,curveTo3:17,closePath:18,rectangle:19,stroke:20,closeStroke:21,fill:22,eoFill:23,fillStroke:24,eoFillStroke:25,closeFillStroke:26,closeEOFillStroke:27,endPath:28,clip:29,eoClip:30,beginText:31,endText:32,setCharSpacing:33,setWordSpacing:34,setHScale:35,setLeading:36,setFont:37,setTextRenderingMode:38,setTextRise:39,moveText:40,setLeadingMoveText:41,setTextMatrix:42,nextLine:43,showText:44,showSpacedText:45,nextLineShowText:46,nextLineSetSpacingShowText:47,setCharWidth:48,setCharWidthAndBounds:49,setStrokeColorSpace:50,setFillColorSpace:51,setStrokeColor:52,setStrokeColorN:53,setFillColor:54,setFillColorN:55,setStrokeGray:56,setFillGray:57,setStrokeRGBColor:58,setFillRGBColor:59,setStrokeCMYKColor:60,setFillCMYKColor:61,shadingFill:62,beginInlineImage:63,beginImageData:64,endInlineImage:65,paintXObject:66,markPoint:67,markPointProps:68,beginMarkedContent:69,beginMarkedContentProps:70,endMarkedContent:71,beginCompat:72,endCompat:73,paintFormXObjectBegin:74,paintFormXObjectEnd:75,beginGroup:76,endGroup:77,beginAnnotations:78,endAnnotations:79,beginAnnotation:80,endAnnotation:81,paintJpegXObject:82,paintImageMaskXObject:83,paintImageMaskXObjectGroup:84,paintImageXObject:85,paintInlineImageXObject:86,paintInlineImageXObjectGroup:87,paintImageXObjectRepeat:88,paintImageMaskXObjectRepeat:89,paintSolidColorImageMask:90,constructPath:91};t.UNSUPPORTED_FEATURES={unknown:"unknown",forms:"forms",javaScript:"javaScript",signatures:"signatures",smask:"smask",shadingPattern:"shadingPattern",font:"font",errorTilingPattern:"errorTilingPattern",errorExtGState:"errorExtGState",errorXObject:"errorXObject",errorFontLoadType3:"errorFontLoadType3",errorFontState:"errorFontState",errorFontMissing:"errorFontMissing",errorFontTranslate:"errorFontTranslate",errorColorSpace:"errorColorSpace",errorOperatorList:"errorOperatorList",errorFontToUnicode:"errorFontToUnicode",errorFontLoadNative:"errorFontLoadNative",errorFontBuildPath:"errorFontBuildPath",errorFontGetPath:"errorFontGetPath",errorMarkedContent:"errorMarkedContent",errorContentSubStream:"errorContentSubStream"};t.PasswordResponses={NEED_PASSWORD:1,INCORRECT_PASSWORD:2};let n=r.WARNINGS;function warn(e){n>=r.WARNINGS&&console.log(`Warning: ${e}`)}function unreachable(e){throw new Error(e)}function shadow(e,t,a){Object.defineProperty(e,t,{value:a,enumerable:!0,configurable:!0,writable:!1});return a}const i=function BaseExceptionClosure(){function BaseException(e,t){this.constructor===BaseException&&unreachable("Cannot initialize BaseException.");this.message=e;this.name=t}BaseException.prototype=new Error;BaseException.constructor=BaseException;return BaseException}();t.BaseException=i;t.PasswordException=class PasswordException extends i{constructor(e,t){super(e,"PasswordException");this.code=t}};t.UnknownErrorException=class UnknownErrorException extends i{constructor(e,t){super(e,"UnknownErrorException");this.details=t}};t.InvalidPDFException=class InvalidPDFException extends i{constructor(e){super(e,"InvalidPDFException")}};t.MissingPDFException=class MissingPDFException extends i{constructor(e){super(e,"MissingPDFException")}};t.UnexpectedResponseException=class UnexpectedResponseException extends i{constructor(e,t){super(e,"UnexpectedResponseException");this.status=t}};t.FormatError=class FormatError extends i{constructor(e){super(e,"FormatError")}};t.AbortException=class AbortException extends i{constructor(e){super(e,"AbortException")}};function stringToBytes(e){"string"!=typeof e&&unreachable("Invalid argument for stringToBytes");const t=e.length,a=new Uint8Array(t);for(let r=0;re.toString(16).padStart(2,"0")));class Util{static makeHexColor(e,t,a){return`#${s[e]}${s[t]}${s[a]}`}static scaleMinMax(e,t){let a;if(e[0]){if(e[0]<0){a=t[0];t[0]=t[1];t[1]=a}t[0]*=e[0];t[1]*=e[0];if(e[3]<0){a=t[2];t[2]=t[3];t[3]=a}t[2]*=e[3];t[3]*=e[3]}else{a=t[0];t[0]=t[2];t[2]=a;a=t[1];t[1]=t[3];t[3]=a;if(e[1]<0){a=t[2];t[2]=t[3];t[3]=a}t[2]*=e[1];t[3]*=e[1];if(e[2]<0){a=t[0];t[0]=t[1];t[1]=a}t[0]*=e[2];t[1]*=e[2]}t[0]+=e[4];t[1]+=e[4];t[2]+=e[5];t[3]+=e[5]}static transform(e,t){return[e[0]*t[0]+e[2]*t[1],e[1]*t[0]+e[3]*t[1],e[0]*t[2]+e[2]*t[3],e[1]*t[2]+e[3]*t[3],e[0]*t[4]+e[2]*t[5]+e[4],e[1]*t[4]+e[3]*t[5]+e[5]]}static applyTransform(e,t){return[e[0]*t[0]+e[1]*t[2]+t[4],e[0]*t[1]+e[1]*t[3]+t[5]]}static applyInverseTransform(e,t){const a=t[0]*t[3]-t[1]*t[2];return[(e[0]*t[3]-e[1]*t[2]+t[2]*t[5]-t[4]*t[3])/a,(-e[0]*t[1]+e[1]*t[0]+t[4]*t[1]-t[5]*t[0])/a]}static getAxialAlignedBoundingBox(e,t){const a=Util.applyTransform(e,t),r=Util.applyTransform(e.slice(2,4),t),n=Util.applyTransform([e[0],e[3]],t),i=Util.applyTransform([e[2],e[1]],t);return[Math.min(a[0],r[0],n[0],i[0]),Math.min(a[1],r[1],n[1],i[1]),Math.max(a[0],r[0],n[0],i[0]),Math.max(a[1],r[1],n[1],i[1])]}static inverseTransform(e){const t=e[0]*e[3]-e[1]*e[2];return[e[3]/t,-e[1]/t,-e[2]/t,e[0]/t,(e[2]*e[5]-e[4]*e[3])/t,(e[4]*e[1]-e[5]*e[0])/t]}static apply3dTransform(e,t){return[e[0]*t[0]+e[1]*t[1]+e[2]*t[2],e[3]*t[0]+e[4]*t[1]+e[5]*t[2],e[6]*t[0]+e[7]*t[1]+e[8]*t[2]]}static singularValueDecompose2dScale(e){const t=[e[0],e[2],e[1],e[3]],a=e[0]*t[0]+e[1]*t[2],r=e[0]*t[1]+e[1]*t[3],n=e[2]*t[0]+e[3]*t[2],i=e[2]*t[1]+e[3]*t[3],s=(a+i)/2,o=Math.sqrt((a+i)**2-4*(a*i-n*r))/2,c=s+o||1,l=s-o||1;return[Math.sqrt(c),Math.sqrt(l)]}static normalizeRect(e){const t=e.slice(0);if(e[0]>e[2]){t[0]=e[2];t[2]=e[0]}if(e[1]>e[3]){t[1]=e[3];t[3]=e[1]}return t}static intersect(e,t){const a=Math.max(Math.min(e[0],e[2]),Math.min(t[0],t[2])),r=Math.min(Math.max(e[0],e[2]),Math.max(t[0],t[2]));if(a>r)return null;const n=Math.max(Math.min(e[1],e[3]),Math.min(t[1],t[3])),i=Math.min(Math.max(e[1],e[3]),Math.max(t[1],t[3]));return n>i?null:[a,n,r,i]}static bezierBoundingBox(e,t,a,r,n,i,s,o){const c=[],l=[[],[]];let h,u,d,f,g,p,m,b;for(let l=0;l<2;++l){if(0===l){u=6*e-12*a+6*n;h=-3*e+9*a-9*n+3*s;d=3*a-3*e}else{u=6*t-12*r+6*i;h=-3*t+9*r-9*i+3*o;d=3*r-3*t}if(Math.abs(h)<1e-12){if(Math.abs(u)<1e-12)continue;f=-d/u;0{a(4)},(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0});t.isNodeJS=void 0;const a=!("object"!=typeof process||process+""!="[object process]"||process.versions.nw||process.versions.electron&&process.type&&"browser"!==process.type);t.isNodeJS=a},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.RefSetCache=t.RefSet=t.Ref=t.Name=t.EOF=t.Dict=t.Cmd=t.CIRCULAR_REF=void 0;t.clearPrimitiveCaches=function clearPrimitiveCaches(){o._clearCache();s._clearCache();l._clearCache()};t.isCmd=function isCmd(e,t){return e instanceof o&&(void 0===t||e.cmd===t)};t.isDict=function isDict(e,t){return e instanceof Dict&&(void 0===t||isName(e.get("Type"),t))};t.isName=isName;t.isRefsEqual=function isRefsEqual(e,t){return e.num===t.num&&e.gen===t.gen};var r=a(2);const n=Symbol("CIRCULAR_REF");t.CIRCULAR_REF=n;const i=Symbol("EOF");t.EOF=i;const s=function NameClosure(){let e=Object.create(null);class Name{constructor(e){this.name=e}static get(t){return e[t]||(e[t]=new Name(t))}static _clearCache(){e=Object.create(null)}}return Name}();t.Name=s;const o=function CmdClosure(){let e=Object.create(null);class Cmd{constructor(e){this.cmd=e}static get(t){return e[t]||(e[t]=new Cmd(t))}static _clearCache(){e=Object.create(null)}}return Cmd}();t.Cmd=o;const c=function nonSerializableClosure(){return c};class Dict{constructor(e=null){this._map=Object.create(null);this.xref=e;this.objId=null;this.suppressEncryption=!1;this.__nonSerializable__=c}assignXref(e){this.xref=e}get size(){return Object.keys(this._map).length}get(e,t,a){let r=this._map[e];if(void 0===r&&void 0!==t){r=this._map[t];void 0===r&&void 0!==a&&(r=this._map[a])}return r instanceof l&&this.xref?this.xref.fetch(r,this.suppressEncryption):r}async getAsync(e,t,a){let r=this._map[e];if(void 0===r&&void 0!==t){r=this._map[t];void 0===r&&void 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l=function RefClosure(){let e=Object.create(null);class Ref{constructor(e,t){this.num=e;this.gen=t}toString(){return 0===this.gen?`${this.num}R`:`${this.num}R${this.gen}`}static get(t,a){const r=0===a?`${t}R`:`${t}R${a}`;return e[r]||(e[r]=new Ref(t,a))}static _clearCache(){e=Object.create(null)}}return Ref}();t.Ref=l;class RefSet{constructor(e=null){this._set=new Set(e&&e._set)}has(e){return this._set.has(e.toString())}put(e){this._set.add(e.toString())}remove(e){this._set.delete(e.toString())}[Symbol.iterator](){return this._set.values()}clear(){this._set.clear()}}t.RefSet=RefSet;class RefSetCache{constructor(){this._map=new Map}get size(){return this._map.size}get(e){return this._map.get(e.toString())}has(e){return this._map.has(e.toString())}put(e,t){this._map.set(e.toString(),t)}putAlias(e,t){this._map.set(e.toString(),this.get(t))}[Symbol.iterator](){return this._map.values()}clear(){this._map.clear()}}t.RefSetCache=RefSetCache;function isName(e,t){return e instanceof s&&(void 0===t||e.name===t)}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.XRefParseException=t.XRefEntryException=t.ParserEOFException=t.MissingDataException=t.DocStats=void 0;t.collectActions=function collectActions(e,t,a){const i=Object.create(null),s=getInheritableProperty({dict:t,key:"AA",stopWhenFound:!1});if(s)for(let t=s.length-1;t>=0;t--){const r=s[t];if(r instanceof n.Dict)for(const t of r.getKeys()){const s=a[t];if(!s)continue;const o=r.getRaw(t),c=new n.RefSet,l=[];_collectJS(o,e,l,c);l.length>0&&(i[s]=l)}}if(t.has("A")){const a=t.get("A"),r=new n.RefSet,s=[];_collectJS(a,e,s,r);s.length>0&&(i.Action=s)}return(0,r.objectSize)(i)>0?i:null};t.encodeToXmlString=function encodeToXmlString(e){const t=[];let a=0;for(let r=0,n=e.length;r55295&&(n<57344||n>65533)&&r++;a=r+1}}if(0===t.length)return e;a126||35===n||40===n||41===n||60===n||62===n||91===n||93===n||123===n||125===n||47===n||37===n){a0?t:null};t.isWhiteSpace=function isWhiteSpace(e){return 32===e||9===e||13===e||10===e};t.log2=function log2(e){if(e<=0)return 0;return Math.ceil(Math.log2(e))};t.numberToString=function numberToString(e){if(Number.isInteger(e))return e.toString();const t=Math.round(100*e);if(t%100==0)return(t/100).toString();if(t%10==0)return e.toFixed(1);return e.toFixed(2)};t.parseXFAPath=function parseXFAPath(e){const t=/(.+)\[(\d+)\]$/;return e.split(".").map((e=>{const a=e.match(t);return a?{name:a[1],pos:parseInt(a[2],10)}:{name:e,pos:0}}))};t.readInt8=function readInt8(e,t){return e[t]<<24>>24};t.readUint16=function readUint16(e,t){return e[t]<<8|e[t+1]};t.readUint32=function readUint32(e,t){return(e[t]<<24|e[t+1]<<16|e[t+2]<<8|e[t+3])>>>0};t.recoverJsURL=function recoverJsURL(e){const t=new RegExp("^\\s*("+["app.launchURL","window.open","xfa.host.gotoURL"].join("|").split(".").join("\\.")+")\\((?:'|\")([^'\"]*)(?:'|\")(?:,\\s*(\\w+)\\)|\\))","i").exec(e);if(t&&t[2]){const e=t[2];let a=!1;"true"===t[3]&&"app.launchURL"===t[1]&&(a=!0);return{url:e,newWindow:a}}return null};t.toRomanNumerals=function toRomanNumerals(e,t=!1){(0,r.assert)(Number.isInteger(e)&&e>0,"The number should be a positive integer.");const a=[];let n;for(;e>=1e3;){e-=1e3;a.push("M")}n=e/100|0;e%=100;a.push(s[n]);n=e/10|0;e%=10;a.push(s[10+n]);a.push(s[20+e]);const i=a.join("");return t?i.toLowerCase():i};t.validateCSSFont=function validateCSSFont(e){const t=new Set(["100","200","300","400","500","600","700","800","900","1000","normal","bold","bolder","lighter"]),{fontFamily:a,fontWeight:n,italicAngle:i}=e;if(/^".*"$/.test(a)){if(/[^\\]"/.test(a.slice(1,a.length-1))){(0,r.warn)(`XFA - FontFamily contains some unescaped ": ${a}.`);return!1}}else if(/^'.*'$/.test(a)){if(/[^\\]'/.test(a.slice(1,a.length-1))){(0,r.warn)(`XFA - FontFamily contains some unescaped ': ${a}.`);return!1}}else for(const e of a.split(/[ \t]+/))if(/^(\d|(-(\d|-)))/.test(e)||!/^[\w-\\]+$/.test(e)){(0,r.warn)(`XFA - FontFamily contains some invalid : ${a}.`);return!1}const s=n?n.toString():"";e.fontWeight=t.has(s)?s:"400";const o=parseFloat(i);e.italicAngle=isNaN(o)||o<-90||o>90?"14":i.toString();return!0};var r=a(2),n=a(5),i=a(7);class MissingDataException extends r.BaseException{constructor(e,t){super(`Missing data [${e}, ${t})`,"MissingDataException");this.begin=e;this.end=t}}t.MissingDataException=MissingDataException;class ParserEOFException extends r.BaseException{constructor(e){super(e,"ParserEOFException")}}t.ParserEOFException=ParserEOFException;class XRefEntryException extends r.BaseException{constructor(e){super(e,"XRefEntryException")}}t.XRefEntryException=XRefEntryException;class XRefParseException extends r.BaseException{constructor(e){super(e,"XRefParseException")}}t.XRefParseException=XRefParseException;t.DocStats=class DocStats{constructor(e){this._handler=e;this._streamTypes=new Set;this._fontTypes=new Set}_send(){const e=Object.create(null),t=Object.create(null);for(const t of this._streamTypes)e[t]=!0;for(const e of this._fontTypes)t[e]=!0;this._handler.send("DocStats",{streamTypes:e,fontTypes:t})}addStreamType(e){if(!this._streamTypes.has(e)){this._streamTypes.add(e);this._send()}}addFontType(e){if(!this._fontTypes.has(e)){this._fontTypes.add(e);this._send()}}};function getInheritableProperty({dict:e,key:t,getArray:a=!1,stopWhenFound:r=!0}){let i;const s=new n.RefSet;for(;e instanceof n.Dict&&(!e.objId||!s.has(e.objId));){e.objId&&s.put(e.objId);const n=a?e.getArray(t):e.get(t);if(void 0!==n){if(r)return n;i||(i=[]);i.push(n)}e=e.get("Parent")}return i}const s=["","C","CC","CCC","CD","D","DC","DCC","DCCC","CM","","X","XX","XXX","XL","L","LX","LXX","LXXX","XC","","I","II","III","IV","V","VI","VII","VIII","IX"];function _collectJS(e,t,a,s){if(!e)return;let o=null;if(e instanceof n.Ref){if(s.has(e))return;o=e;s.put(o);e=t.fetch(e)}if(Array.isArray(e))for(const r of e)_collectJS(r,t,a,s);else if(e instanceof n.Dict){if((0,n.isName)(e.get("S"),"JavaScript")){const t=e.get("JS");let n;t instanceof i.BaseStream?n=t.getString():"string"==typeof t&&(n=t);n=n&&(0,r.stringToPDFString)(n).replace(/\u0000/g,"");n&&a.push(n)}_collectJS(e.getRaw("Next"),t,a,s)}o&&s.remove(o)}const o={60:"<",62:">",38:"&",34:""",39:"'"}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.BaseStream=void 0;var r=a(2);class BaseStream{constructor(){this.constructor===BaseStream&&(0,r.unreachable)("Cannot initialize BaseStream.")}get length(){(0,r.unreachable)("Abstract getter `length` accessed")}get isEmpty(){(0,r.unreachable)("Abstract getter `isEmpty` accessed")}get isDataLoaded(){return(0,r.shadow)(this,"isDataLoaded",!0)}getByte(){(0,r.unreachable)("Abstract method `getByte` called")}getBytes(e){(0,r.unreachable)("Abstract method `getBytes` called")}peekByte(){const e=this.getByte();-1!==e&&this.pos--;return e}peekBytes(e){const t=this.getBytes(e);this.pos-=t.length;return t}getUint16(){const e=this.getByte(),t=this.getByte();return-1===e||-1===t?-1:(e<<8)+t}getInt32(){return(this.getByte()<<24)+(this.getByte()<<16)+(this.getByte()<<8)+this.getByte()}getByteRange(e,t){(0,r.unreachable)("Abstract method `getByteRange` called")}getString(e){return(0,r.bytesToString)(this.getBytes(e))}skip(e){this.pos+=e||1}reset(){(0,r.unreachable)("Abstract method `reset` called")}moveStart(){(0,r.unreachable)("Abstract method `moveStart` called")}makeSubStream(e,t,a=null){(0,r.unreachable)("Abstract method `makeSubStream` called")}getBaseStreams(){return null}}t.BaseStream=BaseStream},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.NetworkPdfManager=t.LocalPdfManager=void 0;var r=a(2),n=a(9),i=a(6),s=a(11),o=a(10);function parseDocBaseUrl(e){if(e){const t=(0,r.createValidAbsoluteUrl)(e);if(t)return t.href;(0,r.warn)(`Invalid absolute docBaseUrl: "${e}".`)}return null}class BasePdfManager{constructor(){this.constructor===BasePdfManager&&(0,r.unreachable)("Cannot initialize BasePdfManager.")}get docId(){return this._docId}get password(){return this._password}get docBaseUrl(){const e=this.pdfDocument.catalog;return(0,r.shadow)(this,"docBaseUrl",e.baseUrl||this._docBaseUrl)}onLoadedStream(){(0,r.unreachable)("Abstract method `onLoadedStream` called")}ensureDoc(e,t){return this.ensure(this.pdfDocument,e,t)}ensureXRef(e,t){return this.ensure(this.pdfDocument.xref,e,t)}ensureCatalog(e,t){return this.ensure(this.pdfDocument.catalog,e,t)}getPage(e){return this.pdfDocument.getPage(e)}fontFallback(e,t){return this.pdfDocument.fontFallback(e,t)}loadXfaFonts(e,t){return this.pdfDocument.loadXfaFonts(e,t)}loadXfaImages(){return this.pdfDocument.loadXfaImages()}serializeXfaData(e){return this.pdfDocument.serializeXfaData(e)}cleanup(e=!1){return this.pdfDocument.cleanup(e)}async ensure(e,t,a){(0,r.unreachable)("Abstract method `ensure` called")}requestRange(e,t){(0,r.unreachable)("Abstract method `requestRange` called")}requestLoadedStream(){(0,r.unreachable)("Abstract method `requestLoadedStream` called")}sendProgressiveData(e){(0,r.unreachable)("Abstract method `sendProgressiveData` called")}updatePassword(e){this._password=e}terminate(e){(0,r.unreachable)("Abstract method `terminate` called")}}t.LocalPdfManager=class LocalPdfManager extends BasePdfManager{constructor(e,t,a,r,n,i,c){super();this._docId=e;this._password=a;this._docBaseUrl=parseDocBaseUrl(c);this.msgHandler=r;this.evaluatorOptions=n;this.enableXfa=i;const l=new o.Stream(t);this.pdfDocument=new s.PDFDocument(this,l);this._loadedStreamPromise=Promise.resolve(l)}async ensure(e,t,a){const r=e[t];return"function"==typeof r?r.apply(e,a):r}requestRange(e,t){return Promise.resolve()}requestLoadedStream(){}onLoadedStream(){return this._loadedStreamPromise}terminate(e){}};t.NetworkPdfManager=class NetworkPdfManager extends BasePdfManager{constructor(e,t,a,r,i,o){super();this._docId=e;this._password=a.password;this._docBaseUrl=parseDocBaseUrl(o);this.msgHandler=a.msgHandler;this.evaluatorOptions=r;this.enableXfa=i;this.streamManager=new n.ChunkedStreamManager(t,{msgHandler:a.msgHandler,length:a.length,disableAutoFetch:a.disableAutoFetch,rangeChunkSize:a.rangeChunkSize});this.pdfDocument=new s.PDFDocument(this,this.streamManager.getStream())}async ensure(e,t,a){try{const r=e[t];return"function"==typeof r?r.apply(e,a):r}catch(r){if(!(r instanceof i.MissingDataException))throw r;await this.requestRange(r.begin,r.end);return this.ensure(e,t,a)}}requestRange(e,t){return this.streamManager.requestRange(e,t)}requestLoadedStream(){this.streamManager.requestAllChunks()}sendProgressiveData(e){this.streamManager.onReceiveData({chunk:e})}onLoadedStream(){return this.streamManager.onLoadedStream()}terminate(e){this.streamManager.abort(e)}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.ChunkedStreamManager=t.ChunkedStream=void 0;var r=a(2),n=a(6),i=a(10);class ChunkedStream extends i.Stream{constructor(e,t,a){super(new Uint8Array(e),0,e,null);this.chunkSize=t;this._loadedChunks=new Set;this.numChunks=Math.ceil(e/t);this.manager=a;this.progressiveDataLength=0;this.lastSuccessfulEnsureByteChunk=-1}getMissingChunks(){const e=[];for(let t=0,a=this.numChunks;t=this.end?this.numChunks:Math.floor(t/this.chunkSize);for(let e=a;ethis.numChunks)&&t!==this.lastSuccessfulEnsureByteChunk){if(!this._loadedChunks.has(t))throw new n.MissingDataException(e,e+1);this.lastSuccessfulEnsureByteChunk=t}}ensureRange(e,t){if(e>=t)return;if(t<=this.progressiveDataLength)return;const a=Math.floor(e/this.chunkSize);if(a>this.numChunks)return;const r=Math.min(Math.floor((t-1)/this.chunkSize)+1,this.numChunks);for(let i=a;i=this.end)return-1;e>=this.progressiveDataLength&&this.ensureByte(e);return this.bytes[this.pos++]}getBytes(e){const t=this.bytes,a=this.pos,r=this.end;if(!e){r>this.progressiveDataLength&&this.ensureRange(a,r);return t.subarray(a,r)}let n=a+e;n>r&&(n=r);n>this.progressiveDataLength&&this.ensureRange(a,n);this.pos=n;return t.subarray(a,n)}getByteRange(e,t){e<0&&(e=0);t>this.end&&(t=this.end);t>this.progressiveDataLength&&this.ensureRange(e,t);return this.bytes.subarray(e,t)}makeSubStream(e,t,a=null){t?e+t>this.progressiveDataLength&&this.ensureRange(e,e+t):e>=this.progressiveDataLength&&this.ensureByte(e);function ChunkedStreamSubstream(){}ChunkedStreamSubstream.prototype=Object.create(this);ChunkedStreamSubstream.prototype.getMissingChunks=function(){const e=this.chunkSize,t=Math.floor(this.start/e),a=Math.floor((this.end-1)/e)+1,r=[];for(let e=t;e{const readChunk=s=>{try{if(!s.done){const e=s.value;n.push(e);i+=(0,r.arrayByteLength)(e);a.isStreamingSupported&&this.onProgress({loaded:i});a.read().then(readChunk,t);return}const o=(0,r.arraysToBytes)(n);n=null;e(o)}catch(e){t(e)}};a.read().then(readChunk,t)})).then((t=>{this.aborted||this.onReceiveData({chunk:t,begin:e})}))}requestAllChunks(){const e=this.stream.getMissingChunks();this._requestChunks(e);return this._loadedStreamCapability.promise}_requestChunks(e){const t=this.currRequestId++,a=new Set;this._chunksNeededByRequest.set(t,a);for(const t of e)this.stream.hasChunk(t)||a.add(t);if(0===a.size)return Promise.resolve();const n=(0,r.createPromiseCapability)();this._promisesByRequest.set(t,n);const i=[];for(const e of a){let a=this._requestsByChunk.get(e);if(!a){a=[];this._requestsByChunk.set(e,a);i.push(e)}a.push(t)}if(i.length>0){const e=this.groupChunks(i);for(const t of e){const e=t.beginChunk*this.chunkSize,a=Math.min(t.endChunk*this.chunkSize,this.length);this.sendRequest(e,a).catch(n.reject)}}return n.promise.catch((e=>{if(!this.aborted)throw e}))}getStream(){return this.stream}requestRange(e,t){t=Math.min(t,this.length);const a=this.getBeginChunk(e),r=this.getEndChunk(t),n=[];for(let e=a;e=0&&r+1!==i){t.push({beginChunk:a,endChunk:r+1});a=i}n+1===e.length&&t.push({beginChunk:a,endChunk:i+1});r=i}return t}onProgress(e){this.msgHandler.send("DocProgress",{loaded:this.stream.numChunksLoaded*this.chunkSize+e.loaded,total:this.length})}onReceiveData(e){const t=e.chunk,a=void 0===e.begin,r=a?this.progressiveDataLength:e.begin,n=r+t.byteLength,i=Math.floor(r/this.chunkSize),s=n0||o.push(a)}}}if(!this.disableAutoFetch&&0===this._requestsByChunk.size){let e;if(1===this.stream.numChunksLoaded){const t=this.stream.numChunks-1;this.stream.hasChunk(t)||(e=t)}else e=this.stream.nextEmptyChunk(s);Number.isInteger(e)&&this._requestChunks([e])}for(const e of o){const t=this._promisesByRequest.get(e);this._promisesByRequest.delete(e);t.resolve()}this.msgHandler.send("DocProgress",{loaded:this.stream.numChunksLoaded*this.chunkSize,total:this.length})}onError(e){this._loadedStreamCapability.reject(e)}getBeginChunk(e){return Math.floor(e/this.chunkSize)}getEndChunk(e){return Math.floor((e-1)/this.chunkSize)+1}abort(e){this.aborted=!0;this.pdfNetworkStream&&this.pdfNetworkStream.cancelAllRequests(e);for(const t of this._promisesByRequest.values())t.reject(e)}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.StringStream=t.Stream=t.NullStream=void 0;var r=a(7),n=a(2);class Stream extends r.BaseStream{constructor(e,t,a,r){super();this.bytes=e instanceof Uint8Array?e:new Uint8Array(e);this.start=t||0;this.pos=this.start;this.end=t+a||this.bytes.length;this.dict=r}get length(){return this.end-this.start}get isEmpty(){return 0===this.length}getByte(){return this.pos>=this.end?-1:this.bytes[this.pos++]}getBytes(e){const t=this.bytes,a=this.pos,r=this.end;if(!e)return t.subarray(a,r);let n=a+e;n>r&&(n=r);this.pos=n;return t.subarray(a,n)}getByteRange(e,t){e<0&&(e=0);t>this.end&&(t=this.end);return this.bytes.subarray(e,t)}reset(){this.pos=this.start}moveStart(){this.start=this.pos}makeSubStream(e,t,a=null){return new Stream(this.bytes.buffer,e,t,a)}}t.Stream=Stream;t.StringStream=class StringStream extends Stream{constructor(e){super((0,n.stringToBytes)(e))}};t.NullStream=class NullStream extends Stream{constructor(){super(new Uint8Array(0))}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.Page=t.PDFDocument=void 0;var r=a(12),n=a(2),i=a(6),s=a(5),o=a(51),c=a(7),l=a(67),h=a(69),u=a(71),d=a(100),f=a(17),g=a(10),p=a(75),m=a(62),b=a(15),y=a(19),w=a(74),S=a(65),x=a(76),k=a(101);const C=[0,0,612,792];class Page{constructor({pdfManager:e,xref:t,pageIndex:a,pageDict:r,ref:n,globalIdFactory:i,fontCache:s,builtInCMapCache:o,standardFontDataCache:c,globalImageCache:l,nonBlendModesSet:h,xfaFactory:u}){this.pdfManager=e;this.pageIndex=a;this.pageDict=r;this.xref=t;this.ref=n;this.fontCache=s;this.builtInCMapCache=o;this.standardFontDataCache=c;this.globalImageCache=l;this.nonBlendModesSet=h;this.evaluatorOptions=e.evaluatorOptions;this.resourcesPromise=null;this.xfaFactory=u;const d={obj:0};this._localIdFactory=class extends i{static createObjId(){return`p${a}_${++d.obj}`}static getPageObjId(){return`page${n.toString()}`}}}_getInheritableProperty(e,t=!1){const a=(0,i.getInheritableProperty)({dict:this.pageDict,key:e,getArray:t,stopWhenFound:!1});return Array.isArray(a)?1!==a.length&&a[0]instanceof s.Dict?s.Dict.merge({xref:this.xref,dictArray:a}):a[0]:a}get content(){return this.pageDict.getArray("Contents")}get resources(){const e=this._getInheritableProperty("Resources");return(0,n.shadow)(this,"resources",e instanceof s.Dict?e:s.Dict.empty)}_getBoundingBox(e){if(this.xfaData)return this.xfaData.bbox;const t=this._getInheritableProperty(e,!0);if(Array.isArray(t)&&4===t.length){if(t[2]-t[0]!=0&&t[3]-t[1]!=0)return t;(0,n.warn)(`Empty /${e} entry.`)}return null}get mediaBox(){return(0,n.shadow)(this,"mediaBox",this._getBoundingBox("MediaBox")||C)}get cropBox(){return(0,n.shadow)(this,"cropBox",this._getBoundingBox("CropBox")||this.mediaBox)}get userUnit(){let e=this.pageDict.get("UserUnit");("number"!=typeof e||e<=0)&&(e=1);return(0,n.shadow)(this,"userUnit",e)}get view(){const{cropBox:e,mediaBox:t}=this;let a;if(e===t||(0,n.isArrayEqual)(e,t))a=t;else{const r=n.Util.intersect(e,t);r&&r[2]-r[0]!=0&&r[3]-r[1]!=0?a=r:(0,n.warn)("Empty /CropBox and /MediaBox intersection.")}return(0,n.shadow)(this,"view",a||t)}get rotate(){let e=this._getInheritableProperty("Rotate")||0;e%90!=0?e=0:e>=360?e%=360:e<0&&(e=(e%360+360)%360);return(0,n.shadow)(this,"rotate",e)}_onSubStreamError(e,t,a){if(!this.evaluatorOptions.ignoreErrors)throw t;e.send("UnsupportedFeature",{featureId:n.UNSUPPORTED_FEATURES.errorContentSubStream});(0,n.warn)(`getContentStream - ignoring sub-stream (${a}): "${t}".`)}getContentStream(e){return this.pdfManager.ensure(this,"content").then((t=>t instanceof c.BaseStream?t:Array.isArray(t)?new y.StreamsSequenceStream(t,this._onSubStreamError.bind(this,e)):new g.NullStream))}get xfaData(){return(0,n.shadow)(this,"xfaData",this.xfaFactory?{bbox:this.xfaFactory.getBoundingBox(this.pageIndex)}:null)}async saveNewAnnotations(e,t,a){if(this.xfaFactory)throw new Error("XFA: Cannot save new annotations.");const n=new b.PartialEvaluator({xref:this.xref,handler:e,pageIndex:this.pageIndex,idFactory:this._localIdFactory,fontCache:this.fontCache,builtInCMapCache:this.builtInCMapCache,standardFontDataCache:this.standardFontDataCache,globalImageCache:this.globalImageCache,options:this.evaluatorOptions}),i=this.pageDict,s=this.annotations.slice(),o=await r.AnnotationFactory.saveNewAnnotations(n,t,a);for(const{ref:e}of o.annotations)s.push(e);const c=i.get("Annots");i.set("Annots",s);const l=[];let h=null;this.xref.encrypt&&(h=this.xref.encrypt.createCipherTransform(this.ref.num,this.ref.gen));(0,S.writeObject)(this.ref,i,l,h);c&&i.set("Annots",c);const u=o.dependencies;u.push({ref:this.ref,data:l.join("")},...o.annotations);return u}save(e,t,a){const r=new b.PartialEvaluator({xref:this.xref,handler:e,pageIndex:this.pageIndex,idFactory:this._localIdFactory,fontCache:this.fontCache,builtInCMapCache:this.builtInCMapCache,standardFontDataCache:this.standardFontDataCache,globalImageCache:this.globalImageCache,options:this.evaluatorOptions});return this._parsedAnnotations.then((function(e){const i=[];for(const s of e)s.mustBePrinted(a)&&i.push(s.save(r,t,a).catch((function(e){(0,n.warn)(`save - ignoring annotation data during "${t.name}" task: "${e}".`);return null})));return Promise.all(i).then((function(e){return e.filter((e=>!!e))}))}))}loadResources(e){this.resourcesPromise||(this.resourcesPromise=this.pdfManager.ensure(this,"resources"));return this.resourcesPromise.then((()=>new p.ObjectLoader(this.resources,e,this.xref).load()))}getOperatorList({handler:e,sink:t,task:a,intent:s,cacheKey:o,annotationStorage:c=null}){const l=this.getContentStream(e),h=this.loadResources(["ColorSpace","ExtGState","Font","Pattern","Properties","Shading","XObject"]),u=new b.PartialEvaluator({xref:this.xref,handler:e,pageIndex:this.pageIndex,idFactory:this._localIdFactory,fontCache:this.fontCache,builtInCMapCache:this.builtInCMapCache,standardFontDataCache:this.standardFontDataCache,globalImageCache:this.globalImageCache,options:this.evaluatorOptions}),d=this.xfaFactory?null:(0,i.getNewAnnotationsMap)(c);let f=Promise.resolve(null);if(d){const e=d.get(this.pageIndex);e&&(f=r.AnnotationFactory.printNewAnnotations(u,a,e))}const g=Promise.all([l,h]).then((([r])=>{const n=new m.OperatorList(s,t);e.send("StartRenderPage",{transparency:u.hasBlendModes(this.resources,this.nonBlendModesSet),pageIndex:this.pageIndex,cacheKey:o});return u.getOperatorList({stream:r,task:a,resources:this.resources,operatorList:n}).then((function(){return n}))}));return Promise.all([g,this._parsedAnnotations,f]).then((function([e,t,r]){r&&(t=t.concat(r));if(0===t.length||s&n.RenderingIntentFlag.ANNOTATIONS_DISABLE){e.flush(!0);return{length:e.totalLength}}const i=!!(s&n.RenderingIntentFlag.ANNOTATIONS_FORMS),o=!!(s&n.RenderingIntentFlag.ANY),l=!!(s&n.RenderingIntentFlag.DISPLAY),h=!!(s&n.RenderingIntentFlag.PRINT),d=[];for(const e of t)(o||l&&e.mustBeViewed(c)||h&&e.mustBePrinted(c))&&d.push(e.getOperatorList(u,a,s,i,c).catch((function(e){(0,n.warn)(`getOperatorList - ignoring annotation data during "${a.name}" task: "${e}".`);return null})));return Promise.all(d).then((function(t){let a=!1,r=!1;for(const{opList:n,separateForm:i,separateCanvas:s}of t){e.addOpList(n);i&&(a=i);s&&(r=s)}e.flush(!0,{form:a,canvas:r});return{length:e.totalLength}}))}))}extractTextContent({handler:e,task:t,includeMarkedContent:a,sink:r,combineTextItems:n}){const i=this.getContentStream(e),s=this.loadResources(["ExtGState","Font","Properties","XObject"]);return Promise.all([i,s]).then((([i])=>new b.PartialEvaluator({xref:this.xref,handler:e,pageIndex:this.pageIndex,idFactory:this._localIdFactory,fontCache:this.fontCache,builtInCMapCache:this.builtInCMapCache,standardFontDataCache:this.standardFontDataCache,globalImageCache:this.globalImageCache,options:this.evaluatorOptions}).getTextContent({stream:i,task:t,resources:this.resources,includeMarkedContent:a,combineTextItems:n,sink:r,viewBox:this.view})))}async getStructTree(){const e=await this.pdfManager.ensureCatalog("structTreeRoot");if(!e)return null;return(await this.pdfManager.ensure(this,"_parseStructTree",[e])).serializable}_parseStructTree(e){const t=new w.StructTreePage(e,this.pageDict);t.parse();return t}async getAnnotationsData(e,t,a){const r=await this._parsedAnnotations;if(0===r.length)return[];const i=[],s=[];let o;const c=!!(a&n.RenderingIntentFlag.ANY),l=!!(a&n.RenderingIntentFlag.DISPLAY),h=!!(a&n.RenderingIntentFlag.PRINT);for(const a of r){const r=c||l&&a.viewable;(r||h&&a.printable)&&s.push(a.data);if(a.hasTextContent&&r){o||(o=new b.PartialEvaluator({xref:this.xref,handler:e,pageIndex:this.pageIndex,idFactory:this._localIdFactory,fontCache:this.fontCache,builtInCMapCache:this.builtInCMapCache,standardFontDataCache:this.standardFontDataCache,globalImageCache:this.globalImageCache,options:this.evaluatorOptions}));i.push(a.extractTextContent(o,t,this.view).catch((function(e){(0,n.warn)(`getAnnotationsData - ignoring textContent during "${t.name}" task: "${e}".`)})))}}await Promise.all(i);return s}get annotations(){const e=this._getInheritableProperty("Annots");return(0,n.shadow)(this,"annotations",Array.isArray(e)?e:[])}get _parsedAnnotations(){const e=this.pdfManager.ensure(this,"annotations").then((()=>{const e=[];for(const t of this.annotations)e.push(r.AnnotationFactory.create(this.xref,t,this.pdfManager,this._localIdFactory,!1).catch((function(e){(0,n.warn)(`_parsedAnnotations: "${e}".`);return null})));return Promise.all(e).then((function(e){if(0===e.length)return e;const t=[];let a;for(const n of e)if(n)if(n instanceof r.PopupAnnotation){a||(a=[]);a.push(n)}else t.push(n);a&&t.push(...a);return t}))}));return(0,n.shadow)(this,"_parsedAnnotations",e)}get jsActions(){const e=(0,i.collectActions)(this.xref,this.pageDict,n.PageActionEventType);return(0,n.shadow)(this,"jsActions",e)}}t.Page=Page;const v=new Uint8Array([37,80,68,70,45]),F=new Uint8Array([115,116,97,114,116,120,114,101,102]),O=new Uint8Array([101,110,100,111,98,106]),T=/^[1-9]\.\d$/;function find(e,t,a=1024,r=!1){const n=t.length,i=e.peekBytes(a),s=i.length-n;if(s<=0)return!1;if(r){const a=n-1;let r=i.length-1;for(;r>=a;){let s=0;for(;s=n){e.pos+=r-a;return!0}r--}}else{let a=0;for(;a<=s;){let r=0;for(;r=n){e.pos+=a;return!0}a++}}return!1}t.PDFDocument=class PDFDocument{constructor(e,t){if(t.length<=0)throw new n.InvalidPDFException("The PDF file is empty, i.e. its size is zero bytes.");this.pdfManager=e;this.stream=t;this.xref=new k.XRef(t,e);this._pagePromises=new Map;this._version=null;const a={font:0};this._globalIdFactory=class{static getDocId(){return`g_${e.docId}`}static createFontId(){return"f"+ ++a.font}static createObjId(){(0,n.unreachable)("Abstract method `createObjId` called.")}static getPageObjId(){(0,n.unreachable)("Abstract method `getPageObjId` called.")}}}parse(e){this.xref.parse(e);this.catalog=new h.Catalog(this.pdfManager,this.xref);this.catalog.version&&(this._version=this.catalog.version)}get linearization(){let e=null;try{e=f.Linearization.create(this.stream)}catch(e){if(e instanceof i.MissingDataException)throw e;(0,n.info)(e)}return(0,n.shadow)(this,"linearization",e)}get startXRef(){const e=this.stream;let t=0;if(this.linearization){e.reset();find(e,O)&&(t=e.pos+6-e.start)}else{const a=1024,r=F.length;let n=!1,s=e.end;for(;!n&&s>0;){s-=a-r;s<0&&(s=0);e.pos=s;n=find(e,F,a,!0)}if(n){e.skip(9);let a;do{a=e.getByte()}while((0,i.isWhiteSpace)(a));let r="";for(;a>=32&&a<=57;){r+=String.fromCharCode(a);a=e.getByte()}t=parseInt(r,10);isNaN(t)&&(t=0)}}return(0,n.shadow)(this,"startXRef",t)}checkHeader(){const e=this.stream;e.reset();if(!find(e,v))return;e.moveStart();let t,a="";for(;(t=e.getByte())>32&&!(a.length>=12);)a+=String.fromCharCode(t);this._version||(this._version=a.substring(5))}parseStartXRef(){this.xref.setStartXRef(this.startXRef)}get numPages(){let e=0;e=this.catalog.hasActualNumPages?this.catalog.numPages:this.xfaFactory?this.xfaFactory.getNumPages():this.linearization?this.linearization.numPages:this.catalog.numPages;return(0,n.shadow)(this,"numPages",e)}_hasOnlyDocumentSignatures(e,t=0){return!!Array.isArray(e)&&e.every((e=>{if(!((e=this.xref.fetchIfRef(e))instanceof s.Dict))return!1;if(e.has("Kids")){if(++t>10){(0,n.warn)("_hasOnlyDocumentSignatures: maximum recursion depth reached");return!1}return this._hasOnlyDocumentSignatures(e.get("Kids"),t)}const a=(0,s.isName)(e.get("FT"),"Sig"),r=e.get("Rect"),i=Array.isArray(r)&&r.every((e=>0===e));return a&&i}))}get _xfaStreams(){const e=this.catalog.acroForm;if(!e)return null;const t=e.get("XFA"),a={"xdp:xdp":"",template:"",datasets:"",config:"",connectionSet:"",localeSet:"",stylesheet:"","/xdp:xdp":""};if(t instanceof c.BaseStream&&!t.isEmpty){a["xdp:xdp"]=t;return a}if(!Array.isArray(t)||0===t.length)return null;for(let e=0,r=t.length;e{y.set(e,t)}));const w=[];for(const[e,a]of y){const o=a.get("FontDescriptor");if(!(o instanceof s.Dict))continue;let c=o.get("FontFamily");c=c.replace(/[ ]+(\d)/g,"$1");const l={fontFamily:c,fontWeight:o.get("FontWeight"),italicAngle:-o.get("ItalicAngle")};(0,i.validateCSSFont)(l)&&w.push(u.handleSetFont(r,[s.Name.get(e),1],null,d,t,g,null,l).catch((function(e){(0,n.warn)(`loadXfaFonts: "${e}".`);return null})))}await Promise.all(w);const S=this.xfaFactory.setFonts(f);if(!S)return;h.ignoreErrors=!0;w.length=0;f.length=0;const x=new Set;for(const e of S)(0,o.getXfaFontName)(`${e}-Regular`)||x.add(e);x.size&&S.push("PdfJS-Fallback");for(const e of S)if(!x.has(e))for(const a of[{name:"Regular",fontWeight:400,italicAngle:0},{name:"Bold",fontWeight:700,italicAngle:0},{name:"Italic",fontWeight:400,italicAngle:12},{name:"BoldItalic",fontWeight:700,italicAngle:12}]){const i=`${e}-${a.name}`,c=(0,o.getXfaFontDict)(i);w.push(u.handleSetFont(r,[s.Name.get(i),1],null,d,t,g,c,{fontFamily:e,fontWeight:a.fontWeight,italicAngle:a.italicAngle}).catch((function(e){(0,n.warn)(`loadXfaFonts: "${e}".`);return null})))}await Promise.all(w);this.xfaFactory.appendFonts(f,x)}async serializeXfaData(e){return this.xfaFactory?this.xfaFactory.serializeData(e):null}get formInfo(){const e={hasFields:!1,hasAcroForm:!1,hasXfa:!1,hasSignatures:!1},t=this.catalog.acroForm;if(!t)return(0,n.shadow)(this,"formInfo",e);try{const a=t.get("Fields"),r=Array.isArray(a)&&a.length>0;e.hasFields=r;const n=t.get("XFA");e.hasXfa=Array.isArray(n)&&n.length>0||n instanceof c.BaseStream&&!n.isEmpty;const i=!!(1&t.get("SigFlags")),s=i&&this._hasOnlyDocumentSignatures(a);e.hasAcroForm=r&&!s;e.hasSignatures=i}catch(e){if(e instanceof i.MissingDataException)throw e;(0,n.warn)(`Cannot fetch form information: "${e}".`)}return(0,n.shadow)(this,"formInfo",e)}get documentInfo(){let e=this._version;if("string"!=typeof e||!T.test(e)){(0,n.warn)(`Invalid PDF header version number: ${e}`);e=null}const t={PDFFormatVersion:e,Language:this.catalog.lang,EncryptFilterName:this.xref.encrypt?this.xref.encrypt.filterName:null,IsLinearized:!!this.linearization,IsAcroFormPresent:this.formInfo.hasAcroForm,IsXFAPresent:this.formInfo.hasXfa,IsCollectionPresent:!!this.catalog.collection,IsSignaturesPresent:this.formInfo.hasSignatures};let a;try{a=this.xref.trailer.get("Info")}catch(e){if(e instanceof i.MissingDataException)throw e;(0,n.info)("The document information dictionary is invalid.")}if(!(a instanceof s.Dict))return(0,n.shadow)(this,"documentInfo",t);for(const e of a.getKeys()){const r=a.get(e);switch(e){case"Title":case"Author":case"Subject":case"Keywords":case"Creator":case"Producer":case"CreationDate":case"ModDate":if("string"==typeof r){t[e]=(0,n.stringToPDFString)(r);continue}break;case"Trapped":if(r instanceof s.Name){t[e]=r;continue}break;default:let a;switch(typeof r){case"string":a=(0,n.stringToPDFString)(r);break;case"number":case"boolean":a=r;break;default:r instanceof s.Name&&(a=r)}if(void 0===a){(0,n.warn)(`Bad value, for custom key "${e}", in Info: ${r}.`);continue}t.Custom||(t.Custom=Object.create(null));t.Custom[e]=a;continue}(0,n.warn)(`Bad value, for key "${e}", in Info: ${r}.`)}return(0,n.shadow)(this,"documentInfo",t)}get fingerprints(){function validate(e){return"string"==typeof e&&e.length>0&&"\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0"!==e}function hexString(e){const t=[];for(let a=0,r=e.length;anew Page({pdfManager:this.pdfManager,xref:this.xref,pageIndex:e,pageDict:t,ref:r,globalIdFactory:this._globalIdFactory,fontCache:a.fontCache,builtInCMapCache:a.builtInCMapCache,standardFontDataCache:a.standardFontDataCache,globalImageCache:a.globalImageCache,nonBlendModesSet:a.nonBlendModesSet,xfaFactory:n})));this._pagePromises.set(e,i);return i}async checkFirstPage(e=!1){if(!e)try{await this.getPage(0)}catch(e){if(e instanceof i.XRefEntryException){this._pagePromises.delete(0);await this.cleanup();throw new i.XRefParseException}}}async checkLastPage(e=!1){const{catalog:t,pdfManager:a}=this;t.setActualNumPages();let r;try{await Promise.all([a.ensureDoc("xfaFactory"),a.ensureDoc("linearization"),a.ensureCatalog("numPages")]);if(this.xfaFactory)return;r=this.linearization?this.linearization.numPages:t.numPages;if(!Number.isInteger(r))throw new n.FormatError("Page count is not an integer.");if(r<=1)return;await this.getPage(r-1)}catch(s){this._pagePromises.delete(r-1);await this.cleanup();if(s instanceof i.XRefEntryException&&!e)throw new i.XRefParseException;(0,n.warn)(`checkLastPage - invalid /Pages tree /Count: ${r}.`);let o;try{o=await t.getAllPageDicts(e)}catch(a){if(a instanceof i.XRefEntryException&&!e)throw new i.XRefParseException;t.setActualNumPages(1);return}for(const[e,[r,n]]of o){let i;if(r instanceof Error){i=Promise.reject(r);i.catch((()=>{}))}else i=Promise.resolve(new Page({pdfManager:a,xref:this.xref,pageIndex:e,pageDict:r,ref:n,globalIdFactory:this._globalIdFactory,fontCache:t.fontCache,builtInCMapCache:t.builtInCMapCache,standardFontDataCache:t.standardFontDataCache,globalImageCache:t.globalImageCache,nonBlendModesSet:t.nonBlendModesSet,xfaFactory:null}));this._pagePromises.set(e,i)}t.setActualNumPages(o.size)}}fontFallback(e,t){return this.catalog.fontFallback(e,t)}async cleanup(e=!1){return this.catalog?this.catalog.cleanup(e):(0,u.clearGlobalCaches)()}_collectFieldObjects(e,t,a){const i=this.xref.fetchIfRef(t);if(i.has("T")){const t=(0,n.stringToPDFString)(i.get("T"));e=""===e?t:`${e}.${t}`}a.has(e)||a.set(e,[]);a.get(e).push(r.AnnotationFactory.create(this.xref,t,this.pdfManager,this._localIdFactory,!0).then((e=>e&&e.getFieldObject())).catch((function(e){(0,n.warn)(`_collectFieldObjects: "${e}".`);return null})));if(i.has("Kids")){const t=i.get("Kids");for(const r of t)this._collectFieldObjects(e,r,a)}}get fieldObjects(){if(!this.formInfo.hasFields)return(0,n.shadow)(this,"fieldObjects",Promise.resolve(null));const e=Object.create(null),t=new Map;for(const e of this.catalog.acroForm.get("Fields"))this._collectFieldObjects("",e,t);const a=[];for(const[r,n]of t)a.push(Promise.all(n).then((t=>{(t=t.filter((e=>!!e))).length>0&&(e[r]=t)})));return(0,n.shadow)(this,"fieldObjects",Promise.all(a).then((()=>e)))}get hasJSActions(){const e=this.pdfManager.ensureDoc("_parseHasJSActions");return(0,n.shadow)(this,"hasJSActions",e)}async _parseHasJSActions(){const[e,t]=await Promise.all([this.pdfManager.ensureCatalog("jsActions"),this.pdfManager.ensureDoc("fieldObjects")]);return!!e||!!t&&Object.values(t).some((e=>e.some((e=>null!==e.actions))))}get calculationOrderIds(){const e=this.catalog.acroForm;if(!e||!e.has("CO"))return(0,n.shadow)(this,"calculationOrderIds",null);const t=e.get("CO");if(!Array.isArray(t)||0===t.length)return(0,n.shadow)(this,"calculationOrderIds",null);const a=[];for(const e of t)e instanceof s.Ref&&a.push(e.toString());return 0===a.length?(0,n.shadow)(this,"calculationOrderIds",null):(0,n.shadow)(this,"calculationOrderIds",a)}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.PopupAnnotation=t.MarkupAnnotation=t.AnnotationFactory=t.AnnotationBorderStyle=t.Annotation=void 0;t.getQuadPoints=getQuadPoints;var r=a(2),n=a(6),i=a(13),s=a(5),o=a(65),c=a(7),l=a(60),h=a(69),u=a(14),d=a(72),f=a(75),g=a(62),p=a(10),m=a(76);t.AnnotationFactory=class AnnotationFactory{static create(e,t,a,r,n){return Promise.all([a.ensureCatalog("acroForm"),a.ensureCatalog("baseUrl"),a.ensureDoc("xfaDatasets"),n?this._getPageIndex(e,t,a):-1]).then((([i,s,o,c])=>a.ensure(this,"_create",[e,t,a,r,i,o,n,c])))}static _create(e,t,a,i,o,c,l,h=-1){const u=e.fetchIfRef(t);if(!(u instanceof s.Dict))return;const d=t instanceof s.Ref?t.toString():`annot_${i.createObjId()}`;let f=u.get("Subtype");f=f instanceof s.Name?f.name:null;const g={xref:e,ref:t,dict:u,subtype:f,id:d,pdfManager:a,acroForm:o instanceof s.Dict?o:s.Dict.empty,xfaDatasets:c,collectFields:l,pageIndex:h};switch(f){case"Link":return new LinkAnnotation(g);case"Text":return new TextAnnotation(g);case"Widget":let e=(0,n.getInheritableProperty)({dict:u,key:"FT"});e=e instanceof s.Name?e.name:null;switch(e){case"Tx":return new TextWidgetAnnotation(g);case"Btn":return new ButtonWidgetAnnotation(g);case"Ch":return new ChoiceWidgetAnnotation(g);case"Sig":return new SignatureWidgetAnnotation(g)}(0,r.warn)(`Unimplemented widget field type "${e}", falling back to base field type.`);return new WidgetAnnotation(g);case"Popup":return new PopupAnnotation(g);case"FreeText":return new FreeTextAnnotation(g);case"Line":return new LineAnnotation(g);case"Square":return new SquareAnnotation(g);case"Circle":return new CircleAnnotation(g);case"PolyLine":return new PolylineAnnotation(g);case"Polygon":return new PolygonAnnotation(g);case"Caret":return new CaretAnnotation(g);case"Ink":return new InkAnnotation(g);case"Highlight":return new HighlightAnnotation(g);case"Underline":return new UnderlineAnnotation(g);case"Squiggly":return new SquigglyAnnotation(g);case"StrikeOut":return new StrikeOutAnnotation(g);case"Stamp":return new StampAnnotation(g);case"FileAttachment":return new FileAttachmentAnnotation(g);default:l||(f?(0,r.warn)(`Unimplemented annotation type "${f}", falling back to base annotation.`):(0,r.warn)("Annotation is missing the required /Subtype."));return new Annotation(g)}}static async _getPageIndex(e,t,a){try{const r=await e.fetchIfRefAsync(t);if(!(r instanceof s.Dict))return-1;const n=r.getRaw("P");if(!(n instanceof s.Ref))return-1;return await a.ensureCatalog("getPageIndex",[n])}catch(e){(0,r.warn)(`_getPageIndex: "${e}".`);return-1}}static async saveNewAnnotations(e,t,a){const n=e.xref;let i;const c=[],l=[];for(const h of a)switch(h.annotationType){case r.AnnotationEditorType.FREETEXT:if(!i){const e=new s.Dict(n);e.set("BaseFont",s.Name.get("Helvetica"));e.set("Type",s.Name.get("Font"));e.set("Subtype",s.Name.get("Type1"));e.set("Encoding",s.Name.get("WinAnsiEncoding"));const t=[];i=n.getNewRef();(0,o.writeObject)(i,e,t,null);c.push({ref:i,data:t.join("")})}l.push(FreeTextAnnotation.createNewAnnotation(n,h,c,{evaluator:e,task:t,baseFontRef:i}));break;case r.AnnotationEditorType.INK:l.push(InkAnnotation.createNewAnnotation(n,h,c))}return{annotations:await Promise.all(l),dependencies:c}}static async printNewAnnotations(e,t,a){if(!a)return null;const n=e.xref,i=[];for(const s of a)switch(s.annotationType){case r.AnnotationEditorType.FREETEXT:i.push(FreeTextAnnotation.createNewPrintAnnotation(n,s,{evaluator:e,task:t}));break;case r.AnnotationEditorType.INK:i.push(InkAnnotation.createNewPrintAnnotation(n,s))}return Promise.all(i)}};function getRgbColor(e,t=new Uint8ClampedArray(3)){if(!Array.isArray(e))return t;const a=t||new Uint8ClampedArray(3);switch(e.length){case 0:return null;case 1:u.ColorSpace.singletons.gray.getRgbItem(e,0,a,0);return a;case 3:u.ColorSpace.singletons.rgb.getRgbItem(e,0,a,0);return a;case 4:u.ColorSpace.singletons.cmyk.getRgbItem(e,0,a,0);return a;default:return t}}function getQuadPoints(e,t){if(!e.has("QuadPoints"))return null;const a=e.getArray("QuadPoints");if(!Array.isArray(a)||0===a.length||a.length%8>0)return null;const r=[];for(let e=0,n=a.length/8;et[2]||st[3]))return null;r[e].push({x:i,y:s})}}return r.map((e=>{const[t,a,r,n]=e.reduce((([e,t,a,r],n)=>[Math.min(e,n.x),Math.max(t,n.x),Math.min(a,n.y),Math.max(r,n.y)]),[Number.MAX_VALUE,Number.MIN_VALUE,Number.MAX_VALUE,Number.MIN_VALUE]);return[{x:t,y:n},{x:a,y:n},{x:t,y:r},{x:a,y:r}]}))}function getTransformMatrix(e,t,a){const[n,i,s,o]=r.Util.getAxialAlignedBoundingBox(t,a);if(n===s||i===o)return[1,0,0,1,e[0],e[1]];const c=(e[2]-e[0])/(s-n),l=(e[3]-e[1])/(o-i);return[c,0,0,l,e[0]-n*c,e[1]-i*l]}class Annotation{constructor(e){const t=e.dict;this.setTitle(t.get("T"));this.setContents(t.get("Contents"));this.setModificationDate(t.get("M"));this.setFlags(t.get("F"));this.setRectangle(t.getArray("Rect"));this.setColor(t.getArray("C"));this.setBorderStyle(t);this.setAppearance(t);this.setOptionalContent(t);const a=t.get("MK");this.setBorderAndBackgroundColors(a);this.setRotation(a);this._streams=[];this.appearance&&this._streams.push(this.appearance);this.data={annotationFlags:this.flags,borderStyle:this.borderStyle,color:this.color,backgroundColor:this.backgroundColor,borderColor:this.borderColor,rotation:this.rotation,contentsObj:this._contents,hasAppearance:!!this.appearance,id:e.id,modificationDate:this.modificationDate,rect:this.rectangle,subtype:e.subtype,hasOwnCanvas:!1};if(e.collectFields){const a=t.get("Kids");if(Array.isArray(a)){const e=[];for(const t of a)t instanceof s.Ref&&e.push(t.toString());0!==e.length&&(this.data.kidIds=e)}this.data.actions=(0,n.collectActions)(e.xref,t,r.AnnotationActionEventType);this.data.fieldName=this._constructFieldName(t);this.data.pageIndex=e.pageIndex}this._fallbackFontDict=null}_hasFlag(e,t){return!!(e&t)}_isViewable(e){return!this._hasFlag(e,r.AnnotationFlag.INVISIBLE)&&!this._hasFlag(e,r.AnnotationFlag.NOVIEW)}_isPrintable(e){return this._hasFlag(e,r.AnnotationFlag.PRINT)&&!this._hasFlag(e,r.AnnotationFlag.INVISIBLE)}mustBeViewed(e){const t=e&&e.get(this.data.id);return t&&void 0!==t.hidden?!t.hidden:this.viewable&&!this._hasFlag(this.flags,r.AnnotationFlag.HIDDEN)}mustBePrinted(e){const t=e&&e.get(this.data.id);return t&&void 0!==t.print?t.print:this.printable}get viewable(){return null!==this.data.quadPoints&&(0===this.flags||this._isViewable(this.flags))}get printable(){return null!==this.data.quadPoints&&(0!==this.flags&&this._isPrintable(this.flags))}_parseStringHelper(e){const t="string"==typeof e?(0,r.stringToPDFString)(e):"";return{str:t,dir:t&&"rtl"===(0,l.bidi)(t).dir?"rtl":"ltr"}}setTitle(e){this._title=this._parseStringHelper(e)}setContents(e){this._contents=this._parseStringHelper(e)}setModificationDate(e){this.modificationDate="string"==typeof e?e:null}setFlags(e){this.flags=Number.isInteger(e)&&e>0?e:0}hasFlag(e){return this._hasFlag(this.flags,e)}setRectangle(e){Array.isArray(e)&&4===e.length?this.rectangle=r.Util.normalizeRect(e):this.rectangle=[0,0,0,0]}setColor(e){this.color=getRgbColor(e)}setLineEndings(e){this.lineEndings=["None","None"];if(Array.isArray(e)&&2===e.length)for(let t=0;t<2;t++){const a=e[t];if(a instanceof s.Name)switch(a.name){case"None":continue;case"Square":case"Circle":case"Diamond":case"OpenArrow":case"ClosedArrow":case"Butt":case"ROpenArrow":case"RClosedArrow":case"Slash":this.lineEndings[t]=a.name;continue}(0,r.warn)(`Ignoring invalid lineEnding: ${a}`)}}setRotation(e){this.rotation=0;if(e instanceof s.Dict){let t=e.get("R")||0;if(Number.isInteger(t)&&0!==t){t%=360;t<0&&(t+=360);t%90==0&&(this.rotation=t)}}}setBorderAndBackgroundColors(e){if(e instanceof s.Dict){this.borderColor=getRgbColor(e.getArray("BC"),null);this.backgroundColor=getRgbColor(e.getArray("BG"),null)}else this.borderColor=this.backgroundColor=null}setBorderStyle(e){this.borderStyle=new AnnotationBorderStyle;if(e instanceof s.Dict)if(e.has("BS")){const t=e.get("BS"),a=t.get("Type");if(!a||(0,s.isName)(a,"Border")){this.borderStyle.setWidth(t.get("W"),this.rectangle);this.borderStyle.setStyle(t.get("S"));this.borderStyle.setDashArray(t.getArray("D"))}}else if(e.has("Border")){const t=e.getArray("Border");if(Array.isArray(t)&&t.length>=3){this.borderStyle.setHorizontalCornerRadius(t[0]);this.borderStyle.setVerticalCornerRadius(t[1]);this.borderStyle.setWidth(t[2],this.rectangle);4===t.length&&this.borderStyle.setDashArray(t[3],!0)}}else this.borderStyle.setWidth(0)}setAppearance(e){this.appearance=null;const t=e.get("AP");if(!(t instanceof s.Dict))return;const a=t.get("N");if(a instanceof c.BaseStream){this.appearance=a;return}if(!(a instanceof s.Dict))return;const r=e.get("AS");r instanceof s.Name&&a.has(r.name)&&(this.appearance=a.get(r.name))}setOptionalContent(e){this.oc=null;const t=e.get("OC");t instanceof s.Name?(0,r.warn)("setOptionalContent: Support for /Name-entry is not implemented."):t instanceof s.Dict&&(this.oc=t)}loadResources(e,t){return t.dict.getAsync("Resources").then((t=>{if(!t)return;return new f.ObjectLoader(t,e,t.xref).load().then((function(){return t}))}))}async getOperatorList(e,t,a,n,i){const o=this.data;let c=this.appearance;const l=!!(this.data.hasOwnCanvas&&a&r.RenderingIntentFlag.DISPLAY);if(!c){if(!l)return{opList:new g.OperatorList,separateForm:!1,separateCanvas:!1};c=new p.StringStream("");c.dict=new s.Dict}const h=c.dict,u=await this.loadResources(["ExtGState","ColorSpace","Pattern","Shading","XObject","Font"],c),d=h.getArray("BBox")||[0,0,1,1],f=h.getArray("Matrix")||[1,0,0,1,0,0],m=getTransformMatrix(o.rect,d,f),b=new g.OperatorList;let y;this.oc&&(y=await e.parseMarkedContentProps(this.oc,null));void 0!==y&&b.addOp(r.OPS.beginMarkedContentProps,["OC",y]);b.addOp(r.OPS.beginAnnotation,[o.id,o.rect,m,f,l]);await e.getOperatorList({stream:c,task:t,resources:u,operatorList:b,fallbackFontDict:this._fallbackFontDict});b.addOp(r.OPS.endAnnotation,[]);void 0!==y&&b.addOp(r.OPS.endMarkedContent,[]);this.reset();return{opList:b,separateForm:!1,separateCanvas:l}}async save(e,t,a){return null}get hasTextContent(){return!1}async extractTextContent(e,t,a){if(!this.appearance)return;const r=await this.loadResources(["ExtGState","Font","Properties","XObject"],this.appearance),n=[],i=[],s={desiredSize:Math.Infinity,ready:!0,enqueue(e,t){for(const t of e.items){i.push(t.str);if(t.hasEOL){n.push(i.join(""));i.length=0}}}};await e.getTextContent({stream:this.appearance,task:t,resources:r,includeMarkedContent:!0,combineTextItems:!0,sink:s,viewBox:a});this.reset();i.length&&n.push(i.join(""));n.length>0&&(this.data.textContent=n)}getFieldObject(){return this.data.kidIds?{id:this.data.id,actions:this.data.actions,name:this.data.fieldName,strokeColor:this.data.borderColor,fillColor:this.data.backgroundColor,type:"",kidIds:this.data.kidIds,page:this.data.pageIndex,rotation:this.rotation}:null}reset(){for(const e of this._streams)e.reset()}_constructFieldName(e){if(!e.has("T")&&!e.has("Parent")){(0,r.warn)("Unknown field name, falling back to empty field name.");return""}if(!e.has("Parent"))return(0,r.stringToPDFString)(e.get("T"));const t=[];e.has("T")&&t.unshift((0,r.stringToPDFString)(e.get("T")));let a=e;const n=new s.RefSet;e.objId&&n.put(e.objId);for(;a.has("Parent");){a=a.get("Parent");if(!(a instanceof s.Dict)||a.objId&&n.has(a.objId))break;a.objId&&n.put(a.objId);a.has("T")&&t.unshift((0,r.stringToPDFString)(a.get("T")))}return t.join(".")}}t.Annotation=Annotation;class AnnotationBorderStyle{constructor(){this.width=1;this.style=r.AnnotationBorderStyleType.SOLID;this.dashArray=[3];this.horizontalCornerRadius=0;this.verticalCornerRadius=0}setWidth(e,t=[0,0,0,0]){if(e instanceof s.Name)this.width=0;else if("number"==typeof e){if(e>0){const a=(t[2]-t[0])/2,n=(t[3]-t[1])/2;if(a>0&&n>0&&(e>a||e>n)){(0,r.warn)(`AnnotationBorderStyle.setWidth - ignoring width: ${e}`);e=1}}this.width=e}}setStyle(e){if(e instanceof s.Name)switch(e.name){case"S":this.style=r.AnnotationBorderStyleType.SOLID;break;case"D":this.style=r.AnnotationBorderStyleType.DASHED;break;case"B":this.style=r.AnnotationBorderStyleType.BEVELED;break;case"I":this.style=r.AnnotationBorderStyleType.INSET;break;case"U":this.style=r.AnnotationBorderStyleType.UNDERLINE}}setDashArray(e,t=!1){if(Array.isArray(e)&&e.length>0){let a=!0,r=!0;for(const t of e){if(!(+t>=0)){a=!1;break}t>0&&(r=!1)}if(a&&!r){this.dashArray=e;t&&this.setStyle(s.Name.get("D"))}else this.width=0}else e&&(this.width=0)}setHorizontalCornerRadius(e){Number.isInteger(e)&&(this.horizontalCornerRadius=e)}setVerticalCornerRadius(e){Number.isInteger(e)&&(this.verticalCornerRadius=e)}}t.AnnotationBorderStyle=AnnotationBorderStyle;class MarkupAnnotation extends Annotation{constructor(e){super(e);const t=e.dict;if(t.has("IRT")){const e=t.getRaw("IRT");this.data.inReplyTo=e instanceof s.Ref?e.toString():null;const a=t.get("RT");this.data.replyType=a instanceof s.Name?a.name:r.AnnotationReplyType.REPLY}if(this.data.replyType===r.AnnotationReplyType.GROUP){const e=t.get("IRT");this.setTitle(e.get("T"));this.data.titleObj=this._title;this.setContents(e.get("Contents"));this.data.contentsObj=this._contents;if(e.has("CreationDate")){this.setCreationDate(e.get("CreationDate"));this.data.creationDate=this.creationDate}else this.data.creationDate=null;if(e.has("M")){this.setModificationDate(e.get("M"));this.data.modificationDate=this.modificationDate}else this.data.modificationDate=null;this.data.hasPopup=e.has("Popup");if(e.has("C")){this.setColor(e.getArray("C"));this.data.color=this.color}else this.data.color=null}else{this.data.titleObj=this._title;this.setCreationDate(t.get("CreationDate"));this.data.creationDate=this.creationDate;this.data.hasPopup=t.has("Popup");t.has("C")||(this.data.color=null)}t.has("RC")&&(this.data.richText=m.XFAFactory.getRichTextAsHtml(t.get("RC")))}setCreationDate(e){this.creationDate="string"==typeof e?e:null}_setDefaultAppearance({xref:e,extra:t,strokeColor:a,fillColor:r,blendMode:n,strokeAlpha:i,fillAlpha:o,pointsCallback:c}){let l=Number.MAX_VALUE,h=Number.MAX_VALUE,u=Number.MIN_VALUE,d=Number.MIN_VALUE;const f=["q"];t&&f.push(t);a&&f.push(`${a[0]} ${a[1]} ${a[2]} RG`);r&&f.push(`${r[0]} ${r[1]} ${r[2]} rg`);let g=this.data.quadPoints;g||(g=[[{x:this.rectangle[0],y:this.rectangle[3]},{x:this.rectangle[2],y:this.rectangle[3]},{x:this.rectangle[0],y:this.rectangle[1]},{x:this.rectangle[2],y:this.rectangle[1]}]]);for(const e of g){const[t,a,r,n]=c(f,e);l=Math.min(l,t);u=Math.max(u,a);h=Math.min(h,r);d=Math.max(d,n)}f.push("Q");const m=new s.Dict(e),b=new s.Dict(e);b.set("Subtype",s.Name.get("Form"));const y=new p.StringStream(f.join(" "));y.dict=b;m.set("Fm0",y);const w=new s.Dict(e);n&&w.set("BM",s.Name.get(n));"number"==typeof i&&w.set("CA",i);"number"==typeof o&&w.set("ca",o);const S=new s.Dict(e);S.set("GS0",w);const x=new s.Dict(e);x.set("ExtGState",S);x.set("XObject",m);const k=new s.Dict(e);k.set("Resources",x);const C=this.data.rect=[l,h,u,d];k.set("BBox",C);this.appearance=new p.StringStream("/GS0 gs /Fm0 Do");this.appearance.dict=k;this._streams.push(this.appearance,y)}static async createNewAnnotation(e,t,a,r){const n=e.getNewRef(),i=e.getNewRef(),s=this.createNewDict(t,e,{apRef:i}),c=await this.createNewAppearanceStream(t,e,r),l=[];let h=e.encrypt?e.encrypt.createCipherTransform(i.num,i.gen):null;(0,o.writeObject)(i,c,l,h);a.push({ref:i,data:l.join("")});l.length=0;h=e.encrypt?e.encrypt.createCipherTransform(n.num,n.gen):null;(0,o.writeObject)(n,s,l,h);return{ref:n,data:l.join("")}}static async createNewPrintAnnotation(e,t,a){const r=await this.createNewAppearanceStream(t,e,a),n=this.createNewDict(t,e,{ap:r});return new this.prototype.constructor({dict:n,xref:e})}}t.MarkupAnnotation=MarkupAnnotation;class WidgetAnnotation extends Annotation{constructor(e){super(e);const t=e.dict,a=this.data;this.ref=e.ref;a.annotationType=r.AnnotationType.WIDGET;void 0===a.fieldName&&(a.fieldName=this._constructFieldName(t));void 0===a.actions&&(a.actions=(0,n.collectActions)(e.xref,t,r.AnnotationActionEventType));let o=(0,n.getInheritableProperty)({dict:t,key:"V",getArray:!0});a.fieldValue=this._decodeFormValue(o);const c=(0,n.getInheritableProperty)({dict:t,key:"DV",getArray:!0});a.defaultFieldValue=this._decodeFormValue(c);if(void 0===o&&e.xfaDatasets){const t=this._title.str;if(t){this._hasValueFromXFA=!0;a.fieldValue=o=e.xfaDatasets.getValue(t)}}void 0===o&&null!==a.defaultFieldValue&&(a.fieldValue=a.defaultFieldValue);a.alternativeText=(0,r.stringToPDFString)(t.get("TU")||"");const l=(0,n.getInheritableProperty)({dict:t,key:"DA"})||e.acroForm.get("DA");this._defaultAppearance="string"==typeof l?l:"";a.defaultAppearanceData=(0,i.parseDefaultAppearance)(this._defaultAppearance);const h=(0,n.getInheritableProperty)({dict:t,key:"FT"});a.fieldType=h instanceof s.Name?h.name:null;const u=(0,n.getInheritableProperty)({dict:t,key:"DR"}),d=e.acroForm.get("DR"),f=this.appearance&&this.appearance.dict.get("Resources");this._fieldResources={localResources:u,acroFormResources:d,appearanceResources:f,mergedResources:s.Dict.merge({xref:e.xref,dictArray:[u,f,d],mergeSubDicts:!0})};a.fieldFlags=(0,n.getInheritableProperty)({dict:t,key:"Ff"});(!Number.isInteger(a.fieldFlags)||a.fieldFlags<0)&&(a.fieldFlags=0);a.readOnly=this.hasFieldFlag(r.AnnotationFieldFlag.READONLY);a.required=this.hasFieldFlag(r.AnnotationFieldFlag.REQUIRED);a.hidden=this._hasFlag(a.annotationFlags,r.AnnotationFlag.HIDDEN)}_decodeFormValue(e){return Array.isArray(e)?e.filter((e=>"string"==typeof e)).map((e=>(0,r.stringToPDFString)(e))):e instanceof s.Name?(0,r.stringToPDFString)(e.name):"string"==typeof e?(0,r.stringToPDFString)(e):null}hasFieldFlag(e){return!!(this.data.fieldFlags&e)}static _getRotationMatrix(e,t,a){switch(e){case 90:return[0,1,-1,0,t,0];case 180:return[-1,0,0,-1,t,a];case 270:return[0,-1,1,0,0,a];default:throw new Error("Invalid rotation")}}getRotationMatrix(e){const t=e?e.get(this.data.id):void 0;let a=t&&t.rotation;void 0===a&&(a=this.rotation);if(0===a)return r.IDENTITY_MATRIX;const n=this.data.rect[2]-this.data.rect[0],i=this.data.rect[3]-this.data.rect[1];return WidgetAnnotation._getRotationMatrix(a,n,i)}getBorderAndBackgroundAppearances(e){const t=e?e.get(this.data.id):void 0;let a=t&&t.rotation;void 0===a&&(a=this.rotation);if(!this.backgroundColor&&!this.borderColor)return"";const r=this.data.rect[2]-this.data.rect[0],n=this.data.rect[3]-this.data.rect[1],s=0===a||180===a?`0 0 ${r} ${n} re`:`0 0 ${n} ${r} re`;let o="";this.backgroundColor&&(o=`${(0,i.getPdfColor)(this.backgroundColor,!0)} ${s} f `);if(this.borderColor){o+=`${this.borderStyle.width||1} w ${(0,i.getPdfColor)(this.borderColor,!1)} ${s} S `}return o}async getOperatorList(e,t,a,n,i){if(n&&!(this instanceof SignatureWidgetAnnotation))return{opList:new g.OperatorList,separateForm:!0,separateCanvas:!1};if(!this._hasText)return super.getOperatorList(e,t,a,n,i);const s=await this._getAppearance(e,t,i);if(this.appearance&&null===s)return super.getOperatorList(e,t,a,n,i);const o=new g.OperatorList;if(!this._defaultAppearance||null===s)return{opList:o,separateForm:!1,separateCanvas:!1};const c=[0,0,this.data.rect[2]-this.data.rect[0],this.data.rect[3]-this.data.rect[1]],l=getTransformMatrix(this.data.rect,c,[1,0,0,1,0,0]);let h;this.oc&&(h=await e.parseMarkedContentProps(this.oc,null));void 0!==h&&o.addOp(r.OPS.beginMarkedContentProps,["OC",h]);o.addOp(r.OPS.beginAnnotation,[this.data.id,this.data.rect,l,this.getRotationMatrix(i),!1]);const u=new p.StringStream(s);await e.getOperatorList({stream:u,task:t,resources:this._fieldResources.mergedResources,operatorList:o});o.addOp(r.OPS.endAnnotation,[]);void 0!==h&&o.addOp(r.OPS.endMarkedContent,[]);return{opList:o,separateForm:!1,separateCanvas:!1}}_getMKDict(e){const t=new s.Dict(null);e&&t.set("R",e);this.borderColor&&t.set("BC",Array.from(this.borderColor).map((e=>e/255)));this.backgroundColor&&t.set("BG",Array.from(this.backgroundColor).map((e=>e/255)));return t.size>0?t:null}async save(e,t,a){const n=a?a.get(this.data.id):void 0;let i=n&&n.value,c=n&&n.rotation;if(i===this.data.fieldValue||void 0===i){if(!this._hasValueFromXFA&&void 0===c)return null;i=i||this.data.fieldValue}if(void 0===c&&!this._hasValueFromXFA&&Array.isArray(i)&&Array.isArray(this.data.fieldValue)&&i.length===this.data.fieldValue.length&&i.every(((e,t)=>e===this.data.fieldValue[t])))return null;void 0===c&&(c=this.rotation);let l=await this._getAppearance(e,t,a);if(null===l)return null;const{xref:h}=e,u=h.fetchIfRef(this.ref);if(!(u instanceof s.Dict))return null;const d=[0,0,this.data.rect[2]-this.data.rect[0],this.data.rect[3]-this.data.rect[1]],f={path:(0,r.stringToPDFString)(u.get("T")||""),value:i},g=h.getNewRef(),p=new s.Dict(h);p.set("N",g);const m=h.encrypt;let b=null,y=null;if(m){b=m.createCipherTransform(this.ref.num,this.ref.gen);y=m.createCipherTransform(g.num,g.gen);l=y.encryptString(l)}const encoder=e=>(0,r.isAscii)(e)?e:(0,r.stringToUTF16BEString)(e);u.set("V",Array.isArray(i)?i.map(encoder):encoder(i));u.set("AP",p);u.set("M",`D:${(0,r.getModificationDate)()}`);const w=this._getMKDict(c);w&&u.set("MK",w);const S=new s.Dict(h);S.set("Length",l.length);S.set("Subtype",s.Name.get("Form"));S.set("Resources",this._getSaveFieldResources(h));S.set("BBox",d);const x=this.getRotationMatrix(a);x!==r.IDENTITY_MATRIX&&S.set("Matrix",x);const k=[`${this.ref.num} ${this.ref.gen} obj\n`];(0,o.writeDict)(u,k,b);k.push("\nendobj\n");const C=[`${g.num} ${g.gen} obj\n`];(0,o.writeDict)(S,C,y);C.push(" stream\n",l,"\nendstream\nendobj\n");return[{ref:this.ref,data:k.join(""),xfa:f},{ref:g,data:C.join(""),xfa:null}]}async _getAppearance(e,t,a){if(this.hasFieldFlag(r.AnnotationFieldFlag.PASSWORD))return null;const n=a?a.get(this.data.id):void 0;let s,o;if(n){s=n.formattedValue||n.value;o=n.rotation}if(void 0===o&&void 0===s&&(!this._hasValueFromXFA||this.appearance))return null;if(void 0===s){s=this.data.fieldValue;if(!s)return""}Array.isArray(s)&&1===s.length&&(s=s[0]);(0,r.assert)("string"==typeof s,"Expected `value` to be a string.");s=s.trim();if(""===s)return"";void 0===o&&(o=this.rotation);let c=-1;this.data.multiLine&&(c=s.split(/\r\n|\r|\n/).length);let l=this.data.rect[3]-this.data.rect[1],h=this.data.rect[2]-this.data.rect[0];90!==o&&270!==o||([h,l]=[l,h]);this._defaultAppearance||(this.data.defaultAppearanceData=(0,i.parseDefaultAppearance)(this._defaultAppearance="/Helvetica 0 Tf 0 g"));const u=await WidgetAnnotation._getFontData(e,t,this.data.defaultAppearanceData,this._fieldResources.mergedResources),[d,f]=this._computeFontSize(l-2,h-4,s,u,c);let g=u.descent;isNaN(g)&&(g=0);const p=Math.min(Math.floor((l-f)/2),2)+Math.abs(g)*f,m=this.data.textAlignment;if(this.data.multiLine)return this._getMultilineAppearance(d,s,u,f,h,l,m,2,p,a);const b=u.encodeString(s).join("");if(this.data.comb)return this._getCombAppearance(d,u,b,h,2,p,a);const y=this.getBorderAndBackgroundAppearances(a);if(0===m||m>2)return`/Tx BMC q ${y}BT `+d+` 1 0 0 1 2 ${p} Tm (${(0,r.escapeString)(b)}) Tj ET Q EMC`;return`/Tx BMC q ${y}BT `+d+` 1 0 0 1 0 0 Tm ${this._renderText(b,u,f,h,m,2,p)} ET Q EMC`}static async _getFontData(e,t,a,r){const n=new g.OperatorList,i={font:null,clone(){return this}},{fontName:o,fontSize:c}=a;await e.handleSetFont(r,[o&&s.Name.get(o),c],null,n,t,i,null);return i.font}_getTextWidth(e,t){return t.charsToGlyphs(e).reduce(((e,t)=>e+t.width),0)/1e3}_computeFontSize(e,t,a,n,s){let{fontSize:o}=this.data.defaultAppearanceData;if(!o){const roundWithTwoDigits=e=>Math.floor(100*e)/100;if(-1===s){const i=this._getTextWidth(a,n);o=roundWithTwoDigits(Math.min(e/r.LINE_FACTOR,t/i))}else{const i=a.split(/\r\n?|\n/),c=[];for(const e of i){const t=n.encodeString(e).join(""),a=n.charsToGlyphs(t),r=n.getCharPositions(t);c.push({line:t,glyphs:a,positions:r})}const isTooBig=a=>{let r=0;for(const i of c){r+=this._splitLine(null,n,a,t,i).length*a;if(r>e)return!0}return!1};o=12;let l=o*r.LINE_FACTOR,h=Math.round(e/l);h=Math.max(h,s);for(;;){l=e/h;o=roundWithTwoDigits(l/r.LINE_FACTOR);if(!isTooBig(o))break;h++}}const{fontName:c,fontColor:l}=this.data.defaultAppearanceData;this._defaultAppearance=(0,i.createDefaultAppearance)({fontSize:o,fontName:c,fontColor:l})}return[this._defaultAppearance,o]}_renderText(e,t,a,i,s,o,c){let l;if(1===s){l=(i-this._getTextWidth(e,t)*a)/2}else if(2===s){l=i-this._getTextWidth(e,t)*a-o}else l=o;l=(0,n.numberToString)(l);return`${l} ${c=(0,n.numberToString)(c)} Td (${(0,r.escapeString)(e)}) Tj`}_getSaveFieldResources(e){const{localResources:t,appearanceResources:a,acroFormResources:r}=this._fieldResources,n=this.data.defaultAppearanceData&&this.data.defaultAppearanceData.fontName;if(!n)return t||s.Dict.empty;for(const e of[t,a])if(e instanceof s.Dict){const t=e.get("Font");if(t instanceof s.Dict&&t.has(n))return e}if(r instanceof s.Dict){const a=r.get("Font");if(a instanceof s.Dict&&a.has(n)){const r=new s.Dict(e);r.set(n,a.getRaw(n));const i=new s.Dict(e);i.set("Font",r);return s.Dict.merge({xref:e,dictArray:[i,t],mergeSubDicts:!0})}}return t||s.Dict.empty}getFieldObject(){return null}}class TextWidgetAnnotation extends WidgetAnnotation{constructor(e){super(e);this._hasText=!0;const t=e.dict;"string"!=typeof this.data.fieldValue&&(this.data.fieldValue="");let a=(0,n.getInheritableProperty)({dict:t,key:"Q"});(!Number.isInteger(a)||a<0||a>2)&&(a=null);this.data.textAlignment=a;let i=(0,n.getInheritableProperty)({dict:t,key:"MaxLen"});(!Number.isInteger(i)||i<0)&&(i=0);this.data.maxLen=i;this.data.multiLine=this.hasFieldFlag(r.AnnotationFieldFlag.MULTILINE);this.data.comb=this.hasFieldFlag(r.AnnotationFieldFlag.COMB)&&!this.hasFieldFlag(r.AnnotationFieldFlag.MULTILINE)&&!this.hasFieldFlag(r.AnnotationFieldFlag.PASSWORD)&&!this.hasFieldFlag(r.AnnotationFieldFlag.FILESELECT)&&0!==this.data.maxLen;this.data.doNotScroll=this.hasFieldFlag(r.AnnotationFieldFlag.DONOTSCROLL)}_getCombAppearance(e,t,a,i,s,o,c){const l=(0,n.numberToString)(i/this.data.maxLen),h=[],u=t.getCharPositions(a);for(const[e,t]of u)h.push(`(${(0,r.escapeString)(a.substring(e,t))}) Tj`);return`/Tx BMC q ${this.getBorderAndBackgroundAppearances(c)}BT `+e+` 1 0 0 1 ${s} ${o} Tm ${h.join(` ${l} 0 Td `)} ET Q EMC`}_getMultilineAppearance(e,t,a,r,n,i,s,o,c,l){const h=t.split(/\r\n?|\n/),u=[],d=n-2*o;for(const e of h){const t=this._splitLine(e,a,r,d);for(const e of t){const t=0===u.length?o:0;u.push(this._renderText(e,a,r,n,s,t,-r))}}const f=u.join("\n");return`/Tx BMC q ${this.getBorderAndBackgroundAppearances(l)}BT `+e+` 1 0 0 1 0 ${i} Tm ${f} ET Q EMC`}_splitLine(e,t,a,r,n={}){e=n.line||t.encodeString(e).join("");const i=n.glyphs||t.charsToGlyphs(e);if(i.length<=1)return[e];const s=n.positions||t.getCharPositions(e),o=a/1e3,c=[];let l=-1,h=-1,u=-1,d=0,f=0;for(let t=0,a=i.length;tr){c.push(e.substring(d,a));d=a;f=p;l=-1;u=-1}else{f+=p;l=a;h=n;u=t}else if(f+p>r)if(-1!==l){c.push(e.substring(d,h));d=h;t=u+1;l=-1;f=0}else{c.push(e.substring(d,a));d=a;f=p}else f+=p}d"Off"!==e));i.length=0;i.push("Off",e)}i.includes(this.data.fieldValue)||(this.data.fieldValue="Off");this.data.exportValue=i[1];this.checkedAppearance=a.get(this.data.exportValue)||null;this.uncheckedAppearance=a.get("Off")||null;this.checkedAppearance?this._streams.push(this.checkedAppearance):this._getDefaultCheckedAppearance(e,"check");this.uncheckedAppearance&&this._streams.push(this.uncheckedAppearance);this._fallbackFontDict=this.fallbackFontDict}_processRadioButton(e){this.data.fieldValue=this.data.buttonValue=null;const t=e.dict.get("Parent");if(t instanceof s.Dict){this.parent=e.dict.getRaw("Parent");const a=t.get("V");a instanceof s.Name&&(this.data.fieldValue=this._decodeFormValue(a))}const a=e.dict.get("AP");if(!(a instanceof s.Dict))return;const r=a.get("N");if(r instanceof s.Dict){for(const e of r.getKeys())if("Off"!==e){this.data.buttonValue=this._decodeFormValue(e);break}this.checkedAppearance=r.get(this.data.buttonValue)||null;this.uncheckedAppearance=r.get("Off")||null;this.checkedAppearance?this._streams.push(this.checkedAppearance):this._getDefaultCheckedAppearance(e,"disc");this.uncheckedAppearance&&this._streams.push(this.uncheckedAppearance);this._fallbackFontDict=this.fallbackFontDict}}_processPushButton(e){if(e.dict.has("A")||e.dict.has("AA")||this.data.alternativeText){this.data.isTooltipOnly=!e.dict.has("A")&&!e.dict.has("AA");h.Catalog.parseDestDictionary({destDict:e.dict,resultObj:this.data,docBaseUrl:e.pdfManager.docBaseUrl})}else(0,r.warn)("Push buttons without action dictionaries are not supported")}getFieldObject(){let e,t="button";if(this.data.checkBox){t="checkbox";e=this.data.exportValue}else if(this.data.radioButton){t="radiobutton";e=this.data.buttonValue}return{id:this.data.id,value:this.data.fieldValue||"Off",defaultValue:this.data.defaultFieldValue,exportValues:e,editable:!this.data.readOnly,name:this.data.fieldName,rect:this.data.rect,hidden:this.data.hidden,actions:this.data.actions,page:this.data.pageIndex,strokeColor:this.data.borderColor,fillColor:this.data.backgroundColor,rotation:this.rotation,type:t}}get fallbackFontDict(){const e=new s.Dict;e.set("BaseFont",s.Name.get("ZapfDingbats"));e.set("Type",s.Name.get("FallbackType"));e.set("Subtype",s.Name.get("FallbackType"));e.set("Encoding",s.Name.get("ZapfDingbatsEncoding"));return(0,r.shadow)(this,"fallbackFontDict",e)}}class ChoiceWidgetAnnotation extends WidgetAnnotation{constructor(e){super(e);this.data.options=[];const t=(0,n.getInheritableProperty)({dict:e.dict,key:"Opt"});if(Array.isArray(t)){const a=e.xref;for(let e=0,r=t.length;e0?this.data.fieldValue[0]:null;return{id:this.data.id,value:t,defaultValue:this.data.defaultFieldValue,editable:!this.data.readOnly,name:this.data.fieldName,rect:this.data.rect,numItems:this.data.fieldValue.length,multipleSelection:this.data.multiSelect,hidden:this.data.hidden,actions:this.data.actions,items:this.data.options,page:this.data.pageIndex,strokeColor:this.data.borderColor,fillColor:this.data.backgroundColor,rotation:this.rotation,type:e}}async _getAppearance(e,t,a){if(this.data.combo)return super._getAppearance(e,t,a);if(!a)return null;const n=a.get(this.data.id);if(!n)return null;const s=n.rotation;let o=n.value;if(void 0===s&&void 0===o)return null;void 0===o?o=this.data.fieldValue:Array.isArray(o)||(o=[o]);let c=this.data.rect[3]-this.data.rect[1],l=this.data.rect[2]-this.data.rect[0];90!==s&&270!==s||([l,c]=[c,l]);const h=this.data.options.length,u=[];for(let e=0;ea){a=r;t=e}}[f,g]=this._computeFontSize(e,l-4,t,d,-1)}const p=g*r.LINE_FACTOR,m=(p-g)/2,b=Math.floor(c/p);let y;if(1===u.length){const e=u[0];y=e-e%b}else y=u.length?u[0]:0;const w=Math.min(y+b+1,h),S=["/Tx BMC q",`1 1 ${l} ${c} re W n`];if(u.length){S.push("0.600006 0.756866 0.854904 rg");for(const e of u)y<=e&&eC&&(E=C/T);let D=1;const N=r.LINE_FACTOR*u,R=r.LINE_DESCENT_FACTOR*u,L=N*F.length;L>v&&(D=v/L);const j=u*Math.min(E,D),$=["q",`0 0 ${(0,n.numberToString)(C)} ${(0,n.numberToString)(v)} re W n`,"BT",`1 0 0 1 0 ${(0,n.numberToString)(v+R)} Tm 0 Tc ${(0,i.getPdfColor)(h,!0)}`,`/Helv ${(0,n.numberToString)(j)} Tf`],_=(0,n.numberToString)(N);for(const e of M)$.push(`0 -${_} Td (${(0,r.escapeString)(e)}) Tj`);$.push("ET","Q");const U=$.join("\n"),X=new s.Dict(t);X.set("FormType",1);X.set("Subtype",s.Name.get("Form"));X.set("Type",s.Name.get("XObject"));X.set("BBox",[0,0,C,v]);X.set("Length",U.length);X.set("Resources",m);if(f){const e=WidgetAnnotation._getRotationMatrix(f,C,v);X.set("Matrix",e)}const H=new p.StringStream(U);H.dict=X;return H}}class LineAnnotation extends MarkupAnnotation{constructor(e){super(e);const{dict:t}=e;this.data.annotationType=r.AnnotationType.LINE;const a=t.getArray("L");this.data.lineCoordinates=r.Util.normalizeRect(a);this.setLineEndings(t.getArray("LE"));this.data.lineEndings=this.lineEndings;if(!this.appearance){const n=this.color?Array.from(this.color).map((e=>e/255)):[0,0,0],i=t.get("CA");let s=null,o=t.getArray("IC");if(o){o=getRgbColor(o,null);s=o?Array.from(o).map((e=>e/255)):null}const c=s?i:null,l=this.borderStyle.width||1,h=2*l,u=[this.data.lineCoordinates[0]-h,this.data.lineCoordinates[1]-h,this.data.lineCoordinates[2]+h,this.data.lineCoordinates[3]+h];r.Util.intersect(this.rectangle,u)||(this.rectangle=u);this._setDefaultAppearance({xref:e.xref,extra:`${l} w`,strokeColor:n,fillColor:s,strokeAlpha:i,fillAlpha:c,pointsCallback:(e,t)=>{e.push(`${a[0]} ${a[1]} m`,`${a[2]} ${a[3]} l`,"S");return[t[0].x-l,t[1].x+l,t[3].y-l,t[1].y+l]}})}}}class SquareAnnotation extends MarkupAnnotation{constructor(e){super(e);this.data.annotationType=r.AnnotationType.SQUARE;if(!this.appearance){const t=this.color?Array.from(this.color).map((e=>e/255)):[0,0,0],a=e.dict.get("CA");let r=null,n=e.dict.getArray("IC");if(n){n=getRgbColor(n,null);r=n?Array.from(n).map((e=>e/255)):null}const i=r?a:null;if(0===this.borderStyle.width&&!r)return;this._setDefaultAppearance({xref:e.xref,extra:`${this.borderStyle.width} w`,strokeColor:t,fillColor:r,strokeAlpha:a,fillAlpha:i,pointsCallback:(e,t)=>{const a=t[2].x+this.borderStyle.width/2,n=t[2].y+this.borderStyle.width/2,i=t[3].x-t[2].x-this.borderStyle.width,s=t[1].y-t[3].y-this.borderStyle.width;e.push(`${a} ${n} ${i} ${s} re`);r?e.push("B"):e.push("S");return[t[0].x,t[1].x,t[3].y,t[1].y]}})}}}class CircleAnnotation extends MarkupAnnotation{constructor(e){super(e);this.data.annotationType=r.AnnotationType.CIRCLE;if(!this.appearance){const t=this.color?Array.from(this.color).map((e=>e/255)):[0,0,0],a=e.dict.get("CA");let r=null,n=e.dict.getArray("IC");if(n){n=getRgbColor(n,null);r=n?Array.from(n).map((e=>e/255)):null}const i=r?a:null;if(0===this.borderStyle.width&&!r)return;const s=4/3*Math.tan(Math.PI/8);this._setDefaultAppearance({xref:e.xref,extra:`${this.borderStyle.width} w`,strokeColor:t,fillColor:r,strokeAlpha:a,fillAlpha:i,pointsCallback:(e,t)=>{const a=t[0].x+this.borderStyle.width/2,n=t[0].y-this.borderStyle.width/2,i=t[3].x-this.borderStyle.width/2,o=t[3].y+this.borderStyle.width/2,c=a+(i-a)/2,l=n+(o-n)/2,h=(i-a)/2*s,u=(o-n)/2*s;e.push(`${c} ${o} m`,`${c+h} ${o} ${i} ${l+u} ${i} ${l} c`,`${i} ${l-u} ${c+h} ${n} ${c} ${n} c`,`${c-h} ${n} ${a} ${l-u} ${a} ${l} c`,`${a} ${l+u} ${c-h} ${o} ${c} ${o} c`,"h");r?e.push("B"):e.push("S");return[t[0].x,t[1].x,t[3].y,t[1].y]}})}}}class PolylineAnnotation extends MarkupAnnotation{constructor(e){super(e);const{dict:t}=e;this.data.annotationType=r.AnnotationType.POLYLINE;this.data.vertices=[];if(!(this instanceof PolygonAnnotation)){this.setLineEndings(t.getArray("LE"));this.data.lineEndings=this.lineEndings}const a=t.getArray("Vertices");if(Array.isArray(a)){for(let e=0,t=a.length;ee/255)):[0,0,0],n=t.get("CA"),i=this.borderStyle.width||1,s=2*i,o=[1/0,1/0,-1/0,-1/0];for(const e of this.data.vertices){o[0]=Math.min(o[0],e.x-s);o[1]=Math.min(o[1],e.y-s);o[2]=Math.max(o[2],e.x+s);o[3]=Math.max(o[3],e.y+s)}r.Util.intersect(this.rectangle,o)||(this.rectangle=o);this._setDefaultAppearance({xref:e.xref,extra:`${i} w`,strokeColor:a,strokeAlpha:n,pointsCallback:(e,t)=>{const a=this.data.vertices;for(let t=0,r=a.length;te/255)):[0,0,0],a=e.dict.get("CA"),n=this.borderStyle.width||1,i=2*n,s=[1/0,1/0,-1/0,-1/0];for(const e of this.data.inkLists)for(const t of e){s[0]=Math.min(s[0],t.x-i);s[1]=Math.min(s[1],t.y-i);s[2]=Math.max(s[2],t.x+i);s[3]=Math.max(s[3],t.y+i)}r.Util.intersect(this.rectangle,s)||(this.rectangle=s);this._setDefaultAppearance({xref:e.xref,extra:`${n} w`,strokeColor:t,strokeAlpha:a,pointsCallback:(e,t)=>{for(const t of this.data.inkLists){for(let a=0,r=t.length;ae.points)));l.set("F",4);l.set("Border",[0,0,0]);l.set("Rotate",c);const h=new s.Dict(t);l.set("AP",h);a?h.set("N",a):h.set("N",n);return l}static async createNewAppearanceStream(e,t,a){const{color:r,rect:o,rotation:c,paths:l,thickness:h,opacity:u}=e,[d,f,g,m]=o;let b=g-d,y=m-f;c%180!=0&&([b,y]=[y,b]);const w=[`${h} w 1 J 1 j`,`${(0,i.getPdfColor)(r,!1)}`];1!==u&&w.push("/R0 gs");const S=[];for(const{bezier:e}of l){S.length=0;S.push(`${(0,n.numberToString)(e[0])} ${(0,n.numberToString)(e[1])} m`);for(let t=2,a=e.length;te/255)):[1,1,0],a=e.dict.get("CA");this._setDefaultAppearance({xref:e.xref,fillColor:t,blendMode:"Multiply",fillAlpha:a,pointsCallback:(e,t)=>{e.push(`${t[0].x} ${t[0].y} m`,`${t[1].x} ${t[1].y} l`,`${t[3].x} ${t[3].y} l`,`${t[2].x} ${t[2].y} l`,"f");return[t[0].x,t[1].x,t[3].y,t[1].y]}})}}else this.data.hasPopup=!1}}class UnderlineAnnotation extends MarkupAnnotation{constructor(e){super(e);this.data.annotationType=r.AnnotationType.UNDERLINE;if(this.data.quadPoints=getQuadPoints(e.dict,null)){if(!this.appearance){const t=this.color?Array.from(this.color).map((e=>e/255)):[0,0,0],a=e.dict.get("CA");this._setDefaultAppearance({xref:e.xref,extra:"[] 0 d 1 w",strokeColor:t,strokeAlpha:a,pointsCallback:(e,t)=>{e.push(`${t[2].x} ${t[2].y} m`,`${t[3].x} ${t[3].y} l`,"S");return[t[0].x,t[1].x,t[3].y,t[1].y]}})}}else this.data.hasPopup=!1}}class SquigglyAnnotation extends MarkupAnnotation{constructor(e){super(e);this.data.annotationType=r.AnnotationType.SQUIGGLY;if(this.data.quadPoints=getQuadPoints(e.dict,null)){if(!this.appearance){const t=this.color?Array.from(this.color).map((e=>e/255)):[0,0,0],a=e.dict.get("CA");this._setDefaultAppearance({xref:e.xref,extra:"[] 0 d 1 w",strokeColor:t,strokeAlpha:a,pointsCallback:(e,t)=>{const a=(t[0].y-t[2].y)/6;let r=a,n=t[2].x;const i=t[2].y,s=t[3].x;e.push(`${n} ${i+r} m`);do{n+=2;r=0===r?a:0;e.push(`${n} ${i+r} l`)}while(ne/255)):[0,0,0],a=e.dict.get("CA");this._setDefaultAppearance({xref:e.xref,extra:"[] 0 d 1 w",strokeColor:t,strokeAlpha:a,pointsCallback:(e,t)=>{e.push((t[0].x+t[2].x)/2+" "+(t[0].y+t[2].y)/2+" m",(t[1].x+t[3].x)/2+" "+(t[1].y+t[3].y)/2+" l","S");return[t[0].x,t[1].x,t[3].y,t[1].y]}})}}else this.data.hasPopup=!1}}class StampAnnotation extends MarkupAnnotation{constructor(e){super(e);this.data.annotationType=r.AnnotationType.STAMP}}class FileAttachmentAnnotation extends MarkupAnnotation{constructor(e){super(e);const t=new d.FileSpec(e.dict.get("FS"),e.xref);this.data.annotationType=r.AnnotationType.FILEATTACHMENT;this.data.file=t.serializable}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.createDefaultAppearance=function createDefaultAppearance({fontSize:e,fontName:t,fontColor:a}){return`/${(0,r.escapePDFName)(t)} ${e} Tf ${getPdfColor(a,!0)}`};t.getPdfColor=getPdfColor;t.parseDefaultAppearance=function parseDefaultAppearance(e){return new DefaultAppearanceEvaluator(e).parse()};var r=a(6),n=a(2),i=a(14),s=a(15),o=a(5),c=a(10);class DefaultAppearanceEvaluator extends s.EvaluatorPreprocessor{constructor(e){super(new c.StringStream(e))}parse(){const e={fn:0,args:[]},t={fontSize:0,fontName:"",fontColor:new Uint8ClampedArray(3)};try{for(;;){e.args.length=0;if(!this.read(e))break;if(0!==this.savedStatesDepth)continue;const{fn:a,args:r}=e;switch(0|a){case n.OPS.setFont:const[e,a]=r;e instanceof o.Name&&(t.fontName=e.name);"number"==typeof a&&a>0&&(t.fontSize=a);break;case n.OPS.setFillRGBColor:i.ColorSpace.singletons.rgb.getRgbItem(r,0,t.fontColor,0);break;case n.OPS.setFillGray:i.ColorSpace.singletons.gray.getRgbItem(r,0,t.fontColor,0);break;case n.OPS.setFillColorSpace:i.ColorSpace.singletons.cmyk.getRgbItem(r,0,t.fontColor,0)}}}catch(e){(0,n.warn)(`parseDefaultAppearance - ignoring errors: "${e}".`)}return t}}function getPdfColor(e,t){if(e[0]===e[1]&&e[1]===e[2]){const a=e[0]/255;return`${(0,r.numberToString)(a)} ${t?"g":"G"}`}return Array.from(e).map((e=>(0,r.numberToString)(e/255))).join(" ")+" "+(t?"rg":"RG")}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.ColorSpace=void 0;var r=a(2),n=a(5),i=a(7),s=a(6);class ColorSpace{constructor(e,t){this.constructor===ColorSpace&&(0,r.unreachable)("Cannot initialize ColorSpace.");this.name=e;this.numComps=t}getRgb(e,t){const a=new Uint8ClampedArray(3);this.getRgbItem(e,t,a,0);return a}getRgbItem(e,t,a,n){(0,r.unreachable)("Should not call ColorSpace.getRgbItem")}getRgbBuffer(e,t,a,n,i,s,o){(0,r.unreachable)("Should not call ColorSpace.getRgbBuffer")}getOutputLength(e,t){(0,r.unreachable)("Should not call ColorSpace.getOutputLength")}isPassthrough(e){return!1}isDefaultDecode(e,t){return ColorSpace.isDefaultDecode(e,this.numComps)}fillRgb(e,t,a,r,n,i,s,o,c){const l=t*a;let h=null;const u=1<u&&"DeviceGray"!==this.name&&"DeviceRGB"!==this.name){const t=s<=8?new Uint8Array(u):new Uint16Array(u);for(let e=0;e=.99554525?1:adjustToRange(0,1,1.055*e**(1/2.4)-.055)}function adjustToRange(e,t,a){return Math.max(e,Math.min(t,a))}function decodeL(e){return e<0?-decodeL(-e):e>8?((e+16)/116)**3:.0011070564598794539*e}function convertToRgb(r,c,l,h,u,d){const f=adjustToRange(0,1,c[l]*d),g=adjustToRange(0,1,c[l+1]*d),p=adjustToRange(0,1,c[l+2]*d),m=1===f?1:f**r.GR,b=1===g?1:g**r.GG,y=1===p?1:p**r.GB,w=r.MXA*m+r.MXB*b+r.MXC*y,S=r.MYA*m+r.MYB*b+r.MYC*y,x=r.MZA*m+r.MZB*b+r.MZC*y,k=s;k[0]=w;k[1]=S;k[2]=x;const C=o;!function normalizeWhitePointToFlat(a,r,n){if(1===a[0]&&1===a[2]){n[0]=r[0];n[1]=r[1];n[2]=r[2];return}const s=n;matrixProduct(e,r,s);const o=i;!function convertToFlat(e,t,a){a[0]=1*t[0]/e[0];a[1]=1*t[1]/e[1];a[2]=1*t[2]/e[2]}(a,s,o);matrixProduct(t,o,n)}(r.whitePoint,k,C);const v=s;!function compensateBlackPoint(e,t,a){if(0===e[0]&&0===e[1]&&0===e[2]){a[0]=t[0];a[1]=t[1];a[2]=t[2];return}const r=decodeL(0),n=(1-r)/(1-decodeL(e[0])),i=1-n,s=(1-r)/(1-decodeL(e[1])),o=1-s,c=(1-r)/(1-decodeL(e[2])),l=1-c;a[0]=t[0]*n+i;a[1]=t[1]*s+o;a[2]=t[2]*c+l}(r.blackPoint,C,v);const F=o;!function normalizeWhitePointToD65(a,r,n){const s=n;matrixProduct(e,r,s);const o=i;!function convertToD65(e,t,a){a[0]=.95047*t[0]/e[0];a[1]=1*t[1]/e[1];a[2]=1.08883*t[2]/e[2]}(a,s,o);matrixProduct(t,o,n)}(n,v,F);const O=s;matrixProduct(a,F,O);h[u]=255*sRGBTransferFunction(O[0]);h[u+1]=255*sRGBTransferFunction(O[1]);h[u+2]=255*sRGBTransferFunction(O[2])}return class CalRGBCS extends ColorSpace{constructor(e,t,a,n){super("CalRGB",3);if(!e)throw new r.FormatError("WhitePoint missing - required for color space CalRGB");t=t||new Float32Array(3);a=a||new Float32Array([1,1,1]);n=n||new Float32Array([1,0,0,0,1,0,0,0,1]);const i=e[0],s=e[1],o=e[2];this.whitePoint=e;const c=t[0],l=t[1],h=t[2];this.blackPoint=t;this.GR=a[0];this.GG=a[1];this.GB=a[2];this.MXA=n[0];this.MYA=n[1];this.MZA=n[2];this.MXB=n[3];this.MYB=n[4];this.MZB=n[5];this.MXC=n[6];this.MYC=n[7];this.MZC=n[8];if(i<0||o<0||1!==s)throw new r.FormatError(`Invalid WhitePoint components for ${this.name}, no fallback available`);if(c<0||l<0||h<0){(0,r.info)(`Invalid BlackPoint for ${this.name} [${c}, ${l}, ${h}], falling back to default.`);this.blackPoint=new Float32Array(3)}if(this.GR<0||this.GG<0||this.GB<0){(0,r.info)(`Invalid Gamma [${this.GR}, ${this.GG}, ${this.GB}] for ${this.name}, falling back to default.`);this.GR=this.GG=this.GB=1}}getRgbItem(e,t,a,r){convertToRgb(this,e,t,a,r,1)}getRgbBuffer(e,t,a,r,n,i,s){const o=1/((1<=6/29?e**3:108/841*(e-4/29);return t}function decode(e,t,a,r){return a+e*(r-a)/t}function convertToRgb(e,t,a,r,n,i){let s=t[a],o=t[a+1],c=t[a+2];if(!1!==r){s=decode(s,r,0,100);o=decode(o,r,e.amin,e.amax);c=decode(c,r,e.bmin,e.bmax)}o>e.amax?o=e.amax:oe.bmax?c=e.bmax:cthis.amax||this.bmin>this.bmax){(0,r.info)("Invalid Range, falling back to defaults");this.amin=-100;this.amax=100;this.bmin=-100;this.bmax=100}}getRgbItem(e,t,a,r){convertToRgb(this,e,t,!1,a,r)}getRgbBuffer(e,t,a,r,n,i,s){const o=(1<{Object.defineProperty(t,"__esModule",{value:!0});t.PartialEvaluator=t.EvaluatorPreprocessor=void 0;var r=a(2),n=a(16),i=a(5),s=a(34),o=a(38),c=a(37),l=a(41),h=a(40),u=a(50),d=a(51),f=a(42),g=a(57),p=a(17),m=a(59),b=a(10),y=a(7),w=a(60),S=a(14),x=a(19),k=a(39),C=a(6),v=a(45),F=a(61),O=a(62),T=a(63);const M=Object.freeze({maxImageSize:-1,disableFontFace:!1,ignoreErrors:!1,isEvalSupported:!0,fontExtraProperties:!1,useSystemFonts:!0,cMapUrl:null,standardFontDataUrl:null}),E=1,D=2,N=Promise.resolve();function normalizeBlendMode(e,t=!1){if(Array.isArray(e)){for(let t=0,a=e.length;t0&&e.args[0].count++}class TimeSlotManager{static get TIME_SLOT_DURATION_MS(){return(0,r.shadow)(this,"TIME_SLOT_DURATION_MS",20)}static get CHECK_TIME_EVERY(){return(0,r.shadow)(this,"CHECK_TIME_EVERY",100)}constructor(){this.reset()}check(){if(++this.checkedd){const e="Image exceeded maximum allowed size and was removed.";if(this.options.ignoreErrors){(0,r.warn)(e);return}throw new Error(e)}let f;c.has("OC")&&(f=await this.parseMarkedContentProps(c.get("OC"),e));let g,p;if(c.get("IM","ImageMask")||!1){const e=c.get("I","Interpolate"),a=h+7>>3,o=t.getBytes(a*u),d=c.getArray("D","Decode");if(this.parsingType3Font){g=T.PDFImage.createRawMask({imgArray:o,width:h,height:u,imageIsFromDecodeStream:t instanceof x.DecodeStream,inverseDecode:!!d&&d[0]>0,interpolate:e});g.cached=!!i;p=[g];n.addImageOps(r.OPS.paintImageMaskXObject,p,f);i&&s.set(i,l,{fn:r.OPS.paintImageMaskXObject,args:p,optionalContent:f});return}g=T.PDFImage.createMask({imgArray:o,width:h,height:u,imageIsFromDecodeStream:t instanceof x.DecodeStream,inverseDecode:!!d&&d[0]>0,interpolate:e});if(g.isSingleOpaquePixel){n.addImageOps(r.OPS.paintSolidColorImageMask,[],f);i&&s.set(i,l,{fn:r.OPS.paintSolidColorImageMask,args:[],optionalContent:f});return}const m=`mask_${this.idFactory.createObjId()}`;n.addDependency(m);this._sendImgData(m,g);p=[{data:m,width:g.width,height:g.height,interpolate:g.interpolate,count:1}];n.addImageOps(r.OPS.paintImageMaskXObject,p,f);i&&s.set(i,l,{fn:r.OPS.paintImageMaskXObject,args:p,optionalContent:f});return}const m=c.get("SM","SMask")||!1,b=c.get("Mask")||!1;if(a&&!m&&!b&&h+u<200){const i=new T.PDFImage({xref:this.xref,res:e,image:t,isInline:a,pdfFunctionFactory:this._pdfFunctionFactory,localColorSpaceCache:o});g=i.createImageData(!0);n.addImageOps(r.OPS.paintInlineImageXObject,[g],f);return}let y=`img_${this.idFactory.createObjId()}`,w=!1;if(this.parsingType3Font)y=`${this.idFactory.getDocId()}_type3_${y}`;else if(l){w=this.globalImageCache.shouldCache(l,this.pageIndex);w&&(y=`${this.idFactory.getDocId()}_${y}`)}n.addDependency(y);p=[y,h,u];T.PDFImage.buildImage({xref:this.xref,res:e,image:t,isInline:a,pdfFunctionFactory:this._pdfFunctionFactory,localColorSpaceCache:o}).then((e=>{g=e.createImageData(!1);i&&l&&w&&this.globalImageCache.addByteSize(l,g.data.length);return this._sendImgData(y,g,w)})).catch((e=>{(0,r.warn)(`Unable to decode image "${y}": "${e}".`);return this._sendImgData(y,null,w)}));n.addImageOps(r.OPS.paintImageXObject,p,f);if(i){s.set(i,l,{fn:r.OPS.paintImageXObject,args:p,optionalContent:f});if(l){(0,r.assert)(!a,"Cannot cache an inline image globally.");this.globalImageCache.addPageIndex(l,this.pageIndex);w&&this.globalImageCache.setData(l,{objId:y,fn:r.OPS.paintImageXObject,args:p,optionalContent:f,byteSize:0})}}}handleSMask(e,t,a,r,n,i){const s=e.get("G"),o={subtype:e.get("S").name,backdrop:e.get("BC")},c=e.get("TR");if((0,g.isPDFFunction)(c)){const e=this._pdfFunctionFactory.create(c),t=new Uint8Array(256),a=new Float32Array(1);for(let r=0;r<256;r++){a[0]=r/255;e(a,0,a,0);t[r]=255*a[0]|0}o.transferMap=t}return this.buildFormXObject(t,s,o,a,r,n.state.clone(),i)}handleTransferFunction(e){let t;if(Array.isArray(e))t=e;else{if(!(0,g.isPDFFunction)(e))return null;t=[e]}const a=[];let r=0,n=0;for(const e of t){const t=this.xref.fetchIfRef(e);r++;if((0,i.isName)(t,"Identity")){a.push(null);continue}if(!(0,g.isPDFFunction)(t))return null;const s=this._pdfFunctionFactory.create(t),o=new Uint8Array(256),c=new Float32Array(1);for(let e=0;e<256;e++){c[0]=e/255;s(c,0,c,0);o[e]=255*c[0]|0}a.push(o);n++}return 1!==r&&4!==r||0===n?null:a}handleTilingType(e,t,a,n,s,o,c,l){const h=new O.OperatorList,d=i.Dict.merge({xref:this.xref,dictArray:[s.get("Resources"),a]});return this.getOperatorList({stream:n,task:c,resources:d,operatorList:h}).then((function(){const a=h.getIR(),r=(0,u.getTilingPatternIR)(a,s,t);o.addDependencies(h.dependencies);o.addOp(e,r);s.objId&&l.set(null,s.objId,{operatorListIR:a,dict:s})})).catch((e=>{if(!(e instanceof r.AbortException)){if(!this.options.ignoreErrors)throw e;this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorTilingPattern});(0,r.warn)(`handleTilingType - ignoring pattern: "${e}".`)}}))}handleSetFont(e,t,a,n,o,c,l=null,h=null){const u=t&&t[0]instanceof i.Name?t[0].name:null;return this.loadFont(u,a,e,l,h).then((t=>t.font.isType3Font?t.loadType3Data(this,e,o).then((function(){n.addDependencies(t.type3Dependencies);return t})).catch((e=>{this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorFontLoadType3});return new TranslatedFont({loadedName:"g_font_error",font:new s.ErrorFont(`Type3 font load error: ${e}`),dict:t.font,evaluatorOptions:this.options})})):t)).then((e=>{c.font=e.font;e.send(this.handler);return e.loadedName}))}handleText(e,t){const a=t.font,n=a.charsToGlyphs(e);if(a.data){(!!(t.textRenderingMode&r.TextRenderingMode.ADD_TO_PATH_FLAG)||"Pattern"===t.fillColorSpace.name||a.disableFontFace||this.options.disableFontFace)&&PartialEvaluator.buildFontPaths(a,n,this.handler,this.options)}return n}ensureStateFont(e){if(e.font)return;const t=new r.FormatError("Missing setFont (Tf) operator before text rendering operator.");if(!this.options.ignoreErrors)throw t;this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorFontState});(0,r.warn)(`ensureStateFont: "${t}".`)}async setGState({resources:e,gState:t,operatorList:a,cacheKey:n,task:s,stateManager:o,localGStateCache:c,localColorSpaceCache:l}){const h=t.objId;let u=!0;const d=[],f=t.getKeys();let g=Promise.resolve();for(let n=0,c=f.length;nthis.handleSetFont(e,null,h[0],a,s,o.state).then((function(e){a.addDependency(e);d.push([c,[e,h[1]]])}))));break;case"BM":d.push([c,normalizeBlendMode(h)]);break;case"SMask":if((0,i.isName)(h,"None")){d.push([c,!1]);break}if(h instanceof i.Dict){u=!1;g=g.then((()=>this.handleSMask(h,e,a,s,o,l)));d.push([c,!0])}else(0,r.warn)("Unsupported SMask type");break;case"TR":const t=this.handleTransferFunction(h);d.push([c,t]);break;case"OP":case"op":case"OPM":case"BG":case"BG2":case"UCR":case"UCR2":case"TR2":case"HT":case"SM":case"SA":case"AIS":case"TK":(0,r.info)("graphic state operator "+c);break;default:(0,r.info)("Unknown graphic state operator "+c)}}return g.then((function(){d.length>0&&a.addOp(r.OPS.setGState,[d]);u&&c.set(n,h,d)}))}loadFont(e,t,a,n=null,c=null){const errorFont=async()=>new TranslatedFont({loadedName:"g_font_error",font:new s.ErrorFont(`Font "${e}" is not available.`),dict:t,evaluatorOptions:this.options}),l=this.xref;let h;if(t)t instanceof i.Ref&&(h=t);else{const t=a.get("Font");t&&(h=t.getRaw(e))}if(!h){const a=`Font "${e||t&&t.toString()}" is not available`;if(!this.options.ignoreErrors&&!this.parsingType3Font){(0,r.warn)(`${a}.`);return errorFont()}this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorFontMissing});(0,r.warn)(`${a} -- attempting to fallback to a default font.`);h=n||PartialEvaluator.fallbackFontDict}if(this.parsingType3Font&&this.type3FontRefs.has(h))return errorFont();if(this.fontCache.has(h))return this.fontCache.get(h);if(!((t=l.fetchIfRef(h))instanceof i.Dict))return errorFont();if(t.cacheKey&&this.fontCache.has(t.cacheKey))return this.fontCache.get(t.cacheKey);const u=(0,r.createPromiseCapability)();let d;try{d=this.preEvaluateFont(t);d.cssFontInfo=c}catch(e){(0,r.warn)(`loadFont - preEvaluateFont failed: "${e}".`);return errorFont()}const{descriptor:f,hash:g}=d,p=h instanceof i.Ref;let m;p&&(m=`f${h.toString()}`);if(g&&f instanceof i.Dict){f.fontAliases||(f.fontAliases=Object.create(null));const e=f.fontAliases;if(e[g]){const t=e[g].aliasRef;if(p&&t&&this.fontCache.has(t)){this.fontCache.putAlias(h,t);return this.fontCache.get(h)}}else e[g]={fontID:this.idFactory.createFontId()};p&&(e[g].aliasRef=h);m=e[g].fontID}if(p)this.fontCache.put(h,u.promise);else{m||(m=this.idFactory.createFontId());t.cacheKey=`cacheKey_${m}`;this.fontCache.put(t.cacheKey,u.promise)}(0,r.assert)(m&&m.startsWith("f"),'The "fontID" must be (correctly) defined.');t.loadedName=`${this.idFactory.getDocId()}_${m}`;this.translateFont(d).then((e=>{void 0!==e.fontType&&l.stats.addFontType(e.fontType);u.resolve(new TranslatedFont({loadedName:t.loadedName,font:e,dict:t,evaluatorOptions:this.options}))})).catch((e=>{this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorFontTranslate});(0,r.warn)(`loadFont - translateFont failed: "${e}".`);try{const e=f&&f.get("FontFile3"),t=e&&e.get("Subtype"),a=(0,o.getFontType)(d.type,t&&t.name);void 0!==a&&l.stats.addFontType(a)}catch(e){}u.resolve(new TranslatedFont({loadedName:t.loadedName,font:new s.ErrorFont(e instanceof Error?e.message:e),dict:t,evaluatorOptions:this.options}))}));return u.promise}buildPath(e,t,a,n=!1){const i=e.length-1;a||(a=[]);let s;if(i<0||e.fnArray[i]!==r.OPS.constructPath){if(n){(0,r.warn)(`Encountered path operator "${t}" inside of a text object.`);e.addOp(r.OPS.save,null)}s=[1/0,-1/0,1/0,-1/0];e.addOp(r.OPS.constructPath,[[t],a,s]);n&&e.addOp(r.OPS.restore,null)}else{const r=e.argsArray[i];r[0].push(t);Array.prototype.push.apply(r[1],a);s=r[2]}switch(t){case r.OPS.rectangle:s[0]=Math.min(s[0],a[0],a[0]+a[2]);s[1]=Math.max(s[1],a[0],a[0]+a[2]);s[2]=Math.min(s[2],a[1],a[1]+a[3]);s[3]=Math.max(s[3],a[1],a[1]+a[3]);break;case r.OPS.moveTo:case r.OPS.lineTo:s[0]=Math.min(s[0],a[0]);s[1]=Math.max(s[1],a[0]);s[2]=Math.min(s[2],a[1]);s[3]=Math.max(s[3],a[1])}}parseColorSpace({cs:e,resources:t,localColorSpaceCache:a}){return S.ColorSpace.parseAsync({cs:e,xref:this.xref,resources:t,pdfFunctionFactory:this._pdfFunctionFactory,localColorSpaceCache:a}).catch((e=>{if(e instanceof r.AbortException)return null;if(this.options.ignoreErrors){this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorColorSpace});(0,r.warn)(`parseColorSpace - ignoring ColorSpace: "${e}".`);return null}throw e}))}parseShading({shading:e,resources:t,localColorSpaceCache:a,localShadingPatternCache:r}){let n=r.get(e);if(!n){const i=u.Pattern.parseShading(e,this.xref,t,this.handler,this._pdfFunctionFactory,a).getIR();n=`pattern_${this.idFactory.createObjId()}`;r.set(e,n);this.handler.send("obj",[n,this.pageIndex,"Pattern",i])}return n}handleColorN(e,t,a,n,s,o,c,l,h,d){const f=a.pop();if(f instanceof i.Name){const g=s.getRaw(f.name),p=g instanceof i.Ref&&h.getByRef(g);if(p)try{const r=n.base?n.base.getRgb(a,0):null,i=(0,u.getTilingPatternIR)(p.operatorListIR,p.dict,r);e.addOp(t,i);return}catch(e){}const m=this.xref.fetchIfRef(g);if(m){const i=m instanceof y.BaseStream?m.dict:m,s=i.get("PatternType");if(s===E){const r=n.base?n.base.getRgb(a,0):null;return this.handleTilingType(t,r,o,m,i,e,c,h)}if(s===D){const a=i.get("Shading"),r=i.getArray("Matrix"),n=this.parseShading({shading:a,resources:o,localColorSpaceCache:l,localShadingPatternCache:d});e.addOp(t,["Shading",n,r]);return}throw new r.FormatError(`Unknown PatternType: ${s}`)}}throw new r.FormatError(`Unknown PatternName: ${f}`)}_parseVisibilityExpression(e,t,a){if(++t>10){(0,r.warn)("Visibility expression is too deeply nested");return}const n=e.length,s=this.xref.fetchIfRef(e[0]);if(!(n<2)&&s instanceof i.Name){switch(s.name){case"And":case"Or":case"Not":a.push(s.name);break;default:(0,r.warn)(`Invalid operator ${s.name} in visibility expression`);return}for(let r=1;r0)return{type:"OCMD",expression:t}}const t=a.get("OCGs");if(Array.isArray(t)||t instanceof i.Dict){const e=[];if(Array.isArray(t))for(const a of t)e.push(a.toString());else e.push(t.objId);return{type:n,ids:e,policy:a.get("P")instanceof i.Name?a.get("P").name:null,expression:null}}if(t instanceof i.Ref)return{type:n,id:t.toString()}}return null}getOperatorList({stream:e,task:t,resources:a,operatorList:n,initialState:s=null,fallbackFontDict:o=null}){a=a||i.Dict.empty;s=s||new EvalState;if(!n)throw new Error('getOperatorList: missing "operatorList" parameter');const c=this,l=this.xref;let h=!1;const u=new m.LocalImageCache,d=new m.LocalColorSpaceCache,f=new m.LocalGStateCache,g=new m.LocalTilingPatternCache,p=new Map,b=a.get("XObject")||i.Dict.empty,w=a.get("Pattern")||i.Dict.empty,x=new StateManager(s),k=new EvaluatorPreprocessor(e,l,x),C=new TimeSlotManager;function closePendingRestoreOPS(e){for(let e=0,t=k.savedStatesDepth;e0&&n.addOp(r.OPS.setGState,[t]);e=null;continue}}next(new Promise((function(e,s){if(!E)throw new r.FormatError("GState must be referred to by name.");const o=a.get("ExtGState");if(!(o instanceof i.Dict))throw new r.FormatError("ExtGState should be a dictionary.");const l=o.get(M);if(!(l instanceof i.Dict))throw new r.FormatError("GState should be a dictionary.");c.setGState({resources:a,gState:l,operatorList:n,cacheKey:M,task:t,stateManager:x,localGStateCache:f,localColorSpaceCache:d}).then(e,s)})).catch((function(e){if(!(e instanceof r.AbortException)){if(!c.options.ignoreErrors)throw e;c.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorExtGState});(0,r.warn)(`getOperatorList - ignoring ExtGState: "${e}".`)}})));return;case r.OPS.moveTo:case r.OPS.lineTo:case r.OPS.curveTo:case r.OPS.curveTo2:case r.OPS.curveTo3:case r.OPS.closePath:case r.OPS.rectangle:c.buildPath(n,s,e,h);continue;case r.OPS.markPoint:case r.OPS.markPointProps:case r.OPS.beginCompat:case r.OPS.endCompat:continue;case r.OPS.beginMarkedContentProps:if(!(e[0]instanceof i.Name)){(0,r.warn)(`Expected name for beginMarkedContentProps arg0=${e[0]}`);continue}if("OC"===e[0].name){next(c.parseMarkedContentProps(e[1],a).then((e=>{n.addOp(r.OPS.beginMarkedContentProps,["OC",e])})).catch((e=>{if(!(e instanceof r.AbortException)){if(!c.options.ignoreErrors)throw e;c.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorMarkedContent});(0,r.warn)(`getOperatorList - ignoring beginMarkedContentProps: "${e}".`)}})));return}e=[e[0].name,e[1]instanceof i.Dict?e[1].get("MCID"):null];break;case r.OPS.beginMarkedContent:case r.OPS.endMarkedContent:default:if(null!==e){for(F=0,O=e.length;F{if(!(e instanceof r.AbortException)){if(!this.options.ignoreErrors)throw e;this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorOperatorList});(0,r.warn)(`getOperatorList - ignoring errors during "${t.name}" task: "${e}".`);closePendingRestoreOPS()}}))}getTextContent({stream:e,task:t,resources:a,stateManager:n=null,combineTextItems:s=!1,includeMarkedContent:o=!1,sink:c,seenStyles:l=new Set,viewBox:u}){a=a||i.Dict.empty;n=n||new StateManager(new TextState);const d=(0,h.getNormalizedUnicodes)(),f={items:[],styles:Object.create(null)},g={initialized:!1,str:[],totalWidth:0,totalHeight:0,width:0,height:0,vertical:!1,prevTransform:null,textAdvanceScale:0,spaceInFlowMin:0,spaceInFlowMax:0,trackingSpaceMin:1/0,negativeSpaceMax:-1/0,notASpace:-1/0,transform:null,fontName:null,hasEOL:!1},p=[" "," "];let b=0;function saveLastChar(e){const t=(b+1)%2,a=" "!==p[b]&&" "===p[t];p[b]=e;b=t;return a}function resetLastChars(){p[0]=p[1]=" ";b=0}const S=this,x=this.xref,k=[];let C=null;const v=new m.LocalImageCache,F=new m.LocalGStateCache,O=new EvaluatorPreprocessor(e,x,n);let T;function getCurrentTextTransform(){const e=T.font,t=[T.fontSize*T.textHScale,0,0,T.fontSize,0,T.textRise];if(e.isType3Font&&(T.fontSize<=1||e.isCharBBox)&&!(0,r.isArrayEqual)(T.fontMatrix,r.FONT_IDENTITY_MATRIX)){const a=e.bbox[3]-e.bbox[1];a>0&&(t[3]*=a*T.fontMatrix[3])}return r.Util.transform(T.ctm,r.Util.transform(T.textMatrix,t))}function ensureTextContentItem(){if(g.initialized)return g;const e=T.font,t=e.loadedName;if(!l.has(t)){l.add(t);f.styles[t]={fontFamily:e.fallbackName,ascent:e.ascent,descent:e.descent,vertical:e.vertical}}g.fontName=t;const a=g.transform=getCurrentTextTransform();if(e.vertical){g.width=g.totalWidth=Math.hypot(a[0],a[1]);g.height=g.totalHeight=0;g.vertical=!0}else{g.width=g.totalWidth=0;g.height=g.totalHeight=Math.hypot(a[2],a[3]);g.vertical=!1}const r=Math.hypot(T.textLineMatrix[0],T.textLineMatrix[1]),n=Math.hypot(T.ctm[0],T.ctm[1]);g.textAdvanceScale=n*r;g.trackingSpaceMin=.1*T.fontSize;g.notASpace=.03*T.fontSize;g.negativeSpaceMax=-.2*T.fontSize;g.spaceInFlowMin=.1*T.fontSize;g.spaceInFlowMax=.6*T.fontSize;g.hasEOL=!1;g.initialized=!0;return g}function updateAdvanceScale(){if(!g.initialized)return;const e=Math.hypot(T.textLineMatrix[0],T.textLineMatrix[1]),t=Math.hypot(T.ctm[0],T.ctm[1])*e;if(t!==g.textAdvanceScale){if(g.vertical){g.totalHeight+=g.height*g.textAdvanceScale;g.height=0}else{g.totalWidth+=g.width*g.textAdvanceScale;g.width=0}g.textAdvanceScale=t}}function handleSetFont(e,n){return S.loadFont(e,n,a).then((function(e){return e.font.isType3Font?e.loadType3Data(S,a,t).catch((function(){})).then((function(){return e})):e})).then((function(e){T.font=e.font;T.fontMatrix=e.font.fontMatrix||r.FONT_IDENTITY_MATRIX}))}function applyInverseRotation(e,t,a){const r=Math.hypot(a[0],a[1]);return[(a[0]*e+a[1]*t)/r,(a[2]*e+a[3]*t)/r]}function compareWithLastPosition(){const e=getCurrentTextTransform();let t=e[4],a=e[5];const r=t-u[0],n=a-u[1];if(r<0||r>u[2]||n<0||n>u[3])return!1;if(!s||!T.font||!g.prevTransform)return!0;let i=g.prevTransform[4],o=g.prevTransform[5];if(i===t&&o===a)return!0;let c=-1;e[0]&&0===e[1]&&0===e[2]?c=e[0]>0?0:180:e[1]&&0===e[0]&&0===e[3]&&(c=e[1]>0?90:270);switch(c){case 0:break;case 90:[t,a]=[a,t];[i,o]=[o,i];break;case 180:[t,a,i,o]=[-t,-a,-i,-o];break;case 270:[t,a]=[-a,-t];[i,o]=[-o,-i];break;default:[t,a]=applyInverseRotation(t,a,e);[i,o]=applyInverseRotation(i,o,g.prevTransform)}if(T.font.vertical){const e=(o-a)/g.textAdvanceScale,r=t-i,n=Math.sign(g.height);if(e.5*g.width){appendEOL();return!0}resetLastChars();flushTextContentItem();return!0}if(Math.abs(r)>g.width){appendEOL();return!0}e<=n*g.notASpace&&resetLastChars();if(e<=n*g.trackingSpaceMin)g.height+=e;else if(!addFakeSpaces(e,g.prevTransform,n))if(0===g.str.length){resetLastChars();f.items.push({str:" ",dir:"ltr",width:0,height:Math.abs(e),transform:g.prevTransform,fontName:g.fontName,hasEOL:!1})}else g.height+=e;return!0}const l=(t-i)/g.textAdvanceScale,h=a-o,d=Math.sign(g.width);if(l.5*g.height){appendEOL();return!0}resetLastChars();flushTextContentItem();return!0}if(Math.abs(h)>g.height){appendEOL();return!0}l<=d*g.notASpace&&resetLastChars();if(l<=d*g.trackingSpaceMin)g.width+=l;else if(!addFakeSpaces(l,g.prevTransform,d))if(0===g.str.length){resetLastChars();f.items.push({str:" ",dir:"ltr",width:Math.abs(l),height:0,transform:g.prevTransform,fontName:g.fontName,hasEOL:!1})}else g.width+=l;return!0}function buildTextContentItem({chars:e,extraSpacing:t}){const a=T.font;if(!e){const e=T.charSpacing+t;e&&(a.vertical?T.translateTextMatrix(0,-e):T.translateTextMatrix(e*T.textHScale,0));return}const r=a.charsToGlyphs(e),n=T.fontMatrix[0]*T.fontSize;for(let e=0,i=r.length;e0){const e=k.join("");k.length=0;buildTextContentItem({chars:e,extraSpacing:0})}break;case r.OPS.showText:if(!n.state.font){S.ensureStateFont(n.state);continue}buildTextContentItem({chars:p[0],extraSpacing:0});break;case r.OPS.nextLineShowText:if(!n.state.font){S.ensureStateFont(n.state);continue}T.carriageReturn();buildTextContentItem({chars:p[0],extraSpacing:0});break;case r.OPS.nextLineSetSpacingShowText:if(!n.state.font){S.ensureStateFont(n.state);continue}T.wordSpacing=p[0];T.charSpacing=p[1];T.carriageReturn();buildTextContentItem({chars:p[2],extraSpacing:0});break;case r.OPS.paintXObject:flushTextContentItem();C||(C=a.get("XObject")||i.Dict.empty);var w=p[0]instanceof i.Name,E=p[0].name;if(w&&v.getByName(E))break;next(new Promise((function(e,h){if(!w)throw new r.FormatError("XObject must be referred to by name.");let d=C.getRaw(E);if(d instanceof i.Ref){if(v.getByRef(d)){e();return}if(S.globalImageCache.getData(d,S.pageIndex)){e();return}d=x.fetch(d)}if(!(d instanceof y.BaseStream))throw new r.FormatError("XObject should be a stream");const f=d.dict.get("Subtype");if(!(f instanceof i.Name))throw new r.FormatError("XObject should have a Name subtype");if("Form"!==f.name){v.set(E,d.dict.objId,!0);e();return}const g=n.state.clone(),p=new StateManager(g),m=d.dict.getArray("Matrix");Array.isArray(m)&&6===m.length&&p.transform(m);enqueueChunk();const b={enqueueInvoked:!1,enqueue(e,t){this.enqueueInvoked=!0;c.enqueue(e,t)},get desiredSize(){return c.desiredSize},get ready(){return c.ready}};S.getTextContent({stream:d,task:t,resources:d.dict.get("Resources")||a,stateManager:p,combineTextItems:s,includeMarkedContent:o,sink:b,seenStyles:l,viewBox:u}).then((function(){b.enqueueInvoked||v.set(E,d.dict.objId,!0);e()}),h)})).catch((function(e){if(!(e instanceof r.AbortException)){if(!S.options.ignoreErrors)throw e;(0,r.warn)(`getTextContent - ignoring XObject: "${e}".`)}})));return;case r.OPS.setGState:w=p[0]instanceof i.Name;E=p[0].name;if(w&&F.getByName(E))break;next(new Promise((function(e,t){if(!w)throw new r.FormatError("GState must be referred to by name.");const n=a.get("ExtGState");if(!(n instanceof i.Dict))throw new r.FormatError("ExtGState should be a dictionary.");const s=n.get(E);if(!(s instanceof i.Dict))throw new r.FormatError("GState should be a dictionary.");const o=s.get("Font");if(o){flushTextContentItem();T.fontName=null;T.fontSize=o[1];handleSetFont(null,o[0]).then(e,t)}else{F.set(E,s.objId,!0);e()}})).catch((function(e){if(!(e instanceof r.AbortException)){if(!S.options.ignoreErrors)throw e;(0,r.warn)(`getTextContent - ignoring ExtGState: "${e}".`)}})));return;case r.OPS.beginMarkedContent:flushTextContentItem();o&&f.items.push({type:"beginMarkedContent",tag:p[0]instanceof i.Name?p[0].name:null});break;case r.OPS.beginMarkedContentProps:flushTextContentItem();if(o){let e=null;p[1]instanceof i.Dict&&(e=p[1].get("MCID"));f.items.push({type:"beginMarkedContentProps",id:Number.isInteger(e)?`${S.idFactory.getPageObjId()}_mcid${e}`:null,tag:p[0]instanceof i.Name?p[0].name:null})}break;case r.OPS.endMarkedContent:flushTextContentItem();o&&f.items.push({type:"endMarkedContent"})}if(f.items.length>=c.desiredSize){g=!0;break}}if(g)next(N);else{flushTextContentItem();enqueueChunk();e()}})).catch((e=>{if(!(e instanceof r.AbortException)){if(!this.options.ignoreErrors)throw e;(0,r.warn)(`getTextContent - ignoring errors during "${t.name}" task: "${e}".`);flushTextContentItem();enqueueChunk()}}))}extractDataStructures(e,t,a){const n=this.xref;let s;const l=this.readToUnicode(a.toUnicode||e.get("ToUnicode")||t.get("ToUnicode"));if(a.composite){const t=e.get("CIDSystemInfo");t instanceof i.Dict&&(a.cidSystemInfo={registry:(0,r.stringToPDFString)(t.get("Registry")),ordering:(0,r.stringToPDFString)(t.get("Ordering")),supplement:t.get("Supplement")});try{const t=e.get("CIDToGIDMap");t instanceof y.BaseStream&&(s=t.getBytes())}catch(e){if(!this.options.ignoreErrors)throw e;(0,r.warn)(`extractDataStructures - ignoring CIDToGIDMap data: "${e}".`)}}const h=[];let u,d=null;if(e.has("Encoding")){u=e.get("Encoding");if(u instanceof i.Dict){d=u.get("BaseEncoding");d=d instanceof i.Name?d.name:null;if(u.has("Differences")){const e=u.get("Differences");let t=0;for(let a=0,s=e.length;a0;a.dict=e;return l.then((e=>{a.toUnicode=e;return this.buildToUnicode(a)})).then((e=>{a.toUnicode=e;s&&(a.cidToGidMap=this.readCidToGidMap(s,e));return a}))}_simpleFontToUnicode(e,t=!1){(0,r.assert)(!e.composite,"Must be a simple font.");const a=[],n=e.defaultEncoding.slice(),i=e.baseEncodingName,s=e.differences;for(const e in s){const t=s[e];".notdef"!==t&&(n[e]=t)}const o=(0,k.getGlyphsUnicode)();for(const r in n){let s=n[r];if(""!==s)if(void 0!==o[s])a[r]=String.fromCharCode(o[s]);else{let n=0;switch(s[0]){case"G":3===s.length&&(n=parseInt(s.substring(1),16));break;case"g":5===s.length&&(n=parseInt(s.substring(1),16));break;case"C":case"c":if(s.length>=3&&s.length<=4){const a=s.substring(1);if(t){n=parseInt(a,16);break}n=+a;if(Number.isNaN(n)&&Number.isInteger(parseInt(a,16)))return this._simpleFontToUnicode(e,!0)}break;default:const a=(0,h.getUnicodeForGlyph)(s,o);-1!==a&&(n=a)}if(n>0&&n<=1114111&&Number.isInteger(n)){if(i&&n===+r){const e=(0,c.getEncoding)(i);if(e&&(s=e[r])){a[r]=String.fromCharCode(o[s]);continue}}a[r]=String.fromCodePoint(n)}}}return a}async buildToUnicode(e){e.hasIncludedToUnicodeMap=!!e.toUnicode&&e.toUnicode.length>0;if(e.hasIncludedToUnicodeMap){!e.composite&&e.hasEncoding&&(e.fallbackToUnicode=this._simpleFontToUnicode(e));return e.toUnicode}if(!e.composite)return new f.ToUnicodeMap(this._simpleFontToUnicode(e));if(e.composite&&(e.cMap.builtInCMap&&!(e.cMap instanceof n.IdentityCMap)||"Adobe"===e.cidSystemInfo.registry&&("GB1"===e.cidSystemInfo.ordering||"CNS1"===e.cidSystemInfo.ordering||"Japan1"===e.cidSystemInfo.ordering||"Korea1"===e.cidSystemInfo.ordering))){const{registry:t,ordering:a}=e.cidSystemInfo,s=i.Name.get(`${t}-${a}-UCS2`),o=await n.CMapFactory.create({encoding:s,fetchBuiltInCMap:this._fetchBuiltInCMapBound,useCMap:null}),c=[];e.cMap.forEach((function(e,t){if(t>65535)throw new r.FormatError("Max size of CID is 65,535");const a=o.lookup(t);a&&(c[e]=String.fromCharCode((a.charCodeAt(0)<<8)+a.charCodeAt(1)))}));return new f.ToUnicodeMap(c)}return new f.IdentityToUnicodeMap(e.firstChar,e.lastChar)}readToUnicode(e){return e?e instanceof i.Name?n.CMapFactory.create({encoding:e,fetchBuiltInCMap:this._fetchBuiltInCMapBound,useCMap:null}).then((function(e){return e instanceof n.IdentityCMap?new f.IdentityToUnicodeMap(0,65535):new f.ToUnicodeMap(e.getMap())})):e instanceof y.BaseStream?n.CMapFactory.create({encoding:e,fetchBuiltInCMap:this._fetchBuiltInCMapBound,useCMap:null}).then((function(e){if(e instanceof n.IdentityCMap)return new f.IdentityToUnicodeMap(0,65535);const t=new Array(e.length);e.forEach((function(e,a){if("number"==typeof a){t[e]=String.fromCodePoint(a);return}const r=[];for(let e=0;e{if(e instanceof r.AbortException)return null;if(this.options.ignoreErrors){this.handler.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorFontToUnicode});(0,r.warn)(`readToUnicode - ignoring ToUnicode data: "${e}".`);return null}throw e})):Promise.resolve(null):Promise.resolve(null)}readCidToGidMap(e,t){const a=[];for(let r=0,n=e.length;r>1;(0!==n||t.has(i))&&(a[i]=n)}return a}extractWidths(e,t,a){const r=this.xref;let n=[],s=0;const c=[];let l,h,u,d,f,g,p,m;if(a.composite){s=e.has("DW")?e.get("DW"):1e3;m=e.get("W");if(m)for(h=0,u=m.length;h{if(p){const e=[];let a=u;for(let t=0,r=p.length;t{this.extractWidths(t,e,a);return new s.Font(v.name,w,a)}))}static buildFontPaths(e,t,a,n){function buildPath(t){const i=`${e.loadedName}_path_${t}`;try{if(e.renderer.hasBuiltPath(t))return;a.send("commonobj",[i,"FontPath",e.renderer.getPathJs(t)])}catch(e){if(n.ignoreErrors){a.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.errorFontBuildPath});(0,r.warn)(`buildFontPaths - ignoring ${i} glyph: "${e}".`);return}throw e}}for(const e of t){buildPath(e.fontChar);const t=e.accent;t&&t.fontChar&&buildPath(t.fontChar)}}static get fallbackFontDict(){const e=new i.Dict;e.set("BaseFont",i.Name.get("PDFJS-FallbackFont"));e.set("Type",i.Name.get("FallbackType"));e.set("Subtype",i.Name.get("FallbackType"));e.set("Encoding",i.Name.get("WinAnsiEncoding"));return(0,r.shadow)(this,"fallbackFontDict",e)}}t.PartialEvaluator=PartialEvaluator;class TranslatedFont{constructor({loadedName:e,font:t,dict:a,evaluatorOptions:r}){this.loadedName=e;this.font=t;this.dict=a;this._evaluatorOptions=r||M;this.type3Loaded=null;this.type3Dependencies=t.isType3Font?new Set:null;this.sent=!1}send(e){if(!this.sent){this.sent=!0;e.send("commonobj",[this.loadedName,"Font",this.font.exportData(this._evaluatorOptions.fontExtraProperties)])}}fallback(e){if(this.font.data){this.font.disableFontFace=!0;PartialEvaluator.buildFontPaths(this.font,this.font.glyphCacheValues,e,this._evaluatorOptions)}}loadType3Data(e,t,a){if(this.type3Loaded)return this.type3Loaded;if(!this.font.isType3Font)throw new Error("Must be a Type3 font.");const n=e.clone({ignoreErrors:!1});n.parsingType3Font=!0;const s=new i.RefSet(e.type3FontRefs);this.dict.objId&&!s.has(this.dict.objId)&&s.put(this.dict.objId);n.type3FontRefs=s;const o=this.font,c=this.type3Dependencies;let l=Promise.resolve();const h=this.dict.get("CharProcs"),u=this.dict.get("Resources")||t,d=Object.create(null),f=r.Util.normalizeRect(o.bbox||[0,0,0,0]),g=f[2]-f[0],p=f[3]-f[1],m=Math.hypot(g,p);for(const e of h.getKeys())l=l.then((()=>{const t=h.get(e),i=new O.OperatorList;return n.getOperatorList({stream:t,task:a,resources:u,operatorList:i}).then((()=>{i.fnArray[0]===r.OPS.setCharWidthAndBounds&&this._removeType3ColorOperators(i,m);d[e]=i.getIR();for(const e of i.dependencies)c.add(e)})).catch((function(t){(0,r.warn)(`Type3 font resource "${e}" is not available.`);const a=new O.OperatorList;d[e]=a.getIR()}))}));this.type3Loaded=l.then((()=>{o.charProcOperatorList=d;if(this._bbox){o.isCharBBox=!0;o.bbox=this._bbox}}));return this.type3Loaded}_removeType3ColorOperators(e,t=NaN){const a=r.Util.normalizeRect(e.argsArray[0].slice(2)),n=a[2]-a[0],i=a[3]-a[1],s=Math.hypot(n,i);if(0===n||0===i){e.fnArray.splice(0,1);e.argsArray.splice(0,1)}else if(0===t||Math.round(s/t)>=10){this._bbox||(this._bbox=[1/0,1/0,-1/0,-1/0]);this._bbox[0]=Math.min(this._bbox[0],a[0]);this._bbox[1]=Math.min(this._bbox[1],a[1]);this._bbox[2]=Math.max(this._bbox[2],a[2]);this._bbox[3]=Math.max(this._bbox[3],a[3])}let o=0,c=e.length;for(;o=r.OPS.moveTo&&s<=r.OPS.endPath;if(i.variableArgs)c>o&&(0,r.info)(`Command ${n}: expected [0, ${o}] args, but received ${c} args.`);else{if(c!==o){const e=this.nonProcessedArgs;for(;c>o;){e.push(t.shift());c--}for(;cEvaluatorPreprocessor.MAX_INVALID_PATH_OPS)throw new r.FormatError(`Invalid ${e}`);(0,r.warn)(`Skipping ${e}`);null!==t&&(t.length=0);continue}}this.preprocessCommand(s,t);e.fn=s;e.args=t;return!0}if(a===i.EOF)return!1;if(null!==a){null===t&&(t=[]);t.push(a);if(t.length>33)throw new r.FormatError("Too many arguments")}}}preprocessCommand(e,t){switch(0|e){case r.OPS.save:this.stateManager.save();break;case r.OPS.restore:this.stateManager.restore();break;case r.OPS.transform:this.stateManager.transform(t)}}}t.EvaluatorPreprocessor=EvaluatorPreprocessor},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.IdentityCMap=t.CMapFactory=t.CMap=void 0;var r=a(2),n=a(5),i=a(7),s=a(17),o=a(6),c=a(10);const l=["Adobe-GB1-UCS2","Adobe-CNS1-UCS2","Adobe-Japan1-UCS2","Adobe-Korea1-UCS2","78-EUC-H","78-EUC-V","78-H","78-RKSJ-H","78-RKSJ-V","78-V","78ms-RKSJ-H","78ms-RKSJ-V","83pv-RKSJ-H","90ms-RKSJ-H","90ms-RKSJ-V","90msp-RKSJ-H","90msp-RKSJ-V","90pv-RKSJ-H","90pv-RKSJ-V","Add-H","Add-RKSJ-H","Add-RKSJ-V","Add-V","Adobe-CNS1-0","Adobe-CNS1-1","Adobe-CNS1-2","Adobe-CNS1-3","Adobe-CNS1-4","Adobe-CNS1-5","Adobe-CNS1-6","Adobe-GB1-0","Adobe-GB1-1","Adobe-GB1-2","Adobe-GB1-3","Adobe-GB1-4","Adobe-GB1-5","Adobe-Japan1-0","Adobe-Japan1-1","Adobe-Japan1-2","Adobe-Japan1-3","Adobe-Japan1-4","Adobe-Japan1-5","Adobe-Japan1-6","Adobe-Korea1-0","Adobe-Korea1-1","Adobe-Korea1-2","B5-H","B5-V","B5pc-H","B5pc-V","CNS-EUC-H","CNS-EUC-V","CNS1-H","CNS1-V","CNS2-H","CNS2-V","ETHK-B5-H","ETHK-B5-V","ETen-B5-H","ETen-B5-V","ETenms-B5-H","ETenms-B5-V","EUC-H","EUC-V","Ext-H","Ext-RKSJ-H","Ext-RKSJ-V","Ext-V","GB-EUC-H","GB-EUC-V","GB-H","GB-V","GBK-EUC-H","GBK-EUC-V","GBK2K-H","GBK2K-V","GBKp-EUC-H","GBKp-EUC-V","GBT-EUC-H","GBT-EUC-V","GBT-H","GBT-V","GBTpc-EUC-H","GBTpc-EUC-V","GBpc-EUC-H","GBpc-EUC-V","H","HKdla-B5-H","HKdla-B5-V","HKdlb-B5-H","HKdlb-B5-V","HKgccs-B5-H","HKgccs-B5-V","HKm314-B5-H","HKm314-B5-V","HKm471-B5-H","HKm471-B5-V","HKscs-B5-H","HKscs-B5-V","Hankaku","Hiragana","KSC-EUC-H","KSC-EUC-V","KSC-H","KSC-Johab-H","KSC-Johab-V","KSC-V","KSCms-UHC-H","KSCms-UHC-HW-H","KSCms-UHC-HW-V","KSCms-UHC-V","KSCpc-EUC-H","KSCpc-EUC-V","Katakana","NWP-H","NWP-V","RKSJ-H","RKSJ-V","Roman","UniCNS-UCS2-H","UniCNS-UCS2-V","UniCNS-UTF16-H","UniCNS-UTF16-V","UniCNS-UTF32-H","UniCNS-UTF32-V","UniCNS-UTF8-H","UniCNS-UTF8-V","UniGB-UCS2-H","UniGB-UCS2-V","UniGB-UTF16-H","UniGB-UTF16-V","UniGB-UTF32-H","UniGB-UTF32-V","UniGB-UTF8-H","UniGB-UTF8-V","UniJIS-UCS2-H","UniJIS-UCS2-HW-H","UniJIS-UCS2-HW-V","UniJIS-UCS2-V","UniJIS-UTF16-H","UniJIS-UTF16-V","UniJIS-UTF32-H","UniJIS-UTF32-V","UniJIS-UTF8-H","UniJIS-UTF8-V","UniJIS2004-UTF16-H","UniJIS2004-UTF16-V","UniJIS2004-UTF32-H","UniJIS2004-UTF32-V","UniJIS2004-UTF8-H","UniJIS2004-UTF8-V","UniJISPro-UCS2-HW-V","UniJISPro-UCS2-V","UniJISPro-UTF8-V","UniJISX0213-UTF32-H","UniJISX0213-UTF32-V","UniJISX02132004-UTF32-H","UniJISX02132004-UTF32-V","UniKS-UCS2-H","UniKS-UCS2-V","UniKS-UTF16-H","UniKS-UTF16-V","UniKS-UTF32-H","UniKS-UTF32-V","UniKS-UTF8-H","UniKS-UTF8-V","V","WP-Symbol"],h=2**24-1;class CMap{constructor(e=!1){this.codespaceRanges=[[],[],[],[]];this.numCodespaceRanges=0;this._map=[];this.name="";this.vertical=!1;this.useCMap=null;this.builtInCMap=e}addCodespaceRange(e,t,a){this.codespaceRanges[e-1].push(t,a);this.numCodespaceRanges++}mapCidRange(e,t,a){if(t-e>h)throw new Error("mapCidRange - ignoring data above MAX_MAP_RANGE.");for(;e<=t;)this._map[e++]=a++}mapBfRange(e,t,a){if(t-e>h)throw new Error("mapBfRange - ignoring data above MAX_MAP_RANGE.");const r=a.length-1;for(;e<=t;){this._map[e++]=a;const t=a.charCodeAt(r)+1;t>255?a=a.substring(0,r-1)+String.fromCharCode(a.charCodeAt(r-1)+1)+"\0":a=a.substring(0,r)+String.fromCharCode(t)}}mapBfRangeToArray(e,t,a){if(t-e>h)throw new Error("mapBfRangeToArray - ignoring data above MAX_MAP_RANGE.");const r=a.length;let n=0;for(;e<=t&&n>>0;const s=n[i];for(let e=0,t=s.length;e=t&&r<=n){a.charcode=r;a.length=i+1;return}}}a.charcode=0;a.length=1}getCharCodeLength(e){const t=this.codespaceRanges;for(let a=0,r=t.length;a=n&&e<=i)return a+1}}return 1}get length(){return this._map.length}get isIdentityCMap(){if("Identity-H"!==this.name&&"Identity-V"!==this.name)return!1;if(65536!==this._map.length)return!1;for(let e=0;e<65536;e++)if(this._map[e]!==e)return!1;return!0}}t.CMap=CMap;class IdentityCMap extends CMap{constructor(e,t){super();this.vertical=e;this.addCodespaceRange(t,0,65535)}mapCidRange(e,t,a){(0,r.unreachable)("should not call mapCidRange")}mapBfRange(e,t,a){(0,r.unreachable)("should not call mapBfRange")}mapBfRangeToArray(e,t,a){(0,r.unreachable)("should not call mapBfRangeToArray")}mapOne(e,t){(0,r.unreachable)("should not call mapCidOne")}lookup(e){return Number.isInteger(e)&&e<=65535?e:void 0}contains(e){return Number.isInteger(e)&&e<=65535}forEach(e){for(let t=0;t<=65535;t++)e(t,t)}charCodeOf(e){return Number.isInteger(e)&&e<=65535?e:-1}getMap(){const e=new Array(65536);for(let t=0;t<=65535;t++)e[t]=t;return e}get length(){return 65536}get isIdentityCMap(){(0,r.unreachable)("should not access .isIdentityCMap")}}t.IdentityCMap=IdentityCMap;const u=function BinaryCMapReaderClosure(){function hexToInt(e,t){let a=0;for(let r=0;r<=t;r++)a=a<<8|e[r];return a>>>0}function hexToStr(e,t){return 1===t?String.fromCharCode(e[0],e[1]):3===t?String.fromCharCode(e[0],e[1],e[2],e[3]):String.fromCharCode.apply(null,e.subarray(0,t+1))}function addHex(e,t,a){let r=0;for(let n=a;n>=0;n--){r+=e[n]+t[n];e[n]=255&r;r>>=8}}function incHex(e,t){let a=1;for(let r=t;r>=0&&a>0;r--){a+=e[r];e[r]=255&a;a>>=8}}const e=16;class BinaryCMapStream{constructor(e){this.buffer=e;this.pos=0;this.end=e.length;this.tmpBuf=new Uint8Array(19)}readByte(){return this.pos>=this.end?-1:this.buffer[this.pos++]}readNumber(){let e,t=0;do{const a=this.readByte();if(a<0)throw new r.FormatError("unexpected EOF in bcmap");e=!(128&a);t=t<<7|127&a}while(!e);return t}readSigned(){const e=this.readNumber();return 1&e?~(e>>>1):e>>>1}readHex(e,t){e.set(this.buffer.subarray(this.pos,this.pos+t+1));this.pos+=t+1}readHexNumber(e,t){let a;const n=this.tmpBuf;let i=0;do{const e=this.readByte();if(e<0)throw new r.FormatError("unexpected EOF in bcmap");a=!(128&e);n[i++]=127&e}while(!a);let s=t,o=0,c=0;for(;s>=0;){for(;c<8&&n.length>0;){o|=n[--i]<>=8;c-=8}}readHexSigned(e,t){this.readHexNumber(e,t);const a=1&e[t]?255:0;let r=0;for(let n=0;n<=t;n++){r=(1&r)<<8|e[n];e[n]=r>>1^a}}readString(){const e=this.readNumber();let t="";for(let a=0;a=0;){const t=f>>5;if(7===t){switch(31&f){case 0:n.readString();break;case 1:s=n.readString()}continue}const r=!!(16&f),i=15&f;if(i+1>e)throw new Error("BinaryCMapReader.process: Invalid dataSize.");const g=1,p=n.readNumber();switch(t){case 0:n.readHex(o,i);n.readHexNumber(c,i);addHex(c,o,i);a.addCodespaceRange(i+1,hexToInt(o,i),hexToInt(c,i));for(let e=1;e>>0}function expectString(e){if("string"!=typeof e)throw new r.FormatError("Malformed CMap: expected string.")}function expectInt(e){if(!Number.isInteger(e))throw new r.FormatError("Malformed CMap: expected int.")}function parseBfChar(e,t){for(;;){let a=t.getObj();if(a===n.EOF)break;if((0,n.isCmd)(a,"endbfchar"))return;expectString(a);const r=strToInt(a);a=t.getObj();expectString(a);const i=a;e.mapOne(r,i)}}function parseBfRange(e,t){for(;;){let a=t.getObj();if(a===n.EOF)break;if((0,n.isCmd)(a,"endbfrange"))return;expectString(a);const r=strToInt(a);a=t.getObj();expectString(a);const i=strToInt(a);a=t.getObj();if(Number.isInteger(a)||"string"==typeof a){const t=Number.isInteger(a)?String.fromCharCode(a):a;e.mapBfRange(r,i,t)}else{if(!(0,n.isCmd)(a,"["))break;{a=t.getObj();const s=[];for(;!(0,n.isCmd)(a,"]")&&a!==n.EOF;){s.push(a);a=t.getObj()}e.mapBfRangeToArray(r,i,s)}}}throw new r.FormatError("Invalid bf range.")}function parseCidChar(e,t){for(;;){let a=t.getObj();if(a===n.EOF)break;if((0,n.isCmd)(a,"endcidchar"))return;expectString(a);const r=strToInt(a);a=t.getObj();expectInt(a);const i=a;e.mapOne(r,i)}}function parseCidRange(e,t){for(;;){let a=t.getObj();if(a===n.EOF)break;if((0,n.isCmd)(a,"endcidrange"))return;expectString(a);const r=strToInt(a);a=t.getObj();expectString(a);const i=strToInt(a);a=t.getObj();expectInt(a);const s=a;e.mapCidRange(r,i,s)}}function parseCodespaceRange(e,t){for(;;){let a=t.getObj();if(a===n.EOF)break;if((0,n.isCmd)(a,"endcodespacerange"))return;if("string"!=typeof a)break;const r=strToInt(a);a=t.getObj();if("string"!=typeof a)break;const i=strToInt(a);e.addCodespaceRange(a.length,r,i)}throw new r.FormatError("Invalid codespace range.")}function parseWMode(e,t){const a=t.getObj();Number.isInteger(a)&&(e.vertical=!!a)}function parseCMapName(e,t){const a=t.getObj();a instanceof n.Name&&(e.name=a.name)}async function parseCMap(e,t,a,i){let s,c;e:for(;;)try{const a=t.getObj();if(a===n.EOF)break;if(a instanceof n.Name){"WMode"===a.name?parseWMode(e,t):"CMapName"===a.name&&parseCMapName(e,t);s=a}else if(a instanceof n.Cmd)switch(a.cmd){case"endcmap":break e;case"usecmap":s instanceof n.Name&&(c=s.name);break;case"begincodespacerange":parseCodespaceRange(e,t);break;case"beginbfchar":parseBfChar(e,t);break;case"begincidchar":parseCidChar(e,t);break;case"beginbfrange":parseBfRange(e,t);break;case"begincidrange":parseCidRange(e,t)}}catch(e){if(e instanceof o.MissingDataException)throw e;(0,r.warn)("Invalid cMap data: "+e);continue}!i&&c&&(i=c);return i?extendCMap(e,a,i):e}async function extendCMap(e,t,a){e.useCMap=await createBuiltInCMap(a,t);if(0===e.numCodespaceRanges){const t=e.useCMap.codespaceRanges;for(let a=0;aextendCMap(i,t,e)));if(n===r.CMapCompressionType.NONE){const e=new s.Lexer(new c.Stream(a));return parseCMap(i,e,t,null)}throw new Error("TODO: Only BINARY/NONE CMap compression is currently supported.")}return{async create(e){const t=e.encoding,a=e.fetchBuiltInCMap,r=e.useCMap;if(t instanceof n.Name)return createBuiltInCMap(t.name,a);if(t instanceof i.BaseStream){const e=await parseCMap(new CMap,new s.Lexer(t),a,r);return e.isIdentityCMap?createBuiltInCMap(e.name,a):e}throw new Error("Encoding required.")}}}();t.CMapFactory=d},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.Parser=t.Linearization=t.Lexer=void 0;var r=a(2),n=a(5),i=a(6),s=a(18),o=a(20),c=a(21),l=a(23),h=a(24),u=a(27),d=a(29),f=a(31),g=a(10),p=a(32),m=a(33);function computeAdler32(e){const t=e.length;let a=1,r=0;for(let n=0;n>")&&this.buf1!==n.EOF;){if(!(this.buf1 instanceof n.Name)){(0,r.info)("Malformed dictionary: key must be a name object");this.shift();continue}const t=this.buf1.name;this.shift();if(this.buf1===n.EOF)break;s.set(t,this.getObj(e))}if(this.buf1===n.EOF){if(this.recoveryMode)return s;throw new i.ParserEOFException("End of file inside dictionary.")}if((0,n.isCmd)(this.buf2,"stream"))return this.allowStreams?this.makeStream(s,e):s;this.shift();return s;default:return t}if(Number.isInteger(t)){if(Number.isInteger(this.buf1)&&(0,n.isCmd)(this.buf2,"R")){const e=n.Ref.get(t,this.buf1);this.shift();this.shift();return e}return t}return"string"==typeof t&&e?e.decryptString(t):t}findDefaultInlineStreamEnd(e){const t=this.lexer,a=e.pos;let s,o,c=0;for(;-1!==(s=e.getByte());)if(0===c)c=69===s?1:0;else if(1===c)c=73===s?2:0;else{(0,r.assert)(2===c,"findDefaultInlineStreamEnd - invalid state.");if(32===s||10===s||13===s){o=e.pos;const a=e.peekBytes(10);for(let e=0,t=a.length;e127))){c=0;break}}if(2!==c)continue;if(t.knownCommands){const e=t.peekObj();e instanceof n.Cmd&&!t.knownCommands[e.cmd]&&(c=0)}else(0,r.warn)("findDefaultInlineStreamEnd - `lexer.knownCommands` is undefined.");if(2===c)break}else c=0}if(-1===s){(0,r.warn)("findDefaultInlineStreamEnd: Reached the end of the stream without finding a valid EI marker");if(o){(0,r.warn)('... trying to recover by using the last "EI" occurrence.');e.skip(-(e.pos-o))}}let l=4;e.skip(-l);s=e.peekByte();e.skip(l);(0,i.isWhiteSpace)(s)||l--;return e.pos-l-a}findDCTDecodeInlineStreamEnd(e){const t=e.pos;let a,n,i=!1;for(;-1!==(a=e.getByte());)if(255===a){switch(e.getByte()){case 0:break;case 255:e.skip(-1);break;case 217:i=!0;break;case 192:case 193:case 194:case 195:case 197:case 198:case 199:case 201:case 202:case 203:case 205:case 206:case 207:case 196:case 204:case 218:case 219:case 220:case 221:case 222:case 223:case 224:case 225:case 226:case 227:case 228:case 229:case 230:case 231:case 232:case 233:case 234:case 235:case 236:case 237:case 238:case 239:case 254:n=e.getUint16();n>2?e.skip(n-2):e.skip(-2)}if(i)break}const s=e.pos-t;if(-1===a){(0,r.warn)("Inline DCTDecode image stream: EOI marker not found, searching for /EI/ instead.");e.skip(-s);return this.findDefaultInlineStreamEnd(e)}this.inlineStreamSkipEI(e);return s}findASCII85DecodeInlineStreamEnd(e){const t=e.pos;let a;for(;-1!==(a=e.getByte());)if(126===a){const t=e.pos;a=e.peekByte();for(;(0,i.isWhiteSpace)(a);){e.skip();a=e.peekByte()}if(62===a){e.skip();break}if(e.pos>t){const t=e.peekBytes(2);if(69===t[0]&&73===t[1])break}}const n=e.pos-t;if(-1===a){(0,r.warn)("Inline ASCII85Decode image stream: EOD marker not found, searching for /EI/ instead.");e.skip(-n);return this.findDefaultInlineStreamEnd(e)}this.inlineStreamSkipEI(e);return n}findASCIIHexDecodeInlineStreamEnd(e){const t=e.pos;let a;for(;-1!==(a=e.getByte())&&62!==a;);const n=e.pos-t;if(-1===a){(0,r.warn)("Inline ASCIIHexDecode image stream: EOD marker not found, searching for /EI/ instead.");e.skip(-n);return this.findDefaultInlineStreamEnd(e)}this.inlineStreamSkipEI(e);return n}inlineStreamSkipEI(e){let t,a=0;for(;-1!==(t=e.getByte());)if(0===a)a=69===t?1:0;else if(1===a)a=73===t?2:0;else if(2===a)break}makeInlineImage(e){const t=this.lexer,a=t.stream,i=new n.Dict(this.xref);let s;for(;!(0,n.isCmd)(this.buf1,"ID")&&this.buf1!==n.EOF;){if(!(this.buf1 instanceof n.Name))throw new r.FormatError("Dictionary key must be a name object");const t=this.buf1.name;this.shift();if(this.buf1===n.EOF)break;i.set(t,this.getObj(e))}-1!==t.beginInlineImagePos&&(s=a.pos-t.beginInlineImagePos);const o=i.get("F","Filter");let c;if(o instanceof n.Name)c=o.name;else if(Array.isArray(o)){const e=this.xref.fetchIfRef(o[0]);e instanceof n.Name&&(c=e.name)}const l=a.pos;let h;switch(c){case"DCT":case"DCTDecode":h=this.findDCTDecodeInlineStreamEnd(a);break;case"A85":case"ASCII85Decode":h=this.findASCII85DecodeInlineStreamEnd(a);break;case"AHx":case"ASCIIHexDecode":h=this.findASCIIHexDecodeInlineStreamEnd(a);break;default:h=this.findDefaultInlineStreamEnd(a)}let u,d=a.makeSubStream(l,h,i);if(h<1e3&&s<5552){const e=d.getBytes();d.reset();const r=a.pos;a.pos=t.beginInlineImagePos;const i=a.getBytes(s);a.pos=r;u=computeAdler32(e)+"_"+computeAdler32(i);const o=this.imageCache[u];if(void 0!==o){this.buf2=n.Cmd.get("EI");this.shift();o.reset();return o}}e&&(d=e.createStream(d,h));d=this.filter(d,i,h);d.dict=i;if(void 0!==u){d.cacheKey=`inline_${h}_${u}`;this.imageCache[u]=d}this.buf2=n.Cmd.get("EI");this.shift();return d}_findStreamLength(e,t){const{stream:a}=this.lexer;a.pos=e;const r=t.length;for(;a.pos=r){a.pos+=s;return a.pos-e}s++}a.pos+=i}return-1}makeStream(e,t){const a=this.lexer;let s=a.stream;a.skipToNextLine();const o=s.pos-1;let c=e.get("Length");if(!Number.isInteger(c)){(0,r.info)(`Bad length "${c&&c.toString()}" in stream.`);c=0}s.pos=o+c;a.nextChar();if(this.tryShift()&&(0,n.isCmd)(this.buf2,"endstream"))this.shift();else{const e=new Uint8Array([101,110,100,115,116,114,101,97,109]);let t=this._findStreamLength(o,e);if(t<0){const a=1;for(let n=1;n<=a;n++){const a=e.length-n,c=e.slice(0,a),l=this._findStreamLength(o,c);if(l>=0){const e=s.peekBytes(a+1)[a];if(!(0,i.isWhiteSpace)(e))break;(0,r.info)(`Found "${(0,r.bytesToString)(c)}" when searching for endstream command.`);t=l;break}}if(t<0)throw new r.FormatError("Missing endstream command.")}c=t;a.nextChar();this.shift();this.shift()}this.shift();s=s.makeSubStream(o,c,e);t&&(s=t.createStream(s,c));s=this.filter(s,e,c);s.dict=e;return s}filter(e,t,a){let i=t.get("F","Filter"),s=t.get("DP","DecodeParms");if(i instanceof n.Name){Array.isArray(s)&&(0,r.warn)("/DecodeParms should not be an Array, when /Filter is a Name.");return this.makeFilter(e,i.name,a,s)}let o=a;if(Array.isArray(i)){const t=i,a=s;for(let c=0,l=t.length;c=48&&e<=57?15&e:e>=65&&e<=70||e>=97&&e<=102?9+(15&e):-1}class Lexer{constructor(e,t=null){this.stream=e;this.nextChar();this.strBuf=[];this.knownCommands=t;this._hexStringNumWarn=0;this.beginInlineImagePos=-1}nextChar(){return this.currentChar=this.stream.getByte()}peekChar(){return this.stream.peekByte()}getNumber(){let e=this.currentChar,t=!1,a=0,n=0;if(45===e){n=-1;e=this.nextChar();45===e&&(e=this.nextChar())}else if(43===e){n=1;e=this.nextChar()}if(10===e||13===e)do{e=this.nextChar()}while(10===e||13===e);if(46===e){a=10;e=this.nextChar()}if(e<48||e>57){if((0,i.isWhiteSpace)(e)||-1===e){if(10===a&&0===n){(0,r.warn)("Lexer.getNumber - treating a single decimal point as zero.");return 0}if(0===a&&-1===n){(0,r.warn)("Lexer.getNumber - treating a single minus sign as zero.");return 0}}throw new r.FormatError(`Invalid number: ${String.fromCharCode(e)} (charCode ${e})`)}n=n||1;let s=e-48,o=0,c=1;for(;(e=this.nextChar())>=0;)if(e>=48&&e<=57){const r=e-48;if(t)o=10*o+r;else{0!==a&&(a*=10);s=10*s+r}}else if(46===e){if(0!==a)break;a=1}else if(45===e)(0,r.warn)("Badly formatted number: minus sign in the middle");else{if(69!==e&&101!==e)break;e=this.peekChar();if(43===e||45===e){c=45===e?-1:1;this.nextChar()}else if(e<48||e>57)break;t=!0}0!==a&&(s/=a);t&&(s*=10**(c*o));return n*s}getString(){let e=1,t=!1;const a=this.strBuf;a.length=0;let n=this.nextChar();for(;;){let i=!1;switch(0|n){case-1:(0,r.warn)("Unterminated string");t=!0;break;case 40:++e;a.push("(");break;case 41:if(0==--e){this.nextChar();t=!0}else a.push(")");break;case 92:n=this.nextChar();switch(n){case-1:(0,r.warn)("Unterminated string");t=!0;break;case 110:a.push("\n");break;case 114:a.push("\r");break;case 116:a.push("\t");break;case 98:a.push("\b");break;case 102:a.push("\f");break;case 92:case 40:case 41:a.push(String.fromCharCode(n));break;case 48:case 49:case 50:case 51:case 52:case 53:case 54:case 55:let e=15&n;n=this.nextChar();i=!0;if(n>=48&&n<=55){e=(e<<3)+(15&n);n=this.nextChar();if(n>=48&&n<=55){i=!1;e=(e<<3)+(15&n)}}a.push(String.fromCharCode(e));break;case 13:10===this.peekChar()&&this.nextChar();break;case 10:break;default:a.push(String.fromCharCode(n))}break;default:a.push(String.fromCharCode(n))}if(t)break;i||(n=this.nextChar())}return a.join("")}getName(){let e,t;const a=this.strBuf;a.length=0;for(;(e=this.nextChar())>=0&&!b[e];)if(35===e){e=this.nextChar();if(b[e]){(0,r.warn)("Lexer_getName: NUMBER SIGN (#) should be followed by a hexadecimal number.");a.push("#");break}const n=toHexDigit(e);if(-1!==n){t=e;e=this.nextChar();const i=toHexDigit(e);if(-1===i){(0,r.warn)(`Lexer_getName: Illegal digit (${String.fromCharCode(e)}) in hexadecimal number.`);a.push("#",String.fromCharCode(t));if(b[e])break;a.push(String.fromCharCode(e));continue}a.push(String.fromCharCode(n<<4|i))}else a.push("#",String.fromCharCode(e))}else a.push(String.fromCharCode(e));a.length>127&&(0,r.warn)(`Name token is longer than allowed by the spec: ${a.length}`);return n.Name.get(a.join(""))}_hexStringWarn(e){5!=this._hexStringNumWarn++?this._hexStringNumWarn>5||(0,r.warn)(`getHexString - ignoring invalid character: ${e}`):(0,r.warn)("getHexString - ignoring additional invalid characters.")}getHexString(){const e=this.strBuf;e.length=0;let t,a,n=this.currentChar,i=!0;this._hexStringNumWarn=0;for(;;){if(n<0){(0,r.warn)("Unterminated hex string");break}if(62===n){this.nextChar();break}if(1!==b[n]){if(i){t=toHexDigit(n);if(-1===t){this._hexStringWarn(n);n=this.nextChar();continue}}else{a=toHexDigit(n);if(-1===a){this._hexStringWarn(n);n=this.nextChar();continue}e.push(String.fromCharCode(t<<4|a))}i=!i;n=this.nextChar()}else n=this.nextChar()}return e.join("")}getObj(){let e=!1,t=this.currentChar;for(;;){if(t<0)return n.EOF;if(e)10!==t&&13!==t||(e=!1);else if(37===t)e=!0;else if(1!==b[t])break;t=this.nextChar()}switch(0|t){case 48:case 49:case 50:case 51:case 52:case 53:case 54:case 55:case 56:case 57:case 43:case 45:case 46:return this.getNumber();case 40:return this.getString();case 47:return this.getName();case 91:this.nextChar();return n.Cmd.get("[");case 93:this.nextChar();return n.Cmd.get("]");case 60:t=this.nextChar();if(60===t){this.nextChar();return n.Cmd.get("<<")}return this.getHexString();case 62:t=this.nextChar();if(62===t){this.nextChar();return n.Cmd.get(">>")}return n.Cmd.get(">");case 123:this.nextChar();return n.Cmd.get("{");case 125:this.nextChar();return n.Cmd.get("}");case 41:this.nextChar();throw new r.FormatError(`Illegal character: ${t}`)}let a=String.fromCharCode(t);if(t<32||t>127){const e=this.peekChar();if(e>=32&&e<=127){this.nextChar();return n.Cmd.get(a)}}const i=this.knownCommands;let s=i&&void 0!==i[a];for(;(t=this.nextChar())>=0&&!b[t];){const e=a+String.fromCharCode(t);if(s&&void 0===i[e])break;if(128===a.length)throw new r.FormatError(`Command token too long: ${a.length}`);a=e;s=i&&void 0!==i[a]}if("true"===a)return!0;if("false"===a)return!1;if("null"===a)return null;"BI"===a&&(this.beginInlineImagePos=this.stream.pos);return n.Cmd.get(a)}peekObj(){const e=this.stream.pos,t=this.currentChar,a=this.beginInlineImagePos;let n;try{n=this.getObj()}catch(e){if(e instanceof i.MissingDataException)throw e;(0,r.warn)(`peekObj: ${e}`)}this.stream.pos=e;this.currentChar=t;this.beginInlineImagePos=a;return n}skipToNextLine(){let e=this.currentChar;for(;e>=0;){if(13===e){e=this.nextChar();10===e&&this.nextChar();break}if(10===e){this.nextChar();break}e=this.nextChar()}}}t.Lexer=Lexer;t.Linearization=class Linearization{static create(e){function getInt(e,t,a=!1){const r=e.get(t);if(Number.isInteger(r)&&(a?r>=0:r>0))return r;throw new Error(`The "${t}" parameter in the linearization dictionary is invalid.`)}const t=new Parser({lexer:new Lexer(e),xref:null}),a=t.getObj(),r=t.getObj(),i=t.getObj(),s=t.getObj();let o,c;if(!(Number.isInteger(a)&&Number.isInteger(r)&&(0,n.isCmd)(i,"obj")&&s instanceof n.Dict&&"number"==typeof(o=s.get("Linearized"))&&o>0))return null;if((c=getInt(s,"L"))!==e.length)throw new Error('The "L" parameter in the linearization dictionary does not equal the stream length.');return{length:c,hints:function getHints(e){const t=e.get("H");let a;if(Array.isArray(t)&&(2===(a=t.length)||4===a)){for(let e=0;e0))throw new Error(`Hint (${e}) in the linearization dictionary is invalid.`)}return t}throw new Error("Hint array in the linearization dictionary is invalid.")}(s),objectNumberFirst:getInt(s,"O"),endFirst:getInt(s,"E"),numPages:getInt(s,"N"),mainXRefEntriesOffset:getInt(s,"T"),pageFirst:s.has("P")?getInt(s,"P",!0):0}}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.Ascii85Stream=void 0;var r=a(19),n=a(6);class Ascii85Stream extends r.DecodeStream{constructor(e,t){t&&(t*=.8);super(t);this.str=e;this.dict=e.dict;this.input=new Uint8Array(5)}readBlock(){const e=this.str;let t=e.getByte();for(;(0,n.isWhiteSpace)(t);)t=e.getByte();if(-1===t||126===t){this.eof=!0;return}const a=this.bufferLength;let r,i;if(122===t){r=this.ensureBuffer(a+4);for(i=0;i<4;++i)r[a+i]=0;this.bufferLength+=4}else{const s=this.input;s[0]=t;for(i=1;i<5;++i){t=e.getByte();for(;(0,n.isWhiteSpace)(t);)t=e.getByte();s[i]=t;if(-1===t||126===t)break}r=this.ensureBuffer(a+i-1);this.bufferLength+=i-1;if(i<5){for(;i<5;++i)s[i]=117;this.eof=!0}let o=0;for(i=0;i<5;++i)o=85*o+(s[i]-33);for(i=3;i>=0;--i){r[a+i]=255&o;o>>=8}}}}t.Ascii85Stream=Ascii85Stream},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.StreamsSequenceStream=t.DecodeStream=void 0;var r=a(7),n=a(10);const i=new Uint8Array(0);class DecodeStream extends r.BaseStream{constructor(e){super();this._rawMinBufferLength=e||0;this.pos=0;this.bufferLength=0;this.eof=!1;this.buffer=i;this.minBufferLength=512;if(e)for(;this.minBufferLengthr&&(a=r)}else{for(;!this.eof;)this.readBlock();a=this.bufferLength}this.pos=a;return this.buffer.subarray(t,a)}reset(){this.pos=0}makeSubStream(e,t,a=null){if(void 0===t)for(;!this.eof;)this.readBlock();else{const a=e+t;for(;this.bufferLength<=a&&!this.eof;)this.readBlock()}return new n.Stream(this.buffer,e,t,a)}getBaseStreams(){return this.str?this.str.getBaseStreams():null}}t.DecodeStream=DecodeStream;t.StreamsSequenceStream=class StreamsSequenceStream extends DecodeStream{constructor(e,t=null){let a=0;for(const t of e)a+=t instanceof DecodeStream?t._rawMinBufferLength:t.length;super(a);this.streams=e;this._onError=t}readBlock(){const e=this.streams;if(0===e.length){this.eof=!0;return}const t=e.shift();let a;try{a=t.getBytes()}catch(e){if(this._onError){this._onError(e,t.dict&&t.dict.objId);return}throw e}const r=this.bufferLength,n=r+a.length;this.ensureBuffer(n).set(a,r);this.bufferLength=n}getBaseStreams(){const e=[];for(const t of this.streams){const a=t.getBaseStreams();a&&e.push(...a)}return e.length>0?e:null}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.AsciiHexStream=void 0;var r=a(19);class AsciiHexStream extends r.DecodeStream{constructor(e,t){t&&(t*=.5);super(t);this.str=e;this.dict=e.dict;this.firstDigit=-1}readBlock(){const e=this.str.getBytes(8e3);if(!e.length){this.eof=!0;return}const t=e.length+1>>1,a=this.ensureBuffer(this.bufferLength+t);let r=this.bufferLength,n=this.firstDigit;for(const t of e){let e;if(t>=48&&t<=57)e=15&t;else{if(!(t>=65&&t<=70||t>=97&&t<=102)){if(62===t){this.eof=!0;break}continue}e=9+(15&t)}if(n<0)n=e;else{a[r++]=n<<4|e;n=-1}}if(n>=0&&this.eof){a[r++]=n<<4;n=-1}this.firstDigit=n;this.bufferLength=r}}t.AsciiHexStream=AsciiHexStream},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.CCITTFaxStream=void 0;var r=a(22),n=a(19),i=a(5);class CCITTFaxStream extends n.DecodeStream{constructor(e,t,a){super(t);this.str=e;this.dict=e.dict;a instanceof i.Dict||(a=i.Dict.empty);const n={next:()=>e.getByte()};this.ccittFaxDecoder=new r.CCITTFaxDecoder(n,{K:a.get("K"),EndOfLine:a.get("EndOfLine"),EncodedByteAlign:a.get("EncodedByteAlign"),Columns:a.get("Columns"),Rows:a.get("Rows"),EndOfBlock:a.get("EndOfBlock"),BlackIs1:a.get("BlackIs1")})}readBlock(){for(;!this.eof;){const e=this.ccittFaxDecoder.readNextChar();if(-1===e){this.eof=!0;return}this.ensureBuffer(this.bufferLength+1);this.buffer[this.bufferLength++]=e}}}t.CCITTFaxStream=CCITTFaxStream},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.CCITTFaxDecoder=void 0;var r=a(2);const n=-1,i=[[-1,-1],[-1,-1],[7,8],[7,7],[6,6],[6,6],[6,5],[6,5],[4,0],[4,0],[4,0],[4,0],[4,0],[4,0],[4,0],[4,0],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,1],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,4],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[3,3],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2],[1,2]],s=[[-1,-1],[12,-2],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[11,1792],[11,1792],[12,1984],[12,2048],[12,2112],[12,2176],[12,2240],[12,2304],[11,1856],[11,1856],[11,1920],[11,1920],[12,2368],[12,2432],[12,2496],[12,2560]],o=[[-1,-1],[-1,-1],[-1,-1],[-1,-1],[8,29],[8,29],[8,30],[8,30],[8,45],[8,45],[8,46],[8,46],[7,22],[7,22],[7,22],[7,22],[7,23],[7,23],[7,23],[7,23],[8,47],[8,47],[8,48],[8,48],[6,13],[6,13],[6,13],[6,13],[6,13],[6,13],[6,13],[6,13],[7,20],[7,20],[7,20],[7,20],[8,33],[8,33],[8,34],[8,34],[8,35],[8,35],[8,36],[8,36],[8,37],[8,37],[8,38],[8,38],[7,19],[7,19],[7,19],[7,19],[8,31],[8,31],[8,32],[8,32],[6,1],[6,1],[6,1],[6,1],[6,1],[6,1],[6,1],[6,1],[6,12],[6,12],[6,12],[6,12],[6,12],[6,12],[6,12],[6,12],[8,53],[8,53],[8,54],[8,54],[7,26],[7,26],[7,26],[7,26],[8,39],[8,39],[8,40],[8,40],[8,41],[8,41],[8,42],[8,42],[8,43],[8,43],[8,44],[8,44],[7,21],[7,21],[7,21],[7,21],[7,28],[7,28],[7,28],[7,28],[8,61],[8,61],[8,62],[8,62],[8,63],[8,63],[8,0],[8,0],[8,320],[8,320],[8,384],[8,384],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,10],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[5,11],[7,27],[7,27],[7,27],[7,27],[8,59],[8,59],[8,60],[8,60],[9,1472],[9,1536],[9,1600],[9,1728],[7,18],[7,18],[7,18],[7,18],[7,24],[7,24],[7,24],[7,24],[8,49],[8,49],[8,50],[8,50],[8,51],[8,51],[8,52],[8,52],[7,25],[7,25],[7,25],[7,25],[8,55],[8,55],[8,56],[8,56],[8,57],[8,57],[8,58],[8,58],[6,192],[6,192],[6,192],[6,192],[6,192],[6,192],[6,192],[6,192],[6,1664],[6,1664],[6,1664],[6,1664],[6,1664],[6,1664],[6,1664],[6,1664],[8,448],[8,448],[8,512],[8,512],[9,704],[9,768],[8,640],[8,640],[8,576],[8,576],[9,832],[9,896],[9,960],[9,1024],[9,1088],[9,1152],[9,1216],[9,1280],[9,1344],[9,1408],[7,256],[7,256],[7,256],[7,256],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,2],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[4,3],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,128],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,8],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[5,9],[6,16],[6,16],[6,16],[6,16],[6,16],[6,16],[6,16],[6,16],[6,17],[6,17],[6,17],[6,17],[6,17],[6,17],[6,17],[6,17],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,4],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[4,5],[6,14],[6,14],[6,14],[6,14],[6,14],[6,14],[6,14],[6,14],[6,15],[6,15],[6,15],[6,15],[6,15],[6,15],[6,15],[6,15],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[5,64],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,6],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7],[4,7]],c=[[-1,-1],[-1,-1],[12,-2],[12,-2],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[-1,-1],[11,1792],[11,1792],[11,1792],[11,1792],[12,1984],[12,1984],[12,2048],[12,2048],[12,2112],[12,2112],[12,2176],[12,2176],[12,2240],[12,2240],[12,2304],[12,2304],[11,1856],[11,1856],[11,1856],[11,1856],[11,1920],[11,1920],[11,192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CCITTFaxDecoder{constructor(e,t={}){if(!e||"function"!=typeof e.next)throw new Error('CCITTFaxDecoder - invalid "source" parameter.');this.source=e;this.eof=!1;this.encoding=t.K||0;this.eoline=t.EndOfLine||!1;this.byteAlign=t.EncodedByteAlign||!1;this.columns=t.Columns||1728;this.rows=t.Rows||0;let a,r=t.EndOfBlock;null==r&&(r=!0);this.eoblock=r;this.black=t.BlackIs1||!1;this.codingLine=new Uint32Array(this.columns+1);this.refLine=new Uint32Array(this.columns+2);this.codingLine[0]=this.columns;this.codingPos=0;this.row=0;this.nextLine2D=this.encoding<0;this.inputBits=0;this.inputBuf=0;this.outputBits=0;this.rowsDone=!1;for(;0===(a=this._lookBits(12));)this._eatBits(1);1===a&&this._eatBits(12);if(this.encoding>0){this.nextLine2D=!this._lookBits(1);this._eatBits(1)}}readNextChar(){if(this.eof)return-1;const e=this.refLine,t=this.codingLine,a=this.columns;let i,s,o,c,l;if(0===this.outputBits){this.rowsDone&&(this.eof=!0);if(this.eof)return-1;this.err=!1;let o,l,h;if(this.nextLine2D){for(c=0;t[c]=64);do{l+=h=this._getWhiteCode()}while(h>=64)}else{do{o+=h=this._getWhiteCode()}while(h>=64);do{l+=h=this._getBlackCode()}while(h>=64)}this._addPixels(t[this.codingPos]+o,s);t[this.codingPos]0?--i:++i;for(;e[i]<=t[this.codingPos]&&e[i]0?--i:++i;for(;e[i]<=t[this.codingPos]&&e[i]0?--i:++i;for(;e[i]<=t[this.codingPos]&&e[i]=64);else do{o+=h=this._getWhiteCode()}while(h>=64);this._addPixels(t[this.codingPos]+o,s);s^=1}}let u=!1;this.byteAlign&&(this.inputBits&=-8);if(this.eoblock||this.row!==this.rows-1){o=this._lookBits(12);if(this.eoline)for(;o!==n&&1!==o;){this._eatBits(1);o=this._lookBits(12)}else for(;0===o;){this._eatBits(1);o=this._lookBits(12)}if(1===o){this._eatBits(12);u=!0}else o===n&&(this.eof=!0)}else this.rowsDone=!0;if(!this.eof&&this.encoding>0&&!this.rowsDone){this.nextLine2D=!this._lookBits(1);this._eatBits(1)}if(this.eoblock&&u&&this.byteAlign){o=this._lookBits(12);if(1===o){this._eatBits(12);if(this.encoding>0){this._lookBits(1);this._eatBits(1)}if(this.encoding>=0)for(c=0;c<4;++c){o=this._lookBits(12);1!==o&&(0,r.info)("bad rtc code: "+o);this._eatBits(12);if(this.encoding>0){this._lookBits(1);this._eatBits(1)}}this.eof=!0}}else if(this.err&&this.eoline){for(;;){o=this._lookBits(13);if(o===n){this.eof=!0;return-1}if(o>>1==1)break;this._eatBits(1)}this._eatBits(12);if(this.encoding>0){this._eatBits(1);this.nextLine2D=!(1&o)}}t[0]>0?this.outputBits=t[this.codingPos=0]:this.outputBits=t[this.codingPos=1];this.row++}if(this.outputBits>=8){l=1&this.codingPos?0:255;this.outputBits-=8;if(0===this.outputBits&&t[this.codingPos]o){l<<=o;1&this.codingPos||(l|=255>>8-o);this.outputBits-=o;o=0}else{l<<=this.outputBits;1&this.codingPos||(l|=255>>8-this.outputBits);o-=this.outputBits;this.outputBits=0;if(t[this.codingPos]0){l<<=o;o=0}}}while(o)}this.black&&(l^=255);return l}_addPixels(e,t){const a=this.codingLine;let n=this.codingPos;if(e>a[n]){if(e>this.columns){(0,r.info)("row is wrong length");this.err=!0;e=this.columns}1&n^t&&++n;a[n]=e}this.codingPos=n}_addPixelsNeg(e,t){const a=this.codingLine;let n=this.codingPos;if(e>a[n]){if(e>this.columns){(0,r.info)("row is wrong length");this.err=!0;e=this.columns}1&n^t&&++n;a[n]=e}else if(e0&&e=i){const t=a[e-i];if(t[0]===r){this._eatBits(r);return[!0,t[1],!0]}}}return[!1,0,!1]}_getTwoDimCode(){let e,t=0;if(this.eoblock){t=this._lookBits(7);e=i[t];if(e&&e[0]>0){this._eatBits(e[0]);return e[1]}}else{const e=this._findTableCode(1,7,i);if(e[0]&&e[2])return e[1]}(0,r.info)("Bad two dim code");return n}_getWhiteCode(){let e,t=0;if(this.eoblock){t=this._lookBits(12);if(t===n)return 1;e=t>>5==0?s[t]:o[t>>3];if(e[0]>0){this._eatBits(e[0]);return e[1]}}else{let e=this._findTableCode(1,9,o);if(e[0])return e[1];e=this._findTableCode(11,12,s);if(e[0])return e[1]}(0,r.info)("bad white code");this._eatBits(1);return 1}_getBlackCode(){let e,t;if(this.eoblock){e=this._lookBits(13);if(e===n)return 1;t=e>>7==0?c[e]:e>>9==0&&e>>7!=0?l[(e>>1)-64]:h[e>>7];if(t[0]>0){this._eatBits(t[0]);return t[1]}}else{let e=this._findTableCode(2,6,h);if(e[0])return e[1];e=this._findTableCode(7,12,l,64);if(e[0])return e[1];e=this._findTableCode(10,13,c);if(e[0])return e[1]}(0,r.info)("bad black code");this._eatBits(1);return 1}_lookBits(e){let t;for(;this.inputBits>16-e;this.inputBuf=this.inputBuf<<8|t;this.inputBits+=8}return this.inputBuf>>this.inputBits-e&65535>>16-e}_eatBits(e){(this.inputBits-=e)<0&&(this.inputBits=0)}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.FlateStream=void 0;var r=a(19),n=a(2);const i=new Int32Array([16,17,18,0,8,7,9,6,10,5,11,4,12,3,13,2,14,1,15]),s=new Int32Array([3,4,5,6,7,8,9,10,65547,65549,65551,65553,131091,131095,131099,131103,196643,196651,196659,196667,262211,262227,262243,262259,327811,327843,327875,327907,258,258,258]),o=new Int32Array([1,2,3,4,65541,65543,131081,131085,196625,196633,262177,262193,327745,327777,393345,393409,459009,459137,524801,525057,590849,591361,657409,658433,724993,727041,794625,798721,868353,876545]),c=[new Int32Array([459008,524368,524304,524568,459024,524400,524336,590016,459016,524384,524320,589984,524288,524416,524352,590048,459012,524376,524312,589968,459028,524408,524344,590032,459020,524392,524328,59e4,524296,524424,524360,590064,459010,524372,524308,524572,459026,524404,524340,590024,459018,524388,524324,589992,524292,524420,524356,590056,459014,524380,524316,589976,459030,524412,524348,590040,459022,524396,524332,590008,524300,524428,524364,590072,459009,524370,524306,524570,459025,524402,524338,590020,459017,524386,524322,589988,524290,524418,524354,590052,459013,524378,524314,589972,459029,524410,524346,590036,459021,524394,524330,590004,524298,524426,524362,590068,459011,524374,524310,524574,459027,524406,524342,590028,459019,524390,524326,589996,524294,524422,524358,590060,459015,524382,524318,589980,459031,524414,524350,590044,459023,524398,524334,590012,524302,524430,524366,590076,459008,524369,524305,524569,459024,524401,524337,590018,459016,524385,524321,589986,524289,524417,524353,590050,459012,524377,524313,589970,459028,524409,524345,590034,459020,524393,524329,590002,524297,524425,524361,590066,459010,524373,524309,524573,459026,524405,524341,590026,459018,524389,524325,589994,524293,524421,524357,590058,459014,524381,524317,589978,459030,524413,524349,590042,459022,524397,524333,590010,524301,524429,524365,590074,459009,524371,524307,524571,459025,524403,524339,590022,459017,524387,524323,589990,524291,524419,524355,590054,459013,524379,524315,589974,459029,524411,524347,590038,459021,524395,524331,590006,524299,524427,524363,590070,459011,524375,524311,524575,459027,524407,524343,590030,459019,524391,524327,589998,524295,524423,524359,590062,459015,524383,524319,589982,459031,524415,524351,590046,459023,524399,524335,590014,524303,524431,524367,590078,459008,524368,524304,524568,459024,524400,524336,590017,459016,524384,524320,589985,524288,524416,524352,590049,459012,524376,524312,589969,459028,524408,524344,590033,459020,524392,524328,590001,524296,524424,524360,590065,459010,524372,524308,524572,459026,524404,524340,590025,459018,524388,524324,589993,524292,524420,524356,590057,459014,524380,524316,589977,459030,524412,524348,590041,459022,524396,524332,590009,524300,524428,524364,590073,459009,524370,524306,524570,459025,524402,524338,590021,459017,524386,524322,589989,524290,524418,524354,590053,459013,524378,524314,589973,459029,524410,524346,590037,459021,524394,524330,590005,524298,524426,524362,590069,459011,524374,524310,524574,459027,524406,524342,590029,459019,524390,524326,589997,524294,524422,524358,590061,459015,524382,524318,589981,459031,524414,524350,590045,459023,524398,524334,590013,524302,524430,524366,590077,459008,524369,524305,524569,459024,524401,524337,590019,459016,524385,524321,589987,524289,524417,524353,590051,459012,524377,524313,589971,459028,524409,524345,590035,459020,524393,524329,590003,524297,524425,524361,590067,459010,524373,524309,524573,459026,524405,524341,590027,459018,524389,524325,589995,524293,524421,524357,590059,459014,524381,524317,589979,459030,524413,524349,590043,459022,524397,524333,590011,524301,524429,524365,590075,459009,524371,524307,524571,459025,524403,524339,590023,459017,524387,524323,589991,524291,524419,524355,590055,459013,524379,524315,589975,459029,524411,524347,590039,459021,524395,524331,590007,524299,524427,524363,590071,459011,524375,524311,524575,459027,524407,524343,590031,459019,524391,524327,589999,524295,524423,524359,590063,459015,524383,524319,589983,459031,524415,524351,590047,459023,524399,524335,590015,524303,524431,524367,590079]),9],l=[new Int32Array([327680,327696,327688,327704,327684,327700,327692,327708,327682,327698,327690,327706,327686,327702,327694,0,327681,327697,327689,327705,327685,327701,327693,327709,327683,327699,327691,327707,327687,327703,327695,0]),5];class FlateStream extends r.DecodeStream{constructor(e,t){super(t);this.str=e;this.dict=e.dict;const a=e.getByte(),r=e.getByte();if(-1===a||-1===r)throw new n.FormatError(`Invalid header in flate stream: ${a}, ${r}`);if(8!=(15&a))throw new n.FormatError(`Unknown compression method in flate stream: ${a}, ${r}`);if(((a<<8)+r)%31!=0)throw new n.FormatError(`Bad FCHECK in flate stream: ${a}, ${r}`);if(32&r)throw new n.FormatError(`FDICT bit set in flate stream: ${a}, ${r}`);this.codeSize=0;this.codeBuf=0}getBits(e){const t=this.str;let a,r=this.codeSize,i=this.codeBuf;for(;r>e;this.codeSize=r-=e;return a}getCode(e){const t=this.str,a=e[0],r=e[1];let i,s=this.codeSize,o=this.codeBuf;for(;s>16,h=65535&c;if(l<1||s>l;this.codeSize=s-l;return h}generateHuffmanTable(e){const t=e.length;let a,r=0;for(a=0;ar&&(r=e[a]);const n=1<>=1}for(a=e;a>=1;if(0===u){let t;if(-1===(t=a.getByte()))throw new n.FormatError("Bad block header in flate stream");let r=t;if(-1===(t=a.getByte()))throw new n.FormatError("Bad block header in flate stream");r|=t<<8;if(-1===(t=a.getByte()))throw new n.FormatError("Bad block header in flate stream");let i=t;if(-1===(t=a.getByte()))throw new n.FormatError("Bad block header in flate stream");i|=t<<8;if(i!==(65535&~r)&&(0!==r||0!==i))throw new n.FormatError("Bad uncompressed block length in flate stream");this.codeBuf=0;this.codeSize=0;const s=this.bufferLength,o=s+r;e=this.ensureBuffer(o);this.bufferLength=o;if(0===r)-1===a.peekByte()&&(this.eof=!0);else{const t=a.getBytes(r);e.set(t,s);t.length0;)u[o++]=g}r=this.generateHuffmanTable(u.subarray(0,e));h=this.generateHuffmanTable(u.subarray(e,l))}}e=this.buffer;let d=e?e.length:0,f=this.bufferLength;for(;;){let a=this.getCode(r);if(a<256){if(f+1>=d){e=this.ensureBuffer(f+1);d=e.length}e[f++]=a;continue}if(256===a){this.bufferLength=f;return}a-=257;a=s[a];let n=a>>16;n>0&&(n=this.getBits(n));t=(65535&a)+n;a=this.getCode(h);a=o[a];n=a>>16;n>0&&(n=this.getBits(n));const i=(65535&a)+n;if(f+t>=d){e=this.ensureBuffer(f+t);d=e.length}for(let a=0;a{Object.defineProperty(t,"__esModule",{value:!0});t.Jbig2Stream=void 0;var r=a(7),n=a(19),i=a(5),s=a(25),o=a(2);class Jbig2Stream extends n.DecodeStream{constructor(e,t,a){super(t);this.stream=e;this.dict=e.dict;this.maybeLength=t;this.params=a}get bytes(){return(0,o.shadow)(this,"bytes",this.stream.getBytes(this.maybeLength))}ensureBuffer(e){}readBlock(){if(this.eof)return;const e=new s.Jbig2Image,t=[];if(this.params instanceof i.Dict){const e=this.params.get("JBIG2Globals");if(e instanceof r.BaseStream){const a=e.getBytes();t.push({data:a,start:0,end:a.length})}}t.push({data:this.bytes,start:0,end:this.bytes.length});const a=e.parseChunks(t),n=a.length;for(let e=0;e{Object.defineProperty(t,"__esModule",{value:!0});t.Jbig2Image=void 0;var r=a(2),n=a(6),i=a(26),s=a(22);class Jbig2Error extends r.BaseException{constructor(e){super(`JBIG2 error: ${e}`,"Jbig2Error")}}class ContextCache{getContexts(e){return e in this?this[e]:this[e]=new Int8Array(65536)}}class DecodingContext{constructor(e,t,a){this.data=e;this.start=t;this.end=a}get decoder(){const e=new i.ArithmeticDecoder(this.data,this.start,this.end);return(0,r.shadow)(this,"decoder",e)}get contextCache(){const e=new ContextCache;return(0,r.shadow)(this,"contextCache",e)}}function decodeInteger(e,t,a){const r=e.getContexts(t);let n=1;function readBits(e){let t=0;for(let i=0;i>>0}const i=readBits(1),s=readBits(1)?readBits(1)?readBits(1)?readBits(1)?readBits(1)?readBits(32)+4436:readBits(12)+340:readBits(8)+84:readBits(6)+20:readBits(4)+4:readBits(2);return 0===i?s:s>0?-s:null}function decodeIAID(e,t,a){const r=e.getContexts("IAID");let n=1;for(let e=0;e=O&&j=T){q=q<<1&y;for(b=0;b=0&&_=0){U=N[$][_];U&&(q|=U<=e?l<<=1:l=l<<1|C[o][c]}for(p=0;p=x||c<0||c>=S?l<<=1:l=l<<1|r[o][c]}const h=v.readBit(F,l);t[s]=h}}return C}function decodeTextRegion(e,t,a,r,n,i,s,o,c,l,h,u,d,f,g,p,m,b,y){if(e&&t)throw new Jbig2Error("refinement with Huffman is not supported");const w=[];let S,x;for(S=0;S1&&(n=e?y.readBits(b):decodeInteger(C,"IAIT",k));const i=s*v+n,F=e?f.symbolIDTable.decode(y):decodeIAID(C,k,c),O=t&&(e?y.readBit():decodeInteger(C,"IARI",k));let T=o[F],M=T[0].length,E=T.length;if(O){const e=decodeInteger(C,"IARDW",k),t=decodeInteger(C,"IARDH",k),a=decodeInteger(C,"IARDX",k),r=decodeInteger(C,"IARDY",k);M+=e;E+=t;T=decodeRefinement(M,E,g,T,(e>>1)+a,(t>>1)+r,!1,p,m)}const D=i-(1&u?0:E-1),N=r-(2&u?M-1:0);let R,L,j;if(l){for(R=0;R>5&7;const h=[31&c];let u=t+6;if(7===c){l=536870911&(0,n.readUint32)(e,u-1);u+=3;let t=l+7>>3;h[0]=e[u++];for(;--t>0;)h.push(e[u++])}else if(5===c||6===c)throw new Jbig2Error("invalid referred-to flags");a.retainBits=h;let f=4;a.number<=256?f=1:a.number<=65536&&(f=2);const g=[];let p,m;for(p=0;p>>24&255;i[3]=t.height>>16&255;i[4]=t.height>>8&255;i[5]=255&t.height;for(p=u,m=e.length;p>2&3;e.huffmanDWSelector=t>>4&3;e.bitmapSizeSelector=t>>6&1;e.aggregationInstancesSelector=t>>7&1;e.bitmapCodingContextUsed=!!(256&t);e.bitmapCodingContextRetained=!!(512&t);e.template=t>>10&3;e.refinementTemplate=t>>12&1;h+=2;if(!e.huffman){l=0===e.template?4:1;o=[];for(c=0;c>2&3;u.stripSize=1<>4&3;u.transposed=!!(64&f);u.combinationOperator=f>>7&3;u.defaultPixelValue=f>>9&1;u.dsOffset=f<<17>>27;u.refinementTemplate=f>>15&1;if(u.huffman){const e=(0,n.readUint16)(r,h);h+=2;u.huffmanFS=3&e;u.huffmanDS=e>>2&3;u.huffmanDT=e>>4&3;u.huffmanRefinementDW=e>>6&3;u.huffmanRefinementDH=e>>8&3;u.huffmanRefinementDX=e>>10&3;u.huffmanRefinementDY=e>>12&3;u.huffmanRefinementSizeSelector=!!(16384&e)}if(u.refinement&&!u.refinementTemplate){o=[];for(c=0;c<2;c++){o.push({x:(0,n.readInt8)(r,h),y:(0,n.readInt8)(r,h+1)});h+=2}u.refinementAt=o}u.numberOfSymbolInstances=(0,n.readUint32)(r,h);h+=4;s=[u,a.referredTo,r,h,i];break;case 16:const g={},p=r[h++];g.mmr=!!(1&p);g.template=p>>1&3;g.patternWidth=r[h++];g.patternHeight=r[h++];g.maxPatternIndex=(0,n.readUint32)(r,h);h+=4;s=[g,a.number,r,h,i];break;case 22:case 23:const m={};m.info=readRegionSegmentInformation(r,h);h+=d;const b=r[h++];m.mmr=!!(1&b);m.template=b>>1&3;m.enableSkip=!!(8&b);m.combinationOperator=b>>4&7;m.defaultPixelValue=b>>7&1;m.gridWidth=(0,n.readUint32)(r,h);h+=4;m.gridHeight=(0,n.readUint32)(r,h);h+=4;m.gridOffsetX=4294967295&(0,n.readUint32)(r,h);h+=4;m.gridOffsetY=4294967295&(0,n.readUint32)(r,h);h+=4;m.gridVectorX=(0,n.readUint16)(r,h);h+=2;m.gridVectorY=(0,n.readUint16)(r,h);h+=2;s=[m,a.referredTo,r,h,i];break;case 38:case 39:const y={};y.info=readRegionSegmentInformation(r,h);h+=d;const w=r[h++];y.mmr=!!(1&w);y.template=w>>1&3;y.prediction=!!(8&w);if(!y.mmr){l=0===y.template?4:1;o=[];for(c=0;c>2&1;S.combinationOperator=x>>3&3;S.requiresBuffer=!!(32&x);S.combinationOperatorOverride=!!(64&x);s=[S];break;case 49:case 50:case 51:case 62:break;case 53:s=[a.number,r,h,i];break;default:throw new Jbig2Error(`segment type ${a.typeName}(${a.type}) is not implemented`)}const u="on"+a.typeName;u in t&&t[u].apply(t,s)}function processSegments(e,t){for(let a=0,r=e.length;a>3,a=new Uint8ClampedArray(t*e.height);e.defaultPixelValue&&a.fill(255);this.buffer=a}drawBitmap(e,t){const a=this.currentPageInfo,r=e.width,n=e.height,i=a.width+7>>3,s=a.combinationOperatorOverride?e.combinationOperator:a.combinationOperator,o=this.buffer,c=128>>(7&e.x);let l,h,u,d,f=e.y*i+(e.x>>3);switch(s){case 0:for(l=0;l>=1;if(!u){u=128;d++}}f+=i}break;case 2:for(l=0;l>=1;if(!u){u=128;d++}}f+=i}break;default:throw new Jbig2Error(`operator ${s} is not supported`)}}onImmediateGenericRegion(e,t,a,r){const n=e.info,i=new DecodingContext(t,a,r),s=decodeBitmap(e.mmr,n.width,n.height,e.template,e.prediction,null,e.at,i);this.drawBitmap(n,s)}onImmediateLosslessGenericRegion(){this.onImmediateGenericRegion(...arguments)}onSymbolDictionary(e,t,a,r,i,s){let o,c;if(e.huffman){o=function getSymbolDictionaryHuffmanTables(e,t,a){let r,n,i,s,o=0;switch(e.huffmanDHSelector){case 0:case 1:r=getStandardTable(e.huffmanDHSelector+4);break;case 3:r=getCustomHuffmanTable(o,t,a);o++;break;default:throw new Jbig2Error("invalid Huffman DH selector")}switch(e.huffmanDWSelector){case 0:case 1:n=getStandardTable(e.huffmanDWSelector+2);break;case 3:n=getCustomHuffmanTable(o,t,a);o++;break;default:throw new Jbig2Error("invalid Huffman DW selector")}if(e.bitmapSizeSelector){i=getCustomHuffmanTable(o,t,a);o++}else i=getStandardTable(1);s=e.aggregationInstancesSelector?getCustomHuffmanTable(o,t,a):getStandardTable(1);return{tableDeltaHeight:r,tableDeltaWidth:n,tableBitmapSize:i,tableAggregateInstances:s}}(e,a,this.customTables);c=new Reader(r,i,s)}let l=this.symbols;l||(this.symbols=l={});const h=[];for(const e of a){const t=l[e];t&&h.push(...t)}const u=new DecodingContext(r,i,s);l[t]=function decodeSymbolDictionary(e,t,a,r,i,s,o,c,l,h,u,d){if(e&&t)throw new Jbig2Error("symbol refinement with Huffman is not supported");const f=[];let g=0,p=(0,n.log2)(a.length+r);const m=u.decoder,b=u.contextCache;let y,w;if(e){y=getStandardTable(1);w=[];p=Math.max(p,1)}for(;f.length1)y=decodeTextRegion(e,t,r,g,0,n,1,a.concat(f),p,0,0,1,0,s,l,h,u,0,d);else{const e=decodeIAID(b,m,p),t=decodeInteger(b,"IARDX",m),n=decodeInteger(b,"IARDY",m);y=decodeRefinement(r,g,l,e=32){let a,r,s;switch(t){case 32:if(0===e)throw new Jbig2Error("no previous value in symbol ID table");r=n.readBits(2)+3;a=i[e-1].prefixLength;break;case 33:r=n.readBits(3)+3;a=0;break;case 34:r=n.readBits(7)+11;a=0;break;default:throw new Jbig2Error("invalid code length in symbol ID table")}for(s=0;s=0;b--){M=e?decodeMMRBitmap(T,l,h,!0):decodeBitmap(!1,l,h,a,!1,null,F,p);O[b]=M}for(E=0;E=0;y--){N^=O[y][E][D];R|=N<>8;$=d+E*f-D*g>>8;if(j>=0&&j+k<=r&&$>=0&&$+C<=i)for(b=0;b=i)){U=m[t];_=L[b];for(y=0;y=0&&e>1&7),l=1+(r>>4&7),h=[];let u,d,f=i;do{u=o.readBits(c);d=o.readBits(l);h.push(new HuffmanLine([f,u,d,0]));f+=1<>t&1;if(t<=0)this.children[a]=new HuffmanTreeNode(e);else{let r=this.children[a];r||(this.children[a]=r=new HuffmanTreeNode(null));r.buildTree(e,t-1)}}decodeNode(e){if(this.isLeaf){if(this.isOOB)return null;const t=e.readBits(this.rangeLength);return this.rangeLow+(this.isLowerRange?-t:t)}const t=this.children[e.readBit()];if(!t)throw new Jbig2Error("invalid Huffman data");return t.decodeNode(e)}}class HuffmanTable{constructor(e,t){t||this.assignPrefixCodes(e);this.rootNode=new HuffmanTreeNode(null);for(let t=0,a=e.length;t0&&this.rootNode.buildTree(a,a.prefixLength-1)}}decode(e){return this.rootNode.decodeNode(e)}assignPrefixCodes(e){const t=e.length;let a=0;for(let r=0;r=this.end)throw new Jbig2Error("end of data while reading bit");this.currentByte=this.data[this.position++];this.shift=7}const e=this.currentByte>>this.shift&1;this.shift--;return e}readBits(e){let t,a=0;for(t=e-1;t>=0;t--)a|=this.readBit()<=this.end?-1:this.data[this.position++]}}function getCustomHuffmanTable(e,t,a){let r=0;for(let n=0,i=t.length;n>a&1;a--}}if(r&&!l){const e=5;for(let t=0;t{Object.defineProperty(t,"__esModule",{value:!0});t.ArithmeticDecoder=void 0;const a=[{qe:22017,nmps:1,nlps:1,switchFlag:1},{qe:13313,nmps:2,nlps:6,switchFlag:0},{qe:6145,nmps:3,nlps:9,switchFlag:0},{qe:2753,nmps:4,nlps:12,switchFlag:0},{qe:1313,nmps:5,nlps:29,switchFlag:0},{qe:545,nmps:38,nlps:33,switchFlag:0},{qe:22017,nmps:7,nlps:6,switchFlag:1},{qe:21505,nmps:8,nlps:14,switchFlag:0},{qe:18433,nmps:9,nlps:14,switchFlag:0},{qe:14337,nmps:10,nlps:14,switchFlag:0},{qe:12289,nmps:11,nlps:17,switchFlag:0},{qe:9217,nmps:12,nlps:18,switchFlag:0},{qe:7169,nmps:13,nlps:20,switchFlag:0},{qe:5633,nmps:29,nlps:21,switchFlag:0},{qe:22017,nmps:15,nlps:14,switchFlag:1},{qe:21505,nmps:16,nlps:14,switchFlag:0},{qe:20737,nmps:17,nlps:15,switchFlag:0},{qe:18433,nmps:18,nlps:16,switchFlag:0},{qe:14337,nmps:19,nlps:17,switchFlag:0},{qe:13313,nmps:20,nlps:18,switchFlag:0},{qe:12289,nmps:21,nlps:19,switchFlag:0},{qe:10241,nmps:22,nlps:19,switchFlag:0},{qe:9217,nmps:23,nlps:20,switchFlag:0},{qe:8705,nmps:24,nlps:21,switchFlag:0},{qe:7169,nmps:25,nlps:22,switchFlag:0},{qe:6145,nmps:26,nlps:23,switchFlag:0},{qe:5633,nmps:27,nlps:24,switchFlag:0},{qe:5121,nmps:28,nlps:25,switchFlag:0},{qe:4609,nmps:29,nlps:26,switchFlag:0},{qe:4353,nmps:30,nlps:27,switchFlag:0},{qe:2753,nmps:31,nlps:28,switchFlag:0},{qe:2497,nmps:32,nlps:29,switchFlag:0},{qe:2209,nmps:33,nlps:30,switchFlag:0},{qe:1313,nmps:34,nlps:31,switchFlag:0},{qe:1089,nmps:35,nlps:32,switchFlag:0},{qe:673,nmps:36,nlps:33,switchFlag:0},{qe:545,nmps:37,nlps:34,switchFlag:0},{qe:321,nmps:38,nlps:35,switchFlag:0},{qe:273,nmps:39,nlps:36,switchFlag:0},{qe:133,nmps:40,nlps:37,switchFlag:0},{qe:73,nmps:41,nlps:38,switchFlag:0},{qe:37,nmps:42,nlps:39,switchFlag:0},{qe:21,nmps:43,nlps:40,switchFlag:0},{qe:9,nmps:44,nlps:41,switchFlag:0},{qe:5,nmps:45,nlps:42,switchFlag:0},{qe:1,nmps:45,nlps:43,switchFlag:0},{qe:22017,nmps:46,nlps:46,switchFlag:0}];t.ArithmeticDecoder=class ArithmeticDecoder{constructor(e,t,a){this.data=e;this.bp=t;this.dataEnd=a;this.chigh=e[t];this.clow=0;this.byteIn();this.chigh=this.chigh<<7&65535|this.clow>>9&127;this.clow=this.clow<<7&65535;this.ct-=7;this.a=32768}byteIn(){const e=this.data;let t=this.bp;if(255===e[t])if(e[t+1]>143){this.clow+=65280;this.ct=8}else{t++;this.clow+=e[t]<<9;this.ct=7;this.bp=t}else{t++;this.clow+=t65535){this.chigh+=this.clow>>16;this.clow&=65535}}readBit(e,t){let r=e[t]>>1,n=1&e[t];const i=a[r],s=i.qe;let o,c=this.a-s;if(this.chigh>15&1;this.clow=this.clow<<1&65535;this.ct--}while(0==(32768&c));this.a=c;e[t]=r<<1|n;return o}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.JpegStream=void 0;var r=a(19),n=a(5),i=a(28),s=a(2);class JpegStream extends r.DecodeStream{constructor(e,t,a){let r;for(;-1!==(r=e.getByte());)if(255===r){e.skip(-1);break}super(t);this.stream=e;this.dict=e.dict;this.maybeLength=t;this.params=a}get bytes(){return(0,s.shadow)(this,"bytes",this.stream.getBytes(this.maybeLength))}ensureBuffer(e){}readBlock(){if(this.eof)return;const e={decodeTransform:void 0,colorTransform:void 0},t=this.dict.getArray("D","Decode");if(this.forceRGB&&Array.isArray(t)){const a=this.dict.get("BPC","BitsPerComponent")||8,r=t.length,n=new Int32Array(r);let i=!1;const s=(1<{Object.defineProperty(t,"__esModule",{value:!0});t.JpegImage=void 0;var r=a(2),n=a(6);class JpegError extends r.BaseException{constructor(e){super(`JPEG error: ${e}`,"JpegError")}}class DNLMarkerError extends r.BaseException{constructor(e,t){super(e,"DNLMarkerError");this.scanLines=t}}class EOIMarkerError extends r.BaseException{constructor(e){super(e,"EOIMarkerError")}}const i=new Uint8Array([0,1,8,16,9,2,3,10,17,24,32,25,18,11,4,5,12,19,26,33,40,48,41,34,27,20,13,6,7,14,21,28,35,42,49,56,57,50,43,36,29,22,15,23,30,37,44,51,58,59,52,45,38,31,39,46,53,60,61,54,47,55,62,63]),s=4017,o=799,c=3406,l=2276,h=1567,u=3784,d=5793,f=2896;function buildHuffmanTable(e,t){let a,r,n=0,i=16;for(;i>0&&!e[i-1];)i--;const s=[{children:[],index:0}];let o,c=s[0];for(a=0;a0;)c=s.pop();c.index++;s.push(c);for(;s.length<=a;){s.push(o={children:[],index:0});c.children[c.index]=o.children;c=o}n++}if(a+10){b--;return m>>b&1}m=e[t++];if(255===m){const r=e[t++];if(r){if(220===r&&d){t+=2;const r=(0,n.readUint16)(e,t);t+=2;if(r>0&&r!==a.scanLines)throw new DNLMarkerError("Found DNL marker (0xFFDC) while parsing scan data",r)}else if(217===r){if(d){const e=x*(8===a.precision?8:0);if(e>0&&Math.round(a.scanLines/e)>=10)throw new DNLMarkerError("Found EOI marker (0xFFD9) while parsing scan data, possibly caused by incorrect `scanLines` parameter",e)}throw new EOIMarkerError("Found EOI marker (0xFFD9) while parsing scan data")}throw new JpegError(`unexpected marker ${(m<<8|r).toString(16)}`)}}b=7;return m>>>7}function decodeHuffman(e){let t=e;for(;;){t=t[readBit()];switch(typeof t){case"number":return t;case"object":continue}throw new JpegError("invalid huffman sequence")}}function receive(e){let t=0;for(;e>0;){t=t<<1|readBit();e--}return t}function receiveAndExtend(e){if(1===e)return 1===readBit()?1:-1;const t=receive(e);return t>=1<0){y--;return}let a=c;const r=l;for(;a<=r;){const r=decodeHuffman(e.huffmanTableAC),n=15&r,s=r>>4;if(0===n){if(s<15){y=receive(s)+(1<>4;if(0===n)if(o<15){y=receive(o)+(1<>4;if(0===r){if(s<15)break;n+=16;continue}n+=s;const o=i[n];e.blockData[t+o]=receiveAndExtend(r);n++}};let E,D,N,R,L=0;D=1===k?s[0].blocksPerLine*s[0].blocksPerColumn:f*a.mcusPerColumn;for(;L<=D;){const a=o?Math.min(D-L,o):D;if(a>0){for(v=0;v0?"unexpected":"excessive";(0,r.warn)(`decodeScan - ${e} MCU data, current marker is: ${E.invalid}`);t=E.offset}if(!(E.marker>=65488&&E.marker<=65495))break;t+=2}return t-p}function quantizeAndInverse(e,t,a){const r=e.quantizationTable,n=e.blockData;let i,g,p,m,b,y,w,S,x,k,C,v,F,O,T,M,E;if(!r)throw new JpegError("missing required Quantization Table.");for(let e=0;e<64;e+=8){x=n[t+e];k=n[t+e+1];C=n[t+e+2];v=n[t+e+3];F=n[t+e+4];O=n[t+e+5];T=n[t+e+6];M=n[t+e+7];x*=r[e];if(0!=(k|C|v|F|O|T|M)){k*=r[e+1];C*=r[e+2];v*=r[e+3];F*=r[e+4];O*=r[e+5];T*=r[e+6];M*=r[e+7];i=d*x+128>>8;g=d*F+128>>8;p=C;m=T;b=f*(k-M)+128>>8;S=f*(k+M)+128>>8;y=v<<4;w=O<<4;i=i+g+1>>1;g=i-g;E=p*u+m*h+128>>8;p=p*h-m*u+128>>8;m=E;b=b+w+1>>1;w=b-w;S=S+y+1>>1;y=S-y;i=i+m+1>>1;m=i-m;g=g+p+1>>1;p=g-p;E=b*l+S*c+2048>>12;b=b*c-S*l+2048>>12;S=E;E=y*o+w*s+2048>>12;y=y*s-w*o+2048>>12;w=E;a[e]=i+S;a[e+7]=i-S;a[e+1]=g+w;a[e+6]=g-w;a[e+2]=p+y;a[e+5]=p-y;a[e+3]=m+b;a[e+4]=m-b}else{E=d*x+512>>10;a[e]=E;a[e+1]=E;a[e+2]=E;a[e+3]=E;a[e+4]=E;a[e+5]=E;a[e+6]=E;a[e+7]=E}}for(let e=0;e<8;++e){x=a[e];k=a[e+8];C=a[e+16];v=a[e+24];F=a[e+32];O=a[e+40];T=a[e+48];M=a[e+56];if(0!=(k|C|v|F|O|T|M)){i=d*x+2048>>12;g=d*F+2048>>12;p=C;m=T;b=f*(k-M)+2048>>12;S=f*(k+M)+2048>>12;y=v;w=O;i=4112+(i+g+1>>1);g=i-g;E=p*u+m*h+2048>>12;p=p*h-m*u+2048>>12;m=E;b=b+w+1>>1;w=b-w;S=S+y+1>>1;y=S-y;i=i+m+1>>1;m=i-m;g=g+p+1>>1;p=g-p;E=b*l+S*c+2048>>12;b=b*c-S*l+2048>>12;S=E;E=y*o+w*s+2048>>12;y=y*s-w*o+2048>>12;w=E;x=i+S;M=i-S;k=g+w;T=g-w;C=p+y;O=p-y;v=m+b;F=m-b;x<16?x=0:x>=4080?x=255:x>>=4;k<16?k=0:k>=4080?k=255:k>>=4;C<16?C=0:C>=4080?C=255:C>>=4;v<16?v=0:v>=4080?v=255:v>>=4;F<16?F=0:F>=4080?F=255:F>>=4;O<16?O=0:O>=4080?O=255:O>>=4;T<16?T=0:T>=4080?T=255:T>>=4;M<16?M=0:M>=4080?M=255:M>>=4;n[t+e]=x;n[t+e+8]=k;n[t+e+16]=C;n[t+e+24]=v;n[t+e+32]=F;n[t+e+40]=O;n[t+e+48]=T;n[t+e+56]=M}else{E=d*x+8192>>14;E=E<-2040?0:E>=2024?255:E+2056>>4;n[t+e]=E;n[t+e+8]=E;n[t+e+16]=E;n[t+e+24]=E;n[t+e+32]=E;n[t+e+40]=E;n[t+e+48]=E;n[t+e+56]=E}}}function buildComponentData(e,t){const a=t.blocksPerLine,r=t.blocksPerColumn,n=new Int16Array(64);for(let e=0;e=r)return null;const s=(0,n.readUint16)(e,t);if(s>=65472&&s<=65534)return{invalid:null,marker:s,offset:t};let o=(0,n.readUint16)(e,i);for(;!(o>=65472&&o<=65534);){if(++i>=r)return null;o=(0,n.readUint16)(e,i)}return{invalid:s.toString(16),marker:o,offset:i}}t.JpegImage=class JpegImage{constructor({decodeTransform:e=null,colorTransform:t=-1}={}){this._decodeTransform=e;this._colorTransform=t}parse(e,{dnlScanLines:t=null}={}){function readDataBlock(){const t=(0,n.readUint16)(e,o);o+=2;let a=o+t-2;const i=findNextFileMarker(e,a,o);if(i&&i.invalid){(0,r.warn)("readDataBlock - incorrect length, current marker is: "+i.invalid);a=i.offset}const s=e.subarray(o,a);o+=s.length;return s}function prepareComponents(e){const t=Math.ceil(e.samplesPerLine/8/e.maxH),a=Math.ceil(e.scanLines/8/e.maxV);for(let r=0,n=e.components.length;r>4==0)for(m=0;m<64;m++){x=i[m];a[x]=e[o++]}else{if(t>>4!=1)throw new JpegError("DQT - invalid table spec");for(m=0;m<64;m++){x=i[m];a[x]=(0,n.readUint16)(e,o);o+=2}}u[15&t]=a}break;case 65472:case 65473:case 65474:if(a)throw new JpegError("Only single frame JPEGs supported");o+=2;a={};a.extended=65473===g;a.progressive=65474===g;a.precision=e[o++];const k=(0,n.readUint16)(e,o);o+=2;a.scanLines=t||k;a.samplesPerLine=(0,n.readUint16)(e,o);o+=2;a.components=[];a.componentIds={};const C=e[o++];let v=0,F=0;for(p=0;p>4,n=15&e[o+1];v>4==0?f:d)[15&t]=buildHuffmanTable(a,n)}break;case 65501:o+=2;s=(0,n.readUint16)(e,o);o+=2;break;case 65498:const T=1==++h&&!t;o+=2;const M=e[o++],E=[];for(p=0;p>4];n.huffmanTableAC=d[15&i];E.push(n)}const D=e[o++],N=e[o++],R=e[o++];try{const t=decodeScan(e,o,a,E,s,D,N,R>>4,15&R,T);o+=t}catch(t){if(t instanceof DNLMarkerError){(0,r.warn)(`${t.message} -- attempting to re-parse the JPEG image.`);return this.parse(e,{dnlScanLines:t.scanLines})}if(t instanceof EOIMarkerError){(0,r.warn)(`${t.message} -- ignoring the rest of the image data.`);break e}throw t}break;case 65500:o+=4;break;case 65535:255!==e[o]&&o--;break;default:const L=findNextFileMarker(e,o-2,o-3);if(L&&L.invalid){(0,r.warn)("JpegImage.parse - unexpected data, current marker is: "+L.invalid);o=L.offset;break}if(!L||o>=e.length-1){(0,r.warn)("JpegImage.parse - reached the end of the image data without finding an EOI marker (0xFFD9).");break e}throw new JpegError("JpegImage.parse - unknown marker: "+g.toString(16))}g=(0,n.readUint16)(e,o);o+=2}this.width=a.samplesPerLine;this.height=a.scanLines;this.jfif=c;this.adobe=l;this.components=[];for(let e=0,t=a.components.length;e>8)+C[f+1];return w}get _isColorConversionNeeded(){return this.adobe?!!this.adobe.transformCode:3===this.numComponents?0!==this._colorTransform&&(82!==this.components[0].index||71!==this.components[1].index||66!==this.components[2].index):1===this._colorTransform}_convertYccToRgb(e){let t,a,r;for(let n=0,i=e.length;n4)throw new JpegError("Unsupported color mode");const n=this._getLinearizedBlockData(e,t,r);if(1===this.numComponents&&a){const e=n.length,t=new Uint8ClampedArray(3*e);let a=0;for(let r=0;r{Object.defineProperty(t,"__esModule",{value:!0});t.JpxStream=void 0;var r=a(19),n=a(30),i=a(2);class JpxStream extends r.DecodeStream{constructor(e,t,a){super(t);this.stream=e;this.dict=e.dict;this.maybeLength=t;this.params=a}get bytes(){return(0,i.shadow)(this,"bytes",this.stream.getBytes(this.maybeLength))}ensureBuffer(e){}readBlock(){if(this.eof)return;const e=new n.JpxImage;e.parse(this.bytes);const t=e.width,a=e.height,r=e.componentsCount,i=e.tiles.length;if(1===i)this.buffer=e.tiles[0].items;else{const n=new Uint8ClampedArray(t*a*r);for(let a=0;a{Object.defineProperty(t,"__esModule",{value:!0});t.JpxImage=void 0;var r=a(2),n=a(6),i=a(26);class JpxError extends r.BaseException{constructor(e){super(`JPX error: ${e}`,"JpxError")}}const s={LL:0,LH:1,HL:1,HH:2};t.JpxImage=class JpxImage{constructor(){this.failOnCorruptedImage=!1}parse(e){if(65359===(0,n.readUint16)(e,0)){this.parseCodestream(e,0,e.length);return}const t=e.length;let a=0;for(;a>24&255,o>>16&255,o>>8&255,255&o);(0,r.warn)(`Unsupported header type ${o} (${i}).`)}l&&(a+=c)}}parseImageProperties(e){let t=e.getByte();for(;t>=0;){const a=t;t=e.getByte();if(65361===(a<<8|t)){e.skip(4);const t=e.getInt32()>>>0,a=e.getInt32()>>>0,r=e.getInt32()>>>0,n=e.getInt32()>>>0;e.skip(16);const i=e.getUint16();this.width=t-r;this.height=a-n;this.componentsCount=i;this.bitsPerComponent=8;return}}throw new JpxError("No size marker found in JPX stream")}parseCodestream(e,t,a){const i={};let s=!1;try{let o=t;for(;o+1>5;l=[];for(;a>3;t.mu=0}else{t.epsilon=e[a]>>3;t.mu=(7&e[a])<<8|e[a+1];a+=2}l.push(t)}b.SPqcds=l;if(i.mainHeader)i.QCD=b;else{i.currentTile.QCD=b;i.currentTile.QCC=[]}break;case 65373:f=(0,n.readUint16)(e,o);const y={};a=o+2;let w;if(i.SIZ.Csiz<257)w=e[a++];else{w=(0,n.readUint16)(e,a);a+=2}c=e[a++];switch(31&c){case 0:h=8;u=!0;break;case 1:h=16;u=!1;break;case 2:h=16;u=!0;break;default:throw new Error("Invalid SQcd value "+c)}y.noQuantization=8===h;y.scalarExpounded=u;y.guardBits=c>>5;l=[];for(;a>3;t.mu=0}else{t.epsilon=e[a]>>3;t.mu=(7&e[a])<<8|e[a+1];a+=2}l.push(t)}y.SPqcds=l;i.mainHeader?i.QCC[w]=y:i.currentTile.QCC[w]=y;break;case 65362:f=(0,n.readUint16)(e,o);const S={};a=o+2;const x=e[a++];S.entropyCoderWithCustomPrecincts=!!(1&x);S.sopMarkerUsed=!!(2&x);S.ephMarkerUsed=!!(4&x);S.progressionOrder=e[a++];S.layersCount=(0,n.readUint16)(e,a);a+=2;S.multipleComponentTransform=e[a++];S.decompositionLevelsCount=e[a++];S.xcb=2+(15&e[a++]);S.ycb=2+(15&e[a++]);const k=e[a++];S.selectiveArithmeticCodingBypass=!!(1&k);S.resetContextProbabilities=!!(2&k);S.terminationOnEachCodingPass=!!(4&k);S.verticallyStripe=!!(8&k);S.predictableTermination=!!(16&k);S.segmentationSymbolUsed=!!(32&k);S.reversibleTransformation=e[a++];if(S.entropyCoderWithCustomPrecincts){const t=[];for(;a>4})}S.precinctsSizes=t}const C=[];S.selectiveArithmeticCodingBypass&&C.push("selectiveArithmeticCodingBypass");S.terminationOnEachCodingPass&&C.push("terminationOnEachCodingPass");S.verticallyStripe&&C.push("verticallyStripe");S.predictableTermination&&C.push("predictableTermination");if(C.length>0){s=!0;(0,r.warn)(`JPX: Unsupported COD options (${C.join(", ")}).`)}if(i.mainHeader)i.COD=S;else{i.currentTile.COD=S;i.currentTile.COC=[]}break;case 65424:f=(0,n.readUint16)(e,o);d={};d.index=(0,n.readUint16)(e,o+2);d.length=(0,n.readUint32)(e,o+4);d.dataEnd=d.length+o-2;d.partIndex=e[o+8];d.partsCount=e[o+9];i.mainHeader=!1;if(0===d.partIndex){d.COD=i.COD;d.COC=i.COC.slice(0);d.QCD=i.QCD;d.QCC=i.QCC.slice(0)}i.currentTile=d;break;case 65427:d=i.currentTile;if(0===d.partIndex){initializeTile(i,d.index);buildPackets(i)}f=d.dataEnd-o;parseTilePackets(i,e,o,f);break;case 65363:(0,r.warn)("JPX: Codestream code 0xFF53 (COC) is not implemented.");case 65365:case 65367:case 65368:case 65380:f=(0,n.readUint16)(e,o);break;default:throw new Error("Unknown codestream code: "+t.toString(16))}o+=f}}catch(e){if(s||this.failOnCorruptedImage)throw new JpxError(e.message);(0,r.warn)(`JPX: Trying to recover from: "${e.message}".`)}this.tiles=function transformComponents(e){const t=e.SIZ,a=e.components,r=t.Csiz,n=[];for(let t=0,i=e.tiles.length;t>2);c[b++]=e+m>>h;c[b++]=e>>h;c[b++]=e+p>>h}else for(d=0;d>h;c[b++]=g-.34413*p-.71414*m>>h;c[b++]=g+1.772*p>>h}if(e)for(d=0,b=3;d>h}else for(let e=0;e>h;b+=r}}n.push(l)}return n}(i);this.width=i.SIZ.Xsiz-i.SIZ.XOsiz;this.height=i.SIZ.Ysiz-i.SIZ.YOsiz;this.componentsCount=i.SIZ.Csiz}};function calculateComponentDimensions(e,t){e.x0=Math.ceil(t.XOsiz/e.XRsiz);e.x1=Math.ceil(t.Xsiz/e.XRsiz);e.y0=Math.ceil(t.YOsiz/e.YRsiz);e.y1=Math.ceil(t.Ysiz/e.YRsiz);e.width=e.x1-e.x0;e.height=e.y1-e.y0}function calculateTileGrids(e,t){const a=e.SIZ,r=[];let n;const i=Math.ceil((a.Xsiz-a.XTOsiz)/a.XTsiz),s=Math.ceil((a.Ysiz-a.YTOsiz)/a.YTsiz);for(let e=0;e0?Math.min(r.xcb,n.PPx-1):Math.min(r.xcb,n.PPx);n.ycb_=a>0?Math.min(r.ycb,n.PPy-1):Math.min(r.ycb,n.PPy);return n}function buildPrecincts(e,t,a){const r=1<t.trx0?Math.ceil(t.trx1/r)-Math.floor(t.trx0/r):0,l=t.try1>t.try0?Math.ceil(t.try1/n)-Math.floor(t.try0/n):0,h=c*l;t.precinctParameters={precinctWidth:r,precinctHeight:n,numprecinctswide:c,numprecinctshigh:l,numprecincts:h,precinctWidthInSubband:s,precinctHeightInSubband:o}}function buildCodeblocks(e,t,a){const r=a.xcb_,n=a.ycb_,i=1<>r,c=t.tby0>>n,l=t.tbx1+i-1>>r,h=t.tby1+s-1>>n,u=t.resolution.precinctParameters,d=[],f=[];let g,p,m,b;for(p=c;pe.cbxMax&&(e.cbxMax=g);pe.cbyMax&&(e.cbyMax=p)}else f[b]=e={cbxMin:g,cbyMin:p,cbxMax:g,cbyMax:p};m.precinct=e}t.codeblockParameters={codeblockWidth:r,codeblockHeight:n,numcodeblockwide:l-o+1,numcodeblockhigh:h-c+1};t.codeblocks=d;t.precincts=f}function createPacket(e,t,a){const r=[],n=e.subbands;for(let e=0,a=n.length;ee.codingStyleParameters.decompositionLevelsCount)continue;const t=e.resolutions[c],a=t.precinctParameters.numprecincts;for(;he.codingStyleParameters.decompositionLevelsCount)continue;const t=e.resolutions[o],a=t.precinctParameters.numprecincts;for(;he.codingStyleParameters.decompositionLevelsCount)continue;const t=e.resolutions[o],a=t.precinctParameters.numprecincts;if(!(l>=a)){for(;s=0;--e){const a=t.resolutions[e],r=g*a.precinctParameters.precinctWidth,n=g*a.precinctParameters.precinctHeight;h=Math.min(h,r);u=Math.min(u,n);d=Math.max(d,a.precinctParameters.numprecinctswide);f=Math.max(f,a.precinctParameters.numprecinctshigh);l[e]={width:r,height:n};g<<=1}a=Math.min(a,h);r=Math.min(r,u);n=Math.max(n,d);i=Math.max(i,f);s[o]={resolutions:l,minWidth:h,minHeight:u,maxNumWide:d,maxNumHigh:f}}return{components:s,minWidth:a,minHeight:r,maxNumWide:n,maxNumHigh:i}}function buildPackets(e){const t=e.SIZ,a=e.currentTile.index,r=e.tiles[a],n=t.Csiz;for(let e=0;e>>o&(1<0;){const e=i.shift();o=e.codeblock;void 0===o.data&&(o.data=[]);o.data.push({data:t,start:a+s,end:a+s+e.dataLength,codingpasses:e.codingpasses});s+=e.dataLength}}return s}function copyCoefficients(e,t,a,r,n,s,c,l,h){const u=r.tbx0,d=r.tby0,f=r.tbx1-r.tbx0,g=r.codeblocks,p="H"===r.type.charAt(0)?1:0,m="H"===r.type.charAt(1)?t:0;for(let a=0,b=g.length;a=s?U:U*(1<0?1-e:0)}const p=t.subbands[r],m=s[p.type];copyCoefficients(i,a,0,p,g?1:2**(f+m-o)*(1+n/2048),h+o-1,g,u,d)}m.push({width:a,height:n,items:i})}const y=p.calculate(m,r.tcx0,r.tcy0);return{left:r.tcx0,top:r.tcy0,width:y.width,height:y.height,items:y.items}}function initializeTile(e,t){const a=e.SIZ.Csiz,r=e.tiles[t];for(let t=0;t>=1;t>>=1;r++}r--;a=this.levels[r];a.items[a.index]=n;this.currentLevel=r;delete this.value}incrementValue(){const e=this.levels[this.currentLevel];e.items[e.index]++}nextLevel(){let e=this.currentLevel,t=this.levels[e];const a=t.items[t.index];e--;if(e<0){this.value=a;return!1}this.currentLevel=e;t=this.levels[e];t.items[t.index]=a;return!0}}class InclusionTree{constructor(e,t,a){const r=(0,n.log2)(Math.max(e,t))+1;this.levels=[];for(let n=0;na){this.currentLevel=r;this.propagateValues();return!1}e>>=1;t>>=1;r++}this.currentLevel=r-1;return!0}incrementValue(e){const t=this.levels[this.currentLevel];t.items[t.index]=e+1;this.propagateValues()}propagateValues(){let e=this.currentLevel,t=this.levels[e];const a=t.items[t.index];for(;--e>=0;){t=this.levels[e];t.items[t.index]=a}}nextLevel(){let e=this.currentLevel,t=this.levels[e];const a=t.items[t.index];t.items[t.index]=255;e--;if(e<0)return!1;this.currentLevel=e;t=this.levels[e];t.items[t.index]=a;return!0}}const o=function BitModelClosure(){const e=17,t=new Uint8Array([0,5,8,0,3,7,8,0,4,7,8,0,0,0,0,0,1,6,8,0,3,7,8,0,4,7,8,0,0,0,0,0,2,6,8,0,3,7,8,0,4,7,8,0,0,0,0,0,2,6,8,0,3,7,8,0,4,7,8,0,0,0,0,0,2,6,8,0,3,7,8,0,4,7,8]),a=new Uint8Array([0,3,4,0,5,7,7,0,8,8,8,0,0,0,0,0,1,3,4,0,6,7,7,0,8,8,8,0,0,0,0,0,2,3,4,0,6,7,7,0,8,8,8,0,0,0,0,0,2,3,4,0,6,7,7,0,8,8,8,0,0,0,0,0,2,3,4,0,6,7,7,0,8,8,8]),r=new Uint8Array([0,1,2,0,1,2,2,0,2,2,2,0,0,0,0,0,3,4,5,0,4,5,5,0,5,5,5,0,0,0,0,0,6,7,7,0,7,7,7,0,7,7,7,0,0,0,0,0,8,8,8,0,8,8,8,0,8,8,8,0,0,0,0,0,8,8,8,0,8,8,8,0,8,8,8]);return class BitModel{constructor(e,n,i,s,o){this.width=e;this.height=n;let c;c="HH"===i?r:"HL"===i?a:t;this.contextLabelTable=c;const l=e*n;this.neighborsSignificance=new Uint8Array(l);this.coefficentsSign=new Uint8Array(l);let h;h=o>14?new Uint32Array(l):o>6?new Uint16Array(l):new Uint8Array(l);this.coefficentsMagnitude=h;this.processingFlags=new Uint8Array(l);const u=new Uint8Array(l);if(0!==s)for(let e=0;e0,o=t+10){c=a-n;s&&(r[c-1]+=16);o&&(r[c+1]+=16);r[c]+=4}if(e+1=a)break;s[d]&=-2;if(r[d]||!i[d])continue;const g=c[i[d]];if(e.readBit(o,g)){const e=this.decodeSignBit(t,u,d);n[d]=e;r[d]=1;this.setNeighborsSignificance(t,u,d);s[d]|=2}l[d]++;s[d]|=1}}}decodeSignBit(e,t,a){const r=this.width,n=this.height,i=this.coefficentsMagnitude,s=this.coefficentsSign;let o,c,l,h,u,d;h=t>0&&0!==i[a-1];if(t+10&&0!==i[a-r];if(e+1=0){u=9+o;d=this.decoder.readBit(this.contexts,u)}else{u=9-o;d=1^this.decoder.readBit(this.contexts,u)}return d}runMagnitudeRefinementPass(){const e=this.decoder,t=this.width,a=this.height,r=this.coefficentsMagnitude,n=this.neighborsSignificance,i=this.contexts,s=this.bitsDecoded,o=this.processingFlags,c=t*a,l=4*t;for(let a,h=0;h>1;let n,i,s,o;const c=-1.586134342059924,l=-.052980118572961,h=.882911075530934,u=.443506852043971,d=1.230174104914001;n=(t|=0)-3;for(i=r+4;i--;n+=2)e[n]*=.8128930661159609;n=t-2;s=u*e[n-1];for(i=r+3;i--;n+=2){o=u*e[n+1];e[n]=d*e[n]-s-o;if(!i--)break;n+=2;s=u*e[n+1];e[n]=d*e[n]-s-o}n=t-1;s=h*e[n-1];for(i=r+2;i--;n+=2){o=h*e[n+1];e[n]-=s+o;if(!i--)break;n+=2;s=h*e[n+1];e[n]-=s+o}n=t;s=l*e[n-1];for(i=r+1;i--;n+=2){o=l*e[n+1];e[n]-=s+o;if(!i--)break;n+=2;s=l*e[n+1];e[n]-=s+o}if(0!==r){n=t+1;s=c*e[n-1];for(i=r;i--;n+=2){o=c*e[n+1];e[n]-=s+o;if(!i--)break;n+=2;s=c*e[n+1];e[n]-=s+o}}}}class ReversibleTransform extends Transform{filter(e,t,a){const r=a>>1;let n,i;for(n=t|=0,i=r+1;i--;n+=2)e[n]-=e[n-1]+e[n+1]+2>>2;for(n=t+1,i=r;i--;n+=2)e[n]+=e[n-1]+e[n+1]>>1}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.LZWStream=void 0;var r=a(19);class LZWStream extends r.DecodeStream{constructor(e,t,a){super(t);this.str=e;this.dict=e.dict;this.cachedData=0;this.bitsCached=0;const r=4096,n={earlyChange:a,codeLength:9,nextCode:258,dictionaryValues:new Uint8Array(r),dictionaryLengths:new Uint16Array(r),dictionaryPrevCodes:new Uint16Array(r),currentSequence:new Uint8Array(r),currentSequenceLength:0};for(let e=0;e<256;++e){n.dictionaryValues[e]=e;n.dictionaryLengths[e]=1}this.lzwState=n}readBits(e){let t=this.bitsCached,a=this.cachedData;for(;t>>t&(1<0;if(e<256){d[0]=e;f=1}else{if(!(e>=258)){if(256===e){h=9;s=258;f=0;continue}this.eof=!0;delete this.lzwState;break}if(e=0;t--){d[t]=o[a];a=l[a]}}else d[f++]=d[0]}if(n){l[s]=u;c[s]=c[u]+1;o[s]=d[0];s++;h=s+i&s+i-1?h:0|Math.min(Math.log(s+i)/.6931471805599453+1,12)}u=e;g+=f;if(r{Object.defineProperty(t,"__esModule",{value:!0});t.PredictorStream=void 0;var r=a(19),n=a(5),i=a(2);class PredictorStream extends r.DecodeStream{constructor(e,t,a){super(t);if(!(a instanceof n.Dict))return e;const r=this.predictor=a.get("Predictor")||1;if(r<=1)return e;if(2!==r&&(r<10||r>15))throw new i.FormatError(`Unsupported predictor: ${r}`);this.readBlock=2===r?this.readBlockTiff:this.readBlockPng;this.str=e;this.dict=e.dict;const s=this.colors=a.get("Colors")||1,o=this.bits=a.get("BPC","BitsPerComponent")||8,c=this.columns=a.get("Columns")||1;this.pixBytes=s*o+7>>3;this.rowBytes=c*s*o+7>>3;return this}readBlockTiff(){const e=this.rowBytes,t=this.bufferLength,a=this.ensureBuffer(t+e),r=this.bits,n=this.colors,i=this.str.getBytes(e);this.eof=!i.length;if(this.eof)return;let s,o=0,c=0,l=0,h=0,u=t;if(1===r&&1===n)for(s=0;s>1;e^=e>>2;e^=e>>4;o=(1&e)<<7;a[u++]=e}else if(8===r){for(s=0;s>8&255;a[u++]=255&e}}else{const e=new Uint8Array(n+1),u=(1<>l-r)&u;l-=r;c=c<=8){a[f++]=c>>h-8&255;h-=8}}h>0&&(a[f++]=(c<<8-h)+(o&(1<<8-h)-1))}this.bufferLength+=e}readBlockPng(){const e=this.rowBytes,t=this.pixBytes,a=this.str.getByte(),r=this.str.getBytes(e);this.eof=!r.length;if(this.eof)return;const n=this.bufferLength,s=this.ensureBuffer(n+e);let o=s.subarray(n-e,n);0===o.length&&(o=new Uint8Array(e));let c,l,h,u=n;switch(a){case 0:for(c=0;c>1)+r[c];for(;c>1)+r[c]&255;u++}break;case 4:for(c=0;c{Object.defineProperty(t,"__esModule",{value:!0});t.RunLengthStream=void 0;var r=a(19);class RunLengthStream extends r.DecodeStream{constructor(e,t){super(t);this.str=e;this.dict=e.dict}readBlock(){const e=this.str.getBytes(2);if(!e||e.length<2||128===e[0]){this.eof=!0;return}let t,a=this.bufferLength,r=e[0];if(r<128){t=this.ensureBuffer(a+r+1);t[a++]=e[1];if(r>0){const e=this.str.getBytes(r);t.set(e,a);a+=r}}else{r=257-r;const n=e[1];t=this.ensureBuffer(a+r+1);for(let e=0;e{Object.defineProperty(t,"__esModule",{value:!0});t.Font=t.ErrorFont=void 0;var r=a(2),n=a(35),i=a(38),s=a(40),o=a(39),c=a(37),l=a(41),h=a(42),u=a(43),d=a(44),f=a(45),g=a(46),p=a(16),m=a(47),b=a(6),y=a(10),w=a(48);const S=[[57344,63743],[1048576,1114109]],x=1e3,k=["ascent","bbox","black","bold","charProcOperatorList","composite","cssFontInfo","data","defaultVMetrics","defaultWidth","descent","fallbackName","fontMatrix","fontType","isType3Font","italic","loadedName","mimetype","missingFile","name","remeasure","subtype","type","vertical"],C=["cMap","defaultEncoding","differences","isMonospace","isSerifFont","isSymbolicFont","seacMap","toFontChar","toUnicode","vmetrics","widths"];function adjustWidths(e){if(!e.fontMatrix)return;if(e.fontMatrix[0]===r.FONT_IDENTITY_MATRIX[0])return;const t=.001/e.fontMatrix[0],a=e.widths;for(const e in a)a[e]*=t;e.defaultWidth*=t}function amendFallbackToUnicode(e){if(!e.fallbackToUnicode)return;if(e.toUnicode instanceof h.IdentityToUnicodeMap)return;const t=[];for(const a in e.fallbackToUnicode)e.toUnicode.has(a)||(t[a]=e.fallbackToUnicode[a]);t.length>0&&e.toUnicode.amend(t)}class Glyph{constructor(e,t,a,r,n,i,o,c,l){this.originalCharCode=e;this.fontChar=t;this.unicode=a;this.accent=r;this.width=n;this.vmetric=i;this.operatorListId=o;this.isSpace=c;this.isInFont=l;const h=(0,s.getCharUnicodeCategory)(a);this.isWhitespace=h.isWhitespace;this.isZeroWidthDiacritic=h.isZeroWidthDiacritic;this.isInvisibleFormatMark=h.isInvisibleFormatMark}matchesForCache(e,t,a,r,n,i,s,o,c){return this.originalCharCode===e&&this.fontChar===t&&this.unicode===a&&this.accent===r&&this.width===n&&this.vmetric===i&&this.operatorListId===s&&this.isSpace===o&&this.isInFont===c}}function int16(e,t){return(e<<8)+t}function writeSignedInt16(e,t,a){e[t+1]=a;e[t]=a>>>8}function signedInt16(e,t){const a=(e<<8)+t;return 32768&a?a-65536:a}function string16(e){return String.fromCharCode(e>>8&255,255&e)}function safeString16(e){e>32767?e=32767:e<-32768&&(e=-32768);return String.fromCharCode(e>>8&255,255&e)}function isTrueTypeCollectionFile(e){const t=e.peekBytes(4);return"ttcf"===(0,r.bytesToString)(t)}function getFontFileType(e,{type:t,subtype:a,composite:n}){let i,s;if(function isTrueTypeFile(e){const t=e.peekBytes(4);return 65536===(0,b.readUint32)(t,0)||"true"===(0,r.bytesToString)(t)}(e)||isTrueTypeCollectionFile(e))i=n?"CIDFontType2":"TrueType";else if(function isOpenTypeFile(e){const t=e.peekBytes(4);return"OTTO"===(0,r.bytesToString)(t)}(e))i=n?"CIDFontType2":"OpenType";else if(function isType1File(e){const t=e.peekBytes(2);return 37===t[0]&&33===t[1]||128===t[0]&&1===t[1]}(e))i=n?"CIDFontType0":"MMType1"===t?"MMType1":"Type1";else if(function isCFFFile(e){const t=e.peekBytes(4);return t[0]>=1&&t[3]>=1&&t[3]<=4}(e))if(n){i="CIDFontType0";s="CIDFontType0C"}else{i="MMType1"===t?"MMType1":"Type1";s="Type1C"}else{(0,r.warn)("getFontFileType: Unable to detect correct font file Type/Subtype.");i=t;s=a}return[i,s]}function applyStandardFontGlyphMap(e,t){for(const a in t)e[+a]=t[a]}function buildToFontChar(e,t,a){const r=[];let n;for(let a=0,i=e.length;ad){l++;if(l>=S.length){(0,r.warn)("Ran out of space in font private use area.");break}u=S[l][0];d=S[l][1]}const p=u++;0===g&&(g=a);let m=n.get(f);"string"==typeof m&&(m=m.codePointAt(0));if(m&&m=a||r.push({fontCharCode:0|t,glyphId:e[t]});if(t)for(const[e,n]of t)n>=a||r.push({fontCharCode:e,glyphId:n});0===r.length&&r.push({fontCharCode:0,glyphId:0});r.sort((function fontGetRangesSort(e,t){return e.fontCharCode-t.fontCharCode}));const n=[],i=r.length;for(let e=0;e65535?2:1;let s,o,c,l,h="\0\0"+string16(i)+"\0\0"+(0,r.string32)(4+8*i);for(s=n.length-1;s>=0&&!(n[s][0]<=65535);--s);const u=s+1;n[s][0]<65535&&65535===n[s][1]&&(n[s][1]=65534);const d=n[s][1]<65535?1:0,f=u+d,g=m.OpenTypeFileBuilder.getSearchParams(f,2);let p,b,y,w,S="",x="",k="",C="",v="",F=0;for(s=0,o=u;s0){x+="ÿÿ";S+="ÿÿ";k+="\0";C+="\0\0"}const O="\0\0"+string16(2*f)+string16(g.range)+string16(g.entry)+string16(g.rangeShift)+x+"\0\0"+S+k+C+v;let T="",M="";if(i>1){h+="\0\0\n"+(0,r.string32)(4+8*i+4+O.length);T="";for(s=0,o=n.length;se||!l)&&(l=e);h 123 are reserved for internal usage");c|=1<65535&&(h=65535)}else{l=0;h=255}const u=e.bbox||[0,0,0,0],d=a.unitsPerEm||1/(e.fontMatrix||r.FONT_IDENTITY_MATRIX)[0],f=e.ascentScaled?1:d/x,g=a.ascent||Math.round(f*(e.ascent||u[3]));let p=a.descent||Math.round(f*(e.descent||u[1]));p>0&&e.descent>0&&u[1]<0&&(p=-p);const m=a.yMax||g,b=-a.yMin||-p;return"\0$ô\0\0\0Š»\0\0\0ŒŠ»\0\0ß\x001\0\0\0\0"+String.fromCharCode(e.fixedPitch?9:0)+"\0\0\0\0\0\0"+(0,r.string32)(n)+(0,r.string32)(i)+(0,r.string32)(o)+(0,r.string32)(c)+"*21*"+string16(e.italicAngle?1:0)+string16(l||e.firstChar)+string16(h||e.lastChar)+string16(g)+string16(p)+"\0d"+string16(m)+string16(b)+"\0\0\0\0\0\0\0\0"+string16(e.xHeight)+string16(e.capHeight)+string16(0)+string16(l||e.firstChar)+"\0"}function createPostTable(e){const t=Math.floor(65536*e.italicAngle);return"\0\0\0"+(0,r.string32)(t)+"\0\0\0\0"+(0,r.string32)(e.fixedPitch?1:0)+"\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0"}function createPostscriptName(e){return e.replace(/[^\x21-\x7E]|[[\](){}<>/%]/g,"").slice(0,63)}function createNameTable(e,t){t||(t=[[],[]]);const a=[t[0][0]||"Original licence",t[0][1]||e,t[0][2]||"Unknown",t[0][3]||"uniqueID",t[0][4]||e,t[0][5]||"Version 0.11",t[0][6]||createPostscriptName(e),t[0][7]||"Unknown",t[0][8]||"Unknown",t[0][9]||"Unknown"],r=[];let n,i,s,o,c;for(n=0,i=a.length;n0;if((p||m)&&"CIDFontType2"===a&&this.cidEncoding.startsWith("Identity-")){const a=e.cidToGidMap,r=[];applyStandardFontGlyphMap(r,(0,l.getGlyphMapForStandardFonts)());/Arial-?Black/i.test(t)?applyStandardFontGlyphMap(r,(0,l.getSupplementalGlyphMapForArialBlack)()):/Calibri/i.test(t)&&applyStandardFontGlyphMap(r,(0,l.getSupplementalGlyphMapForCalibri)());if(a){for(const e in r){const t=r[e];void 0!==a[t]&&(r[+e]=a[t])}a.length!==this.toUnicode.length&&e.hasIncludedToUnicodeMap&&this.toUnicode instanceof h.IdentityToUnicodeMap&&this.toUnicode.forEach((function(e,t){const n=r[e];void 0===a[n]&&(r[+e]=t)}))}this.toUnicode instanceof h.IdentityToUnicodeMap||this.toUnicode.forEach((function(e,t){r[+e]=t}));this.toFontChar=r;this.toUnicode=new h.ToUnicodeMap(r)}else if(/Symbol/i.test(u))this.toFontChar=buildToFontChar(c.SymbolSetEncoding,(0,o.getGlyphsUnicode)(),this.differences);else if(/Dingbats/i.test(u)){/Wingdings/i.test(t)&&(0,r.warn)("Non-embedded Wingdings font, falling back to ZapfDingbats.");this.toFontChar=buildToFontChar(c.ZapfDingbatsEncoding,(0,o.getDingbatsGlyphsUnicode)(),this.differences)}else if(p){const e=buildToFontChar(this.defaultEncoding,(0,o.getGlyphsUnicode)(),this.differences);"CIDFontType2"!==a||this.cidEncoding.startsWith("Identity-")||this.toUnicode instanceof h.IdentityToUnicodeMap||this.toUnicode.forEach((function(t,a){e[+t]=a}));this.toFontChar=e}else{const e=(0,o.getGlyphsUnicode)(),a=[];this.toUnicode.forEach(((t,r)=>{if(!this.composite){const a=this.differences[t]||this.defaultEncoding[t],n=(0,s.getUnicodeForGlyph)(a,e);-1!==n&&(r=n)}a[+t]=r}));this.composite&&this.toUnicode instanceof h.IdentityToUnicodeMap&&/Verdana/i.test(t)&&applyStandardFontGlyphMap(a,(0,l.getGlyphMapForStandardFonts)());this.toFontChar=a}amendFallbackToUnicode(e);this.loadedName=u.split("-")[0];this.fontType=(0,i.getFontType)(a,n,e.isStandardFont)}checkAndRepair(e,t,a){const s=["OS/2","cmap","head","hhea","hmtx","maxp","name","post","loca","glyf","fpgm","prep","cvt ","CFF "];function readTables(e,t){const a=Object.create(null);a["OS/2"]=null;a.cmap=null;a.head=null;a.hhea=null;a.hmtx=null;a.maxp=null;a.name=null;a.post=null;for(let r=0;r>>0,r=e.getInt32()>>>0,n=e.getInt32()>>>0,i=e.pos;e.pos=e.start||0;e.skip(r);const s=e.getBytes(n);e.pos=i;if("head"===t){s[8]=s[9]=s[10]=s[11]=0;s[17]|=32}return{tag:t,checksum:a,length:n,offset:r,data:s}}function readOpenTypeHeader(e){return{version:e.getString(4),numTables:e.getUint16(),searchRange:e.getUint16(),entrySelector:e.getUint16(),rangeShift:e.getUint16()}}function sanitizeGlyph(e,t,a,r,n,i){const s={length:0,sizeOfInstructions:0};if(a-t<=12)return s;const o=e.subarray(t,a);let c=signedInt16(o[0],o[1]);if(c<0){c=-1;writeSignedInt16(o,0,c);r.set(o,n);s.length=o.length;return s}let l,h=10,u=0;for(l=0;lo.length)return s;if(!i&&f>0){r.set(o.subarray(0,d),n);r.set([0,0],n+d);r.set(o.subarray(g,m),n+d+2);m-=f;o.length-m>3&&(m=m+3&-4);s.length=m;return s}if(o.length-m>3){m=m+3&-4;r.set(o.subarray(0,m),n);s.length=m;return s}r.set(o,n);s.length=o.length;return s}function readNameTable(e){const a=(t.start||0)+e.offset;t.pos=a;const r=[[],[]],n=e.length,i=a+n;if(0!==t.getUint16()||n<6)return r;const s=t.getUint16(),o=t.getUint16(),c=[];let l,h;for(l=0;li)continue;t.pos=n;const s=e.name;if(e.encoding){let a="";for(let r=0,n=e.length;r0&&(h+=e-1)}}else{if(b||w){(0,r.warn)("TT: nested FDEFs not allowed");m=!0}b=!0;d=h;s=f.pop();t.functionsDefined[s]={data:c,i:h}}else if(!b&&!w){s=f.at(-1);if(isNaN(s))(0,r.info)("TT: CALL empty stack (or invalid entry).");else{t.functionsUsed[s]=!0;if(s in t.functionsStackDeltas){const e=f.length+t.functionsStackDeltas[s];if(e<0){(0,r.warn)("TT: CALL invalid functions stack delta.");t.hintsValid=!1;return}f.length=e}else if(s in t.functionsDefined&&!p.includes(s)){g.push({data:c,i:h,stackTop:f.length-1});p.push(s);o=t.functionsDefined[s];if(!o){(0,r.warn)("TT: CALL non-existent function");t.hintsValid=!1;return}c=o.data;h=o.i}}}if(!b&&!w){let t=0;e<=142?t=l[e]:e>=192&&e<=223?t=-1:e>=224&&(t=-2);if(e>=113&&e<=117){n=f.pop();isNaN(n)||(t=2*-n)}for(;t<0&&f.length>0;){f.pop();t++}for(;t>0;){f.push(NaN);t--}}}t.tooComplexToFollowFunctions=m;const S=[c];h>c.length&&S.push(new Uint8Array(h-c.length));if(d>u){(0,r.warn)("TT: complementing a missing function tail");S.push(new Uint8Array([34,45]))}!function foldTTTable(e,t){if(t.length>1){let a,r,n=0;for(a=0,r=t.length;a>>0,s=[];for(let t=0;t>>0);const o={ttcTag:t,majorVersion:a,minorVersion:n,numFonts:i,offsetTable:s};switch(a){case 1:return o;case 2:o.dsigTag=e.getInt32()>>>0;o.dsigLength=e.getInt32()>>>0;o.dsigOffset=e.getInt32()>>>0;return o}throw new r.FormatError(`Invalid TrueType Collection majorVersion: ${a}.`)}(e),i=t.split("+");let s;for(let o=0;o0||!(a.cMap instanceof p.IdentityCMap));if("OTTO"===d.version&&!t||!f.head||!f.hhea||!f.maxp||!f.post){w=new y.Stream(f["CFF "].data);b=new u.CFFFont(w,a);adjustWidths(a);return this.convert(e,b,a)}delete f.glyf;delete f.loca;delete f.fpgm;delete f.prep;delete f["cvt "];this.isOpenType=!0}if(!f.maxp)throw new r.FormatError('Required "maxp" table is not found');t.pos=(t.start||0)+f.maxp.offset;const x=t.getInt32(),k=t.getUint16();if(a.scaleFactors&&a.scaleFactors.length===k&&S){const{scaleFactors:e}=a,t=int16(f.head.data[50],f.head.data[51]),r=new g.GlyfTable({glyfTable:f.glyf.data,isGlyphLocationsLong:t,locaTable:f.loca.data,numGlyphs:k});r.scale(e);const{glyf:n,loca:i,isLocationLong:s}=r.write();f.glyf.data=n;f.loca.data=i;if(s!==!!t){f.head.data[50]=0;f.head.data[51]=s?1:0}const o=f.hmtx.data;for(let t=0;t>8&255;o[a+1]=255&r;writeSignedInt16(o,a+2,Math.round(e[t]*signedInt16(o[a+2],o[a+3])))}}let C=k+1,v=!0;if(C>65535){v=!1;C=k;(0,r.warn)("Not enough space in glyfs to duplicate first glyph.")}let F=0,O=0;if(x>=65536&&f.maxp.length>=22){t.pos+=8;if(t.getUint16()>2){f.maxp.data[14]=0;f.maxp.data[15]=2}t.pos+=4;F=t.getUint16();t.pos+=4;O=t.getUint16()}f.maxp.data[4]=C>>8;f.maxp.data[5]=255&C;const T=function sanitizeTTPrograms(e,t,a,n){const i={functionsDefined:[],functionsUsed:[],functionsStackDeltas:[],tooComplexToFollowFunctions:!1,hintsValid:!0};e&&sanitizeTTProgram(e,i);t&&sanitizeTTProgram(t,i);e&&function checkInvalidFunctions(e,t){if(!e.tooComplexToFollowFunctions)if(e.functionsDefined.length>t){(0,r.warn)("TT: more functions defined than expected");e.hintsValid=!1}else for(let a=0,n=e.functionsUsed.length;at){(0,r.warn)("TT: invalid function id: "+a);e.hintsValid=!1;return}if(e.functionsUsed[a]&&!e.functionsDefined[a]){(0,r.warn)("TT: undefined function: "+a);e.hintsValid=!1;return}}}(i,n);if(a&&1&a.length){const e=new Uint8Array(a.length+1);e.set(a.data);a.data=e}return i.hintsValid}(f.fpgm,f.prep,f["cvt "],F);if(!T){delete f.fpgm;delete f.prep;delete f["cvt "]}!function sanitizeMetrics(e,t,a,n,i,s){if(!t){a&&(a.data=null);return}e.pos=(e.start||0)+t.offset;e.pos+=4;e.pos+=2;e.pos+=2;e.pos+=2;e.pos+=2;e.pos+=2;e.pos+=2;e.pos+=2;e.pos+=2;e.pos+=2;const o=e.getUint16();e.pos+=8;e.pos+=2;let c=e.getUint16();if(0!==o){if(!(2&int16(n.data[44],n.data[45]))){t.data[22]=0;t.data[23]=0}}if(c>i){(0,r.info)(`The numOfMetrics (${c}) should not be greater than the numGlyphs (${i}).`);c=i;t.data[34]=(65280&c)>>8;t.data[35]=255&c}const l=i-c-(a.length-4*c>>1);if(l>0){const e=new Uint8Array(a.length+2*l);e.set(a.data);if(s){e[a.length]=a.data[2];e[a.length+1]=a.data[3]}a.data=e}}(t,f.hhea,f.hmtx,f.head,C,v);if(!f.head)throw new r.FormatError('Required "head" table is not found');!function sanitizeHead(e,t,a){const n=e.data,i=function int32(e,t,a,r){return(e<<24)+(t<<16)+(a<<8)+r}(n[0],n[1],n[2],n[3]);if(i>>16!=1){(0,r.info)("Attempting to fix invalid version in head table: "+i);n[0]=0;n[1]=1;n[2]=0;n[3]=0}const s=int16(n[50],n[51]);if(s<0||s>1){(0,r.info)("Attempting to fix invalid indexToLocFormat in head table: "+s);const e=t+1;if(a===e<<1){n[50]=0;n[51]=0}else{if(a!==e<<2)throw new r.FormatError("Could not fix indexToLocFormat: "+s);n[50]=0;n[51]=1}}}(f.head,k,S?f.loca.length:0);let M=Object.create(null);if(S){const e=int16(f.head.data[50],f.head.data[51]),t=function sanitizeGlyphLocations(e,t,a,r,n,i,s){let o,c,l;if(r){o=4;c=function fontItemDecodeLong(e,t){return e[t]<<24|e[t+1]<<16|e[t+2]<<8|e[t+3]};l=function fontItemEncodeLong(e,t,a){e[t]=a>>>24&255;e[t+1]=a>>16&255;e[t+2]=a>>8&255;e[t+3]=255&a}}else{o=2;c=function fontItemDecode(e,t){return e[t]<<9|e[t+1]<<1};l=function fontItemEncode(e,t,a){e[t]=a>>9&255;e[t+1]=a>>1&255}}const h=i?a+1:a,u=o*(1+h),d=new Uint8Array(u);d.set(e.data.subarray(0,u));e.data=d;const f=t.data,g=f.length,p=new Uint8Array(g);let m,b;const y=[];for(m=0,b=0;mg&&(e=g);y.push({index:m,offset:e,endOffset:0})}y.sort(((e,t)=>e.offset-t.offset));for(m=0;me.index-t.index));for(m=0;ms&&(s=e.sizeOfInstructions);S+=t;l(d,b,S)}if(0===S){const e=new Uint8Array([0,1,0,0,0,0,0,0,0,0,0,0,0,0,49,0]);for(m=0,b=o;ma+S)t.data=p.subarray(0,a+S);else{t.data=new Uint8Array(a+S);t.data.set(p.subarray(0,S))}t.data.set(p.subarray(0,a),S);l(e.data,d.length-o,S+a)}else t.data=p.subarray(0,S);return{missingGlyphs:w,maxSizeOfInstructions:s}}(f.loca,f.glyf,k,e,T,v,O);M=t.missingGlyphs;if(x>=65536&&f.maxp.length>=22){f.maxp.data[26]=t.maxSizeOfInstructions>>8;f.maxp.data[27]=255&t.maxSizeOfInstructions}}if(!f.hhea)throw new r.FormatError('Required "hhea" table is not found');if(0===f.hhea.data[10]&&0===f.hhea.data[11]){f.hhea.data[10]=255;f.hhea.data[11]=255}const E={unitsPerEm:int16(f.head.data[18],f.head.data[19]),yMax:int16(f.head.data[42],f.head.data[43]),yMin:signedInt16(f.head.data[38],f.head.data[39]),ascent:signedInt16(f.hhea.data[4],f.hhea.data[5]),descent:signedInt16(f.hhea.data[6],f.hhea.data[7]),lineGap:signedInt16(f.hhea.data[8],f.hhea.data[9])};this.ascent=E.ascent/E.unitsPerEm;this.descent=E.descent/E.unitsPerEm;this.lineGap=E.lineGap/E.unitsPerEm;if(this.cssFontInfo&&this.cssFontInfo.lineHeight){this.lineHeight=this.cssFontInfo.metrics.lineHeight;this.lineGap=this.cssFontInfo.metrics.lineGap}else this.lineHeight=this.ascent-this.descent+this.lineGap;f.post&&function readPostScriptTable(e,a,n){const s=(t.start||0)+e.offset;t.pos=s;const o=s+e.length,c=t.getInt32();t.skip(28);let l,h,u=!0;switch(c){case 65536:l=i.MacStandardGlyphOrdering;break;case 131072:const e=t.getUint16();if(e!==n){u=!1;break}const s=[];for(h=0;h=32768){u=!1;break}s.push(e)}if(!u)break;const d=[],f=[];for(;t.pos65535)throw new r.FormatError("Max size of CID is 65,535");let i=-1;t?i=n:void 0!==e[n]&&(i=e[n]);i>=0&&i>>0;let h=!1;if(!c||c.platformId!==r||c.encodingId!==i){if(0!==r||0!==i&&1!==i&&3!==i)if(1===r&&0===i)h=!0;else if(3!==r||1!==i||!n&&c){if(a&&3===r&&0===i){h=!0;let a=!0;if(e>3;e.push(r);a=Math.max(r,a)}const r=[];for(let e=0;e<=a;e++)r.push({firstCode:t.getUint16(),entryCount:t.getUint16(),idDelta:signedInt16(t.getByte(),t.getByte()),idRangePos:t.pos+t.getUint16()});for(let a=0;a<256;a++)if(0===e[a]){t.pos=r[0].idRangePos+2*a;g=t.getUint16();d.push({charCode:a,glyphId:g})}else{const n=r[e[a]];for(f=0;f>1;t.skip(6);const a=[];let r;for(r=0;r>1)-(e-r);i.offsetIndex=n;o=Math.max(o,n+i.end-i.start+1)}else i.offsetIndex=-1}const c=[];for(f=0;f>>0;for(f=0;f>>0,a=t.getInt32()>>>0;let r=t.getInt32()>>>0;for(let t=e;t<=a;t++)d.push({charCode:t,glyphId:r++})}}}d.sort((function(e,t){return e.charCode-t.charCode}));for(let e=1;e=61440&&t<=61695&&(t&=255);D[t]=l[e].glyphId}if(a.glyphNames&&(d.length||this.differences.length))for(let e=0;e<256;++e){if(!g&&void 0!==D[e])continue;const t=this.differences[e]||d[e];if(!t)continue;const r=a.glyphNames.indexOf(t);r>0&&hasGlyph(r)&&(D[e]=r)}}0===D.length&&(D[0]=0);let N=C-1;v||(N=0);if(!a.cssFontInfo){const e=adjustMapping(D,hasGlyph,N,this.toUnicode);this.toFontChar=e.toFontChar;f.cmap={tag:"cmap",data:createCmapTable(e.charCodeToGlyphId,e.toUnicodeExtraMap,C)};f["OS/2"]&&function validateOS2Table(e,t){t.pos=(t.start||0)+e.offset;const a=t.getUint16();t.skip(60);const r=t.getUint16();if(a<4&&768&r)return!1;if(t.getUint16()>t.getUint16())return!1;t.skip(6);if(0===t.getUint16())return!1;e.data[8]=e.data[9]=0;return!0}(f["OS/2"],t)||(f["OS/2"]={tag:"OS/2",data:createOS2Table(a,e.charCodeToGlyphId,E)})}if(!S)try{w=new y.Stream(f["CFF "].data);b=new n.CFFParser(w,a,i.SEAC_ANALYSIS_ENABLED).parse();b.duplicateFirstGlyph();const e=new n.CFFCompiler(b);f["CFF "].data=e.compile()}catch(e){(0,r.warn)("Failed to compile font "+a.loadedName)}if(f.name){const t=readNameTable(f.name);f.name.data=createNameTable(e,t);this.psName=t[0][6]||null}else f.name={tag:"name",data:createNameTable(this.name)};const R=new m.OpenTypeFileBuilder(d.version);for(const e in f)R.addTable(e,f[e].data);return R.toArray()}convert(e,t,a){a.fixedPitch=!1;a.builtInEncoding&&function adjustToUnicode(e,t){if(e.isInternalFont)return;if(t===e.defaultEncoding)return;if(e.toUnicode instanceof h.IdentityToUnicodeMap)return;const a=[],r=(0,o.getGlyphsUnicode)();for(const n in t){if(e.hasIncludedToUnicodeMap){if(e.toUnicode.has(n))continue}else if(e.hasEncoding&&(0===e.differences.length||void 0!==e.differences[n]))continue;const i=t[n],o=(0,s.getUnicodeForGlyph)(i,r);-1!==o&&(a[n]=String.fromCharCode(o))}a.length>0&&e.toUnicode.amend(a)}(a,a.builtInEncoding);let n=1;t instanceof u.CFFFont&&(n=t.numGlyphs-1);const l=t.getGlyphMapping(a);let d=null,f=l,g=null;if(!a.cssFontInfo){d=adjustMapping(l,t.hasGlyphId.bind(t),n,this.toUnicode);this.toFontChar=d.toFontChar;f=d.charCodeToGlyphId;g=d.toUnicodeExtraMap}const p=t.numGlyphs;function getCharCodes(e,t){let a=null;for(const r in e)if(t===e[r]){a||(a=[]);a.push(0|r)}return a}function createCharCode(e,t){for(const a in e)if(t===e[a])return 0|a;d.charCodeToGlyphId[d.nextAvailableFontCharCode]=t;return d.nextAvailableFontCharCode++}const b=t.seacs;if(d&&i.SEAC_ANALYSIS_ENABLED&&b&&b.length){const e=a.fontMatrix||r.FONT_IDENTITY_MATRIX,n=t.getCharset(),i=Object.create(null);for(let t in b){t|=0;const a=b[t],r=c.StandardEncoding[a[2]],s=c.StandardEncoding[a[3]],o=n.indexOf(r),h=n.indexOf(s);if(o<0||h<0)continue;const u={x:a[0]*e[0]+a[1]*e[2]+e[4],y:a[0]*e[1]+a[1]*e[3]+e[5]},f=getCharCodes(l,t);if(f)for(let e=0,t=f.length;et.length%2==1,r=this.toUnicode instanceof h.IdentityToUnicodeMap?e=>this.toUnicode.charCodeOf(e):e=>this.toUnicode.charCodeOf(String.fromCodePoint(e));for(let n=0,i=e.length;n55295&&(i<57344||i>65533)&&n++;if(this.toUnicode){const e=r(i);if(-1!==e){if(hasCurrentBufErrors()){t.push(a.join(""));a.length=0}for(let t=(this.cMap?this.cMap.getCharCodeLength(e):1)-1;t>=0;t--)a.push(String.fromCharCode(e>>8*t&255));continue}}if(!hasCurrentBufErrors()){t.push(a.join(""));a.length=0}a.push(String.fromCodePoint(i))}t.push(a.join(""));return t}};t.ErrorFont=class ErrorFont{constructor(e){this.error=e;this.loadedName="g_font_error";this.missingFile=!0}charsToGlyphs(){return[]}encodeString(e){return[e]}exportData(e=!1){return{error:this.error}}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.CFFTopDict=t.CFFStrings=t.CFFStandardStrings=t.CFFPrivateDict=t.CFFParser=t.CFFIndex=t.CFFHeader=t.CFFFDSelect=t.CFFCompiler=t.CFFCharset=t.CFF=void 0;var r=a(2),n=a(36),i=a(37);const s=[".notdef","space","exclam","quotedbl","numbersign","dollar","percent","ampersand","quoteright","parenleft","parenright","asterisk","plus","comma","hyphen","period","slash","zero","one","two","three","four","five","six","seven","eight","nine","colon","semicolon","less","equal","greater","question","at","A","B","C","D","E","F","G","H","I","J","K","L","M","N","O","P","Q","R","S","T","U","V","W","X","Y","Z","bracketleft","backslash","bracketright","asciicircum","underscore","quoteleft","a","b","c","d","e","f","g","h","i","j","k","l","m","n","o","p","q","r","s","t","u","v","w","x","y","z","braceleft","bar","braceright","asciitilde","exclamdown","cent","sterling","fraction","yen","florin","section","currency","quotesingle","quotedblleft","guillemotleft","guilsinglleft","guilsinglright","fi","fl","endash","dagger","daggerdbl","periodcentered","paragraph","bullet","quotesinglbase","quotedblbase","quotedblright","guillemotright","ellipsis","perthousand","questiondown","grave","acute","circumflex","tilde","macron","breve","dotaccent","dieresis","ring","cedilla","hungarumlaut","ogonek","caron","emdash","AE","ordfeminine","Lslash","Oslash","OE","ordmasculine","ae","dotlessi","lslash","oslash","oe","germandbls","onesuperior","logicalnot","mu","trademark","Eth","onehalf","plusminus","Thorn","onequarter","divide","brokenbar","degree","thorn","threequarters","twosuperior","registered","minus","eth","multiply","threesuperior","copyright","Aacute","Acircumflex","Adieresis","Agrave","Aring","Atilde","Ccedilla","Eacute","Ecircumflex","Edieresis","Egrave","Iacute","Icircumflex","Idieresis","Igrave","Ntilde","Oacute","Ocircumflex","Odieresis","Ograve","Otilde","Scaron","Uacute","Ucircumflex","Udieresis","Ugrave","Yacute","Ydieresis","Zcaron","aacute","acircumflex","adieresis","agrave","aring","atilde","ccedilla","eacute","ecircumflex","edieresis","egrave","iacute","icircumflex","idieresis","igrave","ntilde","oacute","ocircumflex","odieresis","ograve","otilde","scaron","uacute","ucircumflex","udieresis","ugrave","yacute","ydieresis","zcaron","exclamsmall","Hungarumlautsmall","dollaroldstyle","dollarsuperior","ampersandsmall","Acutesmall","parenleftsuperior","parenrightsuperior","twodotenleader","onedotenleader","zerooldstyle","oneoldstyle","twooldstyle","threeoldstyle","fouroldstyle","fiveoldstyle","sixoldstyle","sevenoldstyle","eightoldstyle","nineoldstyle","commasuperior","threequartersemdash","periodsuperior","questionsmall","asuperior","bsuperior","centsuperior","dsuperior","esuperior","isuperior","lsuperior","msuperior","nsuperior","osuperior","rsuperior","ssuperior","tsuperior","ff","ffi","ffl","parenleftinferior","parenrightinferior","Circumflexsmall","hyphensuperior","Gravesmall","Asmall","Bsmall","Csmall","Dsmall","Esmall","Fsmall","Gsmall","Hsmall","Ismall","Jsmall","Ksmall","Lsmall","Msmall","Nsmall","Osmall","Psmall","Qsmall","Rsmall","Ssmall","Tsmall","Usmall","Vsmall","Wsmall","Xsmall","Ysmall","Zsmall","colonmonetary","onefitted","rupiah","Tildesmall","exclamdownsmall","centoldstyle","Lslashsmall","Scaronsmall","Zcaronsmall","Dieresissmall","Brevesmall","Caronsmall","Dotaccentsmall","Macronsmall","figuredash","hypheninferior","Ogoneksmall","Ringsmall","Cedillasmall","questiondownsmall","oneeighth","threeeighths","fiveeighths","seveneighths","onethird","twothirds","zerosuperior","foursuperior","fivesuperior","sixsuperior","sevensuperior","eightsuperior","ninesuperior","zeroinferior","oneinferior","twoinferior","threeinferior","fourinferior","fiveinferior","sixinferior","seveninferior","eightinferior","nineinferior","centinferior","dollarinferior","periodinferior","commainferior","Agravesmall","Aacutesmall","Acircumflexsmall","Atildesmall","Adieresissmall","Aringsmall","AEsmall","Ccedillasmall","Egravesmall","Eacutesmall","Ecircumflexsmall","Edieresissmall","Igravesmall","Iacutesmall","Icircumflexsmall","Idieresissmall","Ethsmall","Ntildesmall","Ogravesmall","Oacutesmall","Ocircumflexsmall","Otildesmall","Odieresissmall","OEsmall","Oslashsmall","Ugravesmall","Uacutesmall","Ucircumflexsmall","Udieresissmall","Yacutesmall","Thornsmall","Ydieresissmall","001.000","001.001","001.002","001.003","Black","Bold","Book","Light","Medium","Regular","Roman","Semibold"];t.CFFStandardStrings=s;const o=391,c=[null,{id:"hstem",min:2,stackClearing:!0,stem:!0},null,{id:"vstem",min:2,stackClearing:!0,stem:!0},{id:"vmoveto",min:1,stackClearing:!0},{id:"rlineto",min:2,resetStack:!0},{id:"hlineto",min:1,resetStack:!0},{id:"vlineto",min:1,resetStack:!0},{id:"rrcurveto",min:6,resetStack:!0},null,{id:"callsubr",min:1,undefStack:!0},{id:"return",min:0,undefStack:!0},null,null,{id:"endchar",min:0,stackClearing:!0},null,null,null,{id:"hstemhm",min:2,stackClearing:!0,stem:!0},{id:"hintmask",min:0,stackClearing:!0},{id:"cntrmask",min:0,stackClearing:!0},{id:"rmoveto",min:2,stackClearing:!0},{id:"hmoveto",min:1,stackClearing:!0},{id:"vstemhm",min:2,stackClearing:!0,stem:!0},{id:"rcurveline",min:8,resetStack:!0},{id:"rlinecurve",min:8,resetStack:!0},{id:"vvcurveto",min:4,resetStack:!0},{id:"hhcurveto",min:4,resetStack:!0},null,{id:"callgsubr",min:1,undefStack:!0},{id:"vhcurveto",min:4,resetStack:!0},{id:"hvcurveto",min:4,resetStack:!0}],l=[null,null,null,{id:"and",min:2,stackDelta:-1},{id:"or",min:2,stackDelta:-1},{id:"not",min:1,stackDelta:0},null,null,null,{id:"abs",min:1,stackDelta:0},{id:"add",min:2,stackDelta:-1,stackFn(e,t){e[t-2]=e[t-2]+e[t-1]}},{id:"sub",min:2,stackDelta:-1,stackFn(e,t){e[t-2]=e[t-2]-e[t-1]}},{id:"div",min:2,stackDelta:-1,stackFn(e,t){e[t-2]=e[t-2]/e[t-1]}},null,{id:"neg",min:1,stackDelta:0,stackFn(e,t){e[t-1]=-e[t-1]}},{id:"eq",min:2,stackDelta:-1},null,null,{id:"drop",min:1,stackDelta:-1},null,{id:"put",min:2,stackDelta:-2},{id:"get",min:1,stackDelta:0},{id:"ifelse",min:4,stackDelta:-3},{id:"random",min:0,stackDelta:1},{id:"mul",min:2,stackDelta:-1,stackFn(e,t){e[t-2]=e[t-2]*e[t-1]}},null,{id:"sqrt",min:1,stackDelta:0},{id:"dup",min:1,stackDelta:1},{id:"exch",min:2,stackDelta:0},{id:"index",min:2,stackDelta:0},{id:"roll",min:3,stackDelta:-2},null,null,null,{id:"hflex",min:7,resetStack:!0},{id:"flex",min:13,resetStack:!0},{id:"hflex1",min:9,resetStack:!0},{id:"flex1",min:11,resetStack:!0}];t.CFFParser=class CFFParser{constructor(e,t,a){this.bytes=e.getBytes();this.properties=t;this.seacAnalysisEnabled=!!a}parse(){const e=this.properties,t=new CFF;this.cff=t;const a=this.parseHeader(),r=this.parseIndex(a.endPos),n=this.parseIndex(r.endPos),i=this.parseIndex(n.endPos),s=this.parseIndex(i.endPos),o=this.parseDict(n.obj.get(0)),c=this.createDict(CFFTopDict,o,t.strings);t.header=a.obj;t.names=this.parseNameIndex(r.obj);t.strings=this.parseStringIndex(i.obj);t.topDict=c;t.globalSubrIndex=s.obj;this.parsePrivateDict(t.topDict);t.isCIDFont=c.hasName("ROS");const l=c.getByName("CharStrings"),h=this.parseIndex(l).obj,u=c.getByName("FontMatrix");u&&(e.fontMatrix=u);const d=c.getByName("FontBBox");if(d){e.ascent=Math.max(d[3],d[1]);e.descent=Math.min(d[1],d[3]);e.ascentScaled=!0}let f,g;if(t.isCIDFont){const e=this.parseIndex(c.getByName("FDArray")).obj;for(let a=0,r=e.count;a=t)throw new r.FormatError("Invalid CFF header");if(0!==a){(0,r.info)("cff data is shifted");e=e.subarray(a);this.bytes=e}const n=e[0],i=e[1],s=e[2],o=e[3];return{obj:new CFFHeader(n,i,s,o),endPos:s}}parseDict(e){let t=0;function parseOperand(){let a=e[t++];if(30===a)return function parseFloatOperand(){let a="";const r=15,n=["0","1","2","3","4","5","6","7","8","9",".","E","E-",null,"-"],i=e.length;for(;t>4,o=15&i;if(s===r)break;a+=n[s];if(o===r)break;a+=n[o]}return parseFloat(a)}();if(28===a){a=e[t++];a=(a<<24|e[t++]<<16)>>16;return a}if(29===a){a=e[t++];a=a<<8|e[t++];a=a<<8|e[t++];a=a<<8|e[t++];return a}if(a>=32&&a<=246)return a-139;if(a>=247&&a<=250)return 256*(a-247)+e[t++]+108;if(a>=251&&a<=254)return-256*(a-251)-e[t++]-108;(0,r.warn)('CFFParser_parseDict: "'+a+'" is a reserved command.');return NaN}let a=[];const n=[];t=0;const i=e.length;for(;t10)return!1;let i=e.stackSize;const s=e.stack,o=t.length;for(let h=0;h>16;h+=2;i++}else if(14===o){if(i>=4){i-=4;if(this.seacAnalysisEnabled){e.seac=s.slice(i,i+4);return!1}}u=c[o]}else if(o>=32&&o<=246){s[i]=o-139;i++}else if(o>=247&&o<=254){s[i]=o<251?(o-247<<8)+t[h]+108:-(o-251<<8)-t[h]-108;h++;i++}else if(255===o){s[i]=(t[h]<<24|t[h+1]<<16|t[h+2]<<8|t[h+3])/65536;h+=4;i++}else if(19===o||20===o){e.hints+=i>>1;h+=e.hints+7>>3;i%=2;u=c[o]}else{if(10===o||29===o){let t;t=10===o?a:n;if(!t){u=c[o];(0,r.warn)("Missing subrsIndex for "+u.id);return!1}let l=32768;t.count<1240?l=107:t.count<33900&&(l=1131);const h=s[--i]+l;if(h<0||h>=t.count||isNaN(h)){u=c[o];(0,r.warn)("Out of bounds subrIndex for "+u.id);return!1}e.stackSize=i;e.callDepth++;if(!this.parseCharString(e,t.get(h),a,n))return!1;e.callDepth--;i=e.stackSize;continue}if(11===o){e.stackSize=i;return!0}if(0===o&&h===t.length){t[h-1]=14;u=c[14]}else u=c[o]}if(u){if(u.stem){e.hints+=i>>1;if(3===o||23===o)e.hasVStems=!0;else if(e.hasVStems&&(1===o||18===o)){(0,r.warn)("CFF stem hints are in wrong order");t[h-1]=1===o?3:23}}if("min"in u&&!e.undefStack&&i=2&&u.stem?i%=2:i>1&&(0,r.warn)("Found too many parameters for stack-clearing command");i>0&&(e.width=s[i-1])}if("stackDelta"in u){"stackFn"in u&&u.stackFn(s,i);i+=u.stackDelta}else if(u.stackClearing)i=0;else if(u.resetStack){i=0;e.undefStack=!1}else if(u.undefStack){i=0;e.undefStack=!0;e.firstStackClearing=!1}}}e.stackSize=i;return!0}parseCharStrings({charStrings:e,localSubrIndex:t,globalSubrIndex:a,fdSelect:n,fdArray:i,privateDict:s}){const o=[],c=[],l=e.count;for(let h=0;h=i.length){(0,r.warn)("Invalid fd index for glyph index.");d=!1}if(d){g=i[e].privateDict;f=g.subrsIndex}}else t&&(f=t);d&&(d=this.parseCharString(u,l,f,a));if(null!==u.width){const e=g.getByName("nominalWidthX");c[h]=e+u.width}else{const e=g.getByName("defaultWidthX");c[h]=e}null!==u.seac&&(o[h]=u.seac);d||e.set(h,new Uint8Array([14]))}return{charStrings:e,seacs:o,widths:c}}emptyPrivateDictionary(e){const t=this.createDict(CFFPrivateDict,[],e.strings);e.setByKey(18,[0,0]);e.privateDict=t}parsePrivateDict(e){if(!e.hasName("Private")){this.emptyPrivateDictionary(e);return}const t=e.getByName("Private");if(!Array.isArray(t)||2!==t.length){e.removeByName("Private");return}const a=t[0],r=t[1];if(0===a||r>=this.bytes.length){this.emptyPrivateDictionary(e);return}const n=r+a,i=this.bytes.subarray(r,n),s=this.parseDict(i),o=this.createDict(CFFPrivateDict,s,e.strings);e.privateDict=o;if(!o.getByName("Subrs"))return;const c=o.getByName("Subrs"),l=r+c;if(0===c||l>=this.bytes.length){this.emptyPrivateDictionary(e);return}const h=this.parseIndex(l);o.subrsIndex=h.obj}parseCharsets(e,t,a,i){if(0===e)return new CFFCharset(!0,d.ISO_ADOBE,n.ISOAdobeCharset);if(1===e)return new CFFCharset(!0,d.EXPERT,n.ExpertCharset);if(2===e)return new CFFCharset(!0,d.EXPERT_SUBSET,n.ExpertSubsetCharset);const s=this.bytes,o=e,c=s[e++],l=[i?0:".notdef"];let h,u,f;t-=1;switch(c){case 0:for(f=0;f=65535){(0,r.warn)("Not enough space in charstrings to duplicate first glyph.");return}const e=this.charStrings.get(0);this.charStrings.add(e);this.isCIDFont&&this.fdSelect.fdSelect.push(this.fdSelect.fdSelect[0])}hasGlyphId(e){if(e<0||e>=this.charStrings.count)return!1;return this.charStrings.get(e).length>0}}t.CFF=CFF;class CFFHeader{constructor(e,t,a,r){this.major=e;this.minor=t;this.hdrSize=a;this.offSize=r}}t.CFFHeader=CFFHeader;class CFFStrings{constructor(){this.strings=[]}get(e){return e>=0&&e<=390?s[e]:e-o<=this.strings.length?this.strings[e-o]:s[0]}getSID(e){let t=s.indexOf(e);if(-1!==t)return t;t=this.strings.indexOf(e);return-1!==t?t+o:-1}add(e){this.strings.push(e)}get count(){return this.strings.length}}t.CFFStrings=CFFStrings;class CFFIndex{constructor(){this.objects=[];this.length=0}add(e){this.length+=e.length;this.objects.push(e)}set(e,t){this.length+=t.length-this.objects[e].length;this.objects[e]=t}get(e){return this.objects[e]}get count(){return this.objects.length}}t.CFFIndex=CFFIndex;class 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Type"]=!0;e["Bitstream Vera"]=!0;e["Vera Serif"]=!0;e.Versailles=!0;e.Wanted=!0;e.Weiss=!0;e["Wide Latin"]=!0;e.Windsor=!0;e.XITS=!0}));t.getSerifFonts=c;const l=(0,r.getLookupTableFactory)((function(e){e.Dingbats=!0;e.Symbol=!0;e.ZapfDingbats=!0}));t.getSymbolsFonts=l;const h=(0,r.getLookupTableFactory)((function(e){e[2]=10;e[3]=32;e[4]=33;e[5]=34;e[6]=35;e[7]=36;e[8]=37;e[9]=38;e[10]=39;e[11]=40;e[12]=41;e[13]=42;e[14]=43;e[15]=44;e[16]=45;e[17]=46;e[18]=47;e[19]=48;e[20]=49;e[21]=50;e[22]=51;e[23]=52;e[24]=53;e[25]=54;e[26]=55;e[27]=56;e[28]=57;e[29]=58;e[30]=894;e[31]=60;e[32]=61;e[33]=62;e[34]=63;e[35]=64;e[36]=65;e[37]=66;e[38]=67;e[39]=68;e[40]=69;e[41]=70;e[42]=71;e[43]=72;e[44]=73;e[45]=74;e[46]=75;e[47]=76;e[48]=77;e[49]=78;e[50]=79;e[51]=80;e[52]=81;e[53]=82;e[54]=83;e[55]=84;e[56]=85;e[57]=86;e[58]=87;e[59]=88;e[60]=89;e[61]=90;e[62]=91;e[63]=92;e[64]=93;e[65]=94;e[66]=95;e[67]=96;e[68]=97;e[69]=98;e[70]=99;e[71]=100;e[72]=101;e[73]=102;e[74]=103;e[75]=104;e[76]=105;e[77]=106;e[78]=107;e[79]=108;e[80]=109;e[81]=110;e[82]=111;e[83]=112;e[84]=113;e[85]=114;e[86]=115;e[87]=116;e[88]=117;e[89]=118;e[90]=119;e[91]=120;e[92]=121;e[93]=122;e[94]=123;e[95]=124;e[96]=125;e[97]=126;e[98]=196;e[99]=197;e[100]=199;e[101]=201;e[102]=209;e[103]=214;e[104]=220;e[105]=225;e[106]=224;e[107]=226;e[108]=228;e[109]=227;e[110]=229;e[111]=231;e[112]=233;e[113]=232;e[114]=234;e[115]=235;e[116]=237;e[117]=236;e[118]=238;e[119]=239;e[120]=241;e[121]=243;e[122]=242;e[123]=244;e[124]=246;e[125]=245;e[126]=250;e[127]=249;e[128]=251;e[129]=252;e[130]=8224;e[131]=176;e[132]=162;e[133]=163;e[134]=167;e[135]=8226;e[136]=182;e[137]=223;e[138]=174;e[139]=169;e[140]=8482;e[141]=180;e[142]=168;e[143]=8800;e[144]=198;e[145]=216;e[146]=8734;e[147]=177;e[148]=8804;e[149]=8805;e[150]=165;e[151]=181;e[152]=8706;e[153]=8721;e[154]=8719;e[156]=8747;e[157]=170;e[158]=186;e[159]=8486;e[160]=230;e[161]=248;e[162]=191;e[163]=161;e[164]=172;e[165]=8730;e[166]=402;e[167]=8776;e[168]=8710;e[169]=171;e[170]=187;e[171]=8230;e[200]=193;e[203]=205;e[210]=218;e[223]=711;e[224]=321;e[225]=322;e[226]=352;e[227]=353;e[228]=381;e[229]=382;e[233]=221;e[234]=253;e[252]=263;e[253]=268;e[254]=269;e[258]=258;e[260]=260;e[261]=261;e[265]=280;e[266]=281;e[267]=282;e[268]=283;e[269]=313;e[275]=323;e[276]=324;e[278]=328;e[283]=344;e[284]=345;e[285]=346;e[286]=347;e[292]=367;e[295]=377;e[296]=378;e[298]=380;e[305]=963;e[306]=964;e[307]=966;e[308]=8215;e[309]=8252;e[310]=8319;e[311]=8359;e[312]=8592;e[313]=8593;e[337]=9552;e[493]=1039;e[494]=1040;e[672]=1488;e[673]=1489;e[674]=1490;e[675]=1491;e[676]=1492;e[677]=1493;e[678]=1494;e[679]=1495;e[680]=1496;e[681]=1497;e[682]=1498;e[683]=1499;e[684]=1500;e[685]=1501;e[686]=1502;e[687]=1503;e[688]=1504;e[689]=1505;e[690]=1506;e[691]=1507;e[692]=1508;e[693]=1509;e[694]=1510;e[695]=1511;e[696]=1512;e[697]=1513;e[698]=1514;e[705]=1524;e[706]=8362;e[710]=64288;e[711]=64298;e[759]=1617;e[761]=1776;e[763]=1778;e[775]=1652;e[777]=1764;e[778]=1780;e[779]=1781;e[780]=1782;e[782]=771;e[783]=64726;e[786]=8363;e[788]=8532;e[790]=768;e[791]=769;e[792]=768;e[795]=803;e[797]=64336;e[798]=64337;e[799]=64342;e[800]=64343;e[801]=64344;e[802]=64345;e[803]=64362;e[804]=64363;e[805]=64364;e[2424]=7821;e[2425]=7822;e[2426]=7823;e[2427]=7824;e[2428]=7825;e[2429]=7826;e[2430]=7827;e[2433]=7682;e[2678]=8045;e[2679]=8046;e[2830]=1552;e[2838]=686;e[2840]=751;e[2842]=753;e[2843]=754;e[2844]=755;e[2846]=757;e[2856]=767;e[2857]=848;e[2858]=849;e[2862]=853;e[2863]=854;e[2864]=855;e[2865]=861;e[2866]=862;e[2906]=7460;e[2908]=7462;e[2909]=7463;e[2910]=7464;e[2912]=7466;e[2913]=7467;e[2914]=7468;e[2916]=7470;e[2917]=7471;e[2918]=7472;e[2920]=7474;e[2921]=7475;e[2922]=7476;e[2924]=7478;e[2925]=7479;e[2926]=7480;e[2928]=7482;e[2929]=7483;e[2930]=7484;e[2932]=7486;e[2933]=7487;e[2934]=7488;e[2936]=7490;e[2937]=7491;e[2938]=7492;e[2940]=7494;e[2941]=7495;e[2942]=7496;e[2944]=7498;e[2946]=7500;e[2948]=7502;e[2950]=7504;e[2951]=7505;e[2952]=7506;e[2954]=7508;e[2955]=7509;e[2956]=7510;e[2958]=7512;e[2959]=7513;e[2960]=7514;e[2962]=7516;e[2963]=7517;e[2964]=7518;e[2966]=7520;e[2967]=7521;e[2968]=7522;e[2970]=7524;e[2971]=7525;e[2972]=7526;e[2974]=7528;e[2975]=7529;e[2976]=7530;e[2978]=1537;e[2979]=1538;e[2980]=1539;e[2982]=1549;e[2983]=1551;e[2984]=1552;e[2986]=1554;e[2987]=1555;e[2988]=1556;e[2990]=1623;e[2991]=1624;e[2995]=1775;e[2999]=1791;e[3002]=64290;e[3003]=64291;e[3004]=64292;e[3006]=64294;e[3007]=64295;e[3008]=64296;e[3011]=1900;e[3014]=8223;e[3015]=8244;e[3017]=7532;e[3018]=7533;e[3019]=7534;e[3075]=7590;e[3076]=7591;e[3079]=7594;e[3080]=7595;e[3083]=7598;e[3084]=7599;e[3087]=7602;e[3088]=7603;e[3091]=7606;e[3092]=7607;e[3095]=7610;e[3096]=7611;e[3099]=7614;e[3100]=7615;e[3103]=7618;e[3104]=7619;e[3107]=8337;e[3108]=8338;e[3116]=1884;e[3119]=1885;e[3120]=1885;e[3123]=1886;e[3124]=1886;e[3127]=1887;e[3128]=1887;e[3131]=1888;e[3132]=1888;e[3135]=1889;e[3136]=1889;e[3139]=1890;e[3140]=1890;e[3143]=1891;e[3144]=1891;e[3147]=1892;e[3148]=1892;e[3153]=580;e[3154]=581;e[3157]=584;e[3158]=585;e[3161]=588;e[3162]=589;e[3165]=891;e[3166]=892;e[3169]=1274;e[3170]=1275;e[3173]=1278;e[3174]=1279;e[3181]=7622;e[3182]=7623;e[3282]=11799;e[3316]=578;e[3379]=42785;e[3393]=1159;e[3416]=8377}));t.getGlyphMapForStandardFonts=h;const u=(0,r.getLookupTableFactory)((function(e){e[227]=322;e[264]=261;e[291]=346}));t.getSupplementalGlyphMapForArialBlack=u;const d=(0,r.getLookupTableFactory)((function(e){e[1]=32;e[4]=65;e[6]=193;e[17]=66;e[18]=67;e[21]=268;e[24]=68;e[28]=69;e[30]=201;e[32]=282;e[38]=70;e[39]=71;e[44]=72;e[47]=73;e[49]=205;e[58]=74;e[60]=75;e[62]=76;e[68]=77;e[69]=78;e[75]=79;e[87]=80;e[89]=81;e[90]=82;e[92]=344;e[94]=83;e[97]=352;e[100]=84;e[104]=85;e[115]=86;e[116]=87;e[121]=88;e[122]=89;e[124]=221;e[127]=90;e[129]=381;e[258]=97;e[260]=225;e[268]=261;e[271]=98;e[272]=99;e[273]=263;e[275]=269;e[282]=100;e[286]=101;e[288]=233;e[290]=283;e[295]=281;e[296]=102;e[336]=103;e[346]=104;e[349]=105;e[351]=237;e[361]=106;e[364]=107;e[367]=108;e[371]=322;e[373]=109;e[374]=110;e[381]=111;e[383]=243;e[393]=112;e[395]=113;e[396]=114;e[398]=345;e[400]=115;e[401]=347;e[403]=353;e[410]=116;e[437]=117;e[448]=118;e[449]=119;e[454]=120;e[455]=121;e[457]=253;e[460]=122;e[462]=382;e[463]=380;e[853]=44;e[855]=58;e[856]=46;e[876]=47;e[878]=45;e[882]=45;e[894]=40;e[895]=41;e[896]=91;e[897]=93;e[923]=64;e[1004]=48;e[1005]=49;e[1006]=50;e[1007]=51;e[1008]=52;e[1009]=53;e[1010]=54;e[1011]=55;e[1012]=56;e[1013]=57;e[1081]=37;e[1085]=43;e[1086]=45}));t.getSupplementalGlyphMapForCalibri=d},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.ToUnicodeMap=t.IdentityToUnicodeMap=void 0;var r=a(2);t.ToUnicodeMap=class ToUnicodeMap{constructor(e=[]){this._map=e}get length(){return this._map.length}forEach(e){for(const t in this._map)e(t,this._map[t].charCodeAt(0))}has(e){return void 0!==this._map[e]}get(e){return this._map[e]}charCodeOf(e){const t=this._map;if(t.length<=65536)return t.indexOf(e);for(const a in t)if(t[a]===e)return 0|a;return-1}amend(e){for(const t in e)this._map[t]=e[t]}};t.IdentityToUnicodeMap=class IdentityToUnicodeMap{constructor(e,t){this.firstChar=e;this.lastChar=t}get length(){return this.lastChar+1-this.firstChar}forEach(e){for(let t=this.firstChar,a=this.lastChar;t<=a;t++)e(t,t)}has(e){return this.firstChar<=e&&e<=this.lastChar}get(e){if(this.firstChar<=e&&e<=this.lastChar)return String.fromCharCode(e)}charCodeOf(e){return Number.isInteger(e)&&e>=this.firstChar&&e<=this.lastChar?e:-1}amend(e){(0,r.unreachable)("Should not call amend()")}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.CFFFont=void 0;var r=a(35),n=a(38),i=a(2);t.CFFFont=class CFFFont{constructor(e,t){this.properties=t;const a=new r.CFFParser(e,t,n.SEAC_ANALYSIS_ENABLED);this.cff=a.parse();this.cff.duplicateFirstGlyph();const s=new r.CFFCompiler(this.cff);this.seacs=this.cff.seacs;try{this.data=s.compile()}catch(a){(0,i.warn)("Failed to compile font "+t.loadedName);this.data=e}this._createBuiltInEncoding()}get numGlyphs(){return this.cff.charStrings.count}getCharset(){return this.cff.charset.charset}getGlyphMapping(){const e=this.cff,t=this.properties,a=e.charset.charset;let r,i;if(t.composite){r=Object.create(null);let n;if(e.isCIDFont)for(i=0;i=0){const r=a[t];r&&(n[e]=r)}}n.length>0&&(this.properties.builtInEncoding=n)}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.FontRendererFactory=void 0;var r=a(2),n=a(35),i=a(39),s=a(37),o=a(10);function getUint32(e,t){return(e[t]<<24|e[t+1]<<16|e[t+2]<<8|e[t+3])>>>0}function getUint16(e,t){return e[t]<<8|e[t+1]}function getInt16(e,t){return(e[t]<<24|e[t+1]<<16)>>16}function getInt8(e,t){return e[t]<<24>>24}function getFloat214(e,t){return getInt16(e,t)/16384}function getSubroutineBias(e){const t=e.length;let a=32768;t<1240?a=107:t<33900&&(a=1131);return a}function parseCmap(e,t,a){const n=1===getUint16(e,t+2)?getUint32(e,t+8):getUint32(e,t+16),i=getUint16(e,t+n);let s,o,c;if(4===i){getUint16(e,t+n+2);const a=getUint16(e,t+n+6)>>1;o=t+n+14;s=[];for(c=0;c>1;a0;)h.push({flags:i})}for(a=0;a>1;S=!0;break;case 4:c+=i.pop();moveTo(o,c);S=!0;break;case 5:for(;i.length>0;){o+=i.shift();c+=i.shift();lineTo(o,c)}break;case 6:for(;i.length>0;){o+=i.shift();lineTo(o,c);if(0===i.length)break;c+=i.shift();lineTo(o,c)}break;case 7:for(;i.length>0;){c+=i.shift();lineTo(o,c);if(0===i.length)break;o+=i.shift();lineTo(o,c)}break;case 8:for(;i.length>0;){u=o+i.shift();f=c+i.shift();d=u+i.shift();g=f+i.shift();o=d+i.shift();c=g+i.shift();bezierCurveTo(u,f,d,g,o,c)}break;case 10:y=i.pop();w=null;if(a.isCFFCIDFont){const e=a.fdSelect.getFDIndex(n);if(e>=0&&eMath.abs(c-t)?o+=i.shift():c+=i.shift();bezierCurveTo(u,f,d,g,o,c);break;default:throw new r.FormatError(`unknown operator: 12 ${x}`)}break;case 14:if(i.length>=4){const e=i.pop(),r=i.pop();c=i.pop();o=i.pop();t.push({cmd:"save"},{cmd:"translate",args:[o,c]});let n=lookupCmap(a.cmap,String.fromCharCode(a.glyphNameMap[s.StandardEncoding[e]]));compileCharString(a.glyphs[n.glyphId],t,a,n.glyphId);t.push({cmd:"restore"});n=lookupCmap(a.cmap,String.fromCharCode(a.glyphNameMap[s.StandardEncoding[r]]));compileCharString(a.glyphs[n.glyphId],t,a,n.glyphId)}return;case 19:case 20:l+=i.length>>1;h+=l+7>>3;S=!0;break;case 21:c+=i.pop();o+=i.pop();moveTo(o,c);S=!0;break;case 22:o+=i.pop();moveTo(o,c);S=!0;break;case 24:for(;i.length>2;){u=o+i.shift();f=c+i.shift();d=u+i.shift();g=f+i.shift();o=d+i.shift();c=g+i.shift();bezierCurveTo(u,f,d,g,o,c)}o+=i.shift();c+=i.shift();lineTo(o,c);break;case 25:for(;i.length>6;){o+=i.shift();c+=i.shift();lineTo(o,c)}u=o+i.shift();f=c+i.shift();d=u+i.shift();g=f+i.shift();o=d+i.shift();c=g+i.shift();bezierCurveTo(u,f,d,g,o,c);break;case 26:i.length%2&&(o+=i.shift());for(;i.length>0;){u=o;f=c+i.shift();d=u+i.shift();g=f+i.shift();o=d;c=g+i.shift();bezierCurveTo(u,f,d,g,o,c)}break;case 27:i.length%2&&(c+=i.shift());for(;i.length>0;){u=o+i.shift();f=c;d=u+i.shift();g=f+i.shift();o=d+i.shift();c=g;bezierCurveTo(u,f,d,g,o,c)}break;case 28:i.push((e[h]<<24|e[h+1]<<16)>>16);h+=2;break;case 29:y=i.pop()+a.gsubrsBias;w=a.gsubrs[y];w&&parse(w);break;case 30:for(;i.length>0;){u=o;f=c+i.shift();d=u+i.shift();g=f+i.shift();o=d+i.shift();c=g+(1===i.length?i.shift():0);bezierCurveTo(u,f,d,g,o,c);if(0===i.length)break;u=o+i.shift();f=c;d=u+i.shift();g=f+i.shift();c=g+i.shift();o=d+(1===i.length?i.shift():0);bezierCurveTo(u,f,d,g,o,c)}break;case 31:for(;i.length>0;){u=o+i.shift();f=c;d=u+i.shift();g=f+i.shift();c=g+i.shift();o=d+(1===i.length?i.shift():0);bezierCurveTo(u,f,d,g,o,c);if(0===i.length)break;u=o;f=c+i.shift();d=u+i.shift();g=f+i.shift();o=d+i.shift();c=g+(1===i.length?i.shift():0);bezierCurveTo(u,f,d,g,o,c)}break;default:if(x<32)throw new r.FormatError(`unknown operator: ${x}`);if(x<247)i.push(x-139);else if(x<251)i.push(256*(x-247)+e[h++]+108);else if(x<255)i.push(256*-(x-251)-e[h++]-108);else{i.push((e[h]<<24|e[h+1]<<16|e[h+2]<<8|e[h+3])/65536);h+=4}}S&&(i.length=0)}}(e)}const c=[];class CompiledFont{constructor(e){this.constructor===CompiledFont&&(0,r.unreachable)("Cannot initialize CompiledFont.");this.fontMatrix=e;this.compiledGlyphs=Object.create(null);this.compiledCharCodeToGlyphId=Object.create(null)}getPathJs(e){const{charCode:t,glyphId:a}=lookupCmap(this.cmap,e);let r=this.compiledGlyphs[a];if(!r)try{r=this.compileGlyph(this.glyphs[a],a);this.compiledGlyphs[a]=r}catch(e){this.compiledGlyphs[a]=c;void 0===this.compiledCharCodeToGlyphId[t]&&(this.compiledCharCodeToGlyphId[t]=a);throw e}void 0===this.compiledCharCodeToGlyphId[t]&&(this.compiledCharCodeToGlyphId[t]=a);return r}compileGlyph(e,t){if(!e||0===e.length||14===e[0])return c;let a=this.fontMatrix;if(this.isCFFCIDFont){const e=this.fdSelect.getFDIndex(t);if(e>=0&&e2*getUint16(e,t)}const i=[];let s=n(t,0);for(let a=r;a{Object.defineProperty(t,"__esModule",{value:!0});t.getMetrics=t.getFontBasicMetrics=void 0;var r=a(6);const 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22;e.I=278;e.J=556;e.K=722;e.L=611;e.M=833;e.N=722;e.O=778;e.P=667;e.Q=778;e.R=722;e.S=667;e.T=611;e.U=722;e.V=667;e.W=944;e.X=667;e.Y=667;e.Z=611;e.bracketleft=333;e.backslash=278;e.bracketright=333;e.asciicircum=584;e.underscore=556;e.quoteleft=278;e.a=556;e.b=611;e.c=556;e.d=611;e.e=556;e.f=333;e.g=611;e.h=611;e.i=278;e.j=278;e.k=556;e.l=278;e.m=889;e.n=611;e.o=611;e.p=611;e.q=611;e.r=389;e.s=556;e.t=333;e.u=611;e.v=556;e.w=778;e.x=556;e.y=556;e.z=500;e.braceleft=389;e.bar=280;e.braceright=389;e.asciitilde=584;e.exclamdown=333;e.cent=556;e.sterling=556;e.fraction=167;e.yen=556;e.florin=556;e.section=556;e.currency=556;e.quotesingle=238;e.quotedblleft=500;e.guillemotleft=556;e.guilsinglleft=333;e.guilsinglright=333;e.fi=611;e.fl=611;e.endash=556;e.dagger=556;e.daggerdbl=556;e.periodcentered=278;e.paragraph=556;e.bullet=350;e.quotesinglbase=278;e.quotedblbase=500;e.quotedblright=500;e.guillemotright=556;e.ellipsis=1e3;e.perthousand=1e3;e.questiondown=611;e.grave=333;e.acute=333;e.circumflex=333;e.tilde=333;e.macron=333;e.breve=333;e.dotaccent=333;e.dieresis=333;e.ring=333;e.cedilla=333;e.hungarumlaut=333;e.ogonek=333;e.caron=333;e.emdash=1e3;e.AE=1e3;e.ordfeminine=370;e.Lslash=611;e.Oslash=778;e.OE=1e3;e.ordmasculine=365;e.ae=889;e.dotlessi=278;e.lslash=278;e.oslash=611;e.oe=944;e.germandbls=611;e.Idieresis=278;e.eacute=556;e.abreve=556;e.uhungarumlaut=611;e.ecaron=556;e.Ydieresis=667;e.divide=584;e.Yacute=667;e.Acircumflex=722;e.aacute=556;e.Ucircumflex=722;e.yacute=556;e.scommaaccent=556;e.ecircumflex=556;e.Uring=722;e.Udieresis=722;e.aogonek=556;e.Uacute=722;e.uogonek=611;e.Edieresis=667;e.Dcroat=722;e.commaaccent=250;e.copyright=737;e.Emacron=667;e.ccaron=556;e.aring=556;e.Ncommaaccent=722;e.lacute=278;e.agrave=556;e.Tcommaaccent=611;e.Cacute=722;e.atilde=556;e.Edotaccent=667;e.scaron=556;e.scedilla=556;e.iacute=278;e.lozenge=494;e.Rcaron=722;e.Gcommaaccent=778;e.ucircumflex=611;e.acircumflex=556;e.Amacron=722;e.rcaron=389;e.ccedilla=556;e.Zdotaccent=611;e.Thorn=667;e.Omacron=778;e.Racute=722;e.Sacute=667;e.dcaron=743;e.Umacron=722;e.uring=611;e.threesuperior=333;e.Ograve=778;e.Agrave=722;e.Abreve=722;e.multiply=584;e.uacute=611;e.Tcaron=611;e.partialdiff=494;e.ydieresis=556;e.Nacute=722;e.icircumflex=278;e.Ecircumflex=667;e.adieresis=556;e.edieresis=556;e.cacute=556;e.nacute=611;e.umacron=611;e.Ncaron=722;e.Iacute=278;e.plusminus=584;e.brokenbar=280;e.registered=737;e.Gbreve=778;e.Idotaccent=278;e.summation=600;e.Egrave=667;e.racute=389;e.omacron=611;e.Zacute=611;e.Zcaron=611;e.greaterequal=549;e.Eth=722;e.Ccedilla=722;e.lcommaaccent=278;e.tcaron=389;e.eogonek=556;e.Uogonek=722;e.Aacute=722;e.Adieresis=722;e.egrave=556;e.zacute=500;e.iogonek=278;e.Oacute=778;e.oacute=611;e.amacron=556;e.sacute=556;e.idieresis=278;e.Ocircumflex=778;e.Ugrave=722;e.Delta=612;e.thorn=611;e.twosuperior=333;e.Odieresis=778;e.mu=611;e.igrave=278;e.ohungarumlaut=611;e.Eogonek=667;e.dcroat=611;e.threequarters=834;e.Scedilla=667;e.lcaron=400;e.Kcommaaccent=722;e.Lacute=611;e.trademark=1e3;e.edotaccent=556;e.Igrave=278;e.Imacron=278;e.Lcaron=611;e.onehalf=834;e.lessequal=549;e.ocircumflex=611;e.ntilde=611;e.Uhungarumlaut=722;e.Eacute=667;e.emacron=556;e.gbreve=611;e.onequarter=834;e.Scaron=667;e.Scommaaccent=667;e.Ohungarumlaut=778;e.degree=400;e.ograve=611;e.Ccaron=722;e.ugrave=611;e.radical=549;e.Dcaron=722;e.rcommaaccent=389;e.Ntilde=722;e.otilde=611;e.Rcommaaccent=722;e.Lcommaaccent=611;e.Atilde=722;e.Aogonek=722;e.Aring=722;e.Otilde=778;e.zdotaccent=500;e.Ecaron=667;e.Iogonek=278;e.kcommaaccent=556;e.minus=584;e.Icircumflex=278;e.ncaron=611;e.tcommaaccent=333;e.logicalnot=584;e.odieresis=611;e.udieresis=611;e.notequal=549;e.gcommaaccent=611;e.eth=611;e.zcaron=500;e.ncommaaccent=611;e.onesuperior=333;e.imacron=278;e.Euro=556}));e["Helvetica-BoldOblique"]=(0,r.getLookupTableFactory)((function(e){e.space=278;e.exclam=333;e.quotedbl=474;e.numbersign=556;e.dollar=556;e.percent=889;e.ampersand=722;e.quoteright=278;e.parenleft=333;e.parenright=333;e.asterisk=389;e.plus=584;e.comma=278;e.hyphen=333;e.period=278;e.slash=278;e.zero=556;e.one=556;e.two=556;e.three=556;e.four=556;e.five=556;e.six=556;e.seven=556;e.eight=556;e.nine=556;e.colon=333;e.semicolon=333;e.less=584;e.equal=584;e.greater=584;e.question=611;e.at=975;e.A=722;e.B=722;e.C=722;e.D=722;e.E=667;e.F=611;e.G=778;e.H=722;e.I=278;e.J=556;e.K=722;e.L=611;e.M=833;e.N=722;e.O=778;e.P=667;e.Q=778;e.R=722;e.S=667;e.T=611;e.U=722;e.V=667;e.W=944;e.X=667;e.Y=667;e.Z=611;e.bracketleft=333;e.backslash=278;e.bracketright=333;e.asciicircum=584;e.underscore=556;e.quoteleft=278;e.a=556;e.b=611;e.c=556;e.d=611;e.e=556;e.f=333;e.g=611;e.h=611;e.i=278;e.j=278;e.k=556;e.l=278;e.m=889;e.n=611;e.o=611;e.p=611;e.q=611;e.r=389;e.s=556;e.t=333;e.u=611;e.v=556;e.w=778;e.x=556;e.y=556;e.z=500;e.braceleft=389;e.bar=280;e.braceright=389;e.asciitilde=584;e.exclamdown=333;e.cent=556;e.sterling=556;e.fraction=167;e.yen=556;e.florin=556;e.section=556;e.currency=556;e.quotesingle=238;e.quotedblleft=500;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h=556;e.Oslash=722;e.OE=944;e.ordmasculine=310;e.ae=667;e.dotlessi=278;e.lslash=278;e.oslash=500;e.oe=667;e.germandbls=500;e.Idieresis=333;e.eacute=444;e.abreve=500;e.uhungarumlaut=500;e.ecaron=444;e.Ydieresis=556;e.divide=675;e.Yacute=556;e.Acircumflex=611;e.aacute=500;e.Ucircumflex=722;e.yacute=444;e.scommaaccent=389;e.ecircumflex=444;e.Uring=722;e.Udieresis=722;e.aogonek=500;e.Uacute=722;e.uogonek=500;e.Edieresis=611;e.Dcroat=722;e.commaaccent=250;e.copyright=760;e.Emacron=611;e.ccaron=444;e.aring=500;e.Ncommaaccent=667;e.lacute=278;e.agrave=500;e.Tcommaaccent=556;e.Cacute=667;e.atilde=500;e.Edotaccent=611;e.scaron=389;e.scedilla=389;e.iacute=278;e.lozenge=471;e.Rcaron=611;e.Gcommaaccent=722;e.ucircumflex=500;e.acircumflex=500;e.Amacron=611;e.rcaron=389;e.ccedilla=444;e.Zdotaccent=556;e.Thorn=611;e.Omacron=722;e.Racute=611;e.Sacute=500;e.dcaron=544;e.Umacron=722;e.uring=500;e.threesuperior=300;e.Ograve=722;e.Agrave=611;e.Abreve=611;e.multiply=675;e.uacute=500;e.Tcaron=556;e.partialdiff=476;e.ydieresis=444;e.Nacute=667;e.icircumflex=278;e.Ecircumflex=611;e.adieresis=500;e.edieresis=444;e.cacute=444;e.nacute=500;e.umacron=500;e.Ncaron=667;e.Iacute=333;e.plusminus=675;e.brokenbar=275;e.registered=760;e.Gbreve=722;e.Idotaccent=333;e.summation=600;e.Egrave=611;e.racute=389;e.omacron=500;e.Zacute=556;e.Zcaron=556;e.greaterequal=549;e.Eth=722;e.Ccedilla=667;e.lcommaaccent=278;e.tcaron=300;e.eogonek=444;e.Uogonek=722;e.Aacute=611;e.Adieresis=611;e.egrave=444;e.zacute=389;e.iogonek=278;e.Oacute=722;e.oacute=500;e.amacron=500;e.sacute=389;e.idieresis=278;e.Ocircumflex=722;e.Ugrave=722;e.Delta=612;e.thorn=500;e.twosuperior=300;e.Odieresis=722;e.mu=500;e.igrave=278;e.ohungarumlaut=500;e.Eogonek=611;e.dcroat=500;e.threequarters=750;e.Scedilla=500;e.lcaron=300;e.Kcommaaccent=667;e.Lacute=556;e.trademark=980;e.edotaccent=444;e.Igrave=333;e.Imacron=333;e.Lcaron=611;e.onehalf=750;e.lessequal=549;e.ocircumflex=500;e.ntilde=500;e.Uhungarumlaut=722;e.Eacute=611;e.emacron=444;e.gbreve=500;e.onequarter=750;e.Scaron=500;e.Scommaaccent=500;e.Ohungarumlaut=722;e.degree=400;e.ograve=500;e.Ccaron=667;e.ugrave=500;e.radical=453;e.Dcaron=722;e.rcommaaccent=389;e.Ntilde=667;e.otilde=500;e.Rcommaaccent=611;e.Lcommaaccent=556;e.Atilde=611;e.Aogonek=611;e.Aring=611;e.Otilde=722;e.zdotaccent=389;e.Ecaron=611;e.Iogonek=333;e.kcommaaccent=444;e.minus=675;e.Icircumflex=333;e.ncaron=500;e.tcommaaccent=278;e.logicalnot=675;e.odieresis=500;e.udieresis=500;e.notequal=549;e.gcommaaccent=500;e.eth=500;e.zcaron=389;e.ncommaaccent=500;e.onesuperior=300;e.imacron=278;e.Euro=500}));e.ZapfDingbats=(0,r.getLookupTableFactory)((function(e){e.space=278;e.a1=974;e.a2=961;e.a202=974;e.a3=980;e.a4=719;e.a5=789;e.a119=790;e.a118=791;e.a117=690;e.a11=960;e.a12=939;e.a13=549;e.a14=855;e.a15=911;e.a16=933;e.a105=911;e.a17=945;e.a18=974;e.a19=755;e.a20=846;e.a21=762;e.a22=761;e.a23=571;e.a24=677;e.a25=763;e.a26=760;e.a27=759;e.a28=754;e.a6=494;e.a7=552;e.a8=537;e.a9=577;e.a10=692;e.a29=786;e.a30=788;e.a31=788;e.a32=790;e.a33=793;e.a34=794;e.a35=816;e.a36=823;e.a37=789;e.a38=841;e.a39=823;e.a40=833;e.a41=816;e.a42=831;e.a43=923;e.a44=744;e.a45=723;e.a46=749;e.a47=790;e.a48=792;e.a49=695;e.a50=776;e.a51=768;e.a52=792;e.a53=759;e.a54=707;e.a55=708;e.a56=682;e.a57=701;e.a58=826;e.a59=815;e.a60=789;e.a61=789;e.a62=707;e.a63=687;e.a64=696;e.a65=689;e.a66=786;e.a67=787;e.a68=713;e.a69=791;e.a70=785;e.a71=791;e.a72=873;e.a73=761;e.a74=762;e.a203=762;e.a75=759;e.a204=759;e.a76=892;e.a77=892;e.a78=788;e.a79=784;e.a81=438;e.a82=138;e.a83=277;e.a84=415;e.a97=392;e.a98=392;e.a99=668;e.a100=668;e.a89=390;e.a90=390;e.a93=317;e.a94=317;e.a91=276;e.a92=276;e.a205=509;e.a85=509;e.a206=410;e.a86=410;e.a87=234;e.a88=234;e.a95=334;e.a96=334;e.a101=732;e.a102=544;e.a103=544;e.a104=910;e.a106=667;e.a107=760;e.a108=760;e.a112=776;e.a111=595;e.a110=694;e.a109=626;e.a120=788;e.a121=788;e.a122=788;e.a123=788;e.a124=788;e.a125=788;e.a126=788;e.a127=788;e.a128=788;e.a129=788;e.a130=788;e.a131=788;e.a132=788;e.a133=788;e.a134=788;e.a135=788;e.a136=788;e.a137=788;e.a138=788;e.a139=788;e.a140=788;e.a141=788;e.a142=788;e.a143=788;e.a144=788;e.a145=788;e.a146=788;e.a147=788;e.a148=788;e.a149=788;e.a150=788;e.a151=788;e.a152=788;e.a153=788;e.a154=788;e.a155=788;e.a156=788;e.a157=788;e.a158=788;e.a159=788;e.a160=894;e.a161=838;e.a163=1016;e.a164=458;e.a196=748;e.a165=924;e.a192=748;e.a166=918;e.a167=927;e.a168=928;e.a169=928;e.a170=834;e.a171=873;e.a172=828;e.a173=924;e.a162=924;e.a174=917;e.a175=930;e.a176=931;e.a177=463;e.a178=883;e.a179=836;e.a193=836;e.a180=867;e.a199=867;e.a181=696;e.a200=696;e.a182=874;e.a201=874;e.a183=760;e.a184=946;e.a197=771;e.a185=865;e.a194=771;e.a198=888;e.a186=967;e.a195=888;e.a187=831;e.a188=873;e.a189=927;e.a190=970;e.a191=918}))}));t.getMetrics=n;const i=(0,r.getLookupTableFactory)((function(e){e.Courier={ascent:629,descent:-157,capHeight:562,xHeight:-426};e["Courier-Bold"]={ascent:629,descent:-157,capHeight:562,xHeight:439};e["Courier-Oblique"]={ascent:629,descent:-157,capHeight:562,xHeight:426};e["Courier-BoldOblique"]={ascent:629,descent:-157,capHeight:562,xHeight:426};e.Helvetica={ascent:718,descent:-207,capHeight:718,xHeight:523};e["Helvetica-Bold"]={ascent:718,descent:-207,capHeight:718,xHeight:532};e["Helvetica-Oblique"]={ascent:718,descent:-207,capHeight:718,xHeight:523};e["Helvetica-BoldOblique"]={ascent:718,descent:-207,capHeight:718,xHeight:532};e["Times-Roman"]={ascent:683,descent:-217,capHeight:662,xHeight:450};e["Times-Bold"]={ascent:683,descent:-217,capHeight:676,xHeight:461};e["Times-Italic"]={ascent:683,descent:-217,capHeight:653,xHeight:441};e["Times-BoldItalic"]={ascent:683,descent:-217,capHeight:669,xHeight:462};e.Symbol={ascent:Math.NaN,descent:Math.NaN,capHeight:Math.NaN,xHeight:Math.NaN};e.ZapfDingbats={ascent:Math.NaN,descent:Math.NaN,capHeight:Math.NaN,xHeight:Math.NaN}}));t.getFontBasicMetrics=i},(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0});t.GlyfTable=void 0;t.GlyfTable=class GlyfTable{constructor({glyfTable:e,isGlyphLocationsLong:t,locaTable:a,numGlyphs:r}){this.glyphs=[];const n=new DataView(a.buffer,a.byteOffset,a.byteLength),i=new DataView(e.buffer,e.byteOffset,e.byteLength),s=t?4:2;let o=t?n.getUint32(0):2*n.getUint16(0),c=0;for(let e=0;ee+(t.getSize()+3&-4)),0)}write(){const e=this.getSize(),t=new DataView(new ArrayBuffer(e)),a=e>131070,r=a?4:2,n=new DataView(new ArrayBuffer((this.glyphs.length+1)*r));a?n.setUint32(0,0):n.setUint16(0,0);let i=0,s=0;for(const e of this.glyphs){i+=e.write(i,t);i=i+3&-4;s+=r;a?n.setUint32(s,i):n.setUint16(s,i>>1)}return{isLocationLong:a,loca:new Uint8Array(n.buffer),glyf:new Uint8Array(t.buffer)}}scale(e){for(let t=0,a=this.glyphs.length;te+t.getSize()),0);return this.header.getSize()+e}write(e,t){if(!this.header)return 0;const a=e;e+=this.header.write(e,t);if(this.simple)e+=this.simple.write(e,t);else for(const a of this.composites)e+=a.write(e,t);return e-a}scale(e){if(!this.header)return;const t=(this.header.xMin+this.header.xMax)/2;this.header.scale(t,e);if(this.simple)this.simple.scale(t,e);else for(const a of this.composites)a.scale(t,e)}}class GlyphHeader{constructor({numberOfContours:e,xMin:t,yMin:a,xMax:r,yMax:n}){this.numberOfContours=e;this.xMin=t;this.yMin=a;this.xMax=r;this.yMax=n}static parse(e,t){return[10,new GlyphHeader({numberOfContours:t.getInt16(e),xMin:t.getInt16(e+2),yMin:t.getInt16(e+4),xMax:t.getInt16(e+6),yMax:t.getInt16(e+8)})]}getSize(){return 10}write(e,t){t.setInt16(e,this.numberOfContours);t.setInt16(e+2,this.xMin);t.setInt16(e+4,this.yMin);t.setInt16(e+6,this.xMax);t.setInt16(e+8,this.yMax);return 10}scale(e,t){this.xMin=Math.round(e+(this.xMin-e)*t);this.xMax=Math.round(e+(this.xMax-e)*t)}}class Contour{constructor({flags:e,xCoordinates:t,yCoordinates:a}){this.xCoordinates=t;this.yCoordinates=a;this.flags=e}}class SimpleGlyph{constructor({contours:e,instructions:t}){this.contours=e;this.instructions=t}static parse(e,t,a){const r=[];for(let n=0;n255?e+=2:o>0&&(e+=1);t=i;o=Math.abs(s-a);o>255?e+=2:o>0&&(e+=1);a=s}}return e}write(e,t){const a=e,r=[],n=[],i=[];let s=0,o=0;for(const a of this.contours){for(let e=0,t=a.xCoordinates.length;e=0?18:2;r.push(e)}else r.push(l)}s=c;const h=a.yCoordinates[e];l=h-o;if(0===l){t|=32;n.push(0)}else{const e=Math.abs(l);if(e<=255){t|=l>=0?36:4;n.push(e)}else n.push(l)}o=h;i.push(t)}t.setUint16(e,r.length-1);e+=2}t.setUint16(e,this.instructions.length);e+=2;if(this.instructions.length){new Uint8Array(t.buffer,0,t.buffer.byteLength).set(this.instructions,e);e+=this.instructions.length}for(const a of i)t.setUint8(e++,a);for(let a=0,n=r.length;a=-128&&this.argument1<=127&&this.argument2>=-128&&this.argument2<=127||(e+=2):this.argument1>=0&&this.argument1<=255&&this.argument2>=0&&this.argument2<=255||(e+=2);return e}write(e,t){const a=e;2&this.flags?this.argument1>=-128&&this.argument1<=127&&this.argument2>=-128&&this.argument2<=127||(this.flags|=1):this.argument1>=0&&this.argument1<=255&&this.argument2>=0&&this.argument2<=255||(this.flags|=1);t.setUint16(e,this.flags);t.setUint16(e+2,this.glyphIndex);e+=4;if(1&this.flags){if(2&this.flags){t.setInt16(e,this.argument1);t.setInt16(e+2,this.argument2)}else{t.setUint16(e,this.argument1);t.setUint16(e+2,this.argument2)}e+=4}else{t.setUint8(e,this.argument1);t.setUint8(e+1,this.argument2);e+=2}if(256&this.flags){t.setUint16(e,this.instructions.length);e+=2;if(this.instructions.length){new Uint8Array(t.buffer,0,t.buffer.byteLength).set(this.instructions,e);e+=this.instructions.length}}return e-a}scale(e,t){}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.OpenTypeFileBuilder=void 0;var r=a(6),n=a(2);function writeInt16(e,t,a){e[t]=a>>8&255;e[t+1]=255&a}function writeInt32(e,t,a){e[t]=a>>24&255;e[t+1]=a>>16&255;e[t+2]=a>>8&255;e[t+3]=255&a}function writeData(e,t,a){if(a instanceof Uint8Array)e.set(a,t);else if("string"==typeof a)for(let r=0,n=a.length;ra;){a<<=1;r++}const n=a*t;return{range:n,entry:r,rangeShift:t*e-n}}toArray(){let e=this.sfnt;const t=this.tables,a=Object.keys(t);a.sort();const i=a.length;let s,o,c,l,h,u=12+16*i;const d=[u];for(s=0;s>>0;d.push(u)}const f=new Uint8Array(u);for(s=0;s>>0}writeInt32(f,u+4,e);writeInt32(f,u+8,d[s]);writeInt32(f,u+12,t[h].length);u+=16}return f}addTable(e,t){if(e in this.tables)throw new Error("Table "+e+" already exists");this.tables[e]=t}}t.OpenTypeFileBuilder=OpenTypeFileBuilder},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.Type1Font=void 0;var r=a(35),n=a(38),i=a(6),s=a(10),o=a(49),c=a(2);function findBlock(e,t,a){const r=e.length,n=t.length,s=r-n;let o=a,c=!1;for(;o=n){o+=a;for(;o=0&&(r[e]=i)}}return(0,n.type1FontGlyphMapping)(e,r,a)}hasGlyphId(e){if(e<0||e>=this.numGlyphs)return!1;if(0===e)return!0;return this.charstrings[e-1].charstring.length>0}getSeacs(e){const t=[];for(let a=0,r=e.length;a0;e--)t[e]-=t[e-1];g.setByName(e,t)}s.topDict.privateDict=g;const m=new r.CFFIndex;for(u=0,d=n.length;u{Object.defineProperty(t,"__esModule",{value:!0});t.Type1Parser=void 0;var r=a(37),n=a(6),i=a(10),s=a(2);const o=[4],c=[5],l=[6],h=[7],u=[8],d=[12,35],f=[14],g=[21],p=[22],m=[30],b=[31];class Type1CharString{constructor(){this.width=0;this.lsb=0;this.flexing=!1;this.output=[];this.stack=[]}convert(e,t,a){const r=e.length;let n,i,y,w=!1;for(let S=0;Sr)return!0;const n=r-e;for(let e=n;e>8&255,255&t);else{t=65536*t|0;this.output.push(255,t>>24&255,t>>16&255,t>>8&255,255&t)}}this.output.push(...t);a?this.stack.splice(n,e):this.stack.length=0;return!1}}function isHexDigit(e){return e>=48&&e<=57||e>=65&&e<=70||e>=97&&e<=102}function decrypt(e,t,a){if(a>=e.length)return new Uint8Array(0);let r,n,i=0|t;for(r=0;r>8;i=52845*(t+i)+22719&65535}return o}function isSpecial(e){return 47===e||91===e||93===e||123===e||125===e||40===e||41===e}t.Type1Parser=class Type1Parser{constructor(e,t,a){if(t){const t=e.getBytes(),a=!((isHexDigit(t[0])||(0,n.isWhiteSpace)(t[0]))&&isHexDigit(t[1])&&isHexDigit(t[2])&&isHexDigit(t[3])&&isHexDigit(t[4])&&isHexDigit(t[5])&&isHexDigit(t[6])&&isHexDigit(t[7]));e=new i.Stream(a?decrypt(t,55665,4):function decryptAscii(e,t,a){let r=0|t;const n=e.length,i=new Uint8Array(n>>>1);let s,o;for(s=0,o=0;s>8;r=52845*(e+r)+22719&65535}}return i.slice(a,o)}(t,55665,4))}this.seacAnalysisEnabled=!!a;this.stream=e;this.nextChar()}readNumberArray(){this.getToken();const e=[];for(;;){const t=this.getToken();if(null===t||"]"===t||"}"===t)break;e.push(parseFloat(t||0))}return e}readNumber(){const e=this.getToken();return parseFloat(e||0)}readInt(){const e=this.getToken();return 0|parseInt(e||0,10)}readBoolean(){return"true"===this.getToken()?1:0}nextChar(){return this.currentChar=this.stream.getByte()}prevChar(){this.stream.skip(-2);return this.currentChar=this.stream.getByte()}getToken(){let e=!1,t=this.currentChar;for(;;){if(-1===t)return null;if(e)10!==t&&13!==t||(e=!1);else if(37===t)e=!0;else if(!(0,n.isWhiteSpace)(t))break;t=this.nextChar()}if(isSpecial(t)){this.nextChar();return String.fromCharCode(t)}let a="";do{a+=String.fromCharCode(t);t=this.nextChar()}while(t>=0&&!(0,n.isWhiteSpace)(t)&&!isSpecial(t));return a}readCharStrings(e,t){return-1===t?e:decrypt(e,4330,t)}extractFontProgram(e){const t=this.stream,a=[],r=[],n=Object.create(null);n.lenIV=4;const i={subrs:[],charstrings:[],properties:{privateData:n}};let s,o,c,l;for(;null!==(s=this.getToken());)if("/"===s){s=this.getToken();switch(s){case"CharStrings":this.getToken();this.getToken();this.getToken();this.getToken();for(;;){s=this.getToken();if(null===s||"end"===s)break;if("/"!==s)continue;const e=this.getToken();o=this.readInt();this.getToken();c=o>0?t.getBytes(o):new Uint8Array(0);l=i.properties.privateData.lenIV;const a=this.readCharStrings(c,l);this.nextChar();s=this.getToken();"noaccess"===s?this.getToken():"/"===s&&this.prevChar();r.push({glyph:e,encoded:a})}break;case"Subrs":this.readInt();this.getToken();for(;"dup"===this.getToken();){const e=this.readInt();o=this.readInt();this.getToken();c=o>0?t.getBytes(o):new Uint8Array(0);l=i.properties.privateData.lenIV;const r=this.readCharStrings(c,l);this.nextChar();s=this.getToken();"noaccess"===s&&this.getToken();a[e]=r}break;case"BlueValues":case"OtherBlues":case"FamilyBlues":case"FamilyOtherBlues":const e=this.readNumberArray();e.length>0&&e.length,0;break;case"StemSnapH":case"StemSnapV":i.properties.privateData[s]=this.readNumberArray();break;case"StdHW":case"StdVW":i.properties.privateData[s]=this.readNumberArray()[0];break;case"BlueShift":case"lenIV":case"BlueFuzz":case"BlueScale":case"LanguageGroup":case"ExpansionFactor":i.properties.privateData[s]=this.readNumber();break;case"ForceBold":i.properties.privateData[s]=this.readBoolean()}}for(const{encoded:t,glyph:n}of r){const r=new Type1CharString,s=r.convert(t,a,this.seacAnalysisEnabled);let o=r.output;s&&(o=[14]);const c={glyphName:n,charstring:o,width:r.width,lsb:r.lsb,seac:r.seac};".notdef"===n?i.charstrings.unshift(c):i.charstrings.push(c);if(e.builtInEncoding){const t=e.builtInEncoding.indexOf(n);t>-1&&void 0===e.widths[t]&&t>=e.firstChar&&t<=e.lastChar&&(e.widths[t]=r.width)}}return i}extractFontHeader(e){let t;for(;null!==(t=this.getToken());)if("/"===t){t=this.getToken();switch(t){case"FontMatrix":const a=this.readNumberArray();e.fontMatrix=a;break;case"Encoding":const n=this.getToken();let i;if(/^\d+$/.test(n)){i=[];const e=0|parseInt(n,10);this.getToken();for(let a=0;a{Object.defineProperty(t,"__esModule",{value:!0});t.Pattern=void 0;t.getTilingPatternIR=function getTilingPatternIR(e,t,a){const n=t.getArray("Matrix"),i=r.Util.normalizeRect(t.getArray("BBox")),s=t.get("XStep"),o=t.get("YStep"),c=t.get("PaintType"),l=t.get("TilingType");if(i[2]-i[0]==0||i[3]-i[1]==0)throw new r.FormatError(`Invalid getTilingPatternIR /BBox array: [${i}].`);return["TilingPattern",a,e,n,i,s,o,c,l]};var r=a(2),n=a(7),i=a(14),s=a(6);const o=2,c=3,l=4,h=5,u=6,d=7;t.Pattern=class Pattern{constructor(){(0,r.unreachable)("Cannot initialize Pattern.")}static parseShading(e,t,a,i,f,g){const p=e instanceof n.BaseStream?e.dict:e,m=p.get("ShadingType");try{switch(m){case o:case c:return new RadialAxialShading(p,t,a,f,g);case l:case h:case u:case d:return new MeshShading(e,t,a,f,g);default:throw new r.FormatError("Unsupported ShadingType: "+m)}}catch(e){if(e instanceof s.MissingDataException)throw e;i.send("UnsupportedFeature",{featureId:r.UNSUPPORTED_FEATURES.shadingPattern});(0,r.warn)(e);return new DummyShading}}};class BaseShading{static get SMALL_NUMBER(){return(0,r.shadow)(this,"SMALL_NUMBER",1e-6)}constructor(){this.constructor===BaseShading&&(0,r.unreachable)("Cannot initialize BaseShading.")}getIR(){(0,r.unreachable)("Abstract method `getIR` called.")}}class RadialAxialShading extends BaseShading{constructor(e,t,a,n,s){super();this.coordsArr=e.getArray("Coords");this.shadingType=e.get("ShadingType");const o=i.ColorSpace.parse({cs:e.getRaw("CS")||e.getRaw("ColorSpace"),xref:t,resources:a,pdfFunctionFactory:n,localColorSpaceCache:s}),l=e.getArray("BBox");Array.isArray(l)&&4===l.length?this.bbox=r.Util.normalizeRect(l):this.bbox=null;let h=0,u=1;if(e.has("Domain")){const t=e.getArray("Domain");h=t[0];u=t[1]}let d=!1,f=!1;if(e.has("Extend")){const t=e.getArray("Extend");d=t[0];f=t[1]}if(!(this.shadingType!==c||d&&f)){const[e,t,a,n,i,s]=this.coordsArr,o=Math.hypot(e-n,t-i);a<=s+o&&s<=a+o&&(0,r.warn)("Unsupported radial gradient.")}this.extendStart=d;this.extendEnd=f;const g=e.getRaw("Function"),p=n.createFromArray(g),m=(u-h)/10,b=this.colorStops=[];if(h>=u||m<=0){(0,r.info)("Bad shading domain.");return}const y=new Float32Array(o.numComps),w=new Float32Array(1);let S;for(let e=0;e<=10;e++){w[0]=h+e*m;p(w,0,y,0);S=o.getRgb(y,0);const t=r.Util.makeHexColor(S[0],S[1],S[2]);b.push([e/10,t])}let x="transparent";if(e.has("Background")){S=o.getRgb(e.get("Background"),0);x=r.Util.makeHexColor(S[0],S[1],S[2])}if(!d){b.unshift([0,x]);b[1][0]+=BaseShading.SMALL_NUMBER}if(!f){b.at(-1)[0]-=BaseShading.SMALL_NUMBER;b.push([1,x])}this.colorStops=b}getIR(){const e=this.coordsArr,t=this.shadingType;let a,n,i,s,l;if(t===o){n=[e[0],e[1]];i=[e[2],e[3]];s=null;l=null;a="axial"}else if(t===c){n=[e[0],e[1]];i=[e[3],e[4]];s=e[2];l=e[5];a="radial"}else(0,r.unreachable)(`getPattern type unknown: ${t}`);return["RadialAxial",a,this.bbox,this.colorStops,n,i,s,l]}}class MeshStreamReader{constructor(e,t){this.stream=e;this.context=t;this.buffer=0;this.bufferLength=0;const a=t.numComps;this.tmpCompsBuf=new Float32Array(a);const r=t.colorSpace.numComps;this.tmpCsCompsBuf=t.colorFn?new Float32Array(r):this.tmpCompsBuf}get hasData(){if(this.stream.end)return this.stream.pos0)return!0;const e=this.stream.getByte();if(e<0)return!1;this.buffer=e;this.bufferLength=8;return!0}readBits(e){let t=this.buffer,a=this.bufferLength;if(32===e){if(0===a)return(this.stream.getByte()<<24|this.stream.getByte()<<16|this.stream.getByte()<<8|this.stream.getByte())>>>0;t=t<<24|this.stream.getByte()<<16|this.stream.getByte()<<8|this.stream.getByte();const e=this.stream.getByte();this.buffer=e&(1<>a)>>>0}if(8===e&&0===a)return this.stream.getByte();for(;a>a}align(){this.buffer=0;this.bufferLength=0}readFlag(){return this.readBits(this.context.bitsPerFlag)}readCoordinate(){const e=this.context.bitsPerCoordinate,t=this.readBits(e),a=this.readBits(e),r=this.context.decode,n=e<32?1/((1<i?i:e;t=t>s?s:t;a=a{Object.defineProperty(t,"__esModule",{value:!0});t.getXfaFontDict=function getXfaFontDict(e){const t=function getXfaFontWidths(e){const t=getXfaFontName(e);if(!t)return null;const{baseWidths:a,baseMapping:r,factors:n}=t;let i;i=n?a.map(((e,t)=>e*n[t])):a;let s,o=-2;const c=[];for(const[e,t]of r.map(((e,t)=>[e,t])).sort((([e],[t])=>e-t)))if(-1!==e)if(e===o+1){s.push(i[t]);o+=1}else{o=e;s=[i[t]];c.push(e,s)}return c}(e),a=new n.Dict(null);a.set("BaseFont",n.Name.get(e));a.set("Type",n.Name.get("Font"));a.set("Subtype",n.Name.get("CIDFontType2"));a.set("Encoding",n.Name.get("Identity-H"));a.set("CIDToGIDMap",n.Name.get("Identity"));a.set("W",t);a.set("FirstChar",t[0]);a.set("LastChar",t.at(-2)+t.at(-1).length-1);const r=new n.Dict(null);a.set("FontDescriptor",r);const i=new n.Dict(null);i.set("Ordering","Identity");i.set("Registry","Adobe");i.set("Supplement",0);a.set("CIDSystemInfo",i);return a};t.getXfaFontName=getXfaFontName;var r=a(52),n=a(5),i=a(53),s=a(54),o=a(55),c=a(56),l=a(6),h=a(38);const 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r=[],n=[],i=t.length>>1,s=a.length>>1;let o,c,l,h,u,d,f,g,p=0;for(let e=0;et.min){o.unshift("Math.max(",i,", ");o.push(")")}if(s{Object.defineProperty(t,"__esModule",{value:!0});t.PostScriptParser=t.PostScriptLexer=void 0;var r=a(2),n=a(5),i=a(6);t.PostScriptParser=class PostScriptParser{constructor(e){this.lexer=e;this.operators=[];this.token=null;this.prev=null}nextToken(){this.prev=this.token;this.token=this.lexer.getToken()}accept(e){if(this.token.type===e){this.nextToken();return!0}return!1}expect(e){if(this.accept(e))return!0;throw new r.FormatError(`Unexpected symbol: found ${this.token.type} expected ${e}.`)}parse(){this.nextToken();this.expect(s.LBRACE);this.parseBlock();this.expect(s.RBRACE);return this.operators}parseBlock(){for(;;)if(this.accept(s.NUMBER))this.operators.push(this.prev.value);else if(this.accept(s.OPERATOR))this.operators.push(this.prev.value);else{if(!this.accept(s.LBRACE))return;this.parseCondition()}}parseCondition(){const e=this.operators.length;this.operators.push(null,null);this.parseBlock();this.expect(s.RBRACE);if(this.accept(s.IF)){this.operators[e]=this.operators.length;this.operators[e+1]="jz"}else{if(!this.accept(s.LBRACE))throw new r.FormatError("PS Function: error parsing conditional.");{const t=this.operators.length;this.operators.push(null,null);const a=this.operators.length;this.parseBlock();this.expect(s.RBRACE);this.expect(s.IFELSE);this.operators[t]=this.operators.length;this.operators[t+1]="j";this.operators[e]=a;this.operators[e+1]="jz"}}}};const s={LBRACE:0,RBRACE:1,NUMBER:2,OPERATOR:3,IF:4,IFELSE:5};class PostScriptToken{static get opCache(){return(0,r.shadow)(this,"opCache",Object.create(null))}constructor(e,t){this.type=e;this.value=t}static getOperator(e){const t=PostScriptToken.opCache[e];return t||(PostScriptToken.opCache[e]=new PostScriptToken(s.OPERATOR,e))}static get LBRACE(){return(0,r.shadow)(this,"LBRACE",new PostScriptToken(s.LBRACE,"{"))}static get RBRACE(){return(0,r.shadow)(this,"RBRACE",new PostScriptToken(s.RBRACE,"}"))}static get IF(){return(0,r.shadow)(this,"IF",new PostScriptToken(s.IF,"IF"))}static get IFELSE(){return(0,r.shadow)(this,"IFELSE",new PostScriptToken(s.IFELSE,"IFELSE"))}}t.PostScriptLexer=class PostScriptLexer{constructor(e){this.stream=e;this.nextChar();this.strBuf=[]}nextChar(){return this.currentChar=this.stream.getByte()}getToken(){let e=!1,t=this.currentChar;for(;;){if(t<0)return n.EOF;if(e)10!==t&&13!==t||(e=!1);else if(37===t)e=!0;else if(!(0,i.isWhiteSpace)(t))break;t=this.nextChar()}switch(0|t){case 48:case 49:case 50:case 51:case 52:case 53:case 54:case 55:case 56:case 57:case 43:case 45:case 46:return new PostScriptToken(s.NUMBER,this.getNumber());case 123:this.nextChar();return PostScriptToken.LBRACE;case 125:this.nextChar();return PostScriptToken.RBRACE}const a=this.strBuf;a.length=0;a[0]=String.fromCharCode(t);for(;(t=this.nextChar())>=0&&(t>=65&&t<=90||t>=97&&t<=122);)a.push(String.fromCharCode(t));const r=a.join("");switch(r.toLowerCase()){case"if":return PostScriptToken.IF;case"ifelse":return PostScriptToken.IFELSE;default:return PostScriptToken.getOperator(r)}}getNumber(){let e=this.currentChar;const t=this.strBuf;t.length=0;t[0]=String.fromCharCode(e);for(;(e=this.nextChar())>=0&&(e>=48&&e<=57||45===e||46===e);)t.push(String.fromCharCode(e));const a=parseFloat(t.join(""));if(isNaN(a))throw new r.FormatError(`Invalid floating point number: ${a}`);return a}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.LocalTilingPatternCache=t.LocalImageCache=t.LocalGStateCache=t.LocalFunctionCache=t.LocalColorSpaceCache=t.GlobalImageCache=void 0;var r=a(2),n=a(5);class BaseLocalCache{constructor(e){this.constructor===BaseLocalCache&&(0,r.unreachable)("Cannot initialize BaseLocalCache.");this._onlyRefs=!0===(e&&e.onlyRefs);if(!this._onlyRefs){this._nameRefMap=new Map;this._imageMap=new Map}this._imageCache=new n.RefSetCache}getByName(e){this._onlyRefs&&(0,r.unreachable)("Should not call `getByName` method.");const t=this._nameRefMap.get(e);return t?this.getByRef(t):this._imageMap.get(e)||null}getByRef(e){return this._imageCache.get(e)||null}set(e,t,a){(0,r.unreachable)("Abstract method `set` called.")}}t.LocalImageCache=class LocalImageCache extends BaseLocalCache{set(e,t=null,a){if("string"!=typeof e)throw new Error('LocalImageCache.set - expected "name" argument.');if(t){if(this._imageCache.has(t))return;this._nameRefMap.set(e,t);this._imageCache.put(t,a)}else this._imageMap.has(e)||this._imageMap.set(e,a)}};t.LocalColorSpaceCache=class LocalColorSpaceCache extends BaseLocalCache{set(e=null,t=null,a){if("string"!=typeof e&&!t)throw new Error('LocalColorSpaceCache.set - expected "name" and/or "ref" argument.');if(t){if(this._imageCache.has(t))return;null!==e&&this._nameRefMap.set(e,t);this._imageCache.put(t,a)}else this._imageMap.has(e)||this._imageMap.set(e,a)}};t.LocalFunctionCache=class LocalFunctionCache extends BaseLocalCache{constructor(e){super({onlyRefs:!0})}set(e=null,t,a){if(!t)throw new Error('LocalFunctionCache.set - expected "ref" argument.');this._imageCache.has(t)||this._imageCache.put(t,a)}};t.LocalGStateCache=class LocalGStateCache extends BaseLocalCache{set(e,t=null,a){if("string"!=typeof e)throw new Error('LocalGStateCache.set - expected "name" argument.');if(t){if(this._imageCache.has(t))return;this._nameRefMap.set(e,t);this._imageCache.put(t,a)}else this._imageMap.has(e)||this._imageMap.set(e,a)}};t.LocalTilingPatternCache=class LocalTilingPatternCache extends BaseLocalCache{constructor(e){super({onlyRefs:!0})}set(e=null,t,a){if(!t)throw new Error('LocalTilingPatternCache.set - expected "ref" argument.');this._imageCache.has(t)||this._imageCache.put(t,a)}};class GlobalImageCache{static get NUM_PAGES_THRESHOLD(){return(0,r.shadow)(this,"NUM_PAGES_THRESHOLD",2)}static get MIN_IMAGES_TO_CACHE(){return(0,r.shadow)(this,"MIN_IMAGES_TO_CACHE",10)}static get MAX_BYTE_SIZE(){return(0,r.shadow)(this,"MAX_BYTE_SIZE",4e7)}constructor(){this._refCache=new n.RefSetCache;this._imageCache=new n.RefSetCache}get _byteSize(){let e=0;for(const t of this._imageCache)e+=t.byteSize;return e}get _cacheLimitReached(){return!(this._imageCache.size{Object.defineProperty(t,"__esModule",{value:!0});t.bidi=function bidi(e,t=-1,a=!1){let c=!0;const l=e.length;if(0===l||a)return createBidiText(e,c,a);s.length=l;o.length=l;let h,u,d=0;for(h=0;h4){c=!0;t=0}else{c=!1;t=1}const f=[];for(h=0;h=0&&"ET"===o[e];--e)o[e]="EN";for(let e=h+1;e0&&(t=o[h-1]);let a=m;e+1w&&isOdd(w)&&(x=w)}for(w=S;w>=x;--w){let e=-1;for(h=0,u=f.length;h=0){reverseValues(s,e,h);e=-1}}else 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isOdd(e){return 0!=(1&e)}function isEven(e){return 0==(1&e)}function findUnequal(e,t,a){let r,n;for(r=t,n=e.length;r{Object.defineProperty(t,"__esModule",{value:!0});t.MurmurHash3_64=void 0;var r=a(2);const n=3285377520,i=4294901760,s=65535;t.MurmurHash3_64=class MurmurHash3_64{constructor(e){this.h1=e?4294967295&e:n;this.h2=e?4294967295&e:n}update(e){let t,a;if("string"==typeof e){t=new Uint8Array(2*e.length);a=0;for(let r=0,n=e.length;r>>8;t[a++]=255&n}}}else{if(!(0,r.isArrayBuffer)(e))throw new Error("Wrong data format in MurmurHash3_64_update. Input must be a string or array.");t=e.slice();a=t.byteLength}const n=a>>2,o=a-4*n,c=new Uint32Array(t.buffer,0,n);let l=0,h=0,u=this.h1,d=this.h2;const f=3432918353,g=461845907,p=11601,m=13715;for(let e=0;e>>17;l=l*g&i|l*m&s;u^=l;u=u<<13|u>>>19;u=5*u+3864292196}else{h=c[e];h=h*f&i|h*p&s;h=h<<15|h>>>17;h=h*g&i|h*m&s;d^=h;d=d<<13|d>>>19;d=5*d+3864292196}l=0;switch(o){case 3:l^=t[4*n+2]<<16;case 2:l^=t[4*n+1]<<8;case 1:l^=t[4*n];l=l*f&i|l*p&s;l=l<<15|l>>>17;l=l*g&i|l*m&s;1&n?u^=l:d^=l}this.h1=u;this.h2=d}hexdigest(){let e=this.h1,t=this.h2;e^=t>>>1;e=3981806797*e&i|36045*e&s;t=4283543511*t&i|(2950163797*(t<<16|e>>>16)&i)>>>16;e^=t>>>1;e=444984403*e&i|60499*e&s;t=3301882366*t&i|(3120437893*(t<<16|e>>>16)&i)>>>16;e^=t>>>1;const a=(e>>>0).toString(16),r=(t>>>0).toString(16);return a.padStart(8,"0")+r.padStart(8,"0")}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.OperatorList=void 0;var r=a(2);function addState(e,t,a,r,n){let i=e;for(let e=0,a=t.length-1;e1e3){h=Math.max(h,f);g+=d+2;f=0;d=0}u.push({transform:t,x:f,y:g,w:a.width,h:a.height});f+=a.width+2;d=Math.max(d,a.height)}const p=Math.max(h,f)+1,m=g+d+1,b=new Uint8Array(p*m*4),y=p<<2;for(let e=0;e=0;){t[i-4]=t[i];t[i-3]=t[i+1];t[i-2]=t[i+2];t[i-1]=t[i+3];t[i+a]=t[i+a-4];t[i+a+1]=t[i+a-3];t[i+a+2]=t[i+a-2];t[i+a+3]=t[i+a-1];i-=y}}a.splice(s,4*l,r.OPS.paintInlineImageXObjectGroup);n.splice(s,4*l,[{width:p,height:m,kind:r.ImageKind.RGBA_32BPP,data:b},u]);return s+1}));addState(n,[r.OPS.save,r.OPS.transform,r.OPS.paintImageMaskXObject,r.OPS.restore],null,(function iterateImageMaskGroup(e,t){const a=e.fnArray,n=(t-(e.iCurr-3))%4;switch(n){case 0:return a[t]===r.OPS.save;case 1:return a[t]===r.OPS.transform;case 2:return a[t]===r.OPS.paintImageMaskXObject;case 3:return a[t]===r.OPS.restore}throw new Error(`iterateImageMaskGroup - invalid pos: ${n}`)}),(function foundImageMaskGroup(e,t){const a=e.fnArray,n=e.argsArray,i=e.iCurr,s=i-3,o=i-2,c=i-1;let l=Math.floor((t-s)/4);if(l<10)return t-(t-s)%4;let h,u,d=!1;const f=n[c][0],g=n[o][0],p=n[o][1],m=n[o][2],b=n[o][3];if(p===m){d=!0;h=o+4;let e=c+4;for(let t=1;t=4&&a[i-4]===a[s]&&a[i-3]===a[o]&&a[i-2]===a[c]&&a[i-1]===a[l]&&r[i-4][0]===h&&r[i-4][1]===u){d++;f-=5}let g=f+4;for(let e=1;e=a)break}r=(r||n)[e[t]];if(r&&!Array.isArray(r)){s.iCurr=t;t++;if(!r.checkFn||(0,r.checkFn)(s)){i=r;r=null}else r=null}else t++}this.state=r;this.match=i;this.lastProcessed=t}flush(){for(;this.match;){const e=this.queue.fnArray.length;this.lastProcessed=(0,this.match.processFn)(this.context,e);this.match=null;this.state=null;this._optimize()}}reset(){this.state=null;this.match=null;this.lastProcessed=0}}class OperatorList{static get CHUNK_SIZE(){return(0,r.shadow)(this,"CHUNK_SIZE",1e3)}static get CHUNK_SIZE_ABOUT(){return(0,r.shadow)(this,"CHUNK_SIZE_ABOUT",this.CHUNK_SIZE-5)}constructor(e=0,t){this._streamSink=t;this.fnArray=[];this.argsArray=[];!t||e&r.RenderingIntentFlag.OPLIST?this.optimizer=new NullOptimizer(this):this.optimizer=new QueueOptimizer(this);this.dependencies=new Set;this._totalLength=0;this.weight=0;this._resolved=t?null:Promise.resolve()}get length(){return this.argsArray.length}get ready(){return this._resolved||this._streamSink.ready}get totalLength(){return this._totalLength+this.length}addOp(e,t){this.optimizer.push(e,t);this.weight++;this._streamSink&&(this.weight>=OperatorList.CHUNK_SIZE||this.weight>=OperatorList.CHUNK_SIZE_ABOUT&&(e===r.OPS.restore||e===r.OPS.endText))&&this.flush()}addImageOps(e,t,a){void 0!==a&&this.addOp(r.OPS.beginMarkedContentProps,["OC",a]);this.addOp(e,t);void 0!==a&&this.addOp(r.OPS.endMarkedContent,[])}addDependency(e){if(!this.dependencies.has(e)){this.dependencies.add(e);this.addOp(r.OPS.dependency,[e])}}addDependencies(e){for(const t of e)this.addDependency(t)}addOpList(e){if(e instanceof OperatorList){for(const t of e.dependencies)this.dependencies.add(t);for(let t=0,a=e.length;t{Object.defineProperty(t,"__esModule",{value:!0});t.PDFImage=void 0;var r=a(2),n=a(64),i=a(7),s=a(14),o=a(19),c=a(27),l=a(30),h=a(5);function decodeAndClamp(e,t,a,r){(e=t+e*a)<0?e=0:e>r&&(e=r);return e}function resizeImageMask(e,t,a,r,n,i){const s=n*i;let o;o=t<=8?new Uint8Array(s):t<=16?new Uint16Array(s):new Uint32Array(s);const c=a/n,l=r/i;let h,u,d,f,g=0;const p=new Uint16Array(n),m=a;for(h=0;h0&&Number.isInteger(a.height)&&a.height>0&&(a.width!==b||a.height!==y)){(0,r.warn)("PDFImage - using the Width/Height of the image data, rather than the image dictionary.");b=a.width;y=a.height}if(b<1||y<1)throw new r.FormatError(`Invalid image width: ${b} or height: ${y}`);this.width=b;this.height=y;this.interpolate=g.get("I","Interpolate");this.imageMask=g.get("IM","ImageMask")||!1;this.matte=g.get("Matte")||!1;let w=a.bitsPerComponent;if(!w){w=g.get("BPC","BitsPerComponent");if(!w){if(!this.imageMask)throw new r.FormatError(`Bits per component missing in image: ${this.imageMask}`);w=1}}this.bpc=w;if(!this.imageMask){let i=g.getRaw("CS")||g.getRaw("ColorSpace");if(!i){(0,r.info)("JPX images (which do not require color spaces)");switch(a.numComps){case 1:i=h.Name.get("DeviceGray");break;case 3:i=h.Name.get("DeviceRGB");break;case 4:i=h.Name.get("DeviceCMYK");break;default:throw new Error(`JPX images with ${a.numComps} color components not supported.`)}}this.colorSpace=s.ColorSpace.parse({cs:i,xref:e,resources:n?t:null,pdfFunctionFactory:d,localColorSpaceCache:f});this.numComps=this.colorSpace.numComps}this.decode=g.getArray("D","Decode");this.needsDecode=!1;if(this.decode&&(this.colorSpace&&!this.colorSpace.isDefaultDecode(this.decode,w)||u&&!s.ColorSpace.isDefaultDecode(this.decode,1))){this.needsDecode=!0;const e=(1<>3)*a,o=e.byteLength;let c,l;if(!r||n&&!(s===o))if(n){c=new Uint8Array(s);c.set(e);c.fill(255,o)}else c=new Uint8Array(e);else c=e;if(n)for(l=0;l>7&1;s[d+1]=u>>6&1;s[d+2]=u>>5&1;s[d+3]=u>>4&1;s[d+4]=u>>3&1;s[d+5]=u>>2&1;s[d+6]=u>>1&1;s[d+7]=1&u;d+=8}if(d>=1}}}}else{let a=0;u=0;for(d=0,h=i;d>r;n<0?n=0:n>l&&(n=l);s[d]=n;u&=(1<o[r+1]){t=255;break}}c[u]=t}}}if(c)for(u=0,f=3,d=t*n;u>3;if(!e){let e;"DeviceGray"===this.colorSpace.name&&1===l?e=r.ImageKind.GRAYSCALE_1BPP:"DeviceRGB"!==this.colorSpace.name||8!==l||this.needsDecode||(e=r.ImageKind.RGB_24BPP);if(e&&!this.smask&&!this.mask&&t===s&&a===o){n.kind=e;n.data=this.getImageBytes(o*h,{});if(this.needsDecode){(0,r.assert)(e===r.ImageKind.GRAYSCALE_1BPP,"PDFImage.createImageData: The image must be grayscale.");const t=n.data;for(let e=0,a=t.length;e>3,o=this.getImageBytes(n*s,{internal:!0}),c=this.getComponents(o);let l,h;if(1===i){h=a*n;if(this.needsDecode)for(l=0;l{Object.defineProperty(t,"__esModule",{value:!0});t.applyMaskImageData=function applyMaskImageData({src:e,srcPos:t=0,dest:a,destPos:n=0,width:i,height:s,inverseDecode:o=!1}){const c=r.FeatureTest.isLittleEndian?4278190080:255,[l,h]=o?[0,c]:[c,0],u=i>>3,d=7&i,f=e.length;a=new Uint32Array(a.buffer);for(let r=0;r{Object.defineProperty(t,"__esModule",{value:!0});t.incrementalUpdate=function incrementalUpdate({originalData:e,xrefInfo:t,newRefs:a,xref:o=null,hasXfa:l=!1,xfaDatasetsRef:h=null,hasXfaDatasetsEntry:u=!1,acroFormRef:d=null,acroForm:f=null,xfaData:g=null}){l&&function updateXFA({xfaData:e,xfaDatasetsRef:t,hasXfaDatasetsEntry:a,acroFormRef:n,acroForm:o,newRefs:c,xref:l,xrefInfo:h}){if(null===l)return;if(!a){if(!n){(0,r.warn)("XFA - Cannot save it");return}const e=o.get("XFA"),a=e.slice();a.splice(2,0,"datasets");a.splice(3,0,t);o.set("XFA",a);const i=l.encrypt;let s=null;i&&(s=i.createCipherTransform(n.num,n.gen));const h=[`${n.num} ${n.gen} obj\n`];writeDict(o,h,s);h.push("\n");o.set("XFA",e);c.push({ref:n,data:h.join("")})}if(null===e){e=function writeXFADataForAcroform(e,t){const a=new s.SimpleXMLParser({hasAttributes:!0}).parseFromString(e);for(const{xfa:e}of t){if(!e)continue;const{path:t,value:n}=e;if(!t)continue;const o=a.documentElement.searchNode((0,i.parseXFAPath)(t),0);o?Array.isArray(n)?o.childNodes=n.map((e=>new s.SimpleDOMNode("value",e))):o.childNodes=[new s.SimpleDOMNode("#text",n)]:(0,r.warn)(`Node not found for path: ${t}`)}const n=[];a.documentElement.dump(n);return n.join("")}(l.fetchIfRef(t).getString(),c)}const u=l.encrypt;if(u){e=u.createCipherTransform(t.num,t.gen).encryptString(e)}const d=`${t.num} ${t.gen} obj\n<< /Type /EmbeddedFile /Length ${e.length}>>\nstream\n`+e+"\nendstream\nendobj\n";c.push({ref:t,data:d})}({xfaData:g,xfaDatasetsRef:h,hasXfaDatasetsEntry:u,acroFormRef:d,acroForm:f,newRefs:a,xref:o,xrefInfo:t});const p=new n.Dict(null),m=t.newRef;let b,y;const w=e.at(-1);if(10===w||13===w){b=[];y=e.length}else{b=["\n"];y=e.length+1}p.set("Size",m.num+1);p.set("Prev",t.startXRef);p.set("Type",n.Name.get("XRef"));null!==t.rootRef&&p.set("Root",t.rootRef);null!==t.infoRef&&p.set("Info",t.infoRef);null!==t.encryptRef&&p.set("Encrypt",t.encryptRef);a.push({ref:m,data:""});a=a.sort(((e,t)=>e.ref.num-t.ref.num));const S=[[0,1,65535]],x=[0,1];let k=0;for(const{ref:e,data:t}of a){k=Math.max(k,y);S.push([1,y,Math.min(e.gen,65535)]);y+=t.length;x.push(e.num,1);b.push(t)}p.set("Index",x);if(Array.isArray(t.fileIds)&&t.fileIds.length>0){const e=function computeMD5(e,t){const a=Math.floor(Date.now()/1e3),n=t.filename||"",i=[a.toString(),n,e.toString()];let s=i.reduce(((e,t)=>e+t.length),0);for(const e of Object.values(t.info)){i.push(e);s+=e.length}const o=new Uint8Array(s);let l=0;for(const e of i){writeString(e,l,o);l+=e.length}return(0,r.bytesToString)((0,c.calculateMD5)(o))}(y,t);p.set("ID",[t.fileIds[0],e])}const C=[1,Math.ceil(Math.log2(k)/8),2],v=(C[0]+C[1]+C[2])*S.length;p.set("W",C);p.set("Length",v);b.push(`${m.num} ${m.gen} obj\n`);writeDict(p,b,null);b.push(" stream\n");const F=b.reduce(((e,t)=>e+t.length),0),O=`\nendstream\nendobj\nstartxref\n${y}\n%%EOF\n`,T=new Uint8Array(e.length+F+v+O.length);T.set(e);let M=e.length;for(const e of b){writeString(e,M,T);M+=e.length}for(const[e,t,a]of S){M=writeInt(e,C[0],M,T);M=writeInt(t,C[1],M,T);M=writeInt(a,C[2],M,T)}writeString(O,M,T);return T};t.writeDict=writeDict;t.writeObject=function writeObject(e,t,a,r){a.push(`${e.num} ${e.gen} obj\n`);t instanceof n.Dict?writeDict(t,a,r):t instanceof o.BaseStream&&writeStream(t,a,r);a.push("\nendobj\n")};var r=a(2),n=a(5),i=a(6),s=a(66),o=a(7),c=a(67);function writeDict(e,t,a){t.push("<<");for(const r of e.getKeys()){t.push(` /${(0,i.escapePDFName)(r)} `);writeValue(e.getRaw(r),t,a)}t.push(">>")}function writeStream(e,t,a){writeDict(e.dict,t,a);t.push(" stream\n");let r=e.getString();null!==a&&(r=a.encryptString(r));t.push(r,"\nendstream\n")}function writeValue(e,t,a){if(e instanceof n.Name)t.push(`/${(0,i.escapePDFName)(e.name)}`);else if(e instanceof n.Ref)t.push(`${e.num} ${e.gen} R`);else if(Array.isArray(e))!function writeArray(e,t,a){t.push("[");let r=!0;for(const n of e){r?r=!1:t.push(" ");writeValue(n,t,a)}t.push("]")}(e,t,a);else if("string"==typeof e){null!==a&&(e=a.encryptString(e));t.push(`(${(0,r.escapeString)(e)})`)}else"number"==typeof e?t.push((0,i.numberToString)(e)):"boolean"==typeof e?t.push(e.toString()):e instanceof n.Dict?writeDict(e,t,a):e instanceof o.BaseStream?writeStream(e,t,a):null===e?t.push("null"):(0,r.warn)(`Unhandled value in writer: ${typeof e}, please file a bug.`)}function writeInt(e,t,a,r){for(let n=t+a-1;n>a-1;n--){r[n]=255&e;e>>=8}return a+t}function writeString(e,t,a){for(let r=0,n=e.length;r{Object.defineProperty(t,"__esModule",{value:!0});t.XMLParserErrorCode=t.XMLParserBase=t.SimpleXMLParser=t.SimpleDOMNode=void 0;var r=a(6);const n={NoError:0,EndOfDocument:-1,UnterminatedCdat:-2,UnterminatedXmlDeclaration:-3,UnterminatedDoctypeDeclaration:-4,UnterminatedComment:-5,MalformedElement:-6,OutOfMemory:-7,UnterminatedAttributeValue:-8,UnterminatedElement:-9,ElementNeverBegun:-10};t.XMLParserErrorCode=n;function isWhitespace(e,t){const a=e[t];return" "===a||"\n"===a||"\r"===a||"\t"===a}class XMLParserBase{_resolveEntities(e){return e.replace(/&([^;]+);/g,((e,t)=>{if("#x"===t.substring(0,2))return String.fromCodePoint(parseInt(t.substring(2),16));if("#"===t.substring(0,1))return String.fromCodePoint(parseInt(t.substring(1),10));switch(t){case"lt":return"<";case"gt":return">";case"amp":return"&";case"quot":return'"';case"apos":return"'"}return this.onResolveEntity(t)}))}_parseContent(e,t){const a=[];let r=t;function skipWs(){for(;r"!==e[r]&&"/"!==e[r];)++r;const n=e.substring(t,r);skipWs();for(;r"!==e[r]&&"/"!==e[r]&&"?"!==e[r];){skipWs();let t="",n="";for(;r"!==e[a]&&"?"!==e[a]&&"/"!==e[a];)++a;const r=e.substring(t,a);!function skipWs(){for(;a"!==e[a+1]);)++a;return{name:r,value:e.substring(n,a),parsed:a-t}}parseXml(e){let t=0;for(;t",a);if(t<0){this.onError(n.UnterminatedElement);return}this.onEndElement(e.substring(a,t));a=t+1;break;case"?":++a;const r=this._parseProcessingInstruction(e,a);if("?>"!==e.substring(a+r.parsed,a+r.parsed+2)){this.onError(n.UnterminatedXmlDeclaration);return}this.onPi(r.name,r.value);a+=r.parsed+2;break;case"!":if("--"===e.substring(a+1,a+3)){t=e.indexOf("--\x3e",a+3);if(t<0){this.onError(n.UnterminatedComment);return}this.onComment(e.substring(a+3,t));a=t+3}else if("[CDATA["===e.substring(a+1,a+8)){t=e.indexOf("]]>",a+8);if(t<0){this.onError(n.UnterminatedCdat);return}this.onCdata(e.substring(a+8,t));a=t+3}else{if("DOCTYPE"!==e.substring(a+1,a+8)){this.onError(n.MalformedElement);return}{const r=e.indexOf("[",a+8);let i=!1;t=e.indexOf(">",a+8);if(t<0){this.onError(n.UnterminatedDoctypeDeclaration);return}if(r>0&&t>r){t=e.indexOf("]>",a+8);if(t<0){this.onError(n.UnterminatedDoctypeDeclaration);return}i=!0}const s=e.substring(a+8,t+(i?1:0));this.onDoctype(s);a=t+(i?2:1)}}break;default:const i=this._parseContent(e,a);if(null===i){this.onError(n.MalformedElement);return}let s=!1;if("/>"===e.substring(a+i.parsed,a+i.parsed+2))s=!0;else if(">"!==e.substring(a+i.parsed,a+i.parsed+1)){this.onError(n.UnterminatedElement);return}this.onBeginElement(i.name,i.attributes,s);a+=i.parsed+(s?2:1)}}else{for(;a0}searchNode(e,t){if(t>=e.length)return this;const a=e[t],r=[];let n=this;for(;;){if(a.name===n.nodeName){if(0!==a.pos){if(0===r.length)return null;{const[i]=r.pop();let s=0;for(const r of i.childNodes)if(a.name===r.nodeName){if(s===a.pos)return r.searchNode(e,t+1);s++}return n.searchNode(e,t+1)}}{const a=n.searchNode(e,t+1);if(null!==a)return a}}if(n.childNodes&&0!==n.childNodes.length){r.push([n,0]);n=n.childNodes[0]}else{if(0===r.length)return null;for(;0!==r.length;){const[e,t]=r.pop(),a=t+1;if(a");for(const t of this.childNodes)t.dump(e);e.push(``)}else this.nodeValue?e.push(`>${(0,r.encodeToXmlString)(this.nodeValue)}`):e.push("/>")}else e.push((0,r.encodeToXmlString)(this.nodeValue))}}t.SimpleDOMNode=SimpleDOMNode;t.SimpleXMLParser=class SimpleXMLParser extends XMLParserBase{constructor({hasAttributes:e=!1,lowerCaseName:t=!1}){super();this._currentFragment=null;this._stack=null;this._errorCode=n.NoError;this._hasAttributes=e;this._lowerCaseName=t}parseFromString(e){this._currentFragment=[];this._stack=[];this._errorCode=n.NoError;this.parseXml(e);if(this._errorCode!==n.NoError)return;const[t]=this._currentFragment;return t?{documentElement:t}:void 0}onText(e){if(function isWhitespaceString(e){for(let t=0,a=e.length;t{Object.defineProperty(t,"__esModule",{value:!0});t.calculateSHA256=t.calculateMD5=t.PDF20=t.PDF17=t.CipherTransformFactory=t.ARCFourCipher=t.AES256Cipher=t.AES128Cipher=void 0;t.calculateSHA384=calculateSHA384;t.calculateSHA512=void 0;var r=a(2),n=a(5),i=a(68);class ARCFourCipher{constructor(e){this.a=0;this.b=0;const t=new Uint8Array(256),a=e.length;for(let e=0;e<256;++e)t[e]=e;for(let r=0,n=0;r<256;++r){const i=t[r];n=n+i+e[r%a]&255;t[r]=t[n];t[n]=i}this.s=t}encryptBlock(e){let t=this.a,a=this.b;const r=this.s,n=e.length,i=new Uint8Array(n);for(let s=0;s>5&255;h[u++]=n>>13&255;h[u++]=n>>21&255;h[u++]=n>>>29&255;h[u++]=0;h[u++]=0;h[u++]=0;const g=new Int32Array(16);for(u=0;u>>32-o)|0;n=i}i=i+n|0;s=s+l|0;o=o+f|0;c=c+p|0}return new Uint8Array([255&i,i>>8&255,i>>16&255,i>>>24&255,255&s,s>>8&255,s>>16&255,s>>>24&255,255&o,o>>8&255,o>>16&255,o>>>24&255,255&c,c>>8&255,c>>16&255,c>>>24&255])}}();t.calculateMD5=s;class Word64{constructor(e,t){this.high=0|e;this.low=0|t}and(e){this.high&=e.high;this.low&=e.low}xor(e){this.high^=e.high;this.low^=e.low}or(e){this.high|=e.high;this.low|=e.low}shiftRight(e){if(e>=32){this.low=this.high>>>e-32|0;this.high=0}else{this.low=this.low>>>e|this.high<<32-e;this.high=this.high>>>e|0}}shiftLeft(e){if(e>=32){this.high=this.low<>>32-e;this.low<<=e}}rotateRight(e){let t,a;if(32&e){a=this.low;t=this.high}else{t=this.low;a=this.high}e&=31;this.low=t>>>e|a<<32-e;this.high=a>>>e|t<<32-e}not(){this.high=~this.high;this.low=~this.low}add(e){const t=(this.low>>>0)+(e.low>>>0);let a=(this.high>>>0)+(e.high>>>0);t>4294967295&&(a+=1);this.low=0|t;this.high=0|a}copyTo(e,t){e[t]=this.high>>>24&255;e[t+1]=this.high>>16&255;e[t+2]=this.high>>8&255;e[t+3]=255&this.high;e[t+4]=this.low>>>24&255;e[t+5]=this.low>>16&255;e[t+6]=this.low>>8&255;e[t+7]=255&this.low}assign(e){this.high=e.high;this.low=e.low}}const o=function calculateSHA256Closure(){function rotr(e,t){return e>>>t|e<<32-t}function ch(e,t,a){return e&t^~e&a}function maj(e,t,a){return e&t^e&a^t&a}function sigma(e){return rotr(e,2)^rotr(e,13)^rotr(e,22)}function sigmaPrime(e){return rotr(e,6)^rotr(e,11)^rotr(e,25)}function littleSigma(e){return rotr(e,7)^rotr(e,18)^e>>>3}const e=[1116352408,1899447441,3049323471,3921009573,961987163,1508970993,2453635748,2870763221,3624381080,310598401,607225278,1426881987,1925078388,2162078206,2614888103,3248222580,3835390401,4022224774,264347078,604807628,770255983,1249150122,1555081692,1996064986,2554220882,2821834349,2952996808,3210313671,3336571891,3584528711,113926993,338241895,666307205,773529912,1294757372,1396182291,1695183700,1986661051,2177026350,2456956037,2730485921,2820302411,3259730800,3345764771,3516065817,3600352804,4094571909,275423344,430227734,506948616,659060556,883997877,958139571,1322822218,1537002063,1747873779,1955562222,2024104815,2227730452,2361852424,2428436474,2756734187,3204031479,3329325298];return function hash(t,a,r){let n=1779033703,i=3144134277,s=1013904242,o=2773480762,c=1359893119,l=2600822924,h=528734635,u=1541459225;const d=64*Math.ceil((r+9)/64),f=new Uint8Array(d);let g,p;for(g=0;g>>29&255;f[g++]=r>>21&255;f[g++]=r>>13&255;f[g++]=r>>5&255;f[g++]=r<<3&255;const b=new Uint32Array(64);for(g=0;g>>10)+b[p-7]+littleSigma(b[p-15])+b[p-16]|0;let t,a,r=n,d=i,m=s,w=o,S=c,x=l,k=h,C=u;for(p=0;p<64;++p){t=C+sigmaPrime(S)+ch(S,x,k)+e[p]+b[p];a=sigma(r)+maj(r,d,m);C=k;k=x;x=S;S=w+t|0;w=m;m=d;d=r;r=t+a|0}n=n+r|0;i=i+d|0;s=s+m|0;o=o+w|0;c=c+S|0;l=l+x|0;h=h+k|0;u=u+C|0}var y;return new Uint8Array([n>>24&255,n>>16&255,n>>8&255,255&n,i>>24&255,i>>16&255,i>>8&255,255&i,s>>24&255,s>>16&255,s>>8&255,255&s,o>>24&255,o>>16&255,o>>8&255,255&o,c>>24&255,c>>16&255,c>>8&255,255&c,l>>24&255,l>>16&255,l>>8&255,255&l,h>>24&255,h>>16&255,h>>8&255,255&h,u>>24&255,u>>16&255,u>>8&255,255&u])}}();t.calculateSHA256=o;const c=function calculateSHA512Closure(){function ch(e,t,a,r,n){e.assign(t);e.and(a);n.assign(t);n.not();n.and(r);e.xor(n)}function maj(e,t,a,r,n){e.assign(t);e.and(a);n.assign(t);n.and(r);e.xor(n);n.assign(a);n.and(r);e.xor(n)}function sigma(e,t,a){e.assign(t);e.rotateRight(28);a.assign(t);a.rotateRight(34);e.xor(a);a.assign(t);a.rotateRight(39);e.xor(a)}function sigmaPrime(e,t,a){e.assign(t);e.rotateRight(14);a.assign(t);a.rotateRight(18);e.xor(a);a.assign(t);a.rotateRight(41);e.xor(a)}function littleSigma(e,t,a){e.assign(t);e.rotateRight(1);a.assign(t);a.rotateRight(8);e.xor(a);a.assign(t);a.shiftRight(7);e.xor(a)}function littleSigmaPrime(e,t,a){e.assign(t);e.rotateRight(19);a.assign(t);a.rotateRight(61);e.xor(a);a.assign(t);a.shiftRight(6);e.xor(a)}const e=[new Word64(1116352408,3609767458),new Word64(1899447441,602891725),new Word64(3049323471,3964484399),new Word64(3921009573,2173295548),new Word64(961987163,4081628472),new Word64(1508970993,3053834265),new Word64(2453635748,2937671579),new Word64(2870763221,3664609560),new Word64(3624381080,2734883394),new Word64(310598401,1164996542),new Word64(607225278,1323610764),new Word64(1426881987,3590304994),new Word64(1925078388,4068182383),new Word64(2162078206,991336113),new Word64(2614888103,633803317),new Word64(3248222580,3479774868),new Word64(3835390401,2666613458),new Word64(4022224774,944711139),new Word64(264347078,2341262773),new Word64(604807628,2007800933),new Word64(770255983,1495990901),new Word64(1249150122,1856431235),new Word64(1555081692,3175218132),new Word64(1996064986,2198950837),new Word64(2554220882,3999719339),new Word64(2821834349,766784016),new Word64(2952996808,2566594879),new Word64(3210313671,3203337956),new Word64(3336571891,1034457026),new Word64(3584528711,2466948901),new Word64(113926993,3758326383),new Word64(338241895,168717936),new Word64(666307205,1188179964),new Word64(773529912,1546045734),new Word64(1294757372,1522805485),new Word64(1396182291,2643833823),new Word64(1695183700,2343527390),new Word64(1986661051,1014477480),new Word64(2177026350,1206759142),new Word64(2456956037,344077627),new Word64(2730485921,1290863460),new Word64(2820302411,3158454273),new Word64(3259730800,3505952657),new Word64(3345764771,106217008),new Word64(3516065817,3606008344),new Word64(3600352804,1432725776),new Word64(4094571909,1467031594),new Word64(275423344,851169720),new Word64(430227734,3100823752),new Word64(506948616,1363258195),new Word64(659060556,3750685593),new Word64(883997877,3785050280),new Word64(958139571,3318307427),new Word64(1322822218,3812723403),new Word64(1537002063,2003034995),new Word64(1747873779,3602036899),new Word64(1955562222,1575990012),new Word64(2024104815,1125592928),new Word64(2227730452,2716904306),new Word64(2361852424,442776044),new Word64(2428436474,593698344),new Word64(2756734187,3733110249),new Word64(3204031479,2999351573),new Word64(3329325298,3815920427),new Word64(3391569614,3928383900),new Word64(3515267271,566280711),new Word64(3940187606,3454069534),new Word64(4118630271,4000239992),new Word64(116418474,1914138554),new Word64(174292421,2731055270),new Word64(289380356,3203993006),new Word64(460393269,320620315),new Word64(685471733,587496836),new Word64(852142971,1086792851),new Word64(1017036298,365543100),new Word64(1126000580,2618297676),new Word64(1288033470,3409855158),new Word64(1501505948,4234509866),new Word64(1607167915,987167468),new Word64(1816402316,1246189591)];return function hash(t,a,r,n=!1){let i,s,o,c,l,h,u,d;if(n){i=new Word64(3418070365,3238371032);s=new Word64(1654270250,914150663);o=new Word64(2438529370,812702999);c=new Word64(355462360,4144912697);l=new Word64(1731405415,4290775857);h=new Word64(2394180231,1750603025);u=new Word64(3675008525,1694076839);d=new Word64(1203062813,3204075428)}else{i=new Word64(1779033703,4089235720);s=new Word64(3144134277,2227873595);o=new Word64(1013904242,4271175723);c=new Word64(2773480762,1595750129);l=new Word64(1359893119,2917565137);h=new Word64(2600822924,725511199);u=new Word64(528734635,4215389547);d=new Word64(1541459225,327033209)}const f=128*Math.ceil((r+17)/128),g=new Uint8Array(f);let p,m;for(p=0;p>>29&255;g[p++]=r>>21&255;g[p++]=r>>13&255;g[p++]=r>>5&255;g[p++]=r<<3&255;const y=new Array(80);for(p=0;p<80;p++)y[p]=new Word64(0,0);let w=new Word64(0,0),S=new Word64(0,0),x=new Word64(0,0),k=new Word64(0,0),C=new Word64(0,0),v=new Word64(0,0),F=new Word64(0,0),O=new Word64(0,0);const T=new Word64(0,0),M=new Word64(0,0),E=new Word64(0,0),D=new Word64(0,0);let N,R;for(p=0;p=1;--e){a=i[13];i[13]=i[9];i[9]=i[5];i[5]=i[1];i[1]=a;a=i[14];r=i[10];i[14]=i[6];i[10]=i[2];i[6]=a;i[2]=r;a=i[15];r=i[11];n=i[7];i[15]=i[3];i[11]=a;i[7]=r;i[3]=n;for(let e=0;e<16;++e)i[e]=this._inv_s[i[e]];for(let a=0,r=16*e;a<16;++a,++r)i[a]^=t[r];for(let e=0;e<16;e+=4){const t=this._mix[i[e]],r=this._mix[i[e+1]],n=this._mix[i[e+2]],s=this._mix[i[e+3]];a=t^r>>>8^r<<24^n>>>16^n<<16^s>>>24^s<<8;i[e]=a>>>24&255;i[e+1]=a>>16&255;i[e+2]=a>>8&255;i[e+3]=255&a}}a=i[13];i[13]=i[9];i[9]=i[5];i[5]=i[1];i[1]=a;a=i[14];r=i[10];i[14]=i[6];i[10]=i[2];i[6]=a;i[2]=r;a=i[15];r=i[11];n=i[7];i[15]=i[3];i[11]=a;i[7]=r;i[3]=n;for(let e=0;e<16;++e){i[e]=this._inv_s[i[e]];i[e]^=t[e]}return i}_encrypt(e,t){const a=this._s;let r,n,i;const s=new Uint8Array(16);s.set(e);for(let e=0;e<16;++e)s[e]^=t[e];for(let e=1;e=r;--a)if(e[a]!==t){t=0;break}o-=t;i[i.length-1]=e.subarray(0,16-t)}}const c=new Uint8Array(o);for(let e=0,t=0,a=i.length;e=256&&(o=255&(27^o))}for(let t=0;t<4;++t){a[e]=r^=a[e-32];e++;a[e]=n^=a[e-32];e++;a[e]=i^=a[e-32];e++;a[e]=s^=a[e-32];e++}}return a}}t.AES256Cipher=AES256Cipher;class PDF17{checkOwnerPassword(e,t,a,n){const i=new Uint8Array(e.length+56);i.set(e,0);i.set(t,e.length);i.set(a,e.length+t.length);const s=o(i,0,i.length);return(0,r.isArrayEqual)(s,n)}checkUserPassword(e,t,a){const n=new Uint8Array(e.length+8);n.set(e,0);n.set(t,e.length);const i=o(n,0,n.length);return(0,r.isArrayEqual)(i,a)}getOwnerKey(e,t,a,r){const n=new Uint8Array(e.length+56);n.set(e,0);n.set(t,e.length);n.set(a,e.length+t.length);const i=o(n,0,n.length);return new AES256Cipher(i).decryptBlock(r,!1,new Uint8Array(16))}getUserKey(e,t,a){const r=new Uint8Array(e.length+8);r.set(e,0);r.set(t,e.length);const n=o(r,0,r.length);return new AES256Cipher(n).decryptBlock(a,!1,new Uint8Array(16))}}t.PDF17=PDF17;const l=function PDF20Closure(){function calculatePDF20Hash(e,t,a){let r=o(t,0,t.length).subarray(0,32),n=[0],i=0;for(;i<64||n.at(-1)>i-32;){const t=e.length+r.length+a.length,s=new Uint8Array(t);let l=0;s.set(e,l);l+=e.length;s.set(r,l);l+=r.length;s.set(a,l);const h=new Uint8Array(64*t);for(let e=0,a=0;e<64;e++,a+=t)h.set(s,a);n=new AES128Cipher(r.subarray(0,16)).encrypt(h,r.subarray(16,32));let u=0;for(let e=0;e<16;e++){u*=1;u%=3;u+=(n[e]>>>0)%3;u%=3}0===u?r=o(n,0,n.length):1===u?r=calculateSHA384(n,0,n.length):2===u&&(r=c(n,0,n.length));i++}return r.subarray(0,32)}return class PDF20{hash(e,t,a){return calculatePDF20Hash(e,t,a)}checkOwnerPassword(e,t,a,n){const i=new Uint8Array(e.length+56);i.set(e,0);i.set(t,e.length);i.set(a,e.length+t.length);const s=calculatePDF20Hash(e,i,a);return(0,r.isArrayEqual)(s,n)}checkUserPassword(e,t,a){const n=new Uint8Array(e.length+8);n.set(e,0);n.set(t,e.length);const i=calculatePDF20Hash(e,n,[]);return(0,r.isArrayEqual)(i,a)}getOwnerKey(e,t,a,r){const n=new Uint8Array(e.length+56);n.set(e,0);n.set(t,e.length);n.set(a,e.length+t.length);const i=calculatePDF20Hash(e,n,a);return new AES256Cipher(i).decryptBlock(r,!1,new Uint8Array(16))}getUserKey(e,t,a){const r=new Uint8Array(e.length+8);r.set(e,0);r.set(t,e.length);const n=calculatePDF20Hash(e,r,[]);return new AES256Cipher(n).decryptBlock(a,!1,new Uint8Array(16))}}}();t.PDF20=l;class CipherTransform{constructor(e,t){this.StringCipherConstructor=e;this.StreamCipherConstructor=t}createStream(e,t){const a=new this.StreamCipherConstructor;return new i.DecryptStream(e,t,(function cipherTransformDecryptStream(e,t){return a.decryptBlock(e,t)}))}decryptString(e){const t=new this.StringCipherConstructor;let a=(0,r.stringToBytes)(e);a=t.decryptBlock(a,!0);return(0,r.bytesToString)(a)}encryptString(e){const t=new this.StringCipherConstructor;if(t instanceof AESBaseCipher){const a=16-e.length%16;e+=String.fromCharCode(a).repeat(a);const n=new Uint8Array(16);if("undefined"!=typeof crypto)crypto.getRandomValues(n);else for(let e=0;e<16;e++)n[e]=Math.floor(256*Math.random());let i=(0,r.stringToBytes)(e);i=t.encrypt(i,n);const s=new Uint8Array(16+i.length);s.set(n);s.set(i,16);return(0,r.bytesToString)(s)}let a=(0,r.stringToBytes)(e);a=t.encrypt(a);return(0,r.bytesToString)(a)}}const h=function CipherTransformFactoryClosure(){const e=new Uint8Array([40,191,78,94,78,117,138,65,100,0,78,86,255,250,1,8,46,46,0,182,208,104,62,128,47,12,169,254,100,83,105,122]);function prepareKeyData(t,a,r,n,i,o,c,l){const h=40+r.length+t.length,u=new Uint8Array(h);let d,f,g=0;if(a){f=Math.min(32,a.length);for(;g>8&255;u[g++]=i>>16&255;u[g++]=i>>>24&255;for(d=0,f=t.length;d=4&&!l){u[g++]=255;u[g++]=255;u[g++]=255;u[g++]=255}let p=s(u,0,g);const m=c>>3;if(o>=3)for(d=0;d<50;++d)p=s(p,0,m);const b=p.subarray(0,m);let y,w;if(o>=3){for(g=0;g<32;++g)u[g]=e[g];for(d=0,f=t.length;d>8&255;n[o++]=e>>16&255;n[o++]=255&t;n[o++]=t>>8&255;if(r){n[o++]=115;n[o++]=65;n[o++]=108;n[o++]=84}return s(n,0,o).subarray(0,Math.min(a.length+5,16))}function buildCipherConstructor(e,t,a,i,s){if(!(t instanceof n.Name))throw new r.FormatError("Invalid crypt filter name.");const o=e.get(t.name);let c;null!=o&&(c=o.get("CFM"));if(!c||"None"===c.name)return function cipherTransformFactoryBuildCipherConstructorNone(){return new NullCipher};if("V2"===c.name)return function cipherTransformFactoryBuildCipherConstructorV2(){return new ARCFourCipher(buildObjectKey(a,i,s,!1))};if("AESV2"===c.name)return function cipherTransformFactoryBuildCipherConstructorAESV2(){return new AES128Cipher(buildObjectKey(a,i,s,!0))};if("AESV3"===c.name)return function cipherTransformFactoryBuildCipherConstructorAESV3(){return new AES256Cipher(s)};throw new r.FormatError("Unknown crypto method")}return class CipherTransformFactory{constructor(a,i,o){const c=a.get("Filter");if(!(0,n.isName)(c,"Standard"))throw new r.FormatError("unknown encryption method");this.filterName=c.name;this.dict=a;const h=a.get("V");if(!Number.isInteger(h)||1!==h&&2!==h&&4!==h&&5!==h)throw new r.FormatError("unsupported encryption algorithm");this.algorithm=h;let u=a.get("Length");if(!u)if(h<=3)u=40;else{const e=a.get("CF"),t=a.get("StmF");if(e instanceof n.Dict&&t instanceof n.Name){e.suppressEncryption=!0;const a=e.get(t.name);u=a&&a.get("Length")||128;u<40&&(u<<=3)}}if(!Number.isInteger(u)||u<40||u%8!=0)throw new r.FormatError("invalid key length");const d=(0,r.stringToBytes)(a.get("O")).subarray(0,32),f=(0,r.stringToBytes)(a.get("U")).subarray(0,32),g=a.get("P"),p=a.get("R"),m=(4===h||5===h)&&!1!==a.get("EncryptMetadata");this.encryptMetadata=m;const b=(0,r.stringToBytes)(i);let y,w;if(o){if(6===p)try{o=(0,r.utf8StringToString)(o)}catch(e){(0,r.warn)("CipherTransformFactory: Unable to convert UTF8 encoded password.")}y=(0,r.stringToBytes)(o)}if(5!==h)w=prepareKeyData(b,y,d,f,g,p,u,m);else{const e=(0,r.stringToBytes)(a.get("O")).subarray(32,40),t=(0,r.stringToBytes)(a.get("O")).subarray(40,48),n=(0,r.stringToBytes)(a.get("U")).subarray(0,48),i=(0,r.stringToBytes)(a.get("U")).subarray(32,40),s=(0,r.stringToBytes)(a.get("U")).subarray(40,48),o=(0,r.stringToBytes)(a.get("OE")),c=(0,r.stringToBytes)(a.get("UE"));(0,r.stringToBytes)(a.get("Perms"));w=function createEncryptionKey20(e,t,a,r,n,i,s,o,c,h,u,d){if(t){const e=Math.min(127,t.length);t=t.subarray(0,e)}else t=[];let f;f=6===e?new l:new PDF17;return f.checkUserPassword(t,o,s)?f.getUserKey(t,c,u):t.length&&f.checkOwnerPassword(t,r,i,a)?f.getOwnerKey(t,n,i,h):null}(p,y,d,e,t,n,f,i,s,o,c)}if(!w&&!o)throw new r.PasswordException("No password given",r.PasswordResponses.NEED_PASSWORD);if(!w&&o){const t=function decodeUserPassword(t,a,r,n){const i=new Uint8Array(32);let o=0;const c=Math.min(32,t.length);for(;o>3;if(r>=3)for(l=0;l<50;++l)h=s(h,0,h.length);let d,f;if(r>=3){f=a;const e=new Uint8Array(u);for(l=19;l>=0;l--){for(let t=0;t=4){const e=a.get("CF");e instanceof n.Dict&&(e.suppressEncryption=!0);this.cf=e;this.stmf=a.get("StmF")||t;this.strf=a.get("StrF")||t;this.eff=a.get("EFF")||this.stmf}}createCipherTransform(e,t){if(4===this.algorithm||5===this.algorithm)return new CipherTransform(buildCipherConstructor(this.cf,this.strf,e,t,this.encryptionKey),buildCipherConstructor(this.cf,this.stmf,e,t,this.encryptionKey));const a=buildObjectKey(e,t,this.encryptionKey,!1),r=function buildCipherCipherConstructor(){return new ARCFourCipher(a)};return new CipherTransform(r,r)}}}();t.CipherTransformFactory=h},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.DecryptStream=void 0;var r=a(19);class DecryptStream extends r.DecodeStream{constructor(e,t,a){super(t);this.str=e;this.dict=e.dict;this.decrypt=a;this.nextChunk=null;this.initialized=!1}readBlock(){let e;if(this.initialized)e=this.nextChunk;else{e=this.str.getBytes(512);this.initialized=!0}if(!e||0===e.length){this.eof=!0;return}this.nextChunk=this.str.getBytes(512);const t=this.nextChunk&&this.nextChunk.length>0;e=(0,this.decrypt)(e,!t);let a=this.bufferLength;const r=e.length,n=this.ensureBuffer(a+r);for(let t=0;t{Object.defineProperty(t,"__esModule",{value:!0});t.Catalog=void 0;var r=a(6),n=a(2),i=a(5),s=a(70),o=a(7),c=a(71),l=a(14),h=a(72),u=a(59),d=a(73),f=a(74);function fetchDestination(e){e instanceof i.Dict&&(e=e.get("D"));return Array.isArray(e)?e:null}class Catalog{constructor(e,t){this.pdfManager=e;this.xref=t;this._catDict=t.getCatalogObj();if(!(this._catDict instanceof i.Dict))throw new n.FormatError("Catalog object is not a dictionary.");this.toplevelPagesDict;this._actualNumPages=null;this.fontCache=new i.RefSetCache;this.builtInCMapCache=new Map;this.standardFontDataCache=new Map;this.globalImageCache=new u.GlobalImageCache;this.pageKidsCountCache=new i.RefSetCache;this.pageIndexCache=new i.RefSetCache;this.nonBlendModesSet=new i.RefSet}get version(){const e=this._catDict.get("Version");return(0,n.shadow)(this,"version",e instanceof i.Name?e.name:null)}get lang(){const e=this._catDict.get("Lang");return(0,n.shadow)(this,"lang","string"==typeof e?(0,n.stringToPDFString)(e):null)}get needsRendering(){const e=this._catDict.get("NeedsRendering");return(0,n.shadow)(this,"needsRendering","boolean"==typeof e&&e)}get collection(){let e=null;try{const t=this._catDict.get("Collection");t instanceof i.Dict&&t.size>0&&(e=t)}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.info)("Cannot fetch Collection entry; assuming no collection is present.")}return(0,n.shadow)(this,"collection",e)}get acroForm(){let e=null;try{const t=this._catDict.get("AcroForm");t instanceof i.Dict&&t.size>0&&(e=t)}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.info)("Cannot fetch AcroForm entry; assuming no forms are present.")}return(0,n.shadow)(this,"acroForm",e)}get acroFormRef(){const e=this._catDict.getRaw("AcroForm");return(0,n.shadow)(this,"acroFormRef",e instanceof i.Ref?e:null)}get metadata(){const e=this._catDict.getRaw("Metadata");if(!(e instanceof i.Ref))return(0,n.shadow)(this,"metadata",null);let t=null;try{const a=!(this.xref.encrypt&&this.xref.encrypt.encryptMetadata),r=this.xref.fetch(e,a);if(r instanceof o.BaseStream&&r.dict instanceof i.Dict){const e=r.dict.get("Type"),a=r.dict.get("Subtype");if((0,i.isName)(e,"Metadata")&&(0,i.isName)(a,"XML")){const e=(0,n.stringToUTF8String)(r.getString());e&&(t=new d.MetadataParser(e).serializable)}}}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.info)(`Skipping invalid Metadata: "${e}".`)}return(0,n.shadow)(this,"metadata",t)}get markInfo(){let e=null;try{e=this._readMarkInfo()}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.warn)("Unable to read mark info.")}return(0,n.shadow)(this,"markInfo",e)}_readMarkInfo(){const e=this._catDict.get("MarkInfo");if(!(e instanceof i.Dict))return null;const t={Marked:!1,UserProperties:!1,Suspects:!1};for(const a in t){const r=e.get(a);"boolean"==typeof r&&(t[a]=r)}return t}get structTreeRoot(){let e=null;try{e=this._readStructTreeRoot()}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.warn)("Unable read to structTreeRoot info.")}return(0,n.shadow)(this,"structTreeRoot",e)}_readStructTreeRoot(){const e=this._catDict.get("StructTreeRoot");if(!(e instanceof i.Dict))return null;const t=new f.StructTreeRoot(e);t.init();return t}get toplevelPagesDict(){const e=this._catDict.get("Pages");if(!(e instanceof i.Dict))throw new n.FormatError("Invalid top-level pages dictionary.");return(0,n.shadow)(this,"toplevelPagesDict",e)}get documentOutline(){let e=null;try{e=this._readDocumentOutline()}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.warn)("Unable to read document outline.")}return(0,n.shadow)(this,"documentOutline",e)}_readDocumentOutline(){let e=this._catDict.get("Outlines");if(!(e instanceof i.Dict))return null;e=e.getRaw("First");if(!(e instanceof i.Ref))return null;const t={items:[]},a=[{obj:e,parent:t}],r=new i.RefSet;r.put(e);const s=this.xref,o=new Uint8ClampedArray(3);for(;a.length>0;){const t=a.shift(),c=s.fetchIfRef(t.obj);if(null===c)continue;if(!c.has("Title"))throw new n.FormatError("Invalid outline item encountered.");const h={url:null,dest:null};Catalog.parseDestDictionary({destDict:c,resultObj:h,docBaseUrl:this.pdfManager.docBaseUrl});const u=c.get("Title"),d=c.get("F")||0,f=c.getArray("C"),g=c.get("Count");let p=o;!Array.isArray(f)||3!==f.length||0===f[0]&&0===f[1]&&0===f[2]||(p=l.ColorSpace.singletons.rgb.getRgb(f,0));const m={dest:h.dest,url:h.url,unsafeUrl:h.unsafeUrl,newWindow:h.newWindow,title:(0,n.stringToPDFString)(u),color:p,count:Number.isInteger(g)?g:void 0,bold:!!(2&d),italic:!!(1&d),items:[]};t.parent.items.push(m);e=c.getRaw("First");if(e instanceof i.Ref&&!r.has(e)){a.push({obj:e,parent:m});r.put(e)}e=c.getRaw("Next");if(e instanceof i.Ref&&!r.has(e)){a.push({obj:e,parent:t.parent});r.put(e)}}return t.items.length>0?t.items:null}get permissions(){let e=null;try{e=this._readPermissions()}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.warn)("Unable to read permissions.")}return(0,n.shadow)(this,"permissions",e)}_readPermissions(){const e=this.xref.trailer.get("Encrypt");if(!(e instanceof i.Dict))return null;let t=e.get("P");if("number"!=typeof t)return null;t+=2**32;const a=[];for(const e in n.PermissionFlag){const r=n.PermissionFlag[e];t&r&&a.push(r)}return a}get optionalContentConfig(){let e=null;try{const t=this._catDict.get("OCProperties");if(!t)return(0,n.shadow)(this,"optionalContentConfig",null);const a=t.get("D");if(!a)return(0,n.shadow)(this,"optionalContentConfig",null);const r=t.get("OCGs");if(!Array.isArray(r))return(0,n.shadow)(this,"optionalContentConfig",null);const s=[],o=[];for(const e of r){if(!(e instanceof i.Ref))continue;o.push(e);const t=this.xref.fetchIfRef(e);s.push({id:e.toString(),name:"string"==typeof t.get("Name")?(0,n.stringToPDFString)(t.get("Name")):null,intent:"string"==typeof t.get("Intent")?(0,n.stringToPDFString)(t.get("Intent")):null})}e=this._readOptionalContentConfig(a,o);e.groups=s}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.warn)(`Unable to read optional content config: ${e}`)}return(0,n.shadow)(this,"optionalContentConfig",e)}_readOptionalContentConfig(e,t){function parseOnOff(e){const a=[];if(Array.isArray(e))for(const r of e)r instanceof i.Ref&&t.includes(r)&&a.push(r.toString());return a}function parseOrder(e,a=0){if(!Array.isArray(e))return null;const n=[];for(const s of e){if(s instanceof i.Ref&&t.includes(s)){r.put(s);n.push(s.toString());continue}const e=parseNestedOrder(s,a);e&&n.push(e)}if(a>0)return n;const s=[];for(const e of t)r.has(e)||s.push(e.toString());s.length&&n.push({name:null,order:s});return n}function parseNestedOrder(e,t){if(++t>s){(0,n.warn)("parseNestedOrder - reached MAX_NESTED_LEVELS.");return null}const r=a.fetchIfRef(e);if(!Array.isArray(r))return null;const i=a.fetchIfRef(r[0]);if("string"!=typeof i)return null;const o=parseOrder(r.slice(1),t);return o&&o.length?{name:(0,n.stringToPDFString)(i),order:o}:null}const a=this.xref,r=new i.RefSet,s=10;return{name:"string"==typeof e.get("Name")?(0,n.stringToPDFString)(e.get("Name")):null,creator:"string"==typeof e.get("Creator")?(0,n.stringToPDFString)(e.get("Creator")):null,baseState:e.get("BaseState")instanceof i.Name?e.get("BaseState").name:null,on:parseOnOff(e.get("ON")),off:parseOnOff(e.get("OFF")),order:parseOrder(e.get("Order")),groups:null}}setActualNumPages(e=null){this._actualNumPages=e}get hasActualNumPages(){return null!==this._actualNumPages}get _pagesCount(){const e=this.toplevelPagesDict.get("Count");if(!Number.isInteger(e))throw new n.FormatError("Page count in top-level pages dictionary is not an integer.");return(0,n.shadow)(this,"_pagesCount",e)}get numPages(){return this.hasActualNumPages?this._actualNumPages:this._pagesCount}get destinations(){const e=this._readDests(),t=Object.create(null);if(e instanceof s.NameTree)for(const[a,r]of e.getAll()){const e=fetchDestination(r);e&&(t[(0,n.stringToPDFString)(a)]=e)}else e instanceof i.Dict&&e.forEach((function(e,a){const r=fetchDestination(a);r&&(t[e]=r)}));return(0,n.shadow)(this,"destinations",t)}getDestination(e){const t=this._readDests();if(t instanceof s.NameTree){const a=fetchDestination(t.get(e));if(a)return a;const r=this.destinations[e];if(r){(0,n.warn)(`Found "${e}" at an incorrect position in the NameTree.`);return r}}else if(t instanceof i.Dict){const a=fetchDestination(t.get(e));if(a)return a}return null}_readDests(){const e=this._catDict.get("Names");return e&&e.has("Dests")?new s.NameTree(e.getRaw("Dests"),this.xref):this._catDict.has("Dests")?this._catDict.get("Dests"):void 0}get pageLabels(){let e=null;try{e=this._readPageLabels()}catch(e){if(e instanceof r.MissingDataException)throw e;(0,n.warn)("Unable to read page labels.")}return(0,n.shadow)(this,"pageLabels",e)}_readPageLabels(){const e=this._catDict.getRaw("PageLabels");if(!e)return null;const t=new Array(this.numPages);let a=null,o="";const c=new s.NumberTree(e,this.xref).getAll();let l="",h=1;for(let e=0,s=this.numPages;e=1))throw new n.FormatError("Invalid start in PageLabel dictionary.");h=e}else h=1}switch(a){case"D":l=h;break;case"R":case"r":l=(0,r.toRomanNumerals)(h,"r"===a);break;case"A":case"a":const e=26,t=65,i=97,s="a"===a?i:t,o=h-1;l=String.fromCharCode(s+o%e).repeat(Math.floor(o/e)+1);break;default:if(a)throw new n.FormatError(`Invalid style "${a}" in PageLabel dictionary.`);l=""}t[e]=o+l;h++}return t}get pageLayout(){const e=this._catDict.get("PageLayout");let t="";if(e instanceof i.Name)switch(e.name){case"SinglePage":case"OneColumn":case"TwoColumnLeft":case"TwoColumnRight":case"TwoPageLeft":case"TwoPageRight":t=e.name}return(0,n.shadow)(this,"pageLayout",t)}get pageMode(){const e=this._catDict.get("PageMode");let t="UseNone";if(e instanceof i.Name)switch(e.name){case"UseNone":case"UseOutlines":case"UseThumbs":case"FullScreen":case"UseOC":case"UseAttachments":t=e.name}return(0,n.shadow)(this,"pageMode",t)}get viewerPreferences(){const e=this._catDict.get("ViewerPreferences");if(!(e instanceof i.Dict))return(0,n.shadow)(this,"viewerPreferences",null);let t=null;for(const a of e.getKeys()){const r=e.get(a);let s;switch(a){case"HideToolbar":case"HideMenubar":case"HideWindowUI":case"FitWindow":case"CenterWindow":case"DisplayDocTitle":case"PickTrayByPDFSize":"boolean"==typeof r&&(s=r);break;case"NonFullScreenPageMode":if(r instanceof i.Name)switch(r.name){case"UseNone":case"UseOutlines":case"UseThumbs":case"UseOC":s=r.name;break;default:s="UseNone"}break;case"Direction":if(r instanceof i.Name)switch(r.name){case"L2R":case"R2L":s=r.name;break;default:s="L2R"}break;case"ViewArea":case"ViewClip":case"PrintArea":case"PrintClip":if(r instanceof i.Name)switch(r.name){case"MediaBox":case"CropBox":case"BleedBox":case"TrimBox":case"ArtBox":s=r.name;break;default:s="CropBox"}break;case"PrintScaling":if(r instanceof i.Name)switch(r.name){case"None":case"AppDefault":s=r.name;break;default:s="AppDefault"}break;case"Duplex":if(r instanceof i.Name)switch(r.name){case"Simplex":case"DuplexFlipShortEdge":case"DuplexFlipLongEdge":s=r.name;break;default:s="None"}break;case"PrintPageRange":if(Array.isArray(r)&&r.length%2==0){r.every(((e,t,a)=>Number.isInteger(e)&&e>0&&(0===t||e>=a[t-1])&&e<=this.numPages))&&(s=r)}break;case"NumCopies":Number.isInteger(r)&&r>0&&(s=r);break;default:(0,n.warn)(`Ignoring non-standard key in ViewerPreferences: ${a}.`);continue}if(void 0!==s){t||(t=Object.create(null));t[a]=s}else(0,n.warn)(`Bad value, for key "${a}", in ViewerPreferences: ${r}.`)}return(0,n.shadow)(this,"viewerPreferences",t)}get openAction(){const e=this._catDict.get("OpenAction"),t=Object.create(null);if(e instanceof i.Dict){const a=new i.Dict(this.xref);a.set("A",e);const r={url:null,dest:null,action:null};Catalog.parseDestDictionary({destDict:a,resultObj:r});Array.isArray(r.dest)?t.dest=r.dest:r.action&&(t.action=r.action)}else Array.isArray(e)&&(t.dest=e);return(0,n.shadow)(this,"openAction",(0,n.objectSize)(t)>0?t:null)}get attachments(){const e=this._catDict.get("Names");let t=null;if(e instanceof i.Dict&&e.has("EmbeddedFiles")){const a=new s.NameTree(e.getRaw("EmbeddedFiles"),this.xref);for(const[e,r]of a.getAll()){const a=new h.FileSpec(r,this.xref);t||(t=Object.create(null));t[(0,n.stringToPDFString)(e)]=a.serializable}}return(0,n.shadow)(this,"attachments",t)}get xfaImages(){const e=this._catDict.get("Names");let t=null;if(e instanceof i.Dict&&e.has("XFAImages")){const a=new s.NameTree(e.getRaw("XFAImages"),this.xref);for(const[e,r]of a.getAll()){t||(t=new i.Dict(this.xref));t.set((0,n.stringToPDFString)(e),r)}}return(0,n.shadow)(this,"xfaImages",t)}_collectJavaScript(){const e=this._catDict.get("Names");let t=null;function appendIfJavaScriptDict(e,a){if(!(a instanceof i.Dict))return;if(!(0,i.isName)(a.get("S"),"JavaScript"))return;let r=a.get("JS");if(r instanceof o.BaseStream)r=r.getString();else if("string"!=typeof r)return;null===t&&(t=new Map);r=(0,n.stringToPDFString)(r).replace(/\u0000/g,"");t.set(e,r)}if(e instanceof i.Dict&&e.has("JavaScript")){const t=new s.NameTree(e.getRaw("JavaScript"),this.xref);for(const[e,a]of t.getAll())appendIfJavaScriptDict((0,n.stringToPDFString)(e),a)}const a=this._catDict.get("OpenAction");a&&appendIfJavaScriptDict("OpenAction",a);return t}get javaScript(){const e=this._collectJavaScript();return(0,n.shadow)(this,"javaScript",e?[...e.values()]:null)}get jsActions(){const e=this._collectJavaScript();let t=(0,r.collectActions)(this.xref,this._catDict,n.DocumentActionEventType);if(e){t||(t=Object.create(null));for(const[a,r]of e)a in t?t[a].push(r):t[a]=[r]}return(0,n.shadow)(this,"jsActions",t)}async fontFallback(e,t){const a=await Promise.all(this.fontCache);for(const r of a)if(r.loadedName===e){r.fallback(t);return}}async cleanup(e=!1){(0,c.clearGlobalCaches)();this.globalImageCache.clear(e);this.pageKidsCountCache.clear();this.pageIndexCache.clear();this.nonBlendModesSet.clear();const t=await Promise.all(this.fontCache);for(const{dict:e}of t)delete e.cacheKey;this.fontCache.clear();this.builtInCMapCache.clear();this.standardFontDataCache.clear()}async getPageDict(e){const t=[this.toplevelPagesDict],a=new i.RefSet,r=this._catDict.getRaw("Pages");r instanceof i.Ref&&a.put(r);const s=this.xref,o=this.pageKidsCountCache,c=this.pageIndexCache;let l=0;for(;t.length;){const r=t.pop();if(r instanceof i.Ref){const h=o.get(r);if(h>=0&&l+h<=e){l+=h;continue}if(a.has(r))throw new n.FormatError("Pages tree contains circular reference.");a.put(r);const u=await s.fetchAsync(r);if(u instanceof i.Dict){let t=u.getRaw("Type");t instanceof i.Ref&&(t=await s.fetchAsync(t));if((0,i.isName)(t,"Page")||!u.has("Kids")){o.has(r)||o.put(r,1);c.has(r)||c.put(r,l);if(l===e)return[u,r];l++;continue}}t.push(u);continue}if(!(r instanceof i.Dict))throw new n.FormatError("Page dictionary kid reference points to wrong type of object.");const{objId:h}=r;let u=r.getRaw("Count");u instanceof i.Ref&&(u=await s.fetchAsync(u));if(Number.isInteger(u)&&u>=0){h&&!o.has(h)&&o.put(h,u);if(l+u<=e){l+=u;continue}}let d=r.getRaw("Kids");d instanceof i.Ref&&(d=await s.fetchAsync(d));if(!Array.isArray(d)){let t=r.getRaw("Type");t instanceof i.Ref&&(t=await s.fetchAsync(t));if((0,i.isName)(t,"Page")||!r.has("Kids")){if(l===e)return[r,null];l++;continue}throw new n.FormatError("Page dictionary kids object is not an array.")}for(let e=d.length-1;e>=0;e--)t.push(d[e])}throw new Error(`Page index ${e} not found.`)}async getAllPageDicts(e=!1){const t=[{currentNode:this.toplevelPagesDict,posInKids:0}],a=new i.RefSet,s=this._catDict.getRaw("Pages");s instanceof i.Ref&&a.put(s);const o=new Map,c=this.xref,l=this.pageIndexCache;let h=0;function addPageDict(e,t){t&&!l.has(t)&&l.put(t,h);o.set(h++,[e,t])}function addPageError(t){if(t instanceof r.XRefEntryException&&!e)throw t;o.set(h++,[t,null])}for(;t.length>0;){const e=t.at(-1),{currentNode:r,posInKids:s}=e;let o=r.getRaw("Kids");if(o instanceof i.Ref)try{o=await c.fetchAsync(o)}catch(e){addPageError(e);break}if(!Array.isArray(o)){addPageError(new n.FormatError("Page dictionary kids object is not an array."));break}if(s>=o.length){t.pop();continue}const l=o[s];let h;if(l instanceof i.Ref){if(a.has(l)){addPageError(new n.FormatError("Pages tree contains circular reference."));break}a.put(l);try{h=await c.fetchAsync(l)}catch(e){addPageError(e);break}}else h=l;if(!(h instanceof i.Dict)){addPageError(new n.FormatError("Page dictionary kid reference points to wrong type of object."));break}let u=h.getRaw("Type");if(u instanceof i.Ref)try{u=await c.fetchAsync(u)}catch(e){addPageError(e);break}(0,i.isName)(u,"Page")||!h.has("Kids")?addPageDict(h,l instanceof i.Ref?l:null):t.push({currentNode:h,posInKids:0});e.posInKids++}return o}getPageIndex(e){const t=this.pageIndexCache.get(e);if(void 0!==t)return Promise.resolve(t);const a=this.xref;let r=0;const next=t=>function pagesBeforeRef(t){let r,s=0;return a.fetchAsync(t).then((function(a){if((0,i.isRefsEqual)(t,e)&&!(0,i.isDict)(a,"Page")&&!(a instanceof i.Dict&&!a.has("Type")&&a.has("Contents")))throw new n.FormatError("The reference does not point to a /Page dictionary.");if(!a)return null;if(!(a instanceof i.Dict))throw new n.FormatError("Node must be a dictionary.");r=a.getRaw("Parent");return a.getAsync("Parent")})).then((function(e){if(!e)return null;if(!(e instanceof i.Dict))throw new n.FormatError("Parent must be a dictionary.");return e.getAsync("Kids")})).then((function(e){if(!e)return null;const o=[];let c=!1;for(let r=0,l=e.length;r{if(!t){this.pageIndexCache.put(e,r);return r}const[a,n]=t;r+=a;return next(n)}));return next(e)}get baseUrl(){const e=this._catDict.get("URI");if(e instanceof i.Dict){const t=e.get("Base");if("string"==typeof t){const e=(0,n.createValidAbsoluteUrl)(t,null,{tryConvertEncoding:!0});if(e)return(0,n.shadow)(this,"baseUrl",e.href)}}return(0,n.shadow)(this,"baseUrl",null)}static parseDestDictionary(e){const t=e.destDict;if(!(t instanceof i.Dict)){(0,n.warn)("parseDestDictionary: `destDict` must be a dictionary.");return}const a=e.resultObj;if("object"!=typeof a){(0,n.warn)("parseDestDictionary: `resultObj` must be an object.");return}const s=e.docBaseUrl||null;let c,l,h=t.get("A");if(!(h instanceof i.Dict))if(t.has("Dest"))h=t.get("Dest");else{h=t.get("AA");h instanceof i.Dict&&(h.has("D")?h=h.get("D"):h.has("U")&&(h=h.get("U")))}if(h instanceof i.Dict){const e=h.get("S");if(!(e instanceof i.Name)){(0,n.warn)("parseDestDictionary: Invalid type in Action dictionary.");return}const t=e.name;switch(t){case"ResetForm":const e=h.get("Flags"),s=0==(1&("number"==typeof e?e:0)),u=[],d=[];for(const e of h.get("Fields")||[])e instanceof i.Ref?d.push(e.toString()):"string"==typeof e&&u.push((0,n.stringToPDFString)(e));a.resetForm={fields:u,refs:d,include:s};break;case"URI":c=h.get("URI");c instanceof i.Name&&(c="/"+c.name);break;case"GoTo":l=h.get("D");break;case"Launch":case"GoToR":const f=h.get("F");f instanceof i.Dict?c=f.get("F")||null:"string"==typeof f&&(c=f);let g=h.get("D");if(g){g instanceof i.Name&&(g=g.name);if("string"==typeof c){const e=c.split("#")[0];"string"==typeof g?c=e+"#"+g:Array.isArray(g)&&(c=e+"#"+JSON.stringify(g))}}const p=h.get("NewWindow");"boolean"==typeof p&&(a.newWindow=p);break;case"Named":const m=h.get("N");m instanceof i.Name&&(a.action=m.name);break;case"JavaScript":const b=h.get("JS");let y;b instanceof o.BaseStream?y=b.getString():"string"==typeof b&&(y=b);const w=y&&(0,r.recoverJsURL)((0,n.stringToPDFString)(y));if(w){c=w.url;a.newWindow=w.newWindow;break}default:if("JavaScript"===t||"SubmitForm"===t)break;(0,n.warn)(`parseDestDictionary - unsupported action: "${t}".`)}}else t.has("Dest")&&(l=t.get("Dest"));if("string"==typeof c){const e=(0,n.createValidAbsoluteUrl)(c,s,{addDefaultProtocol:!0,tryConvertEncoding:!0});e&&(a.url=e.href);a.unsafeUrl=c}if(l){l instanceof i.Name&&(l=l.name);"string"==typeof l?a.dest=(0,n.stringToPDFString)(l):Array.isArray(l)&&(a.dest=l)}}}t.Catalog=Catalog},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.NumberTree=t.NameTree=void 0;var r=a(5),n=a(2);class NameOrNumberTree{constructor(e,t,a){this.constructor===NameOrNumberTree&&(0,n.unreachable)("Cannot initialize NameOrNumberTree.");this.root=e;this.xref=t;this._type=a}getAll(){const e=new Map;if(!this.root)return e;const t=this.xref,a=new r.RefSet;a.put(this.root);const i=[this.root];for(;i.length>0;){const s=t.fetchIfRef(i.shift());if(!(s instanceof r.Dict))continue;if(s.has("Kids")){const e=s.get("Kids");if(!Array.isArray(e))continue;for(const t of e){if(a.has(t))throw new n.FormatError(`Duplicate entry in "${this._type}" tree.`);i.push(t);a.put(t)}continue}const o=s.get(this._type);if(Array.isArray(o))for(let a=0,r=o.length;a10){(0,n.warn)(`Search depth limit reached for "${this._type}" tree.`);return null}const i=a.get("Kids");if(!Array.isArray(i))return null;let s=0,o=i.length-1;for(;s<=o;){const r=s+o>>1,n=t.fetchIfRef(i[r]),c=n.get("Limits");if(et.fetchIfRef(c[1]))){a=n;break}s=r+1}}if(s>o)return null}const i=a.get(this._type);if(Array.isArray(i)){let a=0,r=i.length-2;for(;a<=r;){const n=a+r>>1,s=n+(1&n),o=t.fetchIfRef(i[s]);if(eo))return t.fetchIfRef(i[s+1]);a=s+2}}}return null}}t.NameTree=class NameTree extends NameOrNumberTree{constructor(e,t){super(e,t,"Names")}};t.NumberTree=class NumberTree extends NameOrNumberTree{constructor(e,t){super(e,t,"Nums")}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.clearGlobalCaches=function clearGlobalCaches(){(0,r.clearPrimitiveCaches)();(0,n.clearUnicodeCaches)()};var r=a(5),n=a(40)},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.FileSpec=void 0;var r=a(2),n=a(7),i=a(5);function pickPlatformItem(e){return e.has("UF")?e.get("UF"):e.has("F")?e.get("F"):e.has("Unix")?e.get("Unix"):e.has("Mac")?e.get("Mac"):e.has("DOS")?e.get("DOS"):null}t.FileSpec=class FileSpec{constructor(e,t){if(e instanceof i.Dict){this.xref=t;this.root=e;e.has("FS")&&(this.fs=e.get("FS"));this.description=e.has("Desc")?(0,r.stringToPDFString)(e.get("Desc")):"";e.has("RF")&&(0,r.warn)("Related file specifications are not supported");this.contentAvailable=!0;if(!e.has("EF")){this.contentAvailable=!1;(0,r.warn)("Non-embedded file specifications are not supported")}}}get filename(){if(!this._filename&&this.root){const e=pickPlatformItem(this.root)||"unnamed";this._filename=(0,r.stringToPDFString)(e).replace(/\\\\/g,"\\").replace(/\\\//g,"/").replace(/\\/g,"/")}return this._filename}get content(){if(!this.contentAvailable)return null;!this.contentRef&&this.root&&(this.contentRef=pickPlatformItem(this.root.get("EF")));let e=null;if(this.contentRef){const t=this.xref.fetchIfRef(this.contentRef);t instanceof n.BaseStream?e=t.getBytes():(0,r.warn)("Embedded file specification points to non-existing/invalid content")}else(0,r.warn)("Embedded file specification does not have a content");return e}get serializable(){return{filename:this.filename,content:this.content}}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.MetadataParser=void 0;var r=a(66);t.MetadataParser=class MetadataParser{constructor(e){e=this._repair(e);const t=new r.SimpleXMLParser({lowerCaseName:!0}).parseFromString(e);this._metadataMap=new Map;this._data=e;t&&this._parse(t)}_repair(e){return e.replace(/^[^<]+/,"").replace(/>\\376\\377([^<]+)/g,(function(e,t){const a=t.replace(/\\([0-3])([0-7])([0-7])/g,(function(e,t,a,r){return String.fromCharCode(64*t+8*a+1*r)})).replace(/&(amp|apos|gt|lt|quot);/g,(function(e,t){switch(t){case"amp":return"&";case"apos":return"'";case"gt":return">";case"lt":return"<";case"quot":return'"'}throw new Error(`_repair: ${t} isn't defined.`)})),r=[];for(let e=0,t=a.length;e=32&&t<127&&60!==t&&62!==t&&38!==t?r.push(String.fromCharCode(t)):r.push("&#x"+(65536+t).toString(16).substring(1)+";")}return">"+r.join("")}))}_getSequence(e){const t=e.nodeName;return"rdf:bag"!==t&&"rdf:seq"!==t&&"rdf:alt"!==t?null:e.childNodes.filter((e=>"rdf:li"===e.nodeName))}_parseArray(e){if(!e.hasChildNodes())return;const[t]=e.childNodes,a=this._getSequence(t)||[];this._metadataMap.set(e.nodeName,a.map((e=>e.textContent.trim())))}_parse(e){let 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i=null,s=null,c=null,l=a;if(r){l=r;r.startsWith("#som(")&&r.endsWith(")")?s=r.slice("#som(".length,r.length-1):r.startsWith(".#som(")&&r.endsWith(")")?s=r.slice(".#som(".length,r.length-1):r.startsWith("#")?c=r.slice(1):r.startsWith(".#")&&(c=r.slice(2))}else a.startsWith("#")?c=a.slice(1):s=a;this.use=this.usehref="";if(c)i=e.get(c);else{i=(0,o.searchNode)(e.get(fe),this,s,!0,!1);i&&(i=i[0])}if(!i){(0,n.warn)(`XFA - Invalid prototype reference: ${l}.`);return null}if(i[ne]!==this[ne]){(0,n.warn)(`XFA - Incompatible prototype: ${i[ne]} !== ${this[ne]}.`);return null}if(t.has(i)){(0,n.warn)("XFA - Cycle detected in prototypes use.");return null}t.add(i);const h=i[Ne](e,t);h&&i[Fe](h,e,t);i[ge](e,t);t.delete(i);return i}[Fe](e,t,a){if(a.has(e)){(0,n.warn)("XFA - Cycle detected in prototypes use.");return}!this[b]&&e[b]&&(this[b]=e[b]);new Set(a).add(e);for(const t of this[Be](e[Ue])){this[t]=e[t];this[Ue]&&this[Ue].add(t)}for(const r of 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a=Symbol();t.$buildXFAObject=a;t.NamespaceIds={config:{id:0,check:e=>e.startsWith("http://www.xfa.org/schema/xci/")},connectionSet:{id:1,check:e=>e.startsWith("http://www.xfa.org/schema/xfa-connection-set/")},datasets:{id:2,check:e=>e.startsWith("http://www.xfa.org/schema/xfa-data/")},form:{id:3,check:e=>e.startsWith("http://www.xfa.org/schema/xfa-form/")},localeSet:{id:4,check:e=>e.startsWith("http://www.xfa.org/schema/xfa-locale-set/")},pdf:{id:5,check:e=>"http://ns.adobe.com/xdp/pdf/"===e},signature:{id:6,check:e=>"http://www.w3.org/2000/09/xmldsig#"===e},sourceSet:{id:7,check:e=>e.startsWith("http://www.xfa.org/schema/xfa-source-set/")},stylesheet:{id:8,check:e=>"http://www.w3.org/1999/XSL/Transform"===e},template:{id:9,check:e=>e.startsWith("http://www.xfa.org/schema/xfa-template/")},xdc:{id:10,check:e=>e.startsWith("http://www.xfa.org/schema/xdc/")},xdp:{id:11,check:e=>"http://ns.adobe.com/xdp/"===e},xfdf:{id:12,check:e=>"http://ns.adobe.com/xfdf/"===e},xhtml:{id:13,check:e=>"http://www.w3.org/1999/xhtml"===e},xmpmeta:{id:14,check:e=>"http://ns.adobe.com/xmpmeta/"===e}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.createDataNode=function 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s=a&&a[r.$getParent]();let o,c=s;if(e.startNew)if(a){const e=s.contentArea.children,t=e.indexOf(i),r=e.indexOf(a);-1!==t&&te;n[r.$extra].noLayoutFailure=!0;const o=t[r.$toHTML](a);e[r.$addHTML](o.html,o.bbox);n[r.$extra].noLayoutFailure=i;t[r.$getSubformParent]=s}class AppearanceFilter extends r.StringObject{constructor(e){super(d,"appearanceFilter");this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||""}}class Arc extends r.XFAObject{constructor(e){super(d,"arc",!0);this.circular=(0,o.getInteger)({data:e.circular,defaultValue:0,validate:e=>1===e});this.hand=(0,o.getStringOption)(e.hand,["even","left","right"]);this.id=e.id||"";this.startAngle=(0,o.getFloat)({data:e.startAngle,defaultValue:0,validate:e=>!0});this.sweepAngle=(0,o.getFloat)({data:e.sweepAngle,defaultValue:360,validate:e=>!0});this.use=e.use||"";this.usehref=e.usehref||"";this.edge=null;this.fill=null}[r.$toHTML](){const e=this.edge||new Edge({}),t=e[r.$toStyle](),a=Object.create(null);this.fill&&"visible"===this.fill.presence?Object.assign(a,this.fill[r.$toStyle]()):a.fill="transparent";a.strokeWidth=(0,s.measureToString)("visible"===e.presence?e.thickness:0);a.stroke=t.color;let n;const i={xmlns:f,style:{width:"100%",height:"100%",overflow:"visible"}};if(360===this.sweepAngle)n={name:"ellipse",attributes:{xmlns:f,cx:"50%",cy:"50%",rx:"50%",ry:"50%",style:a}};else{const e=this.startAngle*Math.PI/180,t=this.sweepAngle*Math.PI/180,r=this.sweepAngle>180?1:0,[s,o,c,l]=[50*(1+Math.cos(e)),50*(1-Math.sin(e)),50*(1+Math.cos(e+t)),50*(1-Math.sin(e+t))];n={name:"path",attributes:{xmlns:f,d:`M ${s} ${o} A 50 50 0 ${r} 0 ${c} ${l}`,vectorEffect:"non-scaling-stroke",style:a}};Object.assign(i,{viewBox:"0 0 100 100",preserveAspectRatio:"none"})}const c={name:"svg",children:[n],attributes:i};if(hasMargin(this[r.$getParent]()[r.$getParent]()))return o.HTMLResult.success({name:"div",attributes:{style:{display:"inline",width:"100%",height:"100%"}},children:[c]});c.attributes.style.position="absolute";return o.HTMLResult.success(c)}}class Area extends r.XFAObject{constructor(e){super(d,"area",!0);this.colSpan=(0,o.getInteger)({data:e.colSpan,defaultValue:1,validate:e=>e>=1||-1===e});this.id=e.id||"";this.name=e.name||"";this.relevant=(0,o.getRelevant)(e.relevant);this.use=e.use||"";this.usehref=e.usehref||"";this.x=(0,o.getMeasurement)(e.x,"0pt");this.y=(0,o.getMeasurement)(e.y,"0pt");this.desc=null;this.extras=null;this.area=new r.XFAObjectArray;this.draw=new r.XFAObjectArray;this.exObject=new r.XFAObjectArray;this.exclGroup=new r.XFAObjectArray;this.field=new r.XFAObjectArray;this.subform=new r.XFAObjectArray;this.subformSet=new r.XFAObjectArray}*[r.$getContainedChildren](){yield*getContainedChildren(this)}[r.$isTransparent](){return!0}[r.$isBindable](){return!0}[r.$addHTML](e,t){const[a,n,i,s]=t;this[r.$extra].width=Math.max(this[r.$extra].width,a+i);this[r.$extra].height=Math.max(this[r.$extra].height,n+s);this[r.$extra].children.push(e)}[r.$getAvailableSpace](){return this[r.$extra].availableSpace}[r.$toHTML](e){const t=(0,s.toStyle)(this,"position"),a={style:t,id:this[r.$uid],class:["xfaArea"]};(0,s.isPrintOnly)(this)&&a.class.push("xfaPrintOnly");this.name&&(a.xfaName=this.name);const n=[];this[r.$extra]={children:n,width:0,height:0,availableSpace:e};const i=this[r.$childrenToHTML]({filter:new Set(["area","draw","field","exclGroup","subform","subformSet"]),include:!0});if(!i.success){if(i.isBreak())return i;delete this[r.$extra];return o.HTMLResult.FAILURE}t.width=(0,s.measureToString)(this[r.$extra].width);t.height=(0,s.measureToString)(this[r.$extra].height);const c={name:"div",attributes:a,children:n},l=[this.x,this.y,this[r.$extra].width,this[r.$extra].height];delete this[r.$extra];return o.HTMLResult.success(c,l)}}class Assist extends r.XFAObject{constructor(e){super(d,"assist",!0);this.id=e.id||"";this.role=e.role||"";this.use=e.use||"";this.usehref=e.usehref||"";this.speak=null;this.toolTip=null}[r.$toHTML](){return this.toolTip&&this.toolTip[r.$content]?this.toolTip[r.$content]:null}}class Barcode extends r.XFAObject{constructor(e){super(d,"barcode",!0);this.charEncoding=(0,o.getKeyword)({data:e.charEncoding?e.charEncoding.toLowerCase():"",defaultValue:"",validate:e=>["utf-8","big-five","fontspecific","gbk","gb-18030","gb-2312","ksc-5601","none","shift-jis","ucs-2","utf-16"].includes(e)||e.match(/iso-8859-\d{2}/)});this.checksum=(0,o.getStringOption)(e.checksum,["none","1mod10","1mod10_1mod11","2mod10","auto"]);this.dataColumnCount=(0,o.getInteger)({data:e.dataColumnCount,defaultValue:-1,validate:e=>e>=0});this.dataLength=(0,o.getInteger)({data:e.dataLength,defaultValue:-1,validate:e=>e>=0});this.dataPrep=(0,o.getStringOption)(e.dataPrep,["none","flateCompress"]);this.dataRowCount=(0,o.getInteger)({data:e.dataRowCount,defaultValue:-1,validate:e=>e>=0});this.endChar=e.endChar||"";this.errorCorrectionLevel=(0,o.getInteger)({data:e.errorCorrectionLevel,defaultValue:-1,validate:e=>e>=0&&e<=8});this.id=e.id||"";this.moduleHeight=(0,o.getMeasurement)(e.moduleHeight,"5mm");this.moduleWidth=(0,o.getMeasurement)(e.moduleWidth,"0.25mm");this.printCheckDigit=(0,o.getInteger)({data:e.printCheckDigit,defaultValue:0,validate:e=>1===e});this.rowColumnRatio=(0,o.getRatio)(e.rowColumnRatio);this.startChar=e.startChar||"";this.textLocation=(0,o.getStringOption)(e.textLocation,["below","above","aboveEmbedded","belowEmbedded","none"]);this.truncate=(0,o.getInteger)({data:e.truncate,defaultValue:0,validate:e=>1===e});this.type=(0,o.getStringOption)(e.type?e.type.toLowerCase():"",["aztec","codabar","code2of5industrial","code2of5interleaved","code2of5matrix","code2of5standard","code3of9","code3of9extended","code11","code49","code93","code128","code128a","code128b","code128c","code128sscc","datamatrix","ean8","ean8add2","ean8add5","ean13","ean13add2","ean13add5","ean13pwcd","fim","logmars","maxicode","msi","pdf417","pdf417macro","plessey","postauscust2","postauscust3","postausreplypaid","postausstandard","postukrm4scc","postusdpbc","postusimb","postusstandard","postus5zip","qrcode","rfid","rss14","rss14expanded","rss14limited","rss14stacked","rss14stackedomni","rss14truncated","telepen","ucc128","ucc128random","ucc128sscc","upca","upcaadd2","upcaadd5","upcapwcd","upce","upceadd2","upceadd5","upcean2","upcean5","upsmaxicode"]);this.upsMode=(0,o.getStringOption)(e.upsMode,["usCarrier","internationalCarrier","secureSymbol","standardSymbol"]);this.use=e.use||"";this.usehref=e.usehref||"";this.wideNarrowRatio=(0,o.getRatio)(e.wideNarrowRatio);this.encrypt=null;this.extras=null}}class Bind extends r.XFAObject{constructor(e){super(d,"bind",!0);this.match=(0,o.getStringOption)(e.match,["once","dataRef","global","none"]);this.ref=e.ref||"";this.picture=null}}class BindItems extends r.XFAObject{constructor(e){super(d,"bindItems");this.connection=e.connection||"";this.labelRef=e.labelRef||"";this.ref=e.ref||"";this.valueRef=e.valueRef||""}}t.BindItems=BindItems;class Bookend extends r.XFAObject{constructor(e){super(d,"bookend");this.id=e.id||"";this.leader=e.leader||"";this.trailer=e.trailer||"";this.use=e.use||"";this.usehref=e.usehref||""}}class BooleanElement extends r.Option01{constructor(e){super(d,"boolean");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$toHTML](e){return valueToHtml(1===this[r.$content]?"1":"0")}}class Border extends r.XFAObject{constructor(e){super(d,"border",!0);this.break=(0,o.getStringOption)(e.break,["close","open"]);this.hand=(0,o.getStringOption)(e.hand,["even","left","right"]);this.id=e.id||"";this.presence=(0,o.getStringOption)(e.presence,["visible","hidden","inactive","invisible"]);this.relevant=(0,o.getRelevant)(e.relevant);this.use=e.use||"";this.usehref=e.usehref||"";this.corner=new r.XFAObjectArray(4);this.edge=new r.XFAObjectArray(4);this.extras=null;this.fill=null;this.margin=null}[r.$getExtra](){if(!this[r.$extra]){const e=this.edge.children.slice();if(e.length<4){const t=e.at(-1)||new Edge({});for(let a=e.length;a<4;a++)e.push(t)}const t=e.map((e=>e.thickness)),a=[0,0,0,0];if(this.margin){a[0]=this.margin.topInset;a[1]=this.margin.rightInset;a[2]=this.margin.bottomInset;a[3]=this.margin.leftInset}this[r.$extra]={widths:t,insets:a,edges:e}}return this[r.$extra]}[r.$toStyle](){const{edges:e}=this[r.$getExtra](),t=e.map((e=>{const t=e[r.$toStyle]();t.color=t.color||"#000000";return t})),a=Object.create(null);this.margin&&Object.assign(a,this.margin[r.$toStyle]());this.fill&&"visible"===this.fill.presence&&Object.assign(a,this.fill[r.$toStyle]());if(this.corner.children.some((e=>0!==e.radius))){const e=this.corner.children.map((e=>e[r.$toStyle]()));if(2===e.length||3===e.length){const t=e.at(-1);for(let a=e.length;a<4;a++)e.push(t)}a.borderRadius=e.map((e=>e.radius)).join(" ")}switch(this.presence){case"invisible":case"hidden":a.borderStyle="";break;case"inactive":a.borderStyle="none";break;default:a.borderStyle=t.map((e=>e.style)).join(" ")}a.borderWidth=t.map((e=>e.width)).join(" ");a.borderColor=t.map((e=>e.color)).join(" ");return a}}class Break extends r.XFAObject{constructor(e){super(d,"break",!0);this.after=(0,o.getStringOption)(e.after,["auto","contentArea","pageArea","pageEven","pageOdd"]);this.afterTarget=e.afterTarget||"";this.before=(0,o.getStringOption)(e.before,["auto","contentArea","pageArea","pageEven","pageOdd"]);this.beforeTarget=e.beforeTarget||"";this.bookendLeader=e.bookendLeader||"";this.bookendTrailer=e.bookendTrailer||"";this.id=e.id||"";this.overflowLeader=e.overflowLeader||"";this.overflowTarget=e.overflowTarget||"";this.overflowTrailer=e.overflowTrailer||"";this.startNew=(0,o.getInteger)({data:e.startNew,defaultValue:0,validate:e=>1===e});this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null}}class BreakAfter extends r.XFAObject{constructor(e){super(d,"breakAfter",!0);this.id=e.id||"";this.leader=e.leader||"";this.startNew=(0,o.getInteger)({data:e.startNew,defaultValue:0,validate:e=>1===e});this.target=e.target||"";this.targetType=(0,o.getStringOption)(e.targetType,["auto","contentArea","pageArea"]);this.trailer=e.trailer||"";this.use=e.use||"";this.usehref=e.usehref||"";this.script=null}}class BreakBefore extends r.XFAObject{constructor(e){super(d,"breakBefore",!0);this.id=e.id||"";this.leader=e.leader||"";this.startNew=(0,o.getInteger)({data:e.startNew,defaultValue:0,validate:e=>1===e});this.target=e.target||"";this.targetType=(0,o.getStringOption)(e.targetType,["auto","contentArea","pageArea"]);this.trailer=e.trailer||"";this.use=e.use||"";this.usehref=e.usehref||"";this.script=null}[r.$toHTML](e){this[r.$extra]={};return o.HTMLResult.FAILURE}}class Button extends r.XFAObject{constructor(e){super(d,"button",!0);this.highlight=(0,o.getStringOption)(e.highlight,["inverted","none","outline","push"]);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null}[r.$toHTML](e){const t=this[r.$getParent]()[r.$getParent](),a={name:"button",attributes:{id:this[r.$uid],class:["xfaButton"],style:{}},children:[]};for(const e of t.event.children){if("click"!==e.activity||!e.script)continue;const t=(0,h.recoverJsURL)(e.script[r.$content]);if(!t)continue;const n=(0,s.fixURL)(t.url);n&&a.children.push({name:"a",attributes:{id:"link"+this[r.$uid],href:n,newWindow:t.newWindow,class:["xfaLink"],style:{}},children:[]})}return o.HTMLResult.success(a)}}class Calculate extends r.XFAObject{constructor(e){super(d,"calculate",!0);this.id=e.id||"";this.override=(0,o.getStringOption)(e.override,["disabled","error","ignore","warning"]);this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.message=null;this.script=null}}class Caption extends r.XFAObject{constructor(e){super(d,"caption",!0);this.id=e.id||"";this.placement=(0,o.getStringOption)(e.placement,["left","bottom","inline","right","top"]);this.presence=(0,o.getStringOption)(e.presence,["visible","hidden","inactive","invisible"]);this.reserve=Math.ceil((0,o.getMeasurement)(e.reserve));this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.font=null;this.margin=null;this.para=null;this.value=null}[r.$setValue](e){_setValue(this,e)}[r.$getExtra](e){if(!this[r.$extra]){let{width:t,height:a}=e;switch(this.placement){case"left":case"right":case"inline":t=this.reserve<=0?t:this.reserve;break;case"top":case"bottom":a=this.reserve<=0?a:this.reserve}this[r.$extra]=(0,s.layoutNode)(this,{width:t,height:a})}return this[r.$extra]}[r.$toHTML](e){if(!this.value)return o.HTMLResult.EMPTY;this[r.$pushPara]();const t=this.value[r.$toHTML](e).html;if(!t){this[r.$popPara]();return o.HTMLResult.EMPTY}const a=this.reserve;if(this.reserve<=0){const{w:t,h:a}=this[r.$getExtra](e);switch(this.placement){case"left":case"right":case"inline":this.reserve=t;break;case"top":case"bottom":this.reserve=a}}const n=[];"string"==typeof t?n.push({name:"#text",value:t}):n.push(t);const i=(0,s.toStyle)(this,"font","margin","visibility");switch(this.placement){case"left":case"right":this.reserve>0&&(i.width=(0,s.measureToString)(this.reserve));break;case"top":case"bottom":this.reserve>0&&(i.height=(0,s.measureToString)(this.reserve))}(0,s.setPara)(this,null,t);this[r.$popPara]();this.reserve=a;return o.HTMLResult.success({name:"div",attributes:{style:i,class:["xfaCaption"]},children:n})}}class Certificate extends r.StringObject{constructor(e){super(d,"certificate");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class Certificates extends r.XFAObject{constructor(e){super(d,"certificates",!0);this.credentialServerPolicy=(0,o.getStringOption)(e.credentialServerPolicy,["optional","required"]);this.id=e.id||"";this.url=e.url||"";this.urlPolicy=e.urlPolicy||"";this.use=e.use||"";this.usehref=e.usehref||"";this.encryption=null;this.issuers=null;this.keyUsage=null;this.oids=null;this.signing=null;this.subjectDNs=null}}class CheckButton extends r.XFAObject{constructor(e){super(d,"checkButton",!0);this.id=e.id||"";this.mark=(0,o.getStringOption)(e.mark,["default","check","circle","cross","diamond","square","star"]);this.shape=(0,o.getStringOption)(e.shape,["square","round"]);this.size=(0,o.getMeasurement)(e.size,"10pt");this.use=e.use||"";this.usehref=e.usehref||"";this.border=null;this.extras=null;this.margin=null}[r.$toHTML](e){const t=(0,s.toStyle)("margin"),a=(0,s.measureToString)(this.size);t.width=t.height=a;let n,i,c;const l=this[r.$getParent]()[r.$getParent](),h=l.items.children.length&&l.items.children[0][r.$toHTML]().html||[],u={on:(void 0!==h[0]?h[0]:"on").toString(),off:(void 0!==h[1]?h[1]:"off").toString()},d=(l.value&&l.value[r.$text]()||"off")===u.on||void 0,f=l[r.$getSubformParent](),g=l[r.$uid];let p;if(f instanceof ExclGroup){c=f[r.$uid];n="radio";i="xfaRadio";p=f[r.$data]&&f[r.$data][r.$uid]||f[r.$uid]}else{n="checkbox";i="xfaCheckbox";p=l[r.$data]&&l[r.$data][r.$uid]||l[r.$uid]}const m={name:"input",attributes:{class:[i],style:t,fieldId:g,dataId:p,type:n,checked:d,xfaOn:u.on,xfaOff:u.off,"aria-label":ariaLabel(l),"aria-required":!1}};c&&(m.attributes.name=c);if(isRequired(l)){m.attributes["aria-required"]=!0;m.attributes.required=!0}return o.HTMLResult.success({name:"label",attributes:{class:["xfaLabel"]},children:[m]})}}class ChoiceList extends r.XFAObject{constructor(e){super(d,"choiceList",!0);this.commitOn=(0,o.getStringOption)(e.commitOn,["select","exit"]);this.id=e.id||"";this.open=(0,o.getStringOption)(e.open,["userControl","always","multiSelect","onEntry"]);this.textEntry=(0,o.getInteger)({data:e.textEntry,defaultValue:0,validate:e=>1===e});this.use=e.use||"";this.usehref=e.usehref||"";this.border=null;this.extras=null;this.margin=null}[r.$toHTML](e){const t=(0,s.toStyle)(this,"border","margin"),a=this[r.$getParent]()[r.$getParent](),n={fontSize:`calc(${a.font&&a.font.size||10}px * var(--scale-factor))`},i=[];if(a.items.children.length>0){const e=a.items;let t=0,s=0;if(2===e.children.length){t=e.children[0].save;s=1-t}const o=e.children[t][r.$toHTML]().html,c=e.children[s][r.$toHTML]().html;let l=!1;const h=a.value&&a.value[r.$text]()||"";for(let e=0,t=o.length;ee>=0});this.use=e.use||"";this.usehref=e.usehref||""}}class Connect extends r.XFAObject{constructor(e){super(d,"connect",!0);this.connection=e.connection||"";this.id=e.id||"";this.ref=e.ref||"";this.usage=(0,o.getStringOption)(e.usage,["exportAndImport","exportOnly","importOnly"]);this.use=e.use||"";this.usehref=e.usehref||"";this.picture=null}}class ContentArea extends r.XFAObject{constructor(e){super(d,"contentArea",!0);this.h=(0,o.getMeasurement)(e.h);this.id=e.id||"";this.name=e.name||"";this.relevant=(0,o.getRelevant)(e.relevant);this.use=e.use||"";this.usehref=e.usehref||"";this.w=(0,o.getMeasurement)(e.w);this.x=(0,o.getMeasurement)(e.x,"0pt");this.y=(0,o.getMeasurement)(e.y,"0pt");this.desc=null;this.extras=null}[r.$toHTML](e){const t={left:(0,s.measureToString)(this.x),top:(0,s.measureToString)(this.y),width:(0,s.measureToString)(this.w),height:(0,s.measureToString)(this.h)},a=["xfaContentarea"];(0,s.isPrintOnly)(this)&&a.push("xfaPrintOnly");return o.HTMLResult.success({name:"div",children:[],attributes:{style:t,class:a,id:this[r.$uid]}})}}class Corner extends r.XFAObject{constructor(e){super(d,"corner",!0);this.id=e.id||"";this.inverted=(0,o.getInteger)({data:e.inverted,defaultValue:0,validate:e=>1===e});this.join=(0,o.getStringOption)(e.join,["square","round"]);this.presence=(0,o.getStringOption)(e.presence,["visible","hidden","inactive","invisible"]);this.radius=(0,o.getMeasurement)(e.radius);this.stroke=(0,o.getStringOption)(e.stroke,["solid","dashDot","dashDotDot","dashed","dotted","embossed","etched","lowered","raised"]);this.thickness=(0,o.getMeasurement)(e.thickness,"0.5pt");this.use=e.use||"";this.usehref=e.usehref||"";this.color=null;this.extras=null}[r.$toStyle](){const e=(0,s.toStyle)(this,"visibility");e.radius=(0,s.measureToString)("square"===this.join?0:this.radius);return e}}class DateElement extends r.ContentObject{constructor(e){super(d,"date");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$finalize](){const e=this[r.$content].trim();this[r.$content]=e?new Date(e):null}[r.$toHTML](e){return valueToHtml(this[r.$content]?this[r.$content].toString():"")}}class DateTime extends r.ContentObject{constructor(e){super(d,"dateTime");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$finalize](){const e=this[r.$content].trim();this[r.$content]=e?new Date(e):null}[r.$toHTML](e){return valueToHtml(this[r.$content]?this[r.$content].toString():"")}}class DateTimeEdit extends r.XFAObject{constructor(e){super(d,"dateTimeEdit",!0);this.hScrollPolicy=(0,o.getStringOption)(e.hScrollPolicy,["auto","off","on"]);this.id=e.id||"";this.picker=(0,o.getStringOption)(e.picker,["host","none"]);this.use=e.use||"";this.usehref=e.usehref||"";this.border=null;this.comb=null;this.extras=null;this.margin=null}[r.$toHTML](e){const t=(0,s.toStyle)(this,"border","font","margin"),a=this[r.$getParent]()[r.$getParent](),n={name:"input",attributes:{type:"text",fieldId:a[r.$uid],dataId:a[r.$data]&&a[r.$data][r.$uid]||a[r.$uid],class:["xfaTextfield"],style:t,"aria-label":ariaLabel(a),"aria-required":!1}};if(isRequired(a)){n.attributes["aria-required"]=!0;n.attributes.required=!0}return o.HTMLResult.success({name:"label",attributes:{class:["xfaLabel"]},children:[n]})}}class Decimal extends r.ContentObject{constructor(e){super(d,"decimal");this.fracDigits=(0,o.getInteger)({data:e.fracDigits,defaultValue:2,validate:e=>!0});this.id=e.id||"";this.leadDigits=(0,o.getInteger)({data:e.leadDigits,defaultValue:-1,validate:e=>!0});this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$finalize](){const e=parseFloat(this[r.$content].trim());this[r.$content]=isNaN(e)?null:e}[r.$toHTML](e){return valueToHtml(null!==this[r.$content]?this[r.$content].toString():"")}}class DefaultUi extends r.XFAObject{constructor(e){super(d,"defaultUi",!0);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null}}class Desc extends r.XFAObject{constructor(e){super(d,"desc",!0);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.boolean=new r.XFAObjectArray;this.date=new r.XFAObjectArray;this.dateTime=new r.XFAObjectArray;this.decimal=new r.XFAObjectArray;this.exData=new r.XFAObjectArray;this.float=new r.XFAObjectArray;this.image=new r.XFAObjectArray;this.integer=new r.XFAObjectArray;this.text=new r.XFAObjectArray;this.time=new r.XFAObjectArray}}class DigestMethod extends r.OptionObject{constructor(e){super(d,"digestMethod",["","SHA1","SHA256","SHA512","RIPEMD160"]);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||""}}class DigestMethods extends r.XFAObject{constructor(e){super(d,"digestMethods",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||"";this.digestMethod=new r.XFAObjectArray}}class Draw extends r.XFAObject{constructor(e){super(d,"draw",!0);this.anchorType=(0,o.getStringOption)(e.anchorType,["topLeft","bottomCenter","bottomLeft","bottomRight","middleCenter","middleLeft","middleRight","topCenter","topRight"]);this.colSpan=(0,o.getInteger)({data:e.colSpan,defaultValue:1,validate:e=>e>=1||-1===e});this.h=e.h?(0,o.getMeasurement)(e.h):"";this.hAlign=(0,o.getStringOption)(e.hAlign,["left","center","justify","justifyAll","radix","right"]);this.id=e.id||"";this.locale=e.locale||"";this.maxH=(0,o.getMeasurement)(e.maxH,"0pt");this.maxW=(0,o.getMeasurement)(e.maxW,"0pt");this.minH=(0,o.getMeasurement)(e.minH,"0pt");this.minW=(0,o.getMeasurement)(e.minW,"0pt");this.name=e.name||"";this.presence=(0,o.getStringOption)(e.presence,["visible","hidden","inactive","invisible"]);this.relevant=(0,o.getRelevant)(e.relevant);this.rotate=(0,o.getInteger)({data:e.rotate,defaultValue:0,validate:e=>e%90==0});this.use=e.use||"";this.usehref=e.usehref||"";this.w=e.w?(0,o.getMeasurement)(e.w):"";this.x=(0,o.getMeasurement)(e.x,"0pt");this.y=(0,o.getMeasurement)(e.y,"0pt");this.assist=null;this.border=null;this.caption=null;this.desc=null;this.extras=null;this.font=null;this.keep=null;this.margin=null;this.para=null;this.traversal=null;this.ui=null;this.value=null;this.setProperty=new 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e=(0,s.toStyle)(this,"visibility");Object.assign(e,{linecap:this.cap,width:(0,s.measureToString)(this.thickness),color:this.color?this.color[r.$toStyle]():"#000000",style:""});if("visible"!==this.presence)e.style="none";else switch(this.stroke){case"solid":e.style="solid";break;case"dashDot":case"dashDotDot":case"dashed":e.style="dashed";break;case"dotted":e.style="dotted";break;case"embossed":e.style="ridge";break;case"etched":e.style="groove";break;case"lowered":e.style="inset";break;case"raised":e.style="outset"}return e}}class Encoding extends r.OptionObject{constructor(e){super(d,"encoding",["adbe.x509.rsa_sha1","adbe.pkcs7.detached","adbe.pkcs7.sha1"]);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||""}}class Encodings extends r.XFAObject{constructor(e){super(d,"encodings",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||"";this.encoding=new r.XFAObjectArray}}class Encrypt extends r.XFAObject{constructor(e){super(d,"encrypt",!0);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.certificate=null}}class EncryptData extends r.XFAObject{constructor(e){super(d,"encryptData",!0);this.id=e.id||"";this.operation=(0,o.getStringOption)(e.operation,["encrypt","decrypt"]);this.target=e.target||"";this.use=e.use||"";this.usehref=e.usehref||"";this.filter=null;this.manifest=null}}class Encryption extends r.XFAObject{constructor(e){super(d,"encryption",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||"";this.certificate=new r.XFAObjectArray}}class EncryptionMethod extends r.OptionObject{constructor(e){super(d,"encryptionMethod",["","AES256-CBC","TRIPLEDES-CBC","AES128-CBC","AES192-CBC"]);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||""}}class EncryptionMethods extends 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r.ContentObject{constructor(e){super(d,"exData");this.contentType=e.contentType||"";this.href=e.href||"";this.id=e.id||"";this.maxLength=(0,o.getInteger)({data:e.maxLength,defaultValue:-1,validate:e=>e>=-1});this.name=e.name||"";this.rid=e.rid||"";this.transferEncoding=(0,o.getStringOption)(e.transferEncoding,["none","base64","package"]);this.use=e.use||"";this.usehref=e.usehref||""}[r.$isCDATAXml](){return"text/html"===this.contentType}[r.$onChild](e){if("text/html"===this.contentType&&e[r.$namespaceId]===n.NamespaceIds.xhtml.id){this[r.$content]=e;return!0}if("text/xml"===this.contentType){this[r.$content]=e;return!0}return!1}[r.$toHTML](e){return"text/html"===this.contentType&&this[r.$content]?this[r.$content][r.$toHTML](e):o.HTMLResult.EMPTY}}class ExObject extends r.XFAObject{constructor(e){super(d,"exObject",!0);this.archive=e.archive||"";this.classId=e.classId||"";this.codeBase=e.codeBase||"";this.codeType=e.codeType||"";this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.boolean=new r.XFAObjectArray;this.date=new r.XFAObjectArray;this.dateTime=new r.XFAObjectArray;this.decimal=new r.XFAObjectArray;this.exData=new r.XFAObjectArray;this.exObject=new r.XFAObjectArray;this.float=new r.XFAObjectArray;this.image=new r.XFAObjectArray;this.integer=new r.XFAObjectArray;this.text=new r.XFAObjectArray;this.time=new r.XFAObjectArray}}class ExclGroup extends 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r.XFAObjectArray;this.event=new r.XFAObjectArray;this.field=new r.XFAObjectArray;this.setProperty=new r.XFAObjectArray}[r.$isBindable](){return!0}[r.$hasSettableValue](){return!0}[r.$setValue](e){for(const t of this.field.children){if(!t.value){const e=new Value({});t[r.$appendChild](e);t.value=e}t.value[r.$setValue](e)}}[r.$isThereMoreWidth](){return this.layout.endsWith("-tb")&&0===this[r.$extra].attempt&&this[r.$extra].numberInLine>0||this[r.$getParent]()[r.$isThereMoreWidth]()}[r.$isSplittable](){const e=this[r.$getSubformParent]();if(!e[r.$isSplittable]())return!1;if(void 0!==this[r.$extra]._isSplittable)return 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d="lr-tb"===this.layout||"rl-tb"===this.layout,f=d?2:1;for(;this[r.$extra].attempte>=1||-1===e});this.h=e.h?(0,o.getMeasurement)(e.h):"";this.hAlign=(0,o.getStringOption)(e.hAlign,["left","center","justify","justifyAll","radix","right"]);this.id=e.id||"";this.locale=e.locale||"";this.maxH=(0,o.getMeasurement)(e.maxH,"0pt");this.maxW=(0,o.getMeasurement)(e.maxW,"0pt");this.minH=(0,o.getMeasurement)(e.minH,"0pt");this.minW=(0,o.getMeasurement)(e.minW,"0pt");this.name=e.name||"";this.presence=(0,o.getStringOption)(e.presence,["visible","hidden","inactive","invisible"]);this.relevant=(0,o.getRelevant)(e.relevant);this.rotate=(0,o.getInteger)({data:e.rotate,defaultValue:0,validate:e=>e%90==0});this.use=e.use||"";this.usehref=e.usehref||"";this.w=e.w?(0,o.getMeasurement)(e.w):"";this.x=(0,o.getMeasurement)(e.x,"0pt");this.y=(0,o.getMeasurement)(e.y,"0pt");this.assist=null;this.bind=null;this.border=null;this.calculate=null;this.caption=null;this.desc=null;this.extras=null;this.font=null;this.format=null;this.items=new r.XFAObjectArray(2);this.keep=null;this.margin=null;this.para=null;this.traversal=null;this.ui=null;this.validate=null;this.value=null;this.bindItems=new r.XFAObjectArray;this.connect=new r.XFAObjectArray;this.event=new r.XFAObjectArray;this.setProperty=new r.XFAObjectArray}[r.$isBindable](){return!0}[r.$setValue](e){_setValue(this,e)}[r.$toHTML](e){setTabIndex(this);if(!this.ui){this.ui=new Ui({});this.ui[r.$globalData]=this[r.$globalData];this[r.$appendChild](this.ui);let e;switch(this.items.children.length){case 0:e=new TextEdit({});this.ui.textEdit=e;break;case 1:e=new CheckButton({});this.ui.checkButton=e;break;case 2:e=new ChoiceList({});this.ui.choiceList=e}this.ui[r.$appendChild](e)}if(!this.ui||"hidden"===this.presence||"inactive"===this.presence||0===this.h||0===this.w)return o.HTMLResult.EMPTY;this.caption&&delete this.caption[r.$extra];this[r.$pushPara]();const t=this.caption?this.caption[r.$toHTML](e).html:null,a=this.w,n=this.h;let c=0,h=0;if(this.margin){c=this.margin.leftInset+this.margin.rightInset;h=this.margin.topInset+this.margin.bottomInset}let u=null;if(""===this.w||""===this.h){let t=null,a=null,n=0,i=0;if(this.ui.checkButton)n=i=this.ui.checkButton.size;else{const{w:t,h:a}=(0,s.layoutNode)(this,e);if(null!==t){n=t;i=a}else i=(0,l.getMetrics)(this.font,!0).lineNoGap}u=getBorderDims(this.ui[r.$getExtra]());n+=u.w;i+=u.h;if(this.caption){const{w:s,h:c,isBroken:l}=this.caption[r.$getExtra](e);if(l&&this[r.$getSubformParent]()[r.$isThereMoreWidth]()){this[r.$popPara]();return o.HTMLResult.FAILURE}t=s;a=c;switch(this.caption.placement){case"left":case"right":case"inline":t+=n;break;case"top":case"bottom":a+=i}}else{t=n;a=i}if(t&&""===this.w){t+=c;this.w=Math.min(this.maxW<=0?1/0:this.maxW,this.minW+1e>=1&&e<=5});this.appearanceFilter=null;this.certificates=null;this.digestMethods=null;this.encodings=null;this.encryptionMethods=null;this.handler=null;this.lockDocument=null;this.mdp=null;this.reasons=null;this.timeStamp=null}}class Float extends r.ContentObject{constructor(e){super(d,"float");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$finalize](){const e=parseFloat(this[r.$content].trim());this[r.$content]=isNaN(e)?null:e}[r.$toHTML](e){return valueToHtml(null!==this[r.$content]?this[r.$content].toString():"")}}class Font extends r.XFAObject{constructor(e){super(d,"font",!0);this.baselineShift=(0,o.getMeasurement)(e.baselineShift);this.fontHorizontalScale=(0,o.getFloat)({data:e.fontHorizontalScale,defaultValue:100,validate:e=>e>=0});this.fontVerticalScale=(0,o.getFloat)({data:e.fontVerticalScale,defaultValue:100,validate:e=>e>=0});this.id=e.id||"";this.kerningMode=(0,o.getStringOption)(e.kerningMode,["none","pair"]);this.letterSpacing=(0,o.getMeasurement)(e.letterSpacing,"0");this.lineThrough=(0,o.getInteger)({data:e.lineThrough,defaultValue:0,validate:e=>1===e||2===e});this.lineThroughPeriod=(0,o.getStringOption)(e.lineThroughPeriod,["all","word"]);this.overline=(0,o.getInteger)({data:e.overline,defaultValue:0,validate:e=>1===e||2===e});this.overlinePeriod=(0,o.getStringOption)(e.overlinePeriod,["all","word"]);this.posture=(0,o.getStringOption)(e.posture,["normal","italic"]);this.size=(0,o.getMeasurement)(e.size,"10pt");this.typeface=e.typeface||"Courier";this.underline=(0,o.getInteger)({data:e.underline,defaultValue:0,validate:e=>1===e||2===e});this.underlinePeriod=(0,o.getStringOption)(e.underlinePeriod,["all","word"]);this.use=e.use||"";this.usehref=e.usehref||"";this.weight=(0,o.getStringOption)(e.weight,["normal","bold"]);this.extras=null;this.fill=null}[r.$clean](e){super[r.$clean](e);this[r.$globalData].usedTypefaces.add(this.typeface)}[r.$toStyle](){const e=(0,s.toStyle)(this,"fill"),t=e.color;if(t)if("#000000"===t)delete e.color;else if(!t.startsWith("#")){e.background=t;e.backgroundClip="text";e.color="transparent"}this.baselineShift&&(e.verticalAlign=(0,s.measureToString)(this.baselineShift));e.fontKerning="none"===this.kerningMode?"none":"normal";e.letterSpacing=(0,s.measureToString)(this.letterSpacing);if(0!==this.lineThrough){e.textDecoration="line-through";2===this.lineThrough&&(e.textDecorationStyle="double")}if(0!==this.overline){e.textDecoration="overline";2===this.overline&&(e.textDecorationStyle="double")}e.fontStyle=this.posture;e.fontSize=(0,s.measureToString)(.99*this.size);(0,s.setFontFamily)(this,this,this[r.$globalData].fontFinder,e);if(0!==this.underline){e.textDecoration="underline";2===this.underline&&(e.textDecorationStyle="double")}e.fontWeight=this.weight;return e}}class Format extends r.XFAObject{constructor(e){super(d,"format",!0);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.picture=null}}class Handler extends r.StringObject{constructor(e){super(d,"handler");this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||""}}class Hyphenation extends r.XFAObject{constructor(e){super(d,"hyphenation");this.excludeAllCaps=(0,o.getInteger)({data:e.excludeAllCaps,defaultValue:0,validate:e=>1===e});this.excludeInitialCap=(0,o.getInteger)({data:e.excludeInitialCap,defaultValue:0,validate:e=>1===e});this.hyphenate=(0,o.getInteger)({data:e.hyphenate,defaultValue:0,validate:e=>1===e});this.id=e.id||"";this.pushCharacterCount=(0,o.getInteger)({data:e.pushCharacterCount,defaultValue:3,validate:e=>e>=0});this.remainCharacterCount=(0,o.getInteger)({data:e.remainCharacterCount,defaultValue:3,validate:e=>e>=0});this.use=e.use||"";this.usehref=e.usehref||"";this.wordCharacterCount=(0,o.getInteger)({data:e.wordCharacterCount,defaultValue:7,validate:e=>e>=0})}}class Image extends r.StringObject{constructor(e){super(d,"image");this.aspect=(0,o.getStringOption)(e.aspect,["fit","actual","height","none","width"]);this.contentType=e.contentType||"";this.href=e.href||"";this.id=e.id||"";this.name=e.name||"";this.transferEncoding=(0,o.getStringOption)(e.transferEncoding,["base64","none","package"]);this.use=e.use||"";this.usehref=e.usehref||""}[r.$toHTML](){if(this.contentType&&!p.has(this.contentType.toLowerCase()))return o.HTMLResult.EMPTY;let e=this[r.$globalData].images&&this[r.$globalData].images.get(this.href);if(!e&&(this.href||!this[r.$content]))return o.HTMLResult.EMPTY;e||"base64"!==this.transferEncoding||(e=(0,c.stringToBytes)(atob(this[r.$content])));if(!e)return o.HTMLResult.EMPTY;if(!this.contentType){for(const[t,a]of m)if(e.length>t.length&&t.every(((t,a)=>t===e[a]))){this.contentType=a;break}if(!this.contentType)return o.HTMLResult.EMPTY}const t=new Blob([e],{type:this.contentType});let a;switch(this.aspect){case"fit":case"actual":break;case"height":a={height:"100%",objectFit:"fill"};break;case"none":a={width:"100%",height:"100%",objectFit:"fill"};break;case"width":a={width:"100%",objectFit:"fill"}}const n=this[r.$getParent]();return o.HTMLResult.success({name:"img",attributes:{class:["xfaImage"],style:a,src:URL.createObjectURL(t),alt:n?ariaLabel(n[r.$getParent]()):null}})}}class ImageEdit extends r.XFAObject{constructor(e){super(d,"imageEdit",!0);this.data=(0,o.getStringOption)(e.data,["link","embed"]);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.border=null;this.extras=null;this.margin=null}[r.$toHTML](e){return"embed"===this.data?o.HTMLResult.success({name:"div",children:[],attributes:{}}):o.HTMLResult.EMPTY}}class Integer extends r.ContentObject{constructor(e){super(d,"integer");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$finalize](){const e=parseInt(this[r.$content].trim(),10);this[r.$content]=isNaN(e)?null:e}[r.$toHTML](e){return valueToHtml(null!==this[r.$content]?this[r.$content].toString():"")}}class Issuers extends r.XFAObject{constructor(e){super(d,"issuers",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||"";this.certificate=new r.XFAObjectArray}}class Items extends r.XFAObject{constructor(e){super(d,"items",!0);this.id=e.id||"";this.name=e.name||"";this.presence=(0,o.getStringOption)(e.presence,["visible","hidden","inactive","invisible"]);this.ref=e.ref||"";this.save=(0,o.getInteger)({data:e.save,defaultValue:0,validate:e=>1===e});this.use=e.use||"";this.usehref=e.usehref||"";this.boolean=new r.XFAObjectArray;this.date=new r.XFAObjectArray;this.dateTime=new r.XFAObjectArray;this.decimal=new r.XFAObjectArray;this.exData=new r.XFAObjectArray;this.float=new r.XFAObjectArray;this.image=new r.XFAObjectArray;this.integer=new r.XFAObjectArray;this.text=new r.XFAObjectArray;this.time=new r.XFAObjectArray}[r.$toHTML](){const e=[];for(const t of this[r.$getChildren]())e.push(t[r.$text]());return o.HTMLResult.success(e)}}t.Items=Items;class Keep extends r.XFAObject{constructor(e){super(d,"keep",!0);this.id=e.id||"";const t=["none","contentArea","pageArea"];this.intact=(0,o.getStringOption)(e.intact,t);this.next=(0,o.getStringOption)(e.next,t);this.previous=(0,o.getStringOption)(e.previous,t);this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null}}class KeyUsage extends r.XFAObject{constructor(e){super(d,"keyUsage");const t=["","yes","no"];this.crlSign=(0,o.getStringOption)(e.crlSign,t);this.dataEncipherment=(0,o.getStringOption)(e.dataEncipherment,t);this.decipherOnly=(0,o.getStringOption)(e.decipherOnly,t);this.digitalSignature=(0,o.getStringOption)(e.digitalSignature,t);this.encipherOnly=(0,o.getStringOption)(e.encipherOnly,t);this.id=e.id||"";this.keyAgreement=(0,o.getStringOption)(e.keyAgreement,t);this.keyCertSign=(0,o.getStringOption)(e.keyCertSign,t);this.keyEncipherment=(0,o.getStringOption)(e.keyEncipherment,t);this.nonRepudiation=(0,o.getStringOption)(e.nonRepudiation,t);this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||""}}class Line extends r.XFAObject{constructor(e){super(d,"line",!0);this.hand=(0,o.getStringOption)(e.hand,["even","left","right"]);this.id=e.id||"";this.slope=(0,o.getStringOption)(e.slope,["\\","/"]);this.use=e.use||"";this.usehref=e.usehref||"";this.edge=null}[r.$toHTML](){const e=this[r.$getParent]()[r.$getParent](),t=this.edge||new Edge({}),a=t[r.$toStyle](),n=Object.create(null),i="visible"===t.presence?t.thickness:0;n.strokeWidth=(0,s.measureToString)(i);n.stroke=a.color;let c,l,h,u,d="100%",g="100%";if(e.w<=i){[c,l,h,u]=["50%",0,"50%","100%"];d=n.strokeWidth}else if(e.h<=i){[c,l,h,u]=[0,"50%","100%","50%"];g=n.strokeWidth}else"\\"===this.slope?[c,l,h,u]=[0,0,"100%","100%"]:[c,l,h,u]=[0,"100%","100%",0];const p={name:"svg",children:[{name:"line",attributes:{xmlns:f,x1:c,y1:l,x2:h,y2:u,style:n}}],attributes:{xmlns:f,width:d,height:g,style:{overflow:"visible"}}};if(hasMargin(e))return o.HTMLResult.success({name:"div",attributes:{style:{display:"inline",width:"100%",height:"100%"}},children:[p]});p.attributes.style.position="absolute";return o.HTMLResult.success(p)}}class Linear extends r.XFAObject{constructor(e){super(d,"linear",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["toRight","toBottom","toLeft","toTop"]);this.use=e.use||"";this.usehref=e.usehref||"";this.color=null;this.extras=null}[r.$toStyle](e){e=e?e[r.$toStyle]():"#FFFFFF";return`linear-gradient(${this.type.replace(/([RBLT])/," $1").toLowerCase()}, ${e}, ${this.color?this.color[r.$toStyle]():"#000000"})`}}class LockDocument extends r.ContentObject{constructor(e){super(d,"lockDocument");this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||""}[r.$finalize](){this[r.$content]=(0,o.getStringOption)(this[r.$content],["auto","0","1"])}}class Manifest extends r.XFAObject{constructor(e){super(d,"manifest",!0);this.action=(0,o.getStringOption)(e.action,["include","all","exclude"]);this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.ref=new r.XFAObjectArray}}class Margin extends r.XFAObject{constructor(e){super(d,"margin",!0);this.bottomInset=(0,o.getMeasurement)(e.bottomInset,"0");this.id=e.id||"";this.leftInset=(0,o.getMeasurement)(e.leftInset,"0");this.rightInset=(0,o.getMeasurement)(e.rightInset,"0");this.topInset=(0,o.getMeasurement)(e.topInset,"0");this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null}[r.$toStyle](){return{margin:(0,s.measureToString)(this.topInset)+" "+(0,s.measureToString)(this.rightInset)+" "+(0,s.measureToString)(this.bottomInset)+" "+(0,s.measureToString)(this.leftInset)}}}class Mdp extends r.XFAObject{constructor(e){super(d,"mdp");this.id=e.id||"";this.permissions=(0,o.getInteger)({data:e.permissions,defaultValue:2,validate:e=>1===e||3===e});this.signatureType=(0,o.getStringOption)(e.signatureType,["filler","author"]);this.use=e.use||"";this.usehref=e.usehref||""}}class Medium extends r.XFAObject{constructor(e){super(d,"medium");this.id=e.id||"";this.imagingBBox=(0,o.getBBox)(e.imagingBBox);this.long=(0,o.getMeasurement)(e.long);this.orientation=(0,o.getStringOption)(e.orientation,["portrait","landscape"]);this.short=(0,o.getMeasurement)(e.short);this.stock=e.stock||"";this.trayIn=(0,o.getStringOption)(e.trayIn,["auto","delegate","pageFront"]);this.trayOut=(0,o.getStringOption)(e.trayOut,["auto","delegate"]);this.use=e.use||"";this.usehref=e.usehref||""}}class Message extends r.XFAObject{constructor(e){super(d,"message",!0);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.text=new r.XFAObjectArray}}class NumericEdit extends r.XFAObject{constructor(e){super(d,"numericEdit",!0);this.hScrollPolicy=(0,o.getStringOption)(e.hScrollPolicy,["auto","off","on"]);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.border=null;this.comb=null;this.extras=null;this.margin=null}[r.$toHTML](e){const t=(0,s.toStyle)(this,"border","font","margin"),a=this[r.$getParent]()[r.$getParent](),n={name:"input",attributes:{type:"text",fieldId:a[r.$uid],dataId:a[r.$data]&&a[r.$data][r.$uid]||a[r.$uid],class:["xfaTextfield"],style:t,"aria-label":ariaLabel(a),"aria-required":!1}};if(isRequired(a)){n.attributes["aria-required"]=!0;n.attributes.required=!0}return o.HTMLResult.success({name:"label",attributes:{class:["xfaLabel"]},children:[n]})}}class Occur extends r.XFAObject{constructor(e){super(d,"occur",!0);this.id=e.id||"";this.initial=""!==e.initial?(0,o.getInteger)({data:e.initial,defaultValue:"",validate:e=>!0}):"";this.max=""!==e.max?(0,o.getInteger)({data:e.max,defaultValue:1,validate:e=>!0}):"";this.min=""!==e.min?(0,o.getInteger)({data:e.min,defaultValue:1,validate:e=>!0}):"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null}[r.$clean](){const e=this[r.$getParent](),t=this.min;""===this.min&&(this.min=e instanceof PageArea||e instanceof PageSet?0:1);""===this.max&&(this.max=""===t?e instanceof PageArea||e instanceof PageSet?-1:1:this.min);-1!==this.max&&this.max!0});this.name=e.name||"";this.numbered=(0,o.getInteger)({data:e.numbered,defaultValue:1,validate:e=>!0});this.oddOrEven=(0,o.getStringOption)(e.oddOrEven,["any","even","odd"]);this.pagePosition=(0,o.getStringOption)(e.pagePosition,["any","first","last","only","rest"]);this.relevant=(0,o.getRelevant)(e.relevant);this.use=e.use||"";this.usehref=e.usehref||"";this.desc=null;this.extras=null;this.medium=null;this.occur=null;this.area=new r.XFAObjectArray;this.contentArea=new r.XFAObjectArray;this.draw=new r.XFAObjectArray;this.exclGroup=new r.XFAObjectArray;this.field=new r.XFAObjectArray;this.subform=new r.XFAObjectArray}[r.$isUsable](){if(!this[r.$extra]){this[r.$extra]={numberOfUse:0};return!0}return!this.occur||-1===this.occur.max||this[r.$extra].numberOfUsee.oddOrEven===t&&e.pagePosition===a));if(n)return n;n=this.pageArea.children.find((e=>"any"===e.oddOrEven&&e.pagePosition===a));if(n)return n;n=this.pageArea.children.find((e=>"any"===e.oddOrEven&&"any"===e.pagePosition));return n||this.pageArea.children[0]}}class Para extends r.XFAObject{constructor(e){super(d,"para",!0);this.hAlign=(0,o.getStringOption)(e.hAlign,["left","center","justify","justifyAll","radix","right"]);this.id=e.id||"";this.lineHeight=e.lineHeight?(0,o.getMeasurement)(e.lineHeight,"0pt"):"";this.marginLeft=e.marginLeft?(0,o.getMeasurement)(e.marginLeft,"0pt"):"";this.marginRight=e.marginRight?(0,o.getMeasurement)(e.marginRight,"0pt"):"";this.orphans=(0,o.getInteger)({data:e.orphans,defaultValue:0,validate:e=>e>=0});this.preserve=e.preserve||"";this.radixOffset=e.radixOffset?(0,o.getMeasurement)(e.radixOffset,"0pt"):"";this.spaceAbove=e.spaceAbove?(0,o.getMeasurement)(e.spaceAbove,"0pt"):"";this.spaceBelow=e.spaceBelow?(0,o.getMeasurement)(e.spaceBelow,"0pt"):"";this.tabDefault=e.tabDefault?(0,o.getMeasurement)(this.tabDefault):"";this.tabStops=(e.tabStops||"").trim().split(/\s+/).map(((e,t)=>t%2==1?(0,o.getMeasurement)(e):e));this.textIndent=e.textIndent?(0,o.getMeasurement)(e.textIndent,"0pt"):"";this.use=e.use||"";this.usehref=e.usehref||"";this.vAlign=(0,o.getStringOption)(e.vAlign,["top","bottom","middle"]);this.widows=(0,o.getInteger)({data:e.widows,defaultValue:0,validate:e=>e>=0});this.hyphenation=null}[r.$toStyle](){const e=(0,s.toStyle)(this,"hAlign");""!==this.marginLeft&&(e.paddingLeft=(0,s.measureToString)(this.marginLeft));""!==this.marginRight&&(e.paddingight=(0,s.measureToString)(this.marginRight));""!==this.spaceAbove&&(e.paddingTop=(0,s.measureToString)(this.spaceAbove));""!==this.spaceBelow&&(e.paddingBottom=(0,s.measureToString)(this.spaceBelow));if(""!==this.textIndent){e.textIndent=(0,s.measureToString)(this.textIndent);(0,s.fixTextIndent)(e)}this.lineHeight>0&&(e.lineHeight=(0,s.measureToString)(this.lineHeight));""!==this.tabDefault&&(e.tabSize=(0,s.measureToString)(this.tabDefault));this.tabStops.length;this.hyphenatation&&Object.assign(e,this.hyphenatation[r.$toStyle]());return e}}class PasswordEdit extends r.XFAObject{constructor(e){super(d,"passwordEdit",!0);this.hScrollPolicy=(0,o.getStringOption)(e.hScrollPolicy,["auto","off","on"]);this.id=e.id||"";this.passwordChar=e.passwordChar||"*";this.use=e.use||"";this.usehref=e.usehref||"";this.border=null;this.extras=null;this.margin=null}}class Pattern extends r.XFAObject{constructor(e){super(d,"pattern",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["crossHatch","crossDiagonal","diagonalLeft","diagonalRight","horizontal","vertical"]);this.use=e.use||"";this.usehref=e.usehref||"";this.color=null;this.extras=null}[r.$toStyle](e){e=e?e[r.$toStyle]():"#FFFFFF";const t=this.color?this.color[r.$toStyle]():"#000000",a="repeating-linear-gradient",n=`${e},${e} 5px,${t} 5px,${t} 10px`;switch(this.type){case"crossHatch":return`${a}(to top,${n}) ${a}(to right,${n})`;case"crossDiagonal":return`${a}(45deg,${n}) ${a}(-45deg,${n})`;case"diagonalLeft":return`${a}(45deg,${n})`;case"diagonalRight":return`${a}(-45deg,${n})`;case"horizontal":return`${a}(to top,${n})`;case"vertical":return`${a}(to right,${n})`}return""}}class Picture extends r.StringObject{constructor(e){super(d,"picture");this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||""}}class Proto extends r.XFAObject{constructor(e){super(d,"proto",!0);this.appearanceFilter=new r.XFAObjectArray;this.arc=new r.XFAObjectArray;this.area=new r.XFAObjectArray;this.assist=new r.XFAObjectArray;this.barcode=new r.XFAObjectArray;this.bindItems=new r.XFAObjectArray;this.bookend=new r.XFAObjectArray;this.boolean=new r.XFAObjectArray;this.border=new r.XFAObjectArray;this.break=new r.XFAObjectArray;this.breakAfter=new r.XFAObjectArray;this.breakBefore=new r.XFAObjectArray;this.button=new r.XFAObjectArray;this.calculate=new r.XFAObjectArray;this.caption=new r.XFAObjectArray;this.certificate=new r.XFAObjectArray;this.certificates=new r.XFAObjectArray;this.checkButton=new r.XFAObjectArray;this.choiceList=new r.XFAObjectArray;this.color=new r.XFAObjectArray;this.comb=new r.XFAObjectArray;this.connect=new r.XFAObjectArray;this.contentArea=new r.XFAObjectArray;this.corner=new r.XFAObjectArray;this.date=new r.XFAObjectArray;this.dateTime=new r.XFAObjectArray;this.dateTimeEdit=new r.XFAObjectArray;this.decimal=new r.XFAObjectArray;this.defaultUi=new r.XFAObjectArray;this.desc=new r.XFAObjectArray;this.digestMethod=new r.XFAObjectArray;this.digestMethods=new r.XFAObjectArray;this.draw=new r.XFAObjectArray;this.edge=new r.XFAObjectArray;this.encoding=new r.XFAObjectArray;this.encodings=new r.XFAObjectArray;this.encrypt=new r.XFAObjectArray;this.encryptData=new r.XFAObjectArray;this.encryption=new r.XFAObjectArray;this.encryptionMethod=new r.XFAObjectArray;this.encryptionMethods=new r.XFAObjectArray;this.event=new r.XFAObjectArray;this.exData=new r.XFAObjectArray;this.exObject=new r.XFAObjectArray;this.exclGroup=new r.XFAObjectArray;this.execute=new r.XFAObjectArray;this.extras=new r.XFAObjectArray;this.field=new r.XFAObjectArray;this.fill=new r.XFAObjectArray;this.filter=new r.XFAObjectArray;this.float=new r.XFAObjectArray;this.font=new r.XFAObjectArray;this.format=new r.XFAObjectArray;this.handler=new r.XFAObjectArray;this.hyphenation=new r.XFAObjectArray;this.image=new r.XFAObjectArray;this.imageEdit=new r.XFAObjectArray;this.integer=new r.XFAObjectArray;this.issuers=new r.XFAObjectArray;this.items=new r.XFAObjectArray;this.keep=new r.XFAObjectArray;this.keyUsage=new r.XFAObjectArray;this.line=new r.XFAObjectArray;this.linear=new r.XFAObjectArray;this.lockDocument=new r.XFAObjectArray;this.manifest=new r.XFAObjectArray;this.margin=new r.XFAObjectArray;this.mdp=new r.XFAObjectArray;this.medium=new r.XFAObjectArray;this.message=new r.XFAObjectArray;this.numericEdit=new r.XFAObjectArray;this.occur=new r.XFAObjectArray;this.oid=new r.XFAObjectArray;this.oids=new r.XFAObjectArray;this.overflow=new r.XFAObjectArray;this.pageArea=new r.XFAObjectArray;this.pageSet=new r.XFAObjectArray;this.para=new r.XFAObjectArray;this.passwordEdit=new r.XFAObjectArray;this.pattern=new r.XFAObjectArray;this.picture=new r.XFAObjectArray;this.radial=new r.XFAObjectArray;this.reason=new r.XFAObjectArray;this.reasons=new r.XFAObjectArray;this.rectangle=new r.XFAObjectArray;this.ref=new r.XFAObjectArray;this.script=new r.XFAObjectArray;this.setProperty=new r.XFAObjectArray;this.signData=new r.XFAObjectArray;this.signature=new r.XFAObjectArray;this.signing=new r.XFAObjectArray;this.solid=new r.XFAObjectArray;this.speak=new r.XFAObjectArray;this.stipple=new r.XFAObjectArray;this.subform=new r.XFAObjectArray;this.subformSet=new r.XFAObjectArray;this.subjectDN=new r.XFAObjectArray;this.subjectDNs=new r.XFAObjectArray;this.submit=new r.XFAObjectArray;this.text=new r.XFAObjectArray;this.textEdit=new r.XFAObjectArray;this.time=new r.XFAObjectArray;this.timeStamp=new r.XFAObjectArray;this.toolTip=new r.XFAObjectArray;this.traversal=new r.XFAObjectArray;this.traverse=new r.XFAObjectArray;this.ui=new r.XFAObjectArray;this.validate=new r.XFAObjectArray;this.value=new r.XFAObjectArray;this.variables=new r.XFAObjectArray}}class Radial extends r.XFAObject{constructor(e){super(d,"radial",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["toEdge","toCenter"]);this.use=e.use||"";this.usehref=e.usehref||"";this.color=null;this.extras=null}[r.$toStyle](e){e=e?e[r.$toStyle]():"#FFFFFF";const t=this.color?this.color[r.$toStyle]():"#000000";return`radial-gradient(circle at center, ${"toEdge"===this.type?`${e},${t}`:`${t},${e}`})`}}class Reason extends r.StringObject{constructor(e){super(d,"reason");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class Reasons extends r.XFAObject{constructor(e){super(d,"reasons",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||"";this.reason=new r.XFAObjectArray}}class Rectangle extends r.XFAObject{constructor(e){super(d,"rectangle",!0);this.hand=(0,o.getStringOption)(e.hand,["even","left","right"]);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.corner=new r.XFAObjectArray(4);this.edge=new r.XFAObjectArray(4);this.fill=null}[r.$toHTML](){const e=this.edge.children.length?this.edge.children[0]:new Edge({}),t=e[r.$toStyle](),a=Object.create(null);this.fill&&"visible"===this.fill.presence?Object.assign(a,this.fill[r.$toStyle]()):a.fill="transparent";a.strokeWidth=(0,s.measureToString)("visible"===e.presence?e.thickness:0);a.stroke=t.color;const n=(this.corner.children.length?this.corner.children[0]:new 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d=(0,s.toStyle)(this,"anchorType","dimensions","position","presence","border","margin","hAlign"),f=["xfaSubform"],g=(0,s.layoutClass)(this);g&&f.push(g);a.style=d;a.class=f;this.name&&(a.xfaName=this.name);if(this.overflow){const t=this.overflow[r.$getExtra]();if(t.addLeader){t.addLeader=!1;handleOverflow(this,t.leader,e)}}this[r.$pushPara]();const p="lr-tb"===this.layout||"rl-tb"===this.layout,m=p?2:1;for(;this[r.$extra].attempt=1){const e=this.breakAfter.children[0];if(handleBreak(e)){this[r.$extra].afterBreakAfter=C;return o.HTMLResult.breakNode(e)}}delete this[r.$extra];return C}}class SubformSet extends r.XFAObject{constructor(e){super(d,"subformSet",!0);this.id=e.id||"";this.name=e.name||"";this.relation=(0,o.getStringOption)(e.relation,["ordered","choice","unordered"]);this.relevant=(0,o.getRelevant)(e.relevant);this.use=e.use||"";this.usehref=e.usehref||"";this.bookend=null;this.break=null;this.desc=null;this.extras=null;this.occur=null;this.overflow=null;this.breakAfter=new r.XFAObjectArray;this.breakBefore=new r.XFAObjectArray;this.subform=new r.XFAObjectArray;this.subformSet=new r.XFAObjectArray}*[r.$getContainedChildren](){yield*getContainedChildren(this)}[r.$getSubformParent](){let e=this[r.$getParent]();for(;!(e instanceof Subform);)e=e[r.$getParent]();return e}[r.$isBindable](){return!0}}class SubjectDN extends r.ContentObject{constructor(e){super(d,"subjectDN");this.delimiter=e.delimiter||",";this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$finalize](){this[r.$content]=new Map(this[r.$content].split(this.delimiter).map((e=>{(e=e.split("=",2))[0]=e[0].trim();return e})))}}class SubjectDNs extends r.XFAObject{constructor(e){super(d,"subjectDNs",!0);this.id=e.id||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||"";this.subjectDN=new r.XFAObjectArray}}class Submit extends r.XFAObject{constructor(e){super(d,"submit",!0);this.embedPDF=(0,o.getInteger)({data:e.embedPDF,defaultValue:0,validate:e=>1===e});this.format=(0,o.getStringOption)(e.format,["xdp","formdata","pdf","urlencoded","xfd","xml"]);this.id=e.id||"";this.target=e.target||"";this.textEncoding=(0,o.getKeyword)({data:e.textEncoding?e.textEncoding.toLowerCase():"",defaultValue:"",validate:e=>["utf-8","big-five","fontspecific","gbk","gb-18030","gb-2312","ksc-5601","none","shift-jis","ucs-2","utf-16"].includes(e)||e.match(/iso-8859-\d{2}/)});this.use=e.use||"";this.usehref=e.usehref||"";this.xdpContent=e.xdpContent||"";this.encrypt=null;this.encryptData=new r.XFAObjectArray;this.signData=new r.XFAObjectArray}}class Template extends r.XFAObject{constructor(e){super(d,"template",!0);this.baseProfile=(0,o.getStringOption)(e.baseProfile,["full","interactiveForms"]);this.extras=null;this.subform=new r.XFAObjectArray}[r.$finalize](){0===this.subform.children.length&&(0,c.warn)("XFA - No subforms in template node.");this.subform.children.length>=2&&(0,c.warn)("XFA - Several subforms in template node: please file a bug.");this[r.$tabIndex]=5e3}[r.$isSplittable](){return!0}[r.$searchNode](e,t){return e.startsWith("#")?[this[r.$ids].get(e.slice(1))]:(0,u.searchNode)(this,t,e,!0,!0)}*[r.$toPages](){if(!this.subform.children.length)return o.HTMLResult.success({name:"div",children:[]});this[r.$extra]={overflowNode:null,firstUnsplittable:null,currentContentArea:null,currentPageArea:null,noLayoutFailure:!1,pageNumber:1,pagePosition:"first",oddOrEven:"odd",blankOrNotBlank:"nonBlank",paraStack:[]};const e=this.subform.children[0];e.pageSet[r.$cleanPage]();const t=e.pageSet.pageArea.children,a={name:"div",children:[]};let n=null,i=null,s=null;if(e.breakBefore.children.length>=1){i=e.breakBefore.children[0];s=i.target}else if(e.subform.children.length>=1&&e.subform.children[0].breakBefore.children.length>=1){i=e.subform.children[0].breakBefore.children[0];s=i.target}else if(e.break&&e.break.beforeTarget){i=e.break;s=i.beforeTarget}else if(e.subform.children.length>=1&&e.subform.children[0].break&&e.subform.children[0].break.beforeTarget){i=e.subform.children[0].break;s=i.beforeTarget}if(i){const e=this[r.$searchNode](s,i[r.$getParent]());if(e instanceof PageArea){n=e;i[r.$extra]={}}}n||(n=t[0]);n[r.$extra]={numberOfUse:1};const l=n[r.$getParent]();l[r.$extra]={numberOfUse:1,pageIndex:l.pageArea.children.indexOf(n),pageSetIndex:0};let h,u=null,d=null,f=!0,g=0,p=0;for(;;){if(f)g=0;else{a.children.pop();if(3==++g){(0,c.warn)("XFA - Something goes wrong: please file a bug.");return a}}h=null;this[r.$extra].currentPageArea=n;const t=n[r.$toHTML]().html;a.children.push(t);if(u){this[r.$extra].noLayoutFailure=!0;t.children.push(u[r.$toHTML](n[r.$extra].space).html);u=null}if(d){this[r.$extra].noLayoutFailure=!0;t.children.push(d[r.$toHTML](n[r.$extra].space).html);d=null}const i=n.contentArea.children,s=t.children.filter((e=>e.attributes.class.includes("xfaContentarea")));f=!1;this[r.$extra].firstUnsplittable=null;this[r.$extra].noLayoutFailure=!1;const flush=t=>{const a=e[r.$flushHTML]();if(a){f=f||a.children&&0!==a.children.length;s[t].children.push(a)}};for(let t=p,n=i.length;t1&&a.children.pop();return a}if(c.isBreak()){const e=c.breakNode;flush(t);if("auto"===e.targetType)continue;if(e.leader){u=this[r.$searchNode](e.leader,e[r.$getParent]());u=u?u[0]:null}if(e.trailer){d=this[r.$searchNode](e.trailer,e[r.$getParent]());d=d?d[0]:null}if("pageArea"===e.targetType){h=e[r.$extra].target;t=1/0}else if(e[r.$extra].target){h=e[r.$extra].target;p=e[r.$extra].index+1;t=1/0}else t=e[r.$extra].index}else if(this[r.$extra].overflowNode){const e=this[r.$extra].overflowNode;this[r.$extra].overflowNode=null;const a=e[r.$getExtra](),n=a.target;a.addLeader=null!==a.leader;a.addTrailer=null!==a.trailer;flush(t);const s=t;t=1/0;if(n instanceof PageArea)h=n;else if(n instanceof ContentArea){const e=i.indexOf(n);if(-1!==e)e>s?t=e-1:p=e;else{h=n[r.$getParent]();p=h.contentArea.children.indexOf(n)}}}else flush(t)}this[r.$extra].pageNumber+=1;h&&(h[r.$isUsable]()?h[r.$extra].numberOfUse+=1:h=null);n=h||n[r.$getNextPage]();yield null}}}t.Template=Template;class Text extends r.ContentObject{constructor(e){super(d,"text");this.id=e.id||"";this.maxChars=(0,o.getInteger)({data:e.maxChars,defaultValue:0,validate:e=>e>=0});this.name=e.name||"";this.rid=e.rid||"";this.use=e.use||"";this.usehref=e.usehref||""}[r.$acceptWhitespace](){return!0}[r.$onChild](e){if(e[r.$namespaceId]===n.NamespaceIds.xhtml.id){this[r.$content]=e;return!0}(0,c.warn)(`XFA - Invalid content in Text: ${e[r.$nodeName]}.`);return!1}[r.$onText](e){this[r.$content]instanceof r.XFAObject||super[r.$onText](e)}[r.$finalize](){"string"==typeof this[r.$content]&&(this[r.$content]=this[r.$content].replace(/\r\n/g,"\n"))}[r.$getExtra](){return"string"==typeof this[r.$content]?this[r.$content].split(/[\u2029\u2028\n]/).reduce(((e,t)=>{t&&e.push(t);return e}),[]).join("\n"):this[r.$content][r.$text]()}[r.$toHTML](e){if("string"==typeof this[r.$content]){const e=valueToHtml(this[r.$content]).html;if(this[r.$content].includes("\u2029")){e.name="div";e.children=[];this[r.$content].split("\u2029").map((e=>e.split(/[\u2028\n]/).reduce(((e,t)=>{e.push({name:"span",value:t},{name:"br"});return e}),[]))).forEach((t=>{e.children.push({name:"p",children:t})}))}else if(/[\u2028\n]/.test(this[r.$content])){e.name="div";e.children=[];this[r.$content].split(/[\u2028\n]/).forEach((t=>{e.children.push({name:"span",value:t},{name:"br"})}))}return o.HTMLResult.success(e)}return this[r.$content][r.$toHTML](e)}}t.Text=Text;class TextEdit extends r.XFAObject{constructor(e){super(d,"textEdit",!0);this.allowRichText=(0,o.getInteger)({data:e.allowRichText,defaultValue:0,validate:e=>1===e});this.hScrollPolicy=(0,o.getStringOption)(e.hScrollPolicy,["auto","off","on"]);this.id=e.id||"";this.multiLine=(0,o.getInteger)({data:e.multiLine,defaultValue:"",validate:e=>0===e||1===e});this.use=e.use||"";this.usehref=e.usehref||"";this.vScrollPolicy=(0,o.getStringOption)(e.vScrollPolicy,["auto","off","on"]);this.border=null;this.comb=null;this.extras=null;this.margin=null}[r.$toHTML](e){const t=(0,s.toStyle)(this,"border","font","margin");let a;const n=this[r.$getParent]()[r.$getParent]();""===this.multiLine&&(this.multiLine=n instanceof 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r.XFAObject{constructor(e){super(d,"timeStamp");this.id=e.id||"";this.server=e.server||"";this.type=(0,o.getStringOption)(e.type,["optional","required"]);this.use=e.use||"";this.usehref=e.usehref||""}}class ToolTip extends r.StringObject{constructor(e){super(d,"toolTip");this.id=e.id||"";this.rid=e.rid||"";this.use=e.use||"";this.usehref=e.usehref||""}}class Traversal extends r.XFAObject{constructor(e){super(d,"traversal",!0);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.traverse=new r.XFAObjectArray}}class Traverse extends r.XFAObject{constructor(e){super(d,"traverse",!0);this.id=e.id||"";this.operation=(0,o.getStringOption)(e.operation,["next","back","down","first","left","right","up"]);this.ref=e.ref||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.script=null}get name(){return this.operation}[r.$isTransparent](){return!1}}class Ui extends r.XFAObject{constructor(e){super(d,"ui",!0);this.id=e.id||"";this.use=e.use||"";this.usehref=e.usehref||"";this.extras=null;this.picture=null;this.barcode=null;this.button=null;this.checkButton=null;this.choiceList=null;this.dateTimeEdit=null;this.defaultUi=null;this.imageEdit=null;this.numericEdit=null;this.passwordEdit=null;this.signature=null;this.textEdit=null}[r.$getExtra](){if(void 0===this[r.$extra]){for(const e of Object.getOwnPropertyNames(this)){if("extras"===e||"picture"===e)continue;const t=this[e];if(t instanceof r.XFAObject){this[r.$extra]=t;return t}}this[r.$extra]=null}return this[r.$extra]}[r.$toHTML](e){const t=this[r.$getExtra]();return t?t[r.$toHTML](e):o.HTMLResult.EMPTY}}class Validate extends 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Field&&t.ui&&t.ui.imageEdit){if(!this.image){this.image=new Image({});this[r.$appendChild](this.image)}this.image[r.$content]=e[r.$content];return}const a=e[r.$nodeName];if(null===this[a]){for(const e of Object.getOwnPropertyNames(this)){const t=this[e];if(t instanceof r.XFAObject){this[e]=null;this[r.$removeChild](t)}}this[e[r.$nodeName]]=e;this[r.$appendChild](e)}else this[a][r.$content]=e[r.$content]}[r.$text](){if(this.exData)return"string"==typeof this.exData[r.$content]?this.exData[r.$content].trim():this.exData[r.$content][r.$text]().trim();for(const e of Object.getOwnPropertyNames(this)){if("image"===e)continue;const t=this[e];if(t instanceof r.XFAObject)return(t[r.$content]||"").toString().trim()}return null}[r.$toHTML](e){for(const t of Object.getOwnPropertyNames(this)){const a=this[t];if(a instanceof r.XFAObject)return a[r.$toHTML](e)}return o.HTMLResult.EMPTY}}t.Value=Value;class Variables extends 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bookend(e){return new Bookend(e)}static boolean(e){return new BooleanElement(e)}static border(e){return new Border(e)}static break(e){return new Break(e)}static breakAfter(e){return new BreakAfter(e)}static breakBefore(e){return new BreakBefore(e)}static button(e){return new Button(e)}static calculate(e){return new Calculate(e)}static caption(e){return new Caption(e)}static certificate(e){return new Certificate(e)}static certificates(e){return new Certificates(e)}static checkButton(e){return new CheckButton(e)}static choiceList(e){return new ChoiceList(e)}static color(e){return new Color(e)}static comb(e){return new Comb(e)}static connect(e){return new Connect(e)}static contentArea(e){return new ContentArea(e)}static corner(e){return new Corner(e)}static date(e){return new DateElement(e)}static dateTime(e){return new DateTime(e)}static dateTimeEdit(e){return new DateTimeEdit(e)}static decimal(e){return new Decimal(e)}static defaultUi(e){return new DefaultUi(e)}static desc(e){return new Desc(e)}static digestMethod(e){return new DigestMethod(e)}static digestMethods(e){return new DigestMethods(e)}static draw(e){return new Draw(e)}static edge(e){return new Edge(e)}static encoding(e){return new Encoding(e)}static encodings(e){return new Encodings(e)}static encrypt(e){return new Encrypt(e)}static encryptData(e){return new EncryptData(e)}static encryption(e){return new Encryption(e)}static encryptionMethod(e){return new EncryptionMethod(e)}static encryptionMethods(e){return new EncryptionMethods(e)}static event(e){return new Event(e)}static exData(e){return new ExData(e)}static exObject(e){return new ExObject(e)}static exclGroup(e){return new ExclGroup(e)}static execute(e){return new Execute(e)}static extras(e){return new Extras(e)}static field(e){return new Field(e)}static fill(e){return new Fill(e)}static filter(e){return new Filter(e)}static float(e){return new Float(e)}static font(e){return new Font(e)}static format(e){return new Format(e)}static handler(e){return new 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PasswordEdit(e)}static pattern(e){return new Pattern(e)}static picture(e){return new Picture(e)}static proto(e){return new Proto(e)}static radial(e){return new Radial(e)}static reason(e){return new Reason(e)}static reasons(e){return new Reasons(e)}static rectangle(e){return new Rectangle(e)}static ref(e){return new RefElement(e)}static script(e){return new Script(e)}static setProperty(e){return new SetProperty(e)}static signData(e){return new SignData(e)}static signature(e){return new Signature(e)}static signing(e){return new Signing(e)}static solid(e){return new Solid(e)}static speak(e){return new Speak(e)}static stipple(e){return new Stipple(e)}static subform(e){return new Subform(e)}static subformSet(e){return new SubformSet(e)}static subjectDN(e){return new SubjectDN(e)}static subjectDNs(e){return new SubjectDNs(e)}static submit(e){return new Submit(e)}static template(e){return new Template(e)}static text(e){return new Text(e)}static textEdit(e){return new TextEdit(e)}static time(e){return new Time(e)}static timeStamp(e){return new TimeStamp(e)}static toolTip(e){return new ToolTip(e)}static traversal(e){return new Traversal(e)}static traverse(e){return new Traverse(e)}static ui(e){return new Ui(e)}static validate(e){return new Validate(e)}static value(e){return new Value(e)}static variables(e){return new Variables(e)}}t.TemplateNamespace=TemplateNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.addHTML=function addHTML(e,t,a){const 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a=e[r.$getSubformParent](),n=a[r.$extra]&&a[r.$extra].attempt||0,[,i,s,o]=function getTransformedBBox(e){let t,a,r=""===e.w?NaN:e.w,n=""===e.h?NaN:e.h,[i,s]=[0,0];switch(e.anchorType||""){case"bottomCenter":[i,s]=[r/2,n];break;case"bottomLeft":[i,s]=[0,n];break;case"bottomRight":[i,s]=[r,n];break;case"middleCenter":[i,s]=[r/2,n/2];break;case"middleLeft":[i,s]=[0,n/2];break;case"middleRight":[i,s]=[r,n/2];break;case"topCenter":[i,s]=[r/2,0];break;case"topRight":[i,s]=[r,0]}switch(e.rotate||0){case 0:[t,a]=[-i,-s];break;case 90:[t,a]=[-s,i];[r,n]=[n,-r];break;case 180:[t,a]=[i,s];[r,n]=[-r,-n];break;case 270:[t,a]=[s,-i];[r,n]=[-n,r]}return[e.x+t+Math.min(0,r),e.y+a+Math.min(0,n),Math.abs(r),Math.abs(n)]}(e);switch(a.layout){case"lr-tb":case"rl-tb":return 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createLine(e,t){return{name:"div",attributes:{class:["lr-tb"===e.layout?"xfaLr":"xfaRl"]},children:t}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.computeBbox=function computeBbox(e,t,a){let n;if(""!==e.w&&""!==e.h)n=[e.x,e.y,e.w,e.h];else{if(!a)return null;let i=e.w;if(""===i){if(0===e.maxW){const t=e[r.$getSubformParent]();i="position"===t.layout&&""!==t.w?0:e.minW}else i=Math.min(e.maxW,a.width);t.attributes.style.width=measureToString(i)}let s=e.h;if(""===s){if(0===e.maxH){const t=e[r.$getSubformParent]();s="position"===t.layout&&""!==t.h?0:e.minH}else s=Math.min(e.maxH,a.height);t.attributes.style.height=measureToString(s)}n=[e.x,e.y,i,s]}return n};t.createWrapper=function createWrapper(e,t){const{attributes:a}=t,{style:n}=a,i={name:"div",attributes:{class:["xfaWrapper"],style:Object.create(null)},children:[]};a.class.push("xfaWrapped");if(e.border){const{widths:a,insets:s}=e.border[r.$extra];let o,c,l=s[0],h=s[3];const u=s[0]+s[2],d=s[1]+s[3];switch(e.border.hand){case"even":l-=a[0]/2;h-=a[3]/2;o=`calc(100% + ${(a[1]+a[3])/2-d}px)`;c=`calc(100% + ${(a[0]+a[2])/2-u}px)`;break;case"left":l-=a[0];h-=a[3];o=`calc(100% + ${a[1]+a[3]-d}px)`;c=`calc(100% + ${a[0]+a[2]-u}px)`;break;case"right":o=d?`calc(100% - ${d}px)`:"100%";c=u?`calc(100% - ${u}px)`:"100%"}const f=["xfaBorder"];isPrintOnly(e.border)&&f.push("xfaPrintOnly");const g={name:"div",attributes:{class:f,style:{top:`${l}px`,left:`${h}px`,width:o,height:c}},children:[]};for(const e of["border","borderWidth","borderColor","borderRadius","borderStyle"])if(void 0!==n[e]){g.attributes.style[e]=n[e];delete n[e]}i.children.push(g,t)}else i.children.push(t);for(const e of["background","backgroundClip","top","left","width","height","minWidth","minHeight","maxWidth","maxHeight","transform","transformOrigin","visibility"])if(void 0!==n[e]){i.attributes.style[e]=n[e];delete 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t=(0,n.createValidAbsoluteUrl)(e,null,{addDefaultProtocol:!0,tryConvertEncoding:!0});return t?t.href:null};t.isPrintOnly=isPrintOnly;t.layoutClass=function layoutClass(e){switch(e.layout){case"position":default:return"xfaPosition";case"lr-tb":return"xfaLrTb";case"rl-row":return"xfaRlRow";case"rl-tb":return"xfaRlTb";case"row":return"xfaRow";case"table":return"xfaTable";case"tb":return"xfaTb"}};t.layoutNode=function layoutNode(e,t){let a=null,n=null,i=!1;if((!e.w||!e.h)&&e.value){let s=0,o=0;if(e.margin){s=e.margin.leftInset+e.margin.rightInset;o=e.margin.topInset+e.margin.bottomInset}let c=null,l=null;if(e.para){l=Object.create(null);c=""===e.para.lineHeight?null:e.para.lineHeight;l.top=""===e.para.spaceAbove?0:e.para.spaceAbove;l.bottom=""===e.para.spaceBelow?0:e.para.spaceBelow;l.left=""===e.para.marginLeft?0:e.para.marginLeft;l.right=""===e.para.marginRight?0:e.para.marginRight}let h=e.font;if(!h){const t=e[r.$getTemplateRoot]();let 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a=e[r.$getSubformParent]();if(!a||!a.layout||"position"===a.layout){t.position="absolute";t.left=measureToString(e.x);t.top=measureToString(e.y)}},rotate(e,t){if(e.rotate){"transform"in t||(t.transform="");t.transform+=`rotate(-${e.rotate}deg)`;t.transformOrigin="top left"}},presence(e,t){switch(e.presence){case"invisible":t.visibility="hidden";break;case"hidden":case"inactive":t.display="none"}},hAlign(e,t){if("para"===e[r.$nodeName])switch(e.hAlign){case"justifyAll":t.textAlign="justify-all";break;case"radix":t.textAlign="left";break;default:t.textAlign=e.hAlign}else switch(e.hAlign){case"left":t.alignSelf="start";break;case"center":t.alignSelf="center";break;case"right":t.alignSelf="end"}},margin(e,t){e.margin&&(t.margin=e.margin[r.$toStyle]().margin)}};function layoutText(e,t,a,n,i,s){const c=new o.TextMeasure(t,a,n,i);"string"==typeof e?c.addString(e):e[r.$pushGlyphs](c);return c.compute(s)}function isPrintOnly(e){return e.relevant.length>0&&!e.relevant[0].excluded&&"print"===e.relevant[0].viewname}function getCurrentPara(e){const t=e[r.$getTemplateRoot]()[r.$extra].paraStack;return t.length?t.at(-1):null}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.FontFinder=void 0;t.getMetrics=function getMetrics(e,t=!1){let a=null;if(e){const t=(0,n.stripQuotes)(e.typeface),i=e[r.$globalData].fontFinder.find(t);a=selectFont(e,i)}if(!a)return{lineHeight:12,lineGap:2,lineNoGap:10};const i=e.size||10,s=a.lineHeight?Math.max(t?0:1.2,a.lineHeight):1.2,o=void 0===a.lineGap?.2:a.lineGap;return{lineHeight:s*i,lineGap:o*i,lineNoGap:Math.max(1,s-o)*i}};t.selectFont=selectFont;var r=a(77),n=a(78),i=a(2);t.FontFinder=class FontFinder{constructor(e){this.fonts=new Map;this.cache=new Map;this.warned=new Set;this.defaultFont=null;this.add(e)}add(e,t=null){for(const t of e)this.addPdfFont(t);for(const e of this.fonts.values())e.regular||(e.regular=e.italic||e.bold||e.bolditalic);if(!t||0===t.size)return;const a=this.fonts.get("PdfJS-Fallback-PdfJS-XFA");for(const e of t)this.fonts.set(e,a)}addPdfFont(e){const t=e.cssFontInfo,a=t.fontFamily;let r=this.fonts.get(a);if(!r){r=Object.create(null);this.fonts.set(a,r);this.defaultFont||(this.defaultFont=r)}let n="";const i=parseFloat(t.fontWeight);0!==parseFloat(t.italicAngle)?n=i>=700?"bolditalic":"italic":i>=700&&(n="bold");if(!n){(e.name.includes("Bold")||e.psName&&e.psName.includes("Bold"))&&(n="bold");(e.name.includes("Italic")||e.name.endsWith("It")||e.psName&&(e.psName.includes("Italic")||e.psName.endsWith("It")))&&(n+="italic")}n||(n="regular");r[n]=e}getDefault(){return this.defaultFont}find(e,t=!0){let a=this.fonts.get(e)||this.cache.get(e);if(a)return a;const r=/,|-|_| |bolditalic|bold|italic|regular|it/gi;let n=e.replace(r,"");a=this.fonts.get(n);if(a){this.cache.set(e,a);return a}n=n.toLowerCase();const s=[];for(const[e,t]of this.fonts.entries())e.replace(r,"").toLowerCase().startsWith(n)&&s.push(t);if(0===s.length)for(const[,e]of this.fonts.entries())e.regular.name&&e.regular.name.replace(r,"").toLowerCase().startsWith(n)&&s.push(e);if(0===s.length){n=n.replace(/psmt|mt/gi,"");for(const[e,t]of this.fonts.entries())e.replace(r,"").toLowerCase().startsWith(n)&&s.push(t)}if(0===s.length)for(const e of this.fonts.values())e.regular.name&&e.regular.name.replace(r,"").toLowerCase().startsWith(n)&&s.push(e);if(s.length>=1){1!==s.length&&t&&(0,i.warn)(`XFA - Too many choices to guess the correct font: ${e}`);this.cache.set(e,s[0]);return s[0]}if(t&&!this.warned.has(e)){this.warned.add(e);(0,i.warn)(`XFA - Cannot find the font: ${e}`)}return null}};function selectFont(e,t){return"italic"===e.posture?"bold"===e.weight?t.bolditalic:t.italic:"bold"===e.weight?t.bold:t.regular}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.TextMeasure=void 0;var r=a(85);class FontInfo{constructor(e,t,a,n){this.lineHeight=a;this.paraMargin=t||{top:0,bottom:0,left:0,right:0};if(!e){[this.pdfFont,this.xfaFont]=this.defaultFont(n);return}this.xfaFont={typeface:e.typeface,posture:e.posture,weight:e.weight,size:e.size,letterSpacing:e.letterSpacing};const i=n.find(e.typeface);if(i){this.pdfFont=(0,r.selectFont)(e,i);this.pdfFont||([this.pdfFont,this.xfaFont]=this.defaultFont(n))}else[this.pdfFont,this.xfaFont]=this.defaultFont(n)}defaultFont(e){const t=e.find("Helvetica",!1)||e.find("Myriad Pro",!1)||e.find("Arial",!1)||e.getDefault();if(t&&t.regular){const e=t.regular;return[e,{typeface:e.cssFontInfo.fontFamily,posture:"normal",weight:"normal",size:10,letterSpacing:0}]}return[null,{typeface:"Courier",posture:"normal",weight:"normal",size:10,letterSpacing:0}]}}class FontSelector{constructor(e,t,a,r){this.fontFinder=r;this.stack=[new FontInfo(e,t,a,r)]}pushData(e,t,a){const r=this.stack.at(-1);for(const t of["typeface","posture","weight","size","letterSpacing"])e[t]||(e[t]=r.xfaFont[t]);for(const e of["top","bottom","left","right"])isNaN(t[e])&&(t[e]=r.paraMargin[e]);const n=new FontInfo(e,t,a||r.lineHeight,this.fontFinder);n.pdfFont||(n.pdfFont=r.pdfFont);this.stack.push(n)}popFont(){this.stack.pop()}topFont(){return this.stack.at(-1)}}t.TextMeasure=class TextMeasure{constructor(e,t,a,r){this.glyphs=[];this.fontSelector=new FontSelector(e,t,a,r);this.extraHeight=0}pushData(e,t,a){this.fontSelector.pushData(e,t,a)}popFont(e){return this.fontSelector.popFont()}addPara(){const e=this.fontSelector.topFont();this.extraHeight+=e.paraMargin.top+e.paraMargin.bottom}addString(e){if(!e)return;const t=this.fontSelector.topFont(),a=t.xfaFont.size;if(t.pdfFont){const r=t.xfaFont.letterSpacing,n=t.pdfFont,i=n.lineHeight||1.2,s=t.lineHeight||Math.max(1.2,i)*a,o=i-(void 0===n.lineGap?.2:n.lineGap),c=Math.max(1,o)*a,l=a/1e3,h=n.defaultWidth||n.charsToGlyphs(" ")[0].width;for(const t of e.split(/[\u2029\n]/)){const e=n.encodeString(t).join(""),a=n.charsToGlyphs(e);for(const e of a){const t=e.width||h;this.glyphs.push([t*l+r,s,c,e.unicode,!1])}this.glyphs.push([0,0,0,"\n",!0])}this.glyphs.pop()}else{for(const t of e.split(/[\u2029\n]/)){for(const e of t.split(""))this.glyphs.push([a,1.2*a,a,e,!1]);this.glyphs.push([0,0,0,"\n",!0])}this.glyphs.pop()}}compute(e){let t=-1,a=0,r=0,n=0,i=0,s=0,o=!1,c=!0;for(let l=0,h=this.glyphs.length;le){r=Math.max(r,i);i=0;n+=s;s=m;t=-1;a=0;o=!0;c=!1}else{s=Math.max(m,s);a=i;i+=h;t=l}else if(i+h>e){n+=s;s=m;if(-1!==t){l=t;r=Math.max(r,a);i=0;t=-1;a=0}else{r=Math.max(r,i);i=h}o=!0;c=!1}else{i+=h;s=Math.max(m,s)}}r=Math.max(r,i);n+=s+this.extraHeight;return{width:1.02*r,height:n,isBroken:o}}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.DataHandler=void 0;var r=a(77);t.DataHandler=class DataHandler{constructor(e,t){this.data=t;this.dataset=e.datasets||null}serialize(e){const t=[[-1,this.data[r.$getChildren]()]];for(;t.length>0;){const a=t.at(-1),[n,i]=a;if(n+1===i.length){t.pop();continue}const s=i[++a[0]],o=e.get(s[r.$uid]);if(o)s[r.$setValue](o);else{const t=s[r.$getAttributes]();for(const a of t.values()){const t=e.get(a[r.$uid]);if(t){a[r.$setValue](t);break}}}const c=s[r.$getChildren]();c.length>0&&t.push([-1,c])}const a=[''];if(this.dataset)for(const e of this.dataset[r.$getChildren]())"data"!==e[r.$nodeName]&&e[r.$toString](a);this.data[r.$toString](a);a.push("");return a.join("")}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.XFAParser=void 0;var r=a(77),n=a(66),i=a(89),s=a(2);class XFAParser extends n.XMLParserBase{constructor(e=null,t=!1){super();this._builder=new i.Builder(e);this._stack=[];this._globalData={usedTypefaces:new Set};this._ids=new Map;this._current=this._builder.buildRoot(this._ids);this._errorCode=n.XMLParserErrorCode.NoError;this._whiteRegex=/^\s+$/;this._nbsps=/\xa0+/g;this._richText=t}parse(e){this.parseXml(e);if(this._errorCode===n.XMLParserErrorCode.NoError){this._current[r.$finalize]();return this._current.element}}onText(e){e=e.replace(this._nbsps,(e=>e.slice(1)+" "));this._richText||this._current[r.$acceptWhitespace]()?this._current[r.$onText](e,this._richText):this._whiteRegex.test(e)||this._current[r.$onText](e.trim())}onCdata(e){this._current[r.$onText](e)}_mkAttributes(e,t){let a=null,n=null;const i=Object.create({});for(const{name:o,value:c}of e)if("xmlns"===o)a?(0,s.warn)(`XFA - multiple namespace definition in <${t}>`):a=c;else if(o.startsWith("xmlns:")){const e=o.substring("xmlns:".length);n||(n=[]);n.push({prefix:e,value:c})}else{const e=o.indexOf(":");if(-1===e)i[o]=c;else{let t=i[r.$nsAttributes];t||(t=i[r.$nsAttributes]=Object.create(null));const[a,n]=[o.slice(0,e),o.slice(e+1)];let s=t[a];s||(s=t[a]=Object.create(null));s[n]=c}}return[a,n,i]}_getNameAndPrefix(e,t){const a=e.indexOf(":");return-1===a?[e,null]:[e.substring(a+1),t?"":e.substring(0,a)]}onBeginElement(e,t,a){const[n,i,s]=this._mkAttributes(t,e),[o,c]=this._getNameAndPrefix(e,this._builder.isNsAgnostic()),l=this._builder.build({nsPrefix:c,name:o,attributes:s,namespace:n,prefixes:i});l[r.$globalData]=this._globalData;if(a){l[r.$finalize]();this._current[r.$onChild](l)&&l[r.$setId](this._ids);l[r.$clean](this._builder)}else{this._stack.push(this._current);this._current=l}}onEndElement(e){const t=this._current;if(t[r.$isCDATAXml]()&&"string"==typeof t[r.$content]){const e=new XFAParser;e._globalData=this._globalData;const a=e.parse(t[r.$content]);t[r.$content]=null;t[r.$onChild](a)}t[r.$finalize]();this._current=this._stack.pop();this._current[r.$onChild](t)&&t[r.$setId](this._ids);t[r.$clean](this._builder)}onError(e){this._errorCode=e}}t.XFAParser=XFAParser},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.Builder=void 0;var r=a(79),n=a(77),i=a(90),s=a(82),o=a(99),c=a(2);class Root extends n.XFAObject{constructor(e){super(-1,"root",Object.create(null));this.element=null;this[n.$ids]=e}[n.$onChild](e){this.element=e;return!0}[n.$finalize](){super[n.$finalize]();if(this.element.template instanceof s.Template){this[n.$ids].set(n.$root,this.element);this.element.template[n.$resolvePrototypes](this[n.$ids]);this.element.template[n.$ids]=this[n.$ids]}}}class Empty extends n.XFAObject{constructor(){super(-1,"",Object.create(null))}[n.$onChild](e){return!1}}t.Builder=class Builder{constructor(e=null){this._namespaceStack=[];this._nsAgnosticLevel=0;this._namespacePrefixes=new Map;this._namespaces=new Map;this._nextNsId=Math.max(...Object.values(r.NamespaceIds).map((({id:e})=>e)));this._currentNamespace=e||new o.UnknownNamespace(++this._nextNsId)}buildRoot(e){return new Root(e)}build({nsPrefix:e,name:t,attributes:a,namespace:s,prefixes:o}){const c=null!==s;if(c){this._namespaceStack.push(this._currentNamespace);this._currentNamespace=this._searchNamespace(s)}o&&this._addNamespacePrefix(o);if(a.hasOwnProperty(n.$nsAttributes)){const e=i.NamespaceSetUp.datasets,t=a[n.$nsAttributes];let r=null;for(const[a,n]of Object.entries(t)){if(this._getNamespaceToUse(a)===e){r={xfa:n};break}}r?a[n.$nsAttributes]=r:delete a[n.$nsAttributes]}const l=this._getNamespaceToUse(e),h=l&&l[r.$buildXFAObject](t,a)||new Empty;h[n.$isNsAgnostic]()&&this._nsAgnosticLevel++;(c||o||h[n.$isNsAgnostic]())&&(h[n.$cleanup]={hasNamespace:c,prefixes:o,nsAgnostic:h[n.$isNsAgnostic]()});return h}isNsAgnostic(){return this._nsAgnosticLevel>0}_searchNamespace(e){let t=this._namespaces.get(e);if(t)return t;for(const[a,{check:n}]of Object.entries(r.NamespaceIds))if(n(e)){t=i.NamespaceSetUp[a];if(t){this._namespaces.set(e,t);return t}break}t=new o.UnknownNamespace(++this._nextNsId);this._namespaces.set(e,t);return t}_addNamespacePrefix(e){for(const{prefix:t,value:a}of e){const e=this._searchNamespace(a);let r=this._namespacePrefixes.get(t);if(!r){r=[];this._namespacePrefixes.set(t,r)}r.push(e)}}_getNamespaceToUse(e){if(!e)return this._currentNamespace;const t=this._namespacePrefixes.get(e);if(t&&t.length>0)return t.at(-1);(0,c.warn)(`Unknown namespace prefix: ${e}.`);return null}clean(e){const{hasNamespace:t,prefixes:a,nsAgnostic:r}=e;t&&(this._currentNamespace=this._namespaceStack.pop());a&&a.forEach((({prefix:e})=>{this._namespacePrefixes.get(e).pop()}));r&&this._nsAgnosticLevel--}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.NamespaceSetUp=void 0;var r=a(91),n=a(92),i=a(93),s=a(94),o=a(95),c=a(96),l=a(82),h=a(97),u=a(98);const d={config:r.ConfigNamespace,connection:n.ConnectionSetNamespace,datasets:i.DatasetsNamespace,localeSet:s.LocaleSetNamespace,signature:o.SignatureNamespace,stylesheet:c.StylesheetNamespace,template:l.TemplateNamespace,xdp:h.XdpNamespace,xhtml:u.XhtmlNamespace};t.NamespaceSetUp=d},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.ConfigNamespace=void 0;var r=a(79),n=a(77),i=a(78),s=a(2);const o=r.NamespaceIds.config.id;class Acrobat extends n.XFAObject{constructor(e){super(o,"acrobat",!0);this.acrobat7=null;this.autoSave=null;this.common=null;this.validate=null;this.validateApprovalSignatures=null;this.submitUrl=new n.XFAObjectArray}}class Acrobat7 extends n.XFAObject{constructor(e){super(o,"acrobat7",!0);this.dynamicRender=null}}class ADBE_JSConsole extends n.OptionObject{constructor(e){super(o,"ADBE_JSConsole",["delegate","Enable","Disable"])}}class ADBE_JSDebugger extends n.OptionObject{constructor(e){super(o,"ADBE_JSDebugger",["delegate","Enable","Disable"])}}class AddSilentPrint extends n.Option01{constructor(e){super(o,"addSilentPrint")}}class AddViewerPreferences extends n.Option01{constructor(e){super(o,"addViewerPreferences")}}class AdjustData extends n.Option10{constructor(e){super(o,"adjustData")}}class AdobeExtensionLevel extends n.IntegerObject{constructor(e){super(o,"adobeExtensionLevel",0,(e=>e>=1&&e<=8))}}class Agent extends n.XFAObject{constructor(e){super(o,"agent",!0);this.name=e.name?e.name.trim():"";this.common=new n.XFAObjectArray}}class AlwaysEmbed extends n.ContentObject{constructor(e){super(o,"alwaysEmbed")}}class Amd extends n.StringObject{constructor(e){super(o,"amd")}}class Area extends n.XFAObject{constructor(e){super(o,"area");this.level=(0,i.getInteger)({data:e.level,defaultValue:0,validate:e=>e>=1&&e<=3});this.name=(0,i.getStringOption)(e.name,["","barcode","coreinit","deviceDriver","font","general","layout","merge","script","signature","sourceSet","templateCache"])}}class Attributes extends n.OptionObject{constructor(e){super(o,"attributes",["preserve","delegate","ignore"])}}class AutoSave extends n.OptionObject{constructor(e){super(o,"autoSave",["disabled","enabled"])}}class Base extends n.StringObject{constructor(e){super(o,"base")}}class BatchOutput extends n.XFAObject{constructor(e){super(o,"batchOutput");this.format=(0,i.getStringOption)(e.format,["none","concat","zip","zipCompress"])}}class BehaviorOverride extends n.ContentObject{constructor(e){super(o,"behaviorOverride")}[n.$finalize](){this[n.$content]=new Map(this[n.$content].trim().split(/\s+/).filter((e=>e.includes(":"))).map((e=>e.split(":",2))))}}class Cache extends n.XFAObject{constructor(e){super(o,"cache",!0);this.templateCache=null}}class Change extends n.Option01{constructor(e){super(o,"change")}}class Common extends n.XFAObject{constructor(e){super(o,"common",!0);this.data=null;this.locale=null;this.localeSet=null;this.messaging=null;this.suppressBanner=null;this.template=null;this.validationMessaging=null;this.versionControl=null;this.log=new n.XFAObjectArray}}class Compress extends n.XFAObject{constructor(e){super(o,"compress");this.scope=(0,i.getStringOption)(e.scope,["imageOnly","document"])}}class CompressLogicalStructure extends n.Option01{constructor(e){super(o,"compressLogicalStructure")}}class CompressObjectStream extends n.Option10{constructor(e){super(o,"compressObjectStream")}}class Compression extends n.XFAObject{constructor(e){super(o,"compression",!0);this.compressLogicalStructure=null;this.compressObjectStream=null;this.level=null;this.type=null}}class Config extends n.XFAObject{constructor(e){super(o,"config",!0);this.acrobat=null;this.present=null;this.trace=null;this.agent=new n.XFAObjectArray}}class Conformance extends n.OptionObject{constructor(e){super(o,"conformance",["A","B"])}}class ContentCopy extends n.Option01{constructor(e){super(o,"contentCopy")}}class Copies extends n.IntegerObject{constructor(e){super(o,"copies",1,(e=>e>=1))}}class Creator extends n.StringObject{constructor(e){super(o,"creator")}}class CurrentPage extends n.IntegerObject{constructor(e){super(o,"currentPage",0,(e=>e>=0))}}class Data extends n.XFAObject{constructor(e){super(o,"data",!0);this.adjustData=null;this.attributes=null;this.incrementalLoad=null;this.outputXSL=null;this.range=null;this.record=null;this.startNode=null;this.uri=null;this.window=null;this.xsl=null;this.excludeNS=new n.XFAObjectArray;this.transform=new n.XFAObjectArray}}class Debug extends n.XFAObject{constructor(e){super(o,"debug",!0);this.uri=null}}class DefaultTypeface extends n.ContentObject{constructor(e){super(o,"defaultTypeface");this.writingScript=(0,i.getStringOption)(e.writingScript,["*","Arabic","Cyrillic","EastEuropeanRoman","Greek","Hebrew","Japanese","Korean","Roman","SimplifiedChinese","Thai","TraditionalChinese","Vietnamese"])}}class Destination extends n.OptionObject{constructor(e){super(o,"destination",["pdf","pcl","ps","webClient","zpl"])}}class DocumentAssembly extends n.Option01{constructor(e){super(o,"documentAssembly")}}class Driver extends n.XFAObject{constructor(e){super(o,"driver",!0);this.name=e.name?e.name.trim():"";this.fontInfo=null;this.xdc=null}}class DuplexOption extends n.OptionObject{constructor(e){super(o,"duplexOption",["simplex","duplexFlipLongEdge","duplexFlipShortEdge"])}}class DynamicRender extends n.OptionObject{constructor(e){super(o,"dynamicRender",["forbidden","required"])}}class Embed extends n.Option01{constructor(e){super(o,"embed")}}class Encrypt extends n.Option01{constructor(e){super(o,"encrypt")}}class Encryption extends n.XFAObject{constructor(e){super(o,"encryption",!0);this.encrypt=null;this.encryptionLevel=null;this.permissions=null}}class EncryptionLevel extends n.OptionObject{constructor(e){super(o,"encryptionLevel",["40bit","128bit"])}}class Enforce extends n.StringObject{constructor(e){super(o,"enforce")}}class Equate extends n.XFAObject{constructor(e){super(o,"equate");this.force=(0,i.getInteger)({data:e.force,defaultValue:1,validate:e=>0===e});this.from=e.from||"";this.to=e.to||""}}class EquateRange extends n.XFAObject{constructor(e){super(o,"equateRange");this.from=e.from||"";this.to=e.to||"";this._unicodeRange=e.unicodeRange||""}get unicodeRange(){const e=[],t=/U\+([0-9a-fA-F]+)/,a=this._unicodeRange;for(let r of a.split(",").map((e=>e.trim())).filter((e=>!!e))){r=r.split("-",2).map((e=>{const a=e.match(t);return a?parseInt(a[1],16):0}));1===r.length&&r.push(r[0]);e.push(r)}return(0,s.shadow)(this,"unicodeRange",e)}}class Exclude extends n.ContentObject{constructor(e){super(o,"exclude")}[n.$finalize](){this[n.$content]=this[n.$content].trim().split(/\s+/).filter((e=>e&&["calculate","close","enter","exit","initialize","ready","validate"].includes(e)))}}class ExcludeNS extends n.StringObject{constructor(e){super(o,"excludeNS")}}class FlipLabel extends n.OptionObject{constructor(e){super(o,"flipLabel",["usePrinterSetting","on","off"])}}class FontInfo extends n.XFAObject{constructor(e){super(o,"fontInfo",!0);this.embed=null;this.map=null;this.subsetBelow=null;this.alwaysEmbed=new n.XFAObjectArray;this.defaultTypeface=new n.XFAObjectArray;this.neverEmbed=new n.XFAObjectArray}}class FormFieldFilling extends n.Option01{constructor(e){super(o,"formFieldFilling")}}class GroupParent extends n.StringObject{constructor(e){super(o,"groupParent")}}class IfEmpty extends n.OptionObject{constructor(e){super(o,"ifEmpty",["dataValue","dataGroup","ignore","remove"])}}class IncludeXDPContent extends n.StringObject{constructor(e){super(o,"includeXDPContent")}}class IncrementalLoad extends n.OptionObject{constructor(e){super(o,"incrementalLoad",["none","forwardOnly"])}}class IncrementalMerge extends n.Option01{constructor(e){super(o,"incrementalMerge")}}class Interactive extends n.Option01{constructor(e){super(o,"interactive")}}class Jog extends n.OptionObject{constructor(e){super(o,"jog",["usePrinterSetting","none","pageSet"])}}class LabelPrinter extends n.XFAObject{constructor(e){super(o,"labelPrinter",!0);this.name=(0,i.getStringOption)(e.name,["zpl","dpl","ipl","tcpl"]);this.batchOutput=null;this.flipLabel=null;this.fontInfo=null;this.xdc=null}}class Layout extends n.OptionObject{constructor(e){super(o,"layout",["paginate","panel"])}}class Level extends n.IntegerObject{constructor(e){super(o,"level",0,(e=>e>0))}}class Linearized extends n.Option01{constructor(e){super(o,"linearized")}}class Locale extends n.StringObject{constructor(e){super(o,"locale")}}class LocaleSet extends n.StringObject{constructor(e){super(o,"localeSet")}}class Log extends n.XFAObject{constructor(e){super(o,"log",!0);this.mode=null;this.threshold=null;this.to=null;this.uri=null}}class MapElement extends n.XFAObject{constructor(e){super(o,"map",!0);this.equate=new n.XFAObjectArray;this.equateRange=new n.XFAObjectArray}}class MediumInfo extends n.XFAObject{constructor(e){super(o,"mediumInfo",!0);this.map=null}}class Message extends n.XFAObject{constructor(e){super(o,"message",!0);this.msgId=null;this.severity=null}}class Messaging extends n.XFAObject{constructor(e){super(o,"messaging",!0);this.message=new n.XFAObjectArray}}class Mode extends n.OptionObject{constructor(e){super(o,"mode",["append","overwrite"])}}class ModifyAnnots extends n.Option01{constructor(e){super(o,"modifyAnnots")}}class MsgId extends n.IntegerObject{constructor(e){super(o,"msgId",1,(e=>e>=1))}}class NameAttr extends n.StringObject{constructor(e){super(o,"nameAttr")}}class NeverEmbed extends n.ContentObject{constructor(e){super(o,"neverEmbed")}}class NumberOfCopies extends n.IntegerObject{constructor(e){super(o,"numberOfCopies",null,(e=>e>=2&&e<=5))}}class OpenAction extends n.XFAObject{constructor(e){super(o,"openAction",!0);this.destination=null}}class Output extends n.XFAObject{constructor(e){super(o,"output",!0);this.to=null;this.type=null;this.uri=null}}class OutputBin extends n.StringObject{constructor(e){super(o,"outputBin")}}class OutputXSL extends n.XFAObject{constructor(e){super(o,"outputXSL",!0);this.uri=null}}class Overprint extends n.OptionObject{constructor(e){super(o,"overprint",["none","both","draw","field"])}}class Packets extends n.StringObject{constructor(e){super(o,"packets")}[n.$finalize](){"*"!==this[n.$content]&&(this[n.$content]=this[n.$content].trim().split(/\s+/).filter((e=>["config","datasets","template","xfdf","xslt"].includes(e))))}}class PageOffset extends n.XFAObject{constructor(e){super(o,"pageOffset");this.x=(0,i.getInteger)({data:e.x,defaultValue:"useXDCSetting",validate:e=>!0});this.y=(0,i.getInteger)({data:e.y,defaultValue:"useXDCSetting",validate:e=>!0})}}class PageRange extends n.StringObject{constructor(e){super(o,"pageRange")}[n.$finalize](){const e=this[n.$content].trim().split(/\s+/).map((e=>parseInt(e,10))),t=[];for(let a=0,r=e.length;a!1))}}class Pcl extends n.XFAObject{constructor(e){super(o,"pcl",!0);this.name=e.name||"";this.batchOutput=null;this.fontInfo=null;this.jog=null;this.mediumInfo=null;this.outputBin=null;this.pageOffset=null;this.staple=null;this.xdc=null}}class Pdf extends n.XFAObject{constructor(e){super(o,"pdf",!0);this.name=e.name||"";this.adobeExtensionLevel=null;this.batchOutput=null;this.compression=null;this.creator=null;this.encryption=null;this.fontInfo=null;this.interactive=null;this.linearized=null;this.openAction=null;this.pdfa=null;this.producer=null;this.renderPolicy=null;this.scriptModel=null;this.silentPrint=null;this.submitFormat=null;this.tagged=null;this.version=null;this.viewerPreferences=null;this.xdc=null}}class Pdfa extends n.XFAObject{constructor(e){super(o,"pdfa",!0);this.amd=null;this.conformance=null;this.includeXDPContent=null;this.part=null}}class Permissions extends n.XFAObject{constructor(e){super(o,"permissions",!0);this.accessibleContent=null;this.change=null;this.contentCopy=null;this.documentAssembly=null;this.formFieldFilling=null;this.modifyAnnots=null;this.plaintextMetadata=null;this.print=null;this.printHighQuality=null}}class PickTrayByPDFSize extends n.Option01{constructor(e){super(o,"pickTrayByPDFSize")}}class Picture extends n.StringObject{constructor(e){super(o,"picture")}}class PlaintextMetadata extends n.Option01{constructor(e){super(o,"plaintextMetadata")}}class Presence extends n.OptionObject{constructor(e){super(o,"presence",["preserve","dissolve","dissolveStructure","ignore","remove"])}}class Present extends n.XFAObject{constructor(e){super(o,"present",!0);this.behaviorOverride=null;this.cache=null;this.common=null;this.copies=null;this.destination=null;this.incrementalMerge=null;this.layout=null;this.output=null;this.overprint=null;this.pagination=null;this.paginationOverride=null;this.script=null;this.validate=null;this.xdp=null;this.driver=new n.XFAObjectArray;this.labelPrinter=new n.XFAObjectArray;this.pcl=new n.XFAObjectArray;this.pdf=new n.XFAObjectArray;this.ps=new n.XFAObjectArray;this.submitUrl=new n.XFAObjectArray;this.webClient=new n.XFAObjectArray;this.zpl=new n.XFAObjectArray}}class Print extends n.Option01{constructor(e){super(o,"print")}}class PrintHighQuality extends n.Option01{constructor(e){super(o,"printHighQuality")}}class PrintScaling extends n.OptionObject{constructor(e){super(o,"printScaling",["appdefault","noScaling"])}}class PrinterName extends n.StringObject{constructor(e){super(o,"printerName")}}class Producer extends n.StringObject{constructor(e){super(o,"producer")}}class Ps extends n.XFAObject{constructor(e){super(o,"ps",!0);this.name=e.name||"";this.batchOutput=null;this.fontInfo=null;this.jog=null;this.mediumInfo=null;this.outputBin=null;this.staple=null;this.xdc=null}}class Range extends n.ContentObject{constructor(e){super(o,"range")}[n.$finalize](){this[n.$content]=this[n.$content].trim().split(/\s*,\s*/,2).map((e=>e.split("-").map((e=>parseInt(e.trim(),10))))).filter((e=>e.every((e=>!isNaN(e))))).map((e=>{1===e.length&&e.push(e[0]);return e}))}}class Record extends n.ContentObject{constructor(e){super(o,"record")}[n.$finalize](){this[n.$content]=this[n.$content].trim();const e=parseInt(this[n.$content],10);!isNaN(e)&&e>=0&&(this[n.$content]=e)}}class Relevant extends n.ContentObject{constructor(e){super(o,"relevant")}[n.$finalize](){this[n.$content]=this[n.$content].trim().split(/\s+/)}}class Rename extends n.ContentObject{constructor(e){super(o,"rename")}[n.$finalize](){this[n.$content]=this[n.$content].trim();(this[n.$content].toLowerCase().startsWith("xml")||this[n.$content].match(new RegExp("[\\p{L}_][\\p{L}\\d._\\p{M}-]*","u")))&&(0,s.warn)("XFA - Rename: invalid XFA name")}}class RenderPolicy extends n.OptionObject{constructor(e){super(o,"renderPolicy",["server","client"])}}class RunScripts extends n.OptionObject{constructor(e){super(o,"runScripts",["both","client","none","server"])}}class Script extends n.XFAObject{constructor(e){super(o,"script",!0);this.currentPage=null;this.exclude=null;this.runScripts=null}}class ScriptModel extends n.OptionObject{constructor(e){super(o,"scriptModel",["XFA","none"])}}class Severity extends n.OptionObject{constructor(e){super(o,"severity",["ignore","error","information","trace","warning"])}}class SilentPrint extends n.XFAObject{constructor(e){super(o,"silentPrint",!0);this.addSilentPrint=null;this.printerName=null}}class Staple extends n.XFAObject{constructor(e){super(o,"staple");this.mode=(0,i.getStringOption)(e.mode,["usePrinterSetting","on","off"])}}class StartNode extends n.StringObject{constructor(e){super(o,"startNode")}}class StartPage extends n.IntegerObject{constructor(e){super(o,"startPage",0,(e=>!0))}}class SubmitFormat extends n.OptionObject{constructor(e){super(o,"submitFormat",["html","delegate","fdf","xml","pdf"])}}class SubmitUrl extends n.StringObject{constructor(e){super(o,"submitUrl")}}class SubsetBelow extends n.IntegerObject{constructor(e){super(o,"subsetBelow",100,(e=>e>=0&&e<=100))}}class SuppressBanner extends n.Option01{constructor(e){super(o,"suppressBanner")}}class Tagged extends n.Option01{constructor(e){super(o,"tagged")}}class Template extends n.XFAObject{constructor(e){super(o,"template",!0);this.base=null;this.relevant=null;this.startPage=null;this.uri=null;this.xsl=null}}class Threshold extends n.OptionObject{constructor(e){super(o,"threshold",["trace","error","information","warning"])}}class To extends n.OptionObject{constructor(e){super(o,"to",["null","memory","stderr","stdout","system","uri"])}}class TemplateCache extends n.XFAObject{constructor(e){super(o,"templateCache");this.maxEntries=(0,i.getInteger)({data:e.maxEntries,defaultValue:5,validate:e=>e>=0})}}class Trace extends n.XFAObject{constructor(e){super(o,"trace",!0);this.area=new n.XFAObjectArray}}class Transform extends n.XFAObject{constructor(e){super(o,"transform",!0);this.groupParent=null;this.ifEmpty=null;this.nameAttr=null;this.picture=null;this.presence=null;this.rename=null;this.whitespace=null}}class Type extends n.OptionObject{constructor(e){super(o,"type",["none","ascii85","asciiHex","ccittfax","flate","lzw","runLength","native","xdp","mergedXDP"])}}class Uri extends n.StringObject{constructor(e){super(o,"uri")}}class Validate extends n.OptionObject{constructor(e){super(o,"validate",["preSubmit","prePrint","preExecute","preSave"])}}class ValidateApprovalSignatures extends n.ContentObject{constructor(e){super(o,"validateApprovalSignatures")}[n.$finalize](){this[n.$content]=this[n.$content].trim().split(/\s+/).filter((e=>["docReady","postSign"].includes(e)))}}class ValidationMessaging extends n.OptionObject{constructor(e){super(o,"validationMessaging",["allMessagesIndividually","allMessagesTogether","firstMessageOnly","noMessages"])}}class Version extends n.OptionObject{constructor(e){super(o,"version",["1.7","1.6","1.5","1.4","1.3","1.2"])}}class VersionControl extends n.XFAObject{constructor(e){super(o,"VersionControl");this.outputBelow=(0,i.getStringOption)(e.outputBelow,["warn","error","update"]);this.sourceAbove=(0,i.getStringOption)(e.sourceAbove,["warn","error"]);this.sourceBelow=(0,i.getStringOption)(e.sourceBelow,["update","maintain"])}}class ViewerPreferences extends n.XFAObject{constructor(e){super(o,"viewerPreferences",!0);this.ADBE_JSConsole=null;this.ADBE_JSDebugger=null;this.addViewerPreferences=null;this.duplexOption=null;this.enforce=null;this.numberOfCopies=null;this.pageRange=null;this.pickTrayByPDFSize=null;this.printScaling=null}}class WebClient extends n.XFAObject{constructor(e){super(o,"webClient",!0);this.name=e.name?e.name.trim():"";this.fontInfo=null;this.xdc=null}}class Whitespace extends n.OptionObject{constructor(e){super(o,"whitespace",["preserve","ltrim","normalize","rtrim","trim"])}}class Window extends n.ContentObject{constructor(e){super(o,"window")}[n.$finalize](){const e=this[n.$content].trim().split(/\s*,\s*/,2).map((e=>parseInt(e,10)));if(e.some((e=>isNaN(e))))this[n.$content]=[0,0];else{1===e.length&&e.push(e[0]);this[n.$content]=e}}}class Xdc extends n.XFAObject{constructor(e){super(o,"xdc",!0);this.uri=new n.XFAObjectArray;this.xsl=new n.XFAObjectArray}}class Xdp extends n.XFAObject{constructor(e){super(o,"xdp",!0);this.packets=null}}class Xsl extends n.XFAObject{constructor(e){super(o,"xsl",!0);this.debug=null;this.uri=null}}class Zpl extends n.XFAObject{constructor(e){super(o,"zpl",!0);this.name=e.name?e.name.trim():"";this.batchOutput=null;this.flipLabel=null;this.fontInfo=null;this.xdc=null}}class ConfigNamespace{static[r.$buildXFAObject](e,t){if(ConfigNamespace.hasOwnProperty(e))return ConfigNamespace[e](t)}static acrobat(e){return new Acrobat(e)}static acrobat7(e){return new Acrobat7(e)}static ADBE_JSConsole(e){return new ADBE_JSConsole(e)}static ADBE_JSDebugger(e){return new ADBE_JSDebugger(e)}static addSilentPrint(e){return new AddSilentPrint(e)}static addViewerPreferences(e){return new AddViewerPreferences(e)}static adjustData(e){return new AdjustData(e)}static adobeExtensionLevel(e){return new AdobeExtensionLevel(e)}static agent(e){return new Agent(e)}static alwaysEmbed(e){return new AlwaysEmbed(e)}static amd(e){return new Amd(e)}static area(e){return new Area(e)}static attributes(e){return new Attributes(e)}static autoSave(e){return new AutoSave(e)}static base(e){return new Base(e)}static batchOutput(e){return new BatchOutput(e)}static behaviorOverride(e){return new BehaviorOverride(e)}static cache(e){return new Cache(e)}static change(e){return new Change(e)}static common(e){return new Common(e)}static compress(e){return new Compress(e)}static compressLogicalStructure(e){return new CompressLogicalStructure(e)}static compressObjectStream(e){return new CompressObjectStream(e)}static compression(e){return new Compression(e)}static config(e){return new Config(e)}static conformance(e){return new Conformance(e)}static contentCopy(e){return new ContentCopy(e)}static copies(e){return new Copies(e)}static creator(e){return new Creator(e)}static currentPage(e){return new CurrentPage(e)}static data(e){return new Data(e)}static debug(e){return new Debug(e)}static defaultTypeface(e){return new DefaultTypeface(e)}static destination(e){return new Destination(e)}static documentAssembly(e){return new DocumentAssembly(e)}static driver(e){return new Driver(e)}static duplexOption(e){return new DuplexOption(e)}static dynamicRender(e){return new DynamicRender(e)}static embed(e){return new Embed(e)}static encrypt(e){return new Encrypt(e)}static encryption(e){return new Encryption(e)}static encryptionLevel(e){return new EncryptionLevel(e)}static enforce(e){return new Enforce(e)}static equate(e){return new Equate(e)}static equateRange(e){return new EquateRange(e)}static exclude(e){return new Exclude(e)}static excludeNS(e){return new ExcludeNS(e)}static flipLabel(e){return new FlipLabel(e)}static fontInfo(e){return new FontInfo(e)}static formFieldFilling(e){return new FormFieldFilling(e)}static groupParent(e){return new GroupParent(e)}static ifEmpty(e){return new IfEmpty(e)}static includeXDPContent(e){return new IncludeXDPContent(e)}static incrementalLoad(e){return new IncrementalLoad(e)}static incrementalMerge(e){return new IncrementalMerge(e)}static interactive(e){return new Interactive(e)}static jog(e){return new Jog(e)}static labelPrinter(e){return new LabelPrinter(e)}static layout(e){return new Layout(e)}static level(e){return new Level(e)}static linearized(e){return new Linearized(e)}static locale(e){return new Locale(e)}static localeSet(e){return new LocaleSet(e)}static log(e){return new Log(e)}static map(e){return new MapElement(e)}static mediumInfo(e){return new MediumInfo(e)}static message(e){return new Message(e)}static messaging(e){return new Messaging(e)}static mode(e){return new Mode(e)}static modifyAnnots(e){return new ModifyAnnots(e)}static msgId(e){return new MsgId(e)}static nameAttr(e){return new NameAttr(e)}static neverEmbed(e){return new NeverEmbed(e)}static numberOfCopies(e){return new NumberOfCopies(e)}static openAction(e){return new OpenAction(e)}static output(e){return new Output(e)}static outputBin(e){return new OutputBin(e)}static outputXSL(e){return new OutputXSL(e)}static overprint(e){return new Overprint(e)}static packets(e){return new Packets(e)}static pageOffset(e){return new PageOffset(e)}static pageRange(e){return new PageRange(e)}static pagination(e){return new Pagination(e)}static paginationOverride(e){return new PaginationOverride(e)}static part(e){return new Part(e)}static pcl(e){return new Pcl(e)}static pdf(e){return new Pdf(e)}static pdfa(e){return new Pdfa(e)}static permissions(e){return new Permissions(e)}static pickTrayByPDFSize(e){return new PickTrayByPDFSize(e)}static picture(e){return new Picture(e)}static plaintextMetadata(e){return new PlaintextMetadata(e)}static presence(e){return new Presence(e)}static present(e){return new Present(e)}static print(e){return new Print(e)}static printHighQuality(e){return new PrintHighQuality(e)}static printScaling(e){return new PrintScaling(e)}static printerName(e){return new PrinterName(e)}static producer(e){return new Producer(e)}static ps(e){return new Ps(e)}static range(e){return new Range(e)}static record(e){return new Record(e)}static relevant(e){return new Relevant(e)}static rename(e){return new Rename(e)}static renderPolicy(e){return new RenderPolicy(e)}static runScripts(e){return new RunScripts(e)}static script(e){return new Script(e)}static scriptModel(e){return new ScriptModel(e)}static severity(e){return new Severity(e)}static silentPrint(e){return new SilentPrint(e)}static staple(e){return new Staple(e)}static startNode(e){return new StartNode(e)}static startPage(e){return new StartPage(e)}static submitFormat(e){return new SubmitFormat(e)}static submitUrl(e){return new SubmitUrl(e)}static subsetBelow(e){return new SubsetBelow(e)}static suppressBanner(e){return new SuppressBanner(e)}static tagged(e){return new Tagged(e)}static template(e){return new Template(e)}static templateCache(e){return new TemplateCache(e)}static threshold(e){return new Threshold(e)}static to(e){return new To(e)}static trace(e){return new Trace(e)}static transform(e){return new Transform(e)}static type(e){return new Type(e)}static uri(e){return new Uri(e)}static validate(e){return new Validate(e)}static validateApprovalSignatures(e){return new ValidateApprovalSignatures(e)}static validationMessaging(e){return new ValidationMessaging(e)}static version(e){return new Version(e)}static versionControl(e){return new VersionControl(e)}static viewerPreferences(e){return new ViewerPreferences(e)}static webClient(e){return new WebClient(e)}static whitespace(e){return new Whitespace(e)}static window(e){return new Window(e)}static xdc(e){return new Xdc(e)}static xdp(e){return new Xdp(e)}static xsl(e){return new Xsl(e)}static zpl(e){return new Zpl(e)}}t.ConfigNamespace=ConfigNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.ConnectionSetNamespace=void 0;var r=a(79),n=a(77);const i=r.NamespaceIds.connectionSet.id;class ConnectionSet extends n.XFAObject{constructor(e){super(i,"connectionSet",!0);this.wsdlConnection=new n.XFAObjectArray;this.xmlConnection=new n.XFAObjectArray;this.xsdConnection=new n.XFAObjectArray}}class EffectiveInputPolicy extends n.XFAObject{constructor(e){super(i,"effectiveInputPolicy");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class EffectiveOutputPolicy extends n.XFAObject{constructor(e){super(i,"effectiveOutputPolicy");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class Operation extends n.StringObject{constructor(e){super(i,"operation");this.id=e.id||"";this.input=e.input||"";this.name=e.name||"";this.output=e.output||"";this.use=e.use||"";this.usehref=e.usehref||""}}class RootElement extends n.StringObject{constructor(e){super(i,"rootElement");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class SoapAction extends n.StringObject{constructor(e){super(i,"soapAction");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class SoapAddress extends n.StringObject{constructor(e){super(i,"soapAddress");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class Uri extends n.StringObject{constructor(e){super(i,"uri");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class WsdlAddress extends n.StringObject{constructor(e){super(i,"wsdlAddress");this.id=e.id||"";this.name=e.name||"";this.use=e.use||"";this.usehref=e.usehref||""}}class WsdlConnection extends n.XFAObject{constructor(e){super(i,"wsdlConnection",!0);this.dataDescription=e.dataDescription||"";this.name=e.name||"";this.effectiveInputPolicy=null;this.effectiveOutputPolicy=null;this.operation=null;this.soapAction=null;this.soapAddress=null;this.wsdlAddress=null}}class XmlConnection extends n.XFAObject{constructor(e){super(i,"xmlConnection",!0);this.dataDescription=e.dataDescription||"";this.name=e.name||"";this.uri=null}}class XsdConnection extends n.XFAObject{constructor(e){super(i,"xsdConnection",!0);this.dataDescription=e.dataDescription||"";this.name=e.name||"";this.rootElement=null;this.uri=null}}class ConnectionSetNamespace{static[r.$buildXFAObject](e,t){if(ConnectionSetNamespace.hasOwnProperty(e))return ConnectionSetNamespace[e](t)}static connectionSet(e){return new ConnectionSet(e)}static effectiveInputPolicy(e){return new EffectiveInputPolicy(e)}static effectiveOutputPolicy(e){return new EffectiveOutputPolicy(e)}static operation(e){return new Operation(e)}static rootElement(e){return new RootElement(e)}static soapAction(e){return new SoapAction(e)}static soapAddress(e){return new SoapAddress(e)}static uri(e){return new Uri(e)}static wsdlAddress(e){return new WsdlAddress(e)}static wsdlConnection(e){return new WsdlConnection(e)}static xmlConnection(e){return new XmlConnection(e)}static xsdConnection(e){return new XsdConnection(e)}}t.ConnectionSetNamespace=ConnectionSetNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.DatasetsNamespace=void 0;var r=a(77),n=a(79);const i=n.NamespaceIds.datasets.id;class Data extends r.XmlObject{constructor(e){super(i,"data",e)}[r.$isNsAgnostic](){return!0}}class Datasets extends r.XFAObject{constructor(e){super(i,"datasets",!0);this.data=null;this.Signature=null}[r.$onChild](e){const t=e[r.$nodeName];("data"===t&&e[r.$namespaceId]===i||"Signature"===t&&e[r.$namespaceId]===n.NamespaceIds.signature.id)&&(this[t]=e);this[r.$appendChild](e)}}class DatasetsNamespace{static[n.$buildXFAObject](e,t){if(DatasetsNamespace.hasOwnProperty(e))return DatasetsNamespace[e](t)}static datasets(e){return new Datasets(e)}static data(e){return new Data(e)}}t.DatasetsNamespace=DatasetsNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.LocaleSetNamespace=void 0;var r=a(79),n=a(77),i=a(78);const s=r.NamespaceIds.localeSet.id;class CalendarSymbols extends n.XFAObject{constructor(e){super(s,"calendarSymbols",!0);this.name="gregorian";this.dayNames=new n.XFAObjectArray(2);this.eraNames=null;this.meridiemNames=null;this.monthNames=new n.XFAObjectArray(2)}}class CurrencySymbol extends n.StringObject{constructor(e){super(s,"currencySymbol");this.name=(0,i.getStringOption)(e.name,["symbol","isoname","decimal"])}}class CurrencySymbols extends n.XFAObject{constructor(e){super(s,"currencySymbols",!0);this.currencySymbol=new n.XFAObjectArray(3)}}class DatePattern extends n.StringObject{constructor(e){super(s,"datePattern");this.name=(0,i.getStringOption)(e.name,["full","long","med","short"])}}class DatePatterns extends n.XFAObject{constructor(e){super(s,"datePatterns",!0);this.datePattern=new n.XFAObjectArray(4)}}class DateTimeSymbols extends n.ContentObject{constructor(e){super(s,"dateTimeSymbols")}}class Day extends n.StringObject{constructor(e){super(s,"day")}}class DayNames extends n.XFAObject{constructor(e){super(s,"dayNames",!0);this.abbr=(0,i.getInteger)({data:e.abbr,defaultValue:0,validate:e=>1===e});this.day=new n.XFAObjectArray(7)}}class Era extends n.StringObject{constructor(e){super(s,"era")}}class EraNames extends n.XFAObject{constructor(e){super(s,"eraNames",!0);this.era=new n.XFAObjectArray(2)}}class Locale extends n.XFAObject{constructor(e){super(s,"locale",!0);this.desc=e.desc||"";this.name="isoname";this.calendarSymbols=null;this.currencySymbols=null;this.datePatterns=null;this.dateTimeSymbols=null;this.numberPatterns=null;this.numberSymbols=null;this.timePatterns=null;this.typeFaces=null}}class LocaleSet extends n.XFAObject{constructor(e){super(s,"localeSet",!0);this.locale=new n.XFAObjectArray}}class Meridiem extends n.StringObject{constructor(e){super(s,"meridiem")}}class MeridiemNames extends n.XFAObject{constructor(e){super(s,"meridiemNames",!0);this.meridiem=new n.XFAObjectArray(2)}}class Month extends n.StringObject{constructor(e){super(s,"month")}}class MonthNames extends n.XFAObject{constructor(e){super(s,"monthNames",!0);this.abbr=(0,i.getInteger)({data:e.abbr,defaultValue:0,validate:e=>1===e});this.month=new n.XFAObjectArray(12)}}class NumberPattern extends n.StringObject{constructor(e){super(s,"numberPattern");this.name=(0,i.getStringOption)(e.name,["full","long","med","short"])}}class NumberPatterns extends n.XFAObject{constructor(e){super(s,"numberPatterns",!0);this.numberPattern=new n.XFAObjectArray(4)}}class NumberSymbol extends n.StringObject{constructor(e){super(s,"numberSymbol");this.name=(0,i.getStringOption)(e.name,["decimal","grouping","percent","minus","zero"])}}class NumberSymbols extends n.XFAObject{constructor(e){super(s,"numberSymbols",!0);this.numberSymbol=new n.XFAObjectArray(5)}}class TimePattern extends n.StringObject{constructor(e){super(s,"timePattern");this.name=(0,i.getStringOption)(e.name,["full","long","med","short"])}}class TimePatterns extends n.XFAObject{constructor(e){super(s,"timePatterns",!0);this.timePattern=new n.XFAObjectArray(4)}}class TypeFace extends n.XFAObject{constructor(e){super(s,"typeFace",!0);this.name=""|e.name}}class TypeFaces extends n.XFAObject{constructor(e){super(s,"typeFaces",!0);this.typeFace=new n.XFAObjectArray}}class LocaleSetNamespace{static[r.$buildXFAObject](e,t){if(LocaleSetNamespace.hasOwnProperty(e))return LocaleSetNamespace[e](t)}static calendarSymbols(e){return new CalendarSymbols(e)}static currencySymbol(e){return new CurrencySymbol(e)}static currencySymbols(e){return new CurrencySymbols(e)}static datePattern(e){return new DatePattern(e)}static datePatterns(e){return new DatePatterns(e)}static dateTimeSymbols(e){return new DateTimeSymbols(e)}static day(e){return new Day(e)}static dayNames(e){return new DayNames(e)}static era(e){return new Era(e)}static eraNames(e){return new EraNames(e)}static locale(e){return new Locale(e)}static localeSet(e){return new LocaleSet(e)}static meridiem(e){return new Meridiem(e)}static meridiemNames(e){return new MeridiemNames(e)}static month(e){return new Month(e)}static monthNames(e){return new MonthNames(e)}static numberPattern(e){return new NumberPattern(e)}static numberPatterns(e){return new NumberPatterns(e)}static numberSymbol(e){return new NumberSymbol(e)}static numberSymbols(e){return new NumberSymbols(e)}static timePattern(e){return new TimePattern(e)}static timePatterns(e){return new TimePatterns(e)}static typeFace(e){return new TypeFace(e)}static typeFaces(e){return new TypeFaces(e)}}t.LocaleSetNamespace=LocaleSetNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.SignatureNamespace=void 0;var r=a(79),n=a(77);const i=r.NamespaceIds.signature.id;class Signature extends n.XFAObject{constructor(e){super(i,"signature",!0)}}class SignatureNamespace{static[r.$buildXFAObject](e,t){if(SignatureNamespace.hasOwnProperty(e))return SignatureNamespace[e](t)}static signature(e){return new Signature(e)}}t.SignatureNamespace=SignatureNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.StylesheetNamespace=void 0;var r=a(79),n=a(77);const i=r.NamespaceIds.stylesheet.id;class Stylesheet extends n.XFAObject{constructor(e){super(i,"stylesheet",!0)}}class StylesheetNamespace{static[r.$buildXFAObject](e,t){if(StylesheetNamespace.hasOwnProperty(e))return StylesheetNamespace[e](t)}static stylesheet(e){return new Stylesheet(e)}}t.StylesheetNamespace=StylesheetNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.XdpNamespace=void 0;var r=a(79),n=a(77);const i=r.NamespaceIds.xdp.id;class Xdp extends n.XFAObject{constructor(e){super(i,"xdp",!0);this.uuid=e.uuid||"";this.timeStamp=e.timeStamp||"";this.config=null;this.connectionSet=null;this.datasets=null;this.localeSet=null;this.stylesheet=new n.XFAObjectArray;this.template=null}[n.$onChildCheck](e){const t=r.NamespaceIds[e[n.$nodeName]];return t&&e[n.$namespaceId]===t.id}}class XdpNamespace{static[r.$buildXFAObject](e,t){if(XdpNamespace.hasOwnProperty(e))return XdpNamespace[e](t)}static xdp(e){return new Xdp(e)}}t.XdpNamespace=XdpNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.XhtmlNamespace=void 0;var r=a(77),n=a(79),i=a(84),s=a(78);const o=n.NamespaceIds.xhtml.id,c=Symbol(),l=new Set(["color","font","font-family","font-size","font-stretch","font-style","font-weight","margin","margin-bottom","margin-left","margin-right","margin-top","letter-spacing","line-height","orphans","page-break-after","page-break-before","page-break-inside","tab-interval","tab-stop","text-align","text-decoration","text-indent","vertical-align","widows","kerning-mode","xfa-font-horizontal-scale","xfa-font-vertical-scale","xfa-spacerun","xfa-tab-stops"]),h=new Map([["page-break-after","breakAfter"],["page-break-before","breakBefore"],["page-break-inside","breakInside"],["kerning-mode",e=>"none"===e?"none":"normal"],["xfa-font-horizontal-scale",e=>`scaleX(${Math.max(0,Math.min(parseInt(e)/100)).toFixed(2)})`],["xfa-font-vertical-scale",e=>`scaleY(${Math.max(0,Math.min(parseInt(e)/100)).toFixed(2)})`],["xfa-spacerun",""],["xfa-tab-stops",""],["font-size",(e,t)=>{e=t.fontSize=(0,s.getMeasurement)(e);return(0,i.measureToString)(.99*e)}],["letter-spacing",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["line-height",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["margin",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["margin-bottom",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["margin-left",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["margin-right",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["margin-top",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["text-indent",e=>(0,i.measureToString)((0,s.getMeasurement)(e))],["font-family",e=>e],["vertical-align",e=>(0,i.measureToString)((0,s.getMeasurement)(e))]]),u=/\s+/g,d=/[\r\n]+/g,f=/\r\n?/g;function mapStyle(e,t,a){const n=Object.create(null);if(!e)return n;const o=Object.create(null);for(const[t,a]of e.split(";").map((e=>e.split(":",2)))){const e=h.get(t);if(""===e)continue;let r=a;e&&(r="string"==typeof e?e:e(a,o));t.endsWith("scale")?n.transform?n.transform=`${n[t]} ${r}`:n.transform=r:n[t.replaceAll(/-([a-zA-Z])/g,((e,t)=>t.toUpperCase()))]=r}n.fontFamily&&(0,i.setFontFamily)({typeface:n.fontFamily,weight:n.fontWeight||"normal",posture:n.fontStyle||"normal",size:o.fontSize||0},t,t[r.$globalData].fontFinder,n);if(a&&n.verticalAlign&&"0px"!==n.verticalAlign&&n.fontSize){const e=.583,t=.333,a=(0,s.getMeasurement)(n.fontSize);n.fontSize=(0,i.measureToString)(a*e);n.verticalAlign=(0,i.measureToString)(Math.sign((0,s.getMeasurement)(n.verticalAlign))*a*t)}a&&n.fontSize&&(n.fontSize=`calc(${n.fontSize} * var(--scale-factor))`);(0,i.fixTextIndent)(n);return n}const g=new Set(["body","html"]);class XhtmlObject extends r.XmlObject{constructor(e,t){super(o,t);this[c]=!1;this.style=e.style||""}[r.$clean](e){super[r.$clean](e);this.style=function checkStyle(e){return e.style?e.style.trim().split(/\s*;\s*/).filter((e=>!!e)).map((e=>e.split(/\s*:\s*/,2))).filter((([t,a])=>{"font-family"===t&&e[r.$globalData].usedTypefaces.add(a);return l.has(t)})).map((e=>e.join(":"))).join(";"):""}(this)}[r.$acceptWhitespace](){return!g.has(this[r.$nodeName])}[r.$onText](e,t=!1){if(t)this[c]=!0;else{e=e.replace(d,"");this.style.includes("xfa-spacerun:yes")||(e=e.replace(u," "))}e&&(this[r.$content]+=e)}[r.$pushGlyphs](e,t=!0){const a=Object.create(null),n={top:NaN,bottom:NaN,left:NaN,right:NaN};let i=null;for(const[e,t]of this.style.split(";").map((e=>e.split(":",2))))switch(e){case"font-family":a.typeface=(0,s.stripQuotes)(t);break;case"font-size":a.size=(0,s.getMeasurement)(t);break;case"font-weight":a.weight=t;break;case"font-style":a.posture=t;break;case"letter-spacing":a.letterSpacing=(0,s.getMeasurement)(t);break;case"margin":const e=t.split(/ \t/).map((e=>(0,s.getMeasurement)(e)));switch(e.length){case 1:n.top=n.bottom=n.left=n.right=e[0];break;case 2:n.top=n.bottom=e[0];n.left=n.right=e[1];break;case 3:n.top=e[0];n.bottom=e[2];n.left=n.right=e[1];break;case 4:n.top=e[0];n.left=e[1];n.bottom=e[2];n.right=e[3]}break;case"margin-top":n.top=(0,s.getMeasurement)(t);break;case"margin-bottom":n.bottom=(0,s.getMeasurement)(t);break;case"margin-left":n.left=(0,s.getMeasurement)(t);break;case"margin-right":n.right=(0,s.getMeasurement)(t);break;case"line-height":i=(0,s.getMeasurement)(t)}e.pushData(a,n,i);if(this[r.$content])e.addString(this[r.$content]);else for(const t of this[r.$getChildren]())"#text"!==t[r.$nodeName]?t[r.$pushGlyphs](e):e.addString(t[r.$content]);t&&e.popFont()}[r.$toHTML](e){const t=[];this[r.$extra]={children:t};this[r.$childrenToHTML]({});if(0===t.length&&!this[r.$content])return s.HTMLResult.EMPTY;let a;a=this[c]?this[r.$content]?this[r.$content].replace(f,"\n"):void 0:this[r.$content]||void 0;return s.HTMLResult.success({name:this[r.$nodeName],attributes:{href:this.href,style:mapStyle(this.style,this,this[c])},children:t,value:a})}}class A extends XhtmlObject{constructor(e){super(e,"a");this.href=(0,i.fixURL)(e.href)||""}}class B extends XhtmlObject{constructor(e){super(e,"b")}[r.$pushGlyphs](e){e.pushFont({weight:"bold"});super[r.$pushGlyphs](e);e.popFont()}}class Body extends XhtmlObject{constructor(e){super(e,"body")}[r.$toHTML](e){const t=super[r.$toHTML](e),{html:a}=t;if(!a)return s.HTMLResult.EMPTY;a.name="div";a.attributes.class=["xfaRich"];return t}}class Br extends XhtmlObject{constructor(e){super(e,"br")}[r.$text](){return"\n"}[r.$pushGlyphs](e){e.addString("\n")}[r.$toHTML](e){return s.HTMLResult.success({name:"br"})}}class Html extends XhtmlObject{constructor(e){super(e,"html")}[r.$toHTML](e){const t=[];this[r.$extra]={children:t};this[r.$childrenToHTML]({});if(0===t.length)return s.HTMLResult.success({name:"div",attributes:{class:["xfaRich"],style:{}},value:this[r.$content]||""});if(1===t.length){const e=t[0];if(e.attributes&&e.attributes.class.includes("xfaRich"))return s.HTMLResult.success(e)}return s.HTMLResult.success({name:"div",attributes:{class:["xfaRich"],style:{}},children:t})}}class I extends XhtmlObject{constructor(e){super(e,"i")}[r.$pushGlyphs](e){e.pushFont({posture:"italic"});super[r.$pushGlyphs](e);e.popFont()}}class Li extends XhtmlObject{constructor(e){super(e,"li")}}class Ol extends XhtmlObject{constructor(e){super(e,"ol")}}class P extends XhtmlObject{constructor(e){super(e,"p")}[r.$pushGlyphs](e){super[r.$pushGlyphs](e,!1);e.addString("\n");e.addPara();e.popFont()}[r.$text](){return this[r.$getParent]()[r.$getChildren]().at(-1)===this?super[r.$text]():super[r.$text]()+"\n"}}class Span extends XhtmlObject{constructor(e){super(e,"span")}}class Sub extends XhtmlObject{constructor(e){super(e,"sub")}}class Sup extends XhtmlObject{constructor(e){super(e,"sup")}}class Ul extends XhtmlObject{constructor(e){super(e,"ul")}}class XhtmlNamespace{static[n.$buildXFAObject](e,t){if(XhtmlNamespace.hasOwnProperty(e))return XhtmlNamespace[e](t)}static a(e){return new A(e)}static b(e){return new B(e)}static body(e){return new Body(e)}static br(e){return new Br(e)}static html(e){return new Html(e)}static i(e){return new I(e)}static li(e){return new Li(e)}static ol(e){return new Ol(e)}static p(e){return new P(e)}static span(e){return new Span(e)}static sub(e){return new Sub(e)}static sup(e){return new Sup(e)}static ul(e){return new Ul(e)}}t.XhtmlNamespace=XhtmlNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.UnknownNamespace=void 0;var r=a(79),n=a(77);class UnknownNamespace{constructor(e){this.namespaceId=e}[r.$buildXFAObject](e,t){return new n.XmlObject(this.namespaceId,e,t)}}t.UnknownNamespace=UnknownNamespace},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.DatasetReader=void 0;var r=a(2),n=a(6),i=a(66);function decodeString(e){try{return(0,r.stringToUTF8String)(e)}catch(t){(0,r.warn)(`UTF-8 decoding failed: "${t}".`);return e}}class DatasetXMLParser extends i.SimpleXMLParser{constructor(e){super(e);this.node=null}onEndElement(e){const t=super.onEndElement(e);if(t&&"xfa:datasets"===e){this.node=t;throw new Error("Aborting DatasetXMLParser.")}}}t.DatasetReader=class DatasetReader{constructor(e){if(e.datasets)this.node=new i.SimpleXMLParser({hasAttributes:!0}).parseFromString(e.datasets).documentElement;else{const t=new DatasetXMLParser({hasAttributes:!0});try{t.parseFromString(e["xdp:xdp"])}catch(e){}this.node=t.node}}getValue(e){if(!this.node||!e)return"";const t=this.node.searchNode((0,n.parseXFAPath)(e),0);if(!t)return"";const a=t.firstChild;return a&&"value"===a.nodeName?t.children.map((e=>decodeString(e.textContent))):decodeString(t.textContent)}}},(e,t,a)=>{Object.defineProperty(t,"__esModule",{value:!0});t.XRef=void 0;var r=a(2),n=a(5),i=a(6),s=a(17),o=a(7),c=a(67);t.XRef=class XRef{constructor(e,t){this.stream=e;this.pdfManager=t;this.entries=[];this.xrefstms=Object.create(null);this._cacheMap=new Map;this._pendingRefs=new n.RefSet;this.stats=new i.DocStats(t.msgHandler);this._newRefNum=null}getNewRef(){null===this._newRefNum&&(this._newRefNum=this.entries.length||1);return n.Ref.get(this._newRefNum++,0)}resetNewRef(){this._newRefNum=null}setStartXRef(e){this.startXRefQueue=[e]}parse(e=!1){let t,a,s;if(e){(0,r.warn)("Indexing all PDF objects");t=this.indexObjects()}else t=this.readXRef();t.assignXref(this);this.trailer=t;try{a=t.get("Encrypt")}catch(e){if(e instanceof i.MissingDataException)throw e;(0,r.warn)(`XRef.parse - Invalid "Encrypt" reference: "${e}".`)}if(a instanceof n.Dict){const e=t.get("ID"),r=e&&e.length?e[0]:"";a.suppressEncryption=!0;this.encrypt=new c.CipherTransformFactory(a,r,this.pdfManager.password)}try{s=t.get("Root")}catch(e){if(e instanceof i.MissingDataException)throw e;(0,r.warn)(`XRef.parse - Invalid "Root" reference: "${e}".`)}if(s instanceof n.Dict)try{if(s.get("Pages")instanceof n.Dict){this.root=s;return}}catch(e){if(e instanceof i.MissingDataException)throw e;(0,r.warn)(`XRef.parse - Invalid "Pages" reference: "${e}".`)}if(!e)throw new i.XRefParseException;throw new r.InvalidPDFException("Invalid Root reference.")}processXRefTable(e){"tableState"in this||(this.tableState={entryNum:0,streamPos:e.lexer.stream.pos,parserBuf1:e.buf1,parserBuf2:e.buf2});const t=this.readXRefTable(e);if(!(0,n.isCmd)(t,"trailer"))throw new r.FormatError("Invalid XRef table: could not find trailer dictionary");let a=e.getObj();a instanceof n.Dict||!a.dict||(a=a.dict);if(!(a instanceof n.Dict))throw new r.FormatError("Invalid XRef table: could not parse trailer dictionary");delete this.tableState;return a}readXRefTable(e){const t=e.lexer.stream,a=this.tableState;t.pos=a.streamPos;e.buf1=a.parserBuf1;e.buf2=a.parserBuf2;let i;for(;;){if(!("firstEntryNum"in a)||!("entryCount"in a)){if((0,n.isCmd)(i=e.getObj(),"trailer"))break;a.firstEntryNum=i;a.entryCount=e.getObj()}let s=a.firstEntryNum;const o=a.entryCount;if(!Number.isInteger(s)||!Number.isInteger(o))throw new r.FormatError("Invalid XRef table: wrong types in subsection header");for(let i=a.entryNum;i0;){const[o,c]=s;if(!Number.isInteger(o)||!Number.isInteger(c))throw new r.FormatError(`Invalid XRef range fields: ${o}, ${c}`);if(!Number.isInteger(a)||!Number.isInteger(n)||!Number.isInteger(i))throw new r.FormatError(`Invalid XRef entry fields length: ${o}, ${c}`);for(let 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-- checking object (${b}): "${e}".`):f=!0}}else f=!0;f&&(this.entries[e]={offset:g-u.start,gen:n,uncompressed:!0});for(;c{Object.defineProperty(t,"__esModule",{value:!0});t.MessageHandler=void 0;var r=a(2);const n=1,i=2,s=1,o=2,c=3,l=4,h=5,u=6,d=7,f=8;function wrapReason(e){e instanceof Error||"object"==typeof e&&null!==e||(0,r.unreachable)('wrapReason: Expected "reason" to be a (possibly cloned) Error.');switch(e.name){case"AbortException":return new r.AbortException(e.message);case"MissingPDFException":return new r.MissingPDFException(e.message);case"PasswordException":return new r.PasswordException(e.message,e.code);case"UnexpectedResponseException":return new r.UnexpectedResponseException(e.message,e.status);case"UnknownErrorException":return new r.UnknownErrorException(e.message,e.details);default:return new r.UnknownErrorException(e.message,e.toString())}}t.MessageHandler=class 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e=a;Object.defineProperty(e,"__esModule",{value:!0});Object.defineProperty(e,"WorkerMessageHandler",{enumerable:!0,get:function(){return t.WorkerMessageHandler}});var t=__w_pdfjs_require__(1)})();return a})())); \ No newline at end of file diff --git a/web/reducer.js b/web/reducer.js new file mode 100644 index 0000000000000000000000000000000000000000..a38a1bae259ddc264befaa6d0f4ab09868cb5eae --- /dev/null +++ b/web/reducer.js @@ -0,0 +1,27 @@ +import React, { useReducer } from 'react' +const CHANGE_LOCALE = 'CHANGE_LOCALE' + +const mainContext = React.createContext() + +const reducer = (state, action) => { + switch (action.type) { + case CHANGE_LOCALE: + return { ...state, locale: action.locale || 'zh' } + default: + return state + } +} + +const ContextProvider = (props) => { + const [state, dispatch] = useReducer(reducer, { + locale: 'zh' + }) + return ( + + {props.children} + + ) +} + +export { reducer, mainContext, ContextProvider } + diff --git a/web/src/app.tsx b/web/src/app.tsx new file mode 100644 index 0000000000000000000000000000000000000000..2f90e50bcf6a80cba1f2a707328afcc431c01c00 --- /dev/null +++ b/web/src/app.tsx @@ -0,0 +1,73 @@ +import i18n from '@/locales/config'; +import { QueryClient, QueryClientProvider } from '@tanstack/react-query'; +import { ReactQueryDevtools } from '@tanstack/react-query-devtools'; +import { App, ConfigProvider, ConfigProviderProps } from 'antd'; +import enUS from 'antd/locale/en_US'; +import zhCN from 'antd/locale/zh_CN'; +import zh_HK from 'antd/locale/zh_HK'; +import dayjs from 'dayjs'; +import advancedFormat from 'dayjs/plugin/advancedFormat'; +import customParseFormat from 'dayjs/plugin/customParseFormat'; +import localeData from 'dayjs/plugin/localeData'; +import weekOfYear from 'dayjs/plugin/weekOfYear'; +import weekYear from 'dayjs/plugin/weekYear'; +import weekday from 'dayjs/plugin/weekday'; +import React, { ReactNode, useEffect, useState } from 'react'; +import storage from './utils/authorization-util'; + +dayjs.extend(customParseFormat); +dayjs.extend(advancedFormat); +dayjs.extend(weekday); +dayjs.extend(localeData); +dayjs.extend(weekOfYear); +dayjs.extend(weekYear); + +const AntLanguageMap = { + en: enUS, + zh: zhCN, + 'zh-TRADITIONAL': zh_HK, +}; + +const queryClient = new QueryClient(); + +type Locale = ConfigProviderProps['locale']; + +const RootProvider = ({ children }: React.PropsWithChildren) => { + const getLocale = (lng: string) => + AntLanguageMap[lng as keyof typeof AntLanguageMap] ?? enUS; + + const [locale, setLocal] = useState(getLocale(storage.getLanguage())); + + i18n.on('languageChanged', function (lng: string) { + storage.setLanguage(lng); + setLocal(getLocale(lng)); + }); + + useEffect(() => { + // Because the language is saved in the backend, a token is required to obtain the api. However, the login page cannot obtain the language through the getUserInfo api, so the language needs to be saved in localstorage. + const lng = storage.getLanguage(); + if (lng) { + i18n.changeLanguage(lng); + } + }, []); + + return ( + + + {children} + + + + ); +}; + +export function rootContainer(container: ReactNode) { + return {container}; +} diff --git a/web/src/assets/filter.svg b/web/src/assets/filter.svg new file mode 100644 index 0000000000000000000000000000000000000000..b2aa28abc8991665a83fae425189caacb8d89a4f --- /dev/null +++ b/web/src/assets/filter.svg @@ -0,0 +1,3 @@ + + + diff --git a/web/src/assets/inter/Inter-Black.woff2 b/web/src/assets/inter/Inter-Black.woff2 new file mode 100644 index 0000000000000000000000000000000000000000..18b35db75c504d429820dba1aa2c99987978be10 Binary files /dev/null and b/web/src/assets/inter/Inter-Black.woff2 differ diff --git a/web/src/assets/inter/Inter-BlackItalic.woff2 b/web/src/assets/inter/Inter-BlackItalic.woff2 new file mode 100644 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a/web/src/assets/svg/translation.svg b/web/src/assets/svg/translation.svg new file mode 100644 index 0000000000000000000000000000000000000000..4ba0c14201dd03846224bcdc6256b2adbc7007c7 --- /dev/null +++ b/web/src/assets/svg/translation.svg @@ -0,0 +1,5 @@ + + + \ No newline at end of file diff --git a/web/src/assets/svg/wikipedia.svg b/web/src/assets/svg/wikipedia.svg new file mode 100644 index 0000000000000000000000000000000000000000..ee2f8850e384144df735cef4217acf4a673af1d8 --- /dev/null +++ b/web/src/assets/svg/wikipedia.svg @@ -0,0 +1,6 @@ + + + \ No newline at end of file diff --git a/web/src/assets/yay.jpg b/web/src/assets/yay.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e72bd8ffaecc9de0e74a2bd7fa3e741efde4aa99 Binary files /dev/null and b/web/src/assets/yay.jpg differ diff --git a/web/src/base.ts b/web/src/base.ts new file mode 100644 index 0000000000000000000000000000000000000000..b453ca4831a3bee581eb7698617197b6ffafee9a --- /dev/null +++ b/web/src/base.ts @@ -0,0 +1,48 @@ +import isObject from 'lodash/isObject'; +import { DvaModel } from 'umi'; +import { BaseState } from './interfaces/common'; + +type State = Record; +type DvaModelKey = keyof DvaModel; + +export const modelExtend = ( + baseModel: Partial>, + extendModel: DvaModel, +): DvaModel => { + return Object.keys(extendModel).reduce>((pre, cur) => { + const baseValue = baseModel[cur as DvaModelKey]; + const value = extendModel[cur as DvaModelKey]; + + if (isObject(value) && isObject(baseValue) && typeof value !== 'string') { + const key = cur as Exclude, 'namespace'>; + + pre[key] = { + ...baseValue, + ...value, + } as any; + } else { + pre[cur as DvaModelKey] = value as any; + } + + return pre; + }, {} as DvaModel); +}; + +export const paginationModel: Partial> = { + state: { + searchString: '', + pagination: { + total: 0, + current: 1, + pageSize: 10, + }, + }, + reducers: { + setSearchString(state, { payload }) { + return { ...state, searchString: payload }; + }, + setPagination(state, { payload }) { + return { ...state, pagination: { ...state.pagination, ...payload } }; + }, + }, +}; diff --git a/web/src/components/api-service/chat-api-key-modal/index.tsx b/web/src/components/api-service/chat-api-key-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..46e6761a6031094a9e71770ad53180e2c3b090ae --- /dev/null +++ b/web/src/components/api-service/chat-api-key-modal/index.tsx @@ -0,0 +1,72 @@ +import CopyToClipboard from '@/components/copy-to-clipboard'; +import { useTranslate } from '@/hooks/common-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { IToken } from '@/interfaces/database/chat'; +import { formatDate } from '@/utils/date'; +import { DeleteOutlined } from '@ant-design/icons'; +import type { TableProps } from 'antd'; +import { Button, Modal, Space, Table } from 'antd'; +import { useOperateApiKey } from '../hooks'; + +const ChatApiKeyModal = ({ + dialogId, + hideModal, + idKey, +}: IModalProps & { dialogId: string; idKey: string }) => { + const { createToken, removeToken, tokenList, listLoading, creatingLoading } = + useOperateApiKey(dialogId, idKey); + const { t } = useTranslate('chat'); + + const columns: TableProps['columns'] = [ + { + title: 'Token', + dataIndex: 'token', + key: 'token', + render: (text) => {text}, + }, + { + title: t('created'), + dataIndex: 'create_date', + key: 'create_date', + render: (text) => formatDate(text), + }, + { + title: t('action'), + key: 'action', + render: (_, record) => ( + + + removeToken(record.token, record.tenant_id)} + /> + + ), + }, + ]; + + return ( + <> + + + + + + ); +}; + +export default ChatApiKeyModal; diff --git a/web/src/components/api-service/chat-overview-modal/index.less b/web/src/components/api-service/chat-overview-modal/index.less new file mode 100644 index 0000000000000000000000000000000000000000..eeccc2f98f329b085f9e28e44551f3a0bdc7b0fe --- /dev/null +++ b/web/src/components/api-service/chat-overview-modal/index.less @@ -0,0 +1,21 @@ +.chartWrapper { + height: 40vh; + overflow: auto; +} + +.chartItem { + height: 300px; + padding: 10px 0 50px; +} + +.chartLabel { + display: inline-block; + padding-left: 60px; + padding-bottom: 20px; +} +.linkText { + border-radius: 6px; + padding: 6px 10px; + background-color: #eff8ff; + border: 1px; +} diff --git a/web/src/components/api-service/chat-overview-modal/index.tsx b/web/src/components/api-service/chat-overview-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..e14a53c014dbedda347c433c084af71a1323bdd1 --- /dev/null +++ b/web/src/components/api-service/chat-overview-modal/index.tsx @@ -0,0 +1,148 @@ +import LineChart from '@/components/line-chart'; +import { useFetchNextStats } from '@/hooks/chat-hooks'; +import { useSetModalState, useTranslate } from '@/hooks/common-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { IStats } from '@/interfaces/database/chat'; +import { formatDate } from '@/utils/date'; +import { Button, Card, DatePicker, Flex, Modal, Space, Typography } from 'antd'; +import { RangePickerProps } from 'antd/es/date-picker'; +import dayjs from 'dayjs'; +import camelCase from 'lodash/camelCase'; +import ChatApiKeyModal from '../chat-api-key-modal'; +import EmbedModal from '../embed-modal'; +import { + usePreviewChat, + useSelectChartStatsList, + useShowEmbedModal, +} from '../hooks'; +import styles from './index.less'; + +const { Paragraph } = Typography; +const { RangePicker } = DatePicker; + +const StatsLineChart = ({ statsType }: { statsType: keyof IStats }) => { + const { t } = useTranslate('chat'); + const chartList = useSelectChartStatsList(); + const list = + chartList[statsType]?.map((x) => ({ + ...x, + xAxis: formatDate(x.xAxis), + })) ?? []; + + return ( +
+ {t(camelCase(statsType))} + +
+ ); +}; + +const ChatOverviewModal = ({ + visible, + hideModal, + id, + name = '', + idKey, +}: IModalProps & { id: string; name?: string; idKey: string }) => { + const { t } = useTranslate('chat'); + const { + visible: apiKeyVisible, + hideModal: hideApiKeyModal, + showModal: showApiKeyModal, + } = useSetModalState(); + const { + embedVisible, + hideEmbedModal, + showEmbedModal, + embedToken, + errorContextHolder, + } = useShowEmbedModal(id, idKey); + + const { pickerValue, setPickerValue } = useFetchNextStats(); + + const disabledDate: RangePickerProps['disabledDate'] = (current) => { + return current && current > dayjs().endOf('day'); + }; + + const { handlePreview, contextHolder } = usePreviewChat(id, idKey); + + return ( + <> + + + + + {t('serviceApiEndpoint')} + + {location.origin} + /v1/api/ + + + + + + + + + + + + + + + + + + + + {t('dateRange')} + + +
+ + + + + + +
+ + {apiKeyVisible && ( + + )} + + {contextHolder} + {errorContextHolder} + + + ); +}; + +export default ChatOverviewModal; diff --git a/web/src/components/api-service/embed-modal/index.less b/web/src/components/api-service/embed-modal/index.less new file mode 100644 index 0000000000000000000000000000000000000000..5e807d8526efffbc85a64b26ae96d7eb20f85488 --- /dev/null +++ b/web/src/components/api-service/embed-modal/index.less @@ -0,0 +1,8 @@ +.codeCard { + .clearCardBody(); +} + +.codeText { + padding: 10px; + background-color: #e8e8ea; +} diff --git a/web/src/components/api-service/embed-modal/index.tsx b/web/src/components/api-service/embed-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..7c142b7205f907d621499d0826ac20b7b67c2b85 --- /dev/null +++ b/web/src/components/api-service/embed-modal/index.tsx @@ -0,0 +1,70 @@ +import CopyToClipboard from '@/components/copy-to-clipboard'; +import HightLightMarkdown from '@/components/highlight-markdown'; +import { useTranslate } from '@/hooks/common-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { Card, Modal, Tabs, TabsProps } from 'antd'; +import styles from './index.less'; + +const EmbedModal = ({ + visible, + hideModal, + token = '', +}: IModalProps & { token: string }) => { + const { t } = useTranslate('chat'); + + const text = ` + ~~~ html + +~~~ + `; + + const items: TabsProps['items'] = [ + { + key: '1', + label: t('fullScreenTitle'), + children: ( + } + className={styles.codeCard} + > + {text} + + ), + }, + { + key: '2', + label: t('partialTitle'), + children: t('comingSoon'), + }, + { + key: '3', + label: t('extensionTitle'), + children: t('comingSoon'), + }, + ]; + + const onChange = (key: string) => { + console.log(key); + }; + + return ( + + + + ); +}; + +export default EmbedModal; diff --git a/web/src/components/api-service/hooks.ts b/web/src/components/api-service/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..4ca1b37a9a0e87032d2706b00e8bf4197b57beca --- /dev/null +++ b/web/src/components/api-service/hooks.ts @@ -0,0 +1,151 @@ +import { + useCreateNextToken, + useFetchNextStats, + useFetchTokenList, + useRemoveNextToken, +} from '@/hooks/chat-hooks'; +import { + useSetModalState, + useShowDeleteConfirm, + useTranslate, +} from '@/hooks/common-hooks'; +import { IStats } from '@/interfaces/database/chat'; +import { message } from 'antd'; +import { useCallback } from 'react'; + +export const useOperateApiKey = (dialogId: string, idKey: string) => { + const { removeToken } = useRemoveNextToken(); + const { createToken, loading: creatingLoading } = useCreateNextToken(); + const { data: tokenList, loading: listLoading } = useFetchTokenList({ + [idKey]: dialogId, + }); + + const showDeleteConfirm = useShowDeleteConfirm(); + + const onRemoveToken = (token: string, tenantId: string) => { + showDeleteConfirm({ + onOk: () => removeToken({ dialogId, tokens: [token], tenantId }), + }); + }; + + const onCreateToken = useCallback(() => { + createToken({ [idKey]: dialogId }); + }, [createToken, idKey, dialogId]); + + return { + removeToken: onRemoveToken, + createToken: onCreateToken, + tokenList, + creatingLoading, + listLoading, + }; +}; + +type ChartStatsType = { + [k in keyof IStats]: Array<{ xAxis: string; yAxis: number }>; +}; + +export const useSelectChartStatsList = (): ChartStatsType => { + const { data: stats } = useFetchNextStats(); + + return Object.keys(stats).reduce((pre, cur) => { + const item = stats[cur as keyof IStats]; + if (item.length > 0) { + pre[cur as keyof IStats] = item.map((x) => ({ + xAxis: x[0] as string, + yAxis: x[1] as number, + })); + } + return pre; + }, {} as ChartStatsType); +}; + +export const useShowTokenEmptyError = () => { + const [messageApi, contextHolder] = message.useMessage(); + const { t } = useTranslate('chat'); + + const showTokenEmptyError = useCallback(() => { + messageApi.error(t('tokenError')); + }, [messageApi, t]); + return { showTokenEmptyError, contextHolder }; +}; + +const getUrlWithToken = (token: string) => { + const { protocol, host } = window.location; + return `${protocol}//${host}/chat/share?shared_id=${token}`; +}; + +const useFetchTokenListBeforeOtherStep = (dialogId: string, idKey: string) => { + const { showTokenEmptyError, contextHolder } = useShowTokenEmptyError(); + + const { data: tokenList, refetch } = useFetchTokenList({ [idKey]: dialogId }); + + const token = + Array.isArray(tokenList) && tokenList.length > 0 ? tokenList[0].token : ''; + + const handleOperate = useCallback(async () => { + const ret = await refetch(); + const list = ret.data; + if (Array.isArray(list) && list.length > 0) { + return list[0]?.token; + } else { + showTokenEmptyError(); + return false; + } + }, [showTokenEmptyError, refetch]); + + return { + token, + contextHolder, + handleOperate, + }; +}; + +export const useShowEmbedModal = (dialogId: string, idKey: string) => { + const { + visible: embedVisible, + hideModal: hideEmbedModal, + showModal: showEmbedModal, + } = useSetModalState(); + + const { handleOperate, token, contextHolder } = + useFetchTokenListBeforeOtherStep(dialogId, idKey); + + const handleShowEmbedModal = useCallback(async () => { + const succeed = await handleOperate(); + if (succeed) { + showEmbedModal(); + } + }, [handleOperate, showEmbedModal]); + + return { + showEmbedModal: handleShowEmbedModal, + hideEmbedModal, + embedVisible, + embedToken: token, + errorContextHolder: contextHolder, + }; +}; + +export const usePreviewChat = (dialogId: string, idKey: string) => { + const { handleOperate, contextHolder } = useFetchTokenListBeforeOtherStep( + dialogId, + idKey, + ); + + const open = useCallback((t: string) => { + window.open(getUrlWithToken(t), '_blank'); + }, []); + + const handlePreview = useCallback(async () => { + const token = await handleOperate(); + if (token) { + open(token); + } + }, [handleOperate, open]); + + return { + handlePreview, + contextHolder, + }; +}; diff --git a/web/src/components/chunk-method-modal/hooks.ts b/web/src/components/chunk-method-modal/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..9b76d1bcc5218e45037d3c573a6d890b1a041514 --- /dev/null +++ b/web/src/components/chunk-method-modal/hooks.ts @@ -0,0 +1,116 @@ +import { useSelectParserList } from '@/hooks/user-setting-hooks'; +import { useEffect, useMemo, useState } from 'react'; + +const ParserListMap = new Map([ + [ + ['pdf'], + [ + 'naive', + 'resume', + 'manual', + 'paper', + 'book', + 'laws', + 'presentation', + 'one', + 'qa', + 'knowledge_graph', + ], + ], + [ + ['doc', 'docx'], + [ + 'naive', + 'resume', + 'book', + 'laws', + 'one', + 'qa', + 'manual', + 'knowledge_graph' + ], + ], + [ + ['xlsx', 'xls'], + ['naive', 'qa', 'table', 'one', 'knowledge_graph'], + ], + [['ppt', 'pptx'], ['presentation']], + [ + ['jpg', 'jpeg', 'png', 'gif', 'bmp', 'tif', 'tiff', 'webp', 'svg', 'ico'], + ['picture'], + ], + [ + ['txt'], + [ + 'naive', + 'resume', + 'book', + 'laws', + 'one', + 'qa', + 'table', + 'knowledge_graph', + ], + ], + [ + ['csv'], + [ + 'naive', + 'resume', + 'book', + 'laws', + 'one', + 'qa', + 'table', + 'knowledge_graph', + ], + ], + [['md'], ['naive', 'qa', 'knowledge_graph']], + [['json'], ['naive', 'knowledge_graph']], + [['eml'], ['email']] +]); + +const getParserList = ( + values: string[], + parserList: Array<{ + value: string; + label: string; + }>, +) => { + return parserList.filter((x) => values?.some((y) => y === x.value)); +}; + +export const useFetchParserListOnMount = ( + documentId: string, + parserId: string, + documentExtension: string, +) => { + const [selectedTag, setSelectedTag] = useState(''); + const parserList = useSelectParserList(); + + const nextParserList = useMemo(() => { + const key = [...ParserListMap.keys()].find((x) => + x.some((y) => y === documentExtension), + ); + if (key) { + const values = ParserListMap.get(key); + return getParserList(values ?? [], parserList); + } + + return getParserList( + ['naive', 'resume', 'book', 'laws', 'one', 'qa', 'table'], + parserList, + ); + }, [parserList, documentExtension]); + + useEffect(() => { + setSelectedTag(parserId); + }, [parserId, documentId]); + + const handleChange = (tag: string) => { + // const nextSelectedTag = checked ? tag : selectedTag; + setSelectedTag(tag); + }; + + return { parserList: nextParserList, handleChange, selectedTag }; +}; diff --git a/web/src/components/chunk-method-modal/index.less b/web/src/components/chunk-method-modal/index.less new file mode 100644 index 0000000000000000000000000000000000000000..ec79449bf3838ee1ceed3c66171ff5aedb629467 --- /dev/null +++ b/web/src/components/chunk-method-modal/index.less @@ -0,0 +1,14 @@ +.pageInputNumber { + width: 220px; +} + +.questionIcon { + margin-inline-start: 4px; + color: rgba(0, 0, 0, 0.45); + cursor: help; + writing-mode: horizontal-tb; +} + +.chunkMethod { + margin-bottom: 0; +} diff --git a/web/src/components/chunk-method-modal/index.tsx b/web/src/components/chunk-method-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..5deca9f40aeb1218ff044044865a36ae83fe6ccd --- /dev/null +++ b/web/src/components/chunk-method-modal/index.tsx @@ -0,0 +1,280 @@ +import MaxTokenNumber from '@/components/max-token-number'; +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { IKnowledgeFileParserConfig } from '@/interfaces/database/knowledge'; +import { IChangeParserConfigRequestBody } from '@/interfaces/request/document'; +import { + MinusCircleOutlined, + PlusOutlined, + QuestionCircleOutlined, +} from '@ant-design/icons'; +import { + Button, + Divider, + Form, + InputNumber, + Modal, + Select, + Space, + Tooltip, +} from 'antd'; +import omit from 'lodash/omit'; +import React, { useEffect, useMemo } from 'react'; +import { useFetchParserListOnMount } from './hooks'; + +import { useTranslate } from '@/hooks/common-hooks'; +import EntityTypesItem from '../entity-types-item'; +import LayoutRecognize from '../layout-recognize'; +import ParseConfiguration, { + showRaptorParseConfiguration, +} from '../parse-configuration'; +import styles from './index.less'; + +interface IProps extends Omit { + loading: boolean; + onOk: ( + parserId: string, + parserConfig: IChangeParserConfigRequestBody, + ) => void; + showModal?(): void; + parserId: string; + parserConfig: IKnowledgeFileParserConfig; + documentExtension: string; + documentId: string; +} + +const hidePagesChunkMethods = [ + 'qa', + 'table', + 'picture', + 'resume', + 'one', + 'knowledge_graph', +]; + +const ChunkMethodModal: React.FC = ({ + documentId, + parserId, + onOk, + hideModal, + visible, + documentExtension, + parserConfig, + loading, +}) => { + const { parserList, handleChange, selectedTag } = useFetchParserListOnMount( + documentId, + parserId, + documentExtension, + ); + const [form] = Form.useForm(); + const { t } = useTranslate('knowledgeDetails'); + + const handleOk = async () => { + const values = await form.validateFields(); + const parser_config = { + ...values.parser_config, + pages: values.pages?.map((x: any) => [x.from, x.to]) ?? [], + }; + onOk(selectedTag, parser_config); + }; + + const isPdf = documentExtension === 'pdf'; + + const showPages = useMemo(() => { + return isPdf && hidePagesChunkMethods.every((x) => x !== selectedTag); + }, [selectedTag, isPdf]); + + const showOne = useMemo(() => { + return ( + isPdf && + hidePagesChunkMethods + .filter((x) => x !== 'one' && x !== 'knowledge_graph') + .every((x) => x !== selectedTag) + ); + }, [selectedTag, isPdf]); + + const showMaxTokenNumber = selectedTag === 'naive'; + + const hideDivider = [showPages, showOne, showMaxTokenNumber].every( + (x) => x === false, + ); + + const showEntityTypes = selectedTag === 'knowledge_graph'; + + const afterClose = () => { + form.resetFields(); + }; + + useEffect(() => { + if (visible) { + const pages = + parserConfig.pages?.map((x) => ({ from: x[0], to: x[1] })) ?? []; + form.setFieldsValue({ + pages: pages.length > 0 ? pages : [{ from: 1, to: 1024 }], + parser_config: omit(parserConfig, 'pages'), + }); + } + }, [form, parserConfig, visible]); + + return ( + + + + + ) : ( + + + + )} + + ); +}; + +export default EditTag; diff --git a/web/src/components/editable-cell.tsx b/web/src/components/editable-cell.tsx new file mode 100644 index 0000000000000000000000000000000000000000..f8b65cf9f73313a272cde6a27481328962db94bd --- /dev/null +++ b/web/src/components/editable-cell.tsx @@ -0,0 +1,103 @@ +import { Form, FormInstance, Input, InputRef } from 'antd'; +import React, { useContext, useEffect, useRef, useState } from 'react'; + +const EditableContext = React.createContext | null>(null); + +interface EditableRowProps { + index: number; +} + +interface Item { + key: string; + name: string; + age: string; + address: string; +} + +export const EditableRow: React.FC = ({ + index, + ...props +}) => { + const [form] = Form.useForm(); + return ( +
+ + + + + ); +}; + +interface EditableCellProps { + title: React.ReactNode; + editable: boolean; + children: React.ReactNode; + dataIndex: keyof Item; + record: Item; + handleSave: (record: Item) => void; +} + +export const EditableCell: React.FC = ({ + title, + editable, + children, + dataIndex, + record, + handleSave, + ...restProps +}) => { + const [editing, setEditing] = useState(false); + const inputRef = useRef(null); + const form = useContext(EditableContext)!; + + useEffect(() => { + if (editing) { + inputRef.current!.focus(); + } + }, [editing]); + + const toggleEdit = () => { + setEditing(!editing); + form.setFieldsValue({ [dataIndex]: record[dataIndex] }); + }; + + const save = async () => { + try { + const values = await form.validateFields(); + + toggleEdit(); + handleSave({ ...record, ...values }); + } catch (errInfo) { + console.log('Save failed:', errInfo); + } + }; + + let childNode = children; + + if (editable) { + childNode = editing ? ( + + + + ) : ( +
+ {children} +
+ ); + } + + return ; +}; diff --git a/web/src/components/entity-types-item.tsx b/web/src/components/entity-types-item.tsx new file mode 100644 index 0000000000000000000000000000000000000000..46314209b9f942fa7004816e3acda5eb8a51f7b5 --- /dev/null +++ b/web/src/components/entity-types-item.tsx @@ -0,0 +1,29 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Form } from 'antd'; +import EditTag from './edit-tag'; + +const initialEntityTypes = [ + 'organization', + 'person', + 'location', + 'event', + 'time', +]; + +const EntityTypesItem = () => { + const { t } = useTranslate('knowledgeConfiguration'); + return ( + + + + ); +}; + +export default EntityTypesItem; diff --git a/web/src/components/file-upload-modal/index.less b/web/src/components/file-upload-modal/index.less new file mode 100644 index 0000000000000000000000000000000000000000..8472339fed6bca501b30835d8eb117564d28bc69 --- /dev/null +++ b/web/src/components/file-upload-modal/index.less @@ -0,0 +1,13 @@ +.uploader { + :global { + .ant-upload-list { + max-height: 40vh; + overflow-y: auto; + } + } +} + +.uploadLimit { + color: red; + font-size: 12px; +} diff --git a/web/src/components/file-upload-modal/index.tsx b/web/src/components/file-upload-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1d827af784a934e6386161a8d940f1c1231c669b --- /dev/null +++ b/web/src/components/file-upload-modal/index.tsx @@ -0,0 +1,142 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { InboxOutlined } from '@ant-design/icons'; +import { + Flex, + Modal, + Segmented, + Tabs, + TabsProps, + Upload, + UploadFile, + UploadProps, +} from 'antd'; +import { Dispatch, SetStateAction, useState } from 'react'; + +import styles from './index.less'; + +const { Dragger } = Upload; + +const FileUpload = ({ + directory, + fileList, + setFileList, +}: { + directory: boolean; + fileList: UploadFile[]; + setFileList: Dispatch>; +}) => { + const { t } = useTranslate('fileManager'); + const props: UploadProps = { + multiple: true, + onRemove: (file) => { + const index = fileList.indexOf(file); + const newFileList = fileList.slice(); + newFileList.splice(index, 1); + setFileList(newFileList); + }, + beforeUpload: (file) => { + setFileList((pre) => { + return [...pre, file]; + }); + + return false; + }, + directory, + fileList, + }; + + return ( + +

+ +

+

{t('uploadTitle')}

+

{t('uploadDescription')}

+ {false &&

{t('uploadLimit')}

} + + ); +}; + +const FileUploadModal = ({ + visible, + hideModal, + loading, + onOk: onFileUploadOk, +}: IModalProps) => { + const { t } = useTranslate('fileManager'); + const [value, setValue] = useState('local'); + const [fileList, setFileList] = useState([]); + const [directoryFileList, setDirectoryFileList] = useState([]); + + const clearFileList = () => { + setFileList([]); + setDirectoryFileList([]); + }; + + const onOk = async () => { + const ret = await onFileUploadOk?.([...fileList, ...directoryFileList]); + return ret; + }; + + const afterClose = () => { + clearFileList(); + }; + + const items: TabsProps['items'] = [ + { + key: '1', + label: t('file'), + children: ( + + ), + }, + { + key: '2', + label: t('directory'), + children: ( + + ), + }, + ]; + + return ( + <> + + + + {value === 'local' ? ( + + ) : ( + t('comingSoon', { keyPrefix: 'common' }) + )} + + + + ); +}; + +export default FileUploadModal; diff --git a/web/src/components/highlight-markdown/index.tsx b/web/src/components/highlight-markdown/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..7c393fa5c1f020011149b5124a984e1adfe9ca6e --- /dev/null +++ b/web/src/components/highlight-markdown/index.tsx @@ -0,0 +1,36 @@ +import Markdown from 'react-markdown'; +import SyntaxHighlighter from 'react-syntax-highlighter'; +import remarkGfm from 'remark-gfm'; + +const HightLightMarkdown = ({ + children, +}: { + children: string | null | undefined; +}) => { + return ( + + {String(children).replace(/\n$/, '')} + + ) : ( + + {children} + + ); + }, + } as any + } + > + {children} + + ); +}; + +export default HightLightMarkdown; diff --git a/web/src/components/image.tsx b/web/src/components/image.tsx new file mode 100644 index 0000000000000000000000000000000000000000..7cb0689681ed39419c64efcf1d53958ff382bc5b --- /dev/null +++ b/web/src/components/image.tsx @@ -0,0 +1,19 @@ +import { api_host } from '@/utils/api'; + +interface IImage { + id: string; + className: string; +} + +const Image = ({ id, className, ...props }: IImage) => { + return ( + + ); +}; + +export default Image; diff --git a/web/src/components/knowledge-base-item.tsx b/web/src/components/knowledge-base-item.tsx new file mode 100644 index 0000000000000000000000000000000000000000..155b09af7d4c235386c75ce24f7cf11c636e7a20 --- /dev/null +++ b/web/src/components/knowledge-base-item.tsx @@ -0,0 +1,37 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { useNextFetchKnowledgeList } from '@/hooks/knowledge-hooks'; +import { Form, Select } from 'antd'; + +const KnowledgeBaseItem = () => { + const { t } = useTranslate('chat'); + + const { list: knowledgeList } = useNextFetchKnowledgeList(true); + + const knowledgeOptions = knowledgeList.map((x) => ({ + label: x.name, + value: x.id, + })); + + return ( + + + + ); +}; + +export default KnowledgeBaseItem; diff --git a/web/src/components/layout-recognize.tsx b/web/src/components/layout-recognize.tsx new file mode 100644 index 0000000000000000000000000000000000000000..194580fb09867447d38f9e772eb11a25704506cf --- /dev/null +++ b/web/src/components/layout-recognize.tsx @@ -0,0 +1,19 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Switch } from 'antd'; + +const LayoutRecognize = () => { + const { t } = useTranslate('knowledgeDetails'); + return ( + + + + ); +}; + +export default LayoutRecognize; diff --git a/web/src/components/line-chart/index.tsx b/web/src/components/line-chart/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..81ae954b7827109e8828699638fa4070c610be2b --- /dev/null +++ b/web/src/components/line-chart/index.tsx @@ -0,0 +1,89 @@ +import { + CartesianGrid, + Legend, + Line, + LineChart, + ResponsiveContainer, + Tooltip, + XAxis, + YAxis, +} from 'recharts'; +import { CategoricalChartProps } from 'recharts/types/chart/generateCategoricalChart'; + +const data = [ + { + name: 'Page A', + uv: 4000, + pv: 2400, + }, + { + name: 'Page B', + uv: 3000, + pv: 1398, + }, + { + name: 'Page C', + uv: 2000, + pv: 9800, + }, + { + name: 'Page D', + uv: 2780, + pv: 3908, + }, + { + name: 'Page E', + uv: 1890, + pv: 4800, + }, + { + name: 'Page F', + uv: 2390, + pv: 3800, + }, + { + name: 'Page G', + uv: 3490, + pv: 4300, + }, +]; + +interface IProps extends CategoricalChartProps { + data?: Array<{ xAxis: string; yAxis: number }>; + showLegend?: boolean; +} + +const RagLineChart = ({ data, showLegend = false }: IProps) => { + return ( + + + + + + + {showLegend && } + + {/* */} + + + ); +}; + +export default RagLineChart; diff --git a/web/src/components/llm-select/index.tsx b/web/src/components/llm-select/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..e3b348be98d8b9e19704c89ce11ac196f628b739 --- /dev/null +++ b/web/src/components/llm-select/index.tsx @@ -0,0 +1,38 @@ +import { Popover, Select } from 'antd'; +import LlmSettingItems from '../llm-setting-items'; + +interface IProps { + id?: string; + value?: string; + onChange?: (value: string) => void; +} + +const LLMSelect = ({ id, value, onChange }: IProps) => { + const content = ( +
+ +
+ ); + + return ( + + + + + + + options={parameterOptions} + onChange={handleParametersChange} + /> + + + + + + + + {({ getFieldValue }) => { + const disabled = !getFieldValue('temperatureEnabled'); + return ( + <> + + + + + + + + + + ); + }} + + + + + + + + + + {({ getFieldValue }) => { + const disabled = !getFieldValue('topPEnabled'); + return ( + <> + + + + + + + + + + ); + }} + + + + + + + + + + {({ getFieldValue }) => { + const disabled = !getFieldValue('presencePenaltyEnabled'); + return ( + <> + + + + + + + + + + ); + }} + + + + + + + + + + {({ getFieldValue }) => { + const disabled = !getFieldValue('frequencyPenaltyEnabled'); + return ( + <> + + + + + + + + + + ); + }} + + + + + + + + + + {({ getFieldValue }) => { + const disabled = !getFieldValue('maxTokensEnabled'); + + return ( + <> + + + + + + + + + + ); + }} + + + + + ); +}; + +export default LlmSettingItems; diff --git a/web/src/components/max-token-number.tsx b/web/src/components/max-token-number.tsx new file mode 100644 index 0000000000000000000000000000000000000000..0095cdeabac2bedc6769be33be660ff62c4598bd --- /dev/null +++ b/web/src/components/max-token-number.tsx @@ -0,0 +1,32 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Flex, Form, InputNumber, Slider } from 'antd'; + +const MaxTokenNumber = () => { + const { t } = useTranslate('knowledgeConfiguration'); + + return ( + + + + + + + + + + + + + ); +}; + +export default MaxTokenNumber; diff --git a/web/src/components/message-item/index.less b/web/src/components/message-item/index.less new file mode 100644 index 0000000000000000000000000000000000000000..fd7b8ca55d03cf926e4992329992a4bb0b6dc39c --- /dev/null +++ b/web/src/components/message-item/index.less @@ -0,0 +1,60 @@ +.messageItem { + padding: 24px 0; + .messageItemSection { + display: inline-block; + } + .messageItemSectionLeft { + width: 80%; + } + .messageItemSectionRight { + width: 80%; + } + .messageItemContent { + display: inline-flex; + gap: 20px; + } + .messageItemContentReverse { + flex-direction: row-reverse; + } + .messageText { + .chunkText(); + padding: 0 14px; + background-color: rgba(249, 250, 251, 1); + word-break: break-all; + } + .messageTextBase() { + padding: 6px 10px; + border-radius: 8px; + & > p { + margin: 0; + } + } + .messageText { + .chunkText(); + .messageTextBase(); + background-color: #e6f4ff; + word-break: break-all; + } + .messageUserText { + .chunkText(); + .messageTextBase(); + background-color: rgb(248, 247, 247); + word-break: break-all; + text-align: justify; + } + .messageEmpty { + width: 300px; + } + + .thumbnailImg { + max-width: 20px; + } +} + +.messageItemLeft { + text-align: left; +} + +.messageItemRight { + text-align: right; +} diff --git a/web/src/components/message-item/index.tsx b/web/src/components/message-item/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..2f17e346002ed754bf38c50bd35acea733815ede --- /dev/null +++ b/web/src/components/message-item/index.tsx @@ -0,0 +1,134 @@ +import { ReactComponent as AssistantIcon } from '@/assets/svg/assistant.svg'; +import { MessageType } from '@/constants/chat'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useSelectFileThumbnails } from '@/hooks/knowledge-hooks'; +import { IReference, Message } from '@/interfaces/database/chat'; +import { IChunk } from '@/interfaces/database/knowledge'; +import classNames from 'classnames'; +import { useMemo } from 'react'; + +import MarkdownContent from '@/pages/chat/markdown-content'; +import { getExtension } from '@/utils/document-util'; +import { Avatar, Flex, List } from 'antd'; +import NewDocumentLink from '../new-document-link'; +import SvgIcon from '../svg-icon'; +import styles from './index.less'; + +interface IProps { + item: Message; + reference: IReference; + loading?: boolean; + nickname?: string; + avatar?: string; + clickDocumentButton?: (documentId: string, chunk: IChunk) => void; +} + +const MessageItem = ({ + item, + reference, + loading = false, + avatar = '', + nickname = '', + clickDocumentButton, +}: IProps) => { + const isAssistant = item.role === MessageType.Assistant; + const { t } = useTranslate('chat'); + const fileThumbnails = useSelectFileThumbnails(); + + const referenceDocumentList = useMemo(() => { + return reference?.doc_aggs ?? []; + }, [reference?.doc_aggs]); + + const content = useMemo(() => { + let text = item.content; + if (text === '') { + text = t('searching'); + } + return loading ? text?.concat('~~2$$') : text; + }, [item.content, loading, t]); + + return ( +
+
+
+ {item.role === MessageType.User ? ( + + ) : ( + + )} + + {isAssistant ? '' : nickname} +
+ +
+ {isAssistant && referenceDocumentList.length > 0 && ( + { + const fileThumbnail = fileThumbnails[item.doc_id]; + const fileExtension = getExtension(item.doc_name); + return ( + + + {fileThumbnail ? ( + + ) : ( + + )} + + + {item.doc_name} + + + + ); + }} + /> + )} + +
+
+
+ ); +}; + +export default MessageItem; diff --git a/web/src/components/modal-manager.tsx b/web/src/components/modal-manager.tsx new file mode 100644 index 0000000000000000000000000000000000000000..a3d16d1211ea5227ff33c9d0e1f64dd230fcad10 --- /dev/null +++ b/web/src/components/modal-manager.tsx @@ -0,0 +1,25 @@ +import { useState } from 'react'; + +export interface IModalManagerChildrenProps { + showModal(): void; + hideModal(): void; + visible: boolean; +} +interface IProps { + children: (props: IModalManagerChildrenProps) => React.ReactNode; +} + +const ModalManager = ({ children }: IProps) => { + const [visible, setVisible] = useState(false); + + const showModal = () => { + setVisible(true); + }; + const hideModal = () => { + setVisible(false); + }; + + return children({ visible, showModal, hideModal }); +}; + +export default ModalManager; diff --git a/web/src/components/new-document-link.tsx b/web/src/components/new-document-link.tsx new file mode 100644 index 0000000000000000000000000000000000000000..62a23dd5905cdc7e269a02360e006a29bc891273 --- /dev/null +++ b/web/src/components/new-document-link.tsx @@ -0,0 +1,48 @@ +import { + getExtension, + isSupportedPreviewDocumentType, +} from '@/utils/document-util'; +import React from 'react'; + +interface IProps extends React.PropsWithChildren { + link?: string; + preventDefault?: boolean; + color?: string; + documentName: string; + documentId?: string; + prefix?: string; +} + +const NewDocumentLink = ({ + children, + link, + preventDefault = false, + color = 'rgb(15, 79, 170)', + documentId, + documentName, + prefix = 'file', +}: IProps) => { + let nextLink = link; + const extension = getExtension(documentName); + if (!link) { + nextLink = `/document/${documentId}?ext=${extension}&prefix=${prefix}`; + } + + return ( + e.preventDefault() + } + href={nextLink} + rel="noreferrer" + style={{ color, wordBreak: 'break-all' }} + > + {children} + + ); +}; + +export default NewDocumentLink; diff --git a/web/src/components/operate-dropdown/index.less b/web/src/components/operate-dropdown/index.less new file mode 100644 index 0000000000000000000000000000000000000000..8c3dcd72be1f2e14e44dd20866f72a16f45fafaf --- /dev/null +++ b/web/src/components/operate-dropdown/index.less @@ -0,0 +1,4 @@ +.delete { + // height: 24px; + display: inline-block; +} diff --git a/web/src/components/operate-dropdown/index.tsx b/web/src/components/operate-dropdown/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..40877fc5ad8bd2b470f546e5efc59d9882ba5f66 --- /dev/null +++ b/web/src/components/operate-dropdown/index.tsx @@ -0,0 +1,85 @@ +import { useShowDeleteConfirm } from '@/hooks/common-hooks'; +import { DeleteOutlined, MoreOutlined } from '@ant-design/icons'; +import { Dropdown, MenuProps, Space } from 'antd'; +import { useTranslation } from 'react-i18next'; + +import React, { useMemo } from 'react'; +import styles from './index.less'; + +interface IProps { + deleteItem: () => Promise | void; + iconFontSize?: number; + iconFontColor?: string; + items?: MenuProps['items']; + height?: number; + needsDeletionValidation?: boolean; +} + +const OperateDropdown = ({ + deleteItem, + children, + iconFontSize = 30, + iconFontColor = 'gray', + items: otherItems = [], + height = 24, + needsDeletionValidation = true, +}: React.PropsWithChildren) => { + const { t } = useTranslation(); + const showDeleteConfirm = useShowDeleteConfirm(); + + const handleDelete = () => { + if (needsDeletionValidation) { + showDeleteConfirm({ onOk: deleteItem }); + } else { + deleteItem(); + } + }; + + const handleDropdownMenuClick: MenuProps['onClick'] = ({ domEvent, key }) => { + domEvent.preventDefault(); + domEvent.stopPropagation(); + if (key === '1') { + handleDelete(); + } + }; + + const items: MenuProps['items'] = useMemo(() => { + return [ + { + key: '1', + label: ( + + {t('common.delete')} + + + ), + }, + ...otherItems, + ]; + }, [t, otherItems]); + + return ( + + {children || ( + + + + )} + + ); +}; + +export default OperateDropdown; diff --git a/web/src/components/parse-configuration/index.tsx b/web/src/components/parse-configuration/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..f7bb843789682436d00bdfb6d23cfc23290304e3 --- /dev/null +++ b/web/src/components/parse-configuration/index.tsx @@ -0,0 +1,212 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { PlusOutlined } from '@ant-design/icons'; +import { + Button, + Divider, + Flex, + Form, + Input, + InputNumber, + Slider, + Switch, +} from 'antd'; +import random from 'lodash/random'; + +export const excludedParseMethods = [ + 'table', + 'resume', + 'one', + 'picture', + 'knowledge_graph', +]; + +export const showRaptorParseConfiguration = (parserId: string) => { + return !excludedParseMethods.includes(parserId); +}; + +// The three types "table", "resume" and "one" do not display this configuration. +const ParseConfiguration = () => { + const form = Form.useFormInstance(); + const { t } = useTranslate('knowledgeConfiguration'); + + const handleGenerate = () => { + form.setFieldValue( + ['parser_config', 'raptor', 'random_seed'], + random(10000), + ); + }; + + return ( + <> + + + + + + prevValues.parser_config.raptor.use_raptor !== + curValues.parser_config.raptor.use_raptor + } + > + {({ getFieldValue }) => { + const useRaptor = getFieldValue([ + 'parser_config', + 'raptor', + 'use_raptor', + ]); + + return ( + useRaptor && ( + <> + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + ) + ); + }} + + + ); +}; + +export default ParseConfiguration; diff --git a/web/src/components/pdf-previewer/hooks.ts b/web/src/components/pdf-previewer/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..80bc641688ec465b4615e3417301de12c7f80407 --- /dev/null +++ b/web/src/components/pdf-previewer/hooks.ts @@ -0,0 +1,18 @@ +import axios from 'axios'; +import { useCallback, useEffect, useState } from 'react'; + +export const useCatchDocumentError = (url: string) => { + const [error, setError] = useState(''); + + const fetchDocument = useCallback(async () => { + const { data } = await axios.get(url); + if (data.retcode !== 0) { + setError(data?.retmsg); + } + }, [url]); + useEffect(() => { + fetchDocument(); + }, [fetchDocument]); + + return error; +}; diff --git a/web/src/components/pdf-previewer/index.less b/web/src/components/pdf-previewer/index.less new file mode 100644 index 0000000000000000000000000000000000000000..b651993425272fe69852ede84770a90fc73e6267 --- /dev/null +++ b/web/src/components/pdf-previewer/index.less @@ -0,0 +1,12 @@ +.documentContainer { + width: 100%; + height: 100%; + position: relative; + :global(.PdfHighlighter) { + overflow-x: hidden; + } + :global(.Highlight--scrolledTo .Highlight__part) { + overflow-x: hidden; + background-color: rgba(255, 226, 143, 1); + } +} diff --git a/web/src/components/pdf-previewer/index.tsx b/web/src/components/pdf-previewer/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..6c470aad926bad840e3ae8136fb1af66a46c770b --- /dev/null +++ b/web/src/components/pdf-previewer/index.tsx @@ -0,0 +1,134 @@ +import { + useGetChunkHighlights, + useGetDocumentUrl, +} from '@/hooks/document-hooks'; +import { IChunk } from '@/interfaces/database/knowledge'; +import { Skeleton } from 'antd'; +import { useEffect, useRef, useState } from 'react'; +import { + AreaHighlight, + Highlight, + IHighlight, + PdfHighlighter, + PdfLoader, + Popup, +} from 'react-pdf-highlighter'; + +import FileError from '@/pages/document-viewer/file-error'; +import { useCatchDocumentError } from './hooks'; +import styles from './index.less'; + +interface IProps { + chunk: IChunk; + documentId: string; + visible: boolean; +} + +const HighlightPopup = ({ + comment, +}: { + comment: { text: string; emoji: string }; +}) => + comment.text ? ( +
+ {comment.emoji} {comment.text} +
+ ) : null; + +const DocumentPreviewer = ({ chunk, documentId, visible }: IProps) => { + const getDocumentUrl = useGetDocumentUrl(documentId); + const { highlights: state, setWidthAndHeight } = useGetChunkHighlights(chunk); + const ref = useRef<(highlight: IHighlight) => void>(() => {}); + const [loaded, setLoaded] = useState(false); + const url = getDocumentUrl(); + const error = useCatchDocumentError(url); + + const resetHash = () => {}; + + useEffect(() => { + setLoaded(visible); + }, [visible]); + + useEffect(() => { + if (state.length > 0 && loaded) { + setLoaded(false); + ref.current(state[0]); + } + }, [state, loaded]); + + return ( +
+ } + workerSrc="/pdfjs-dist/pdf.worker.min.js" + errorMessage={{error}} + > + {(pdfDocument) => { + pdfDocument.getPage(1).then((page) => { + const viewport = page.getViewport({ scale: 1 }); + const width = viewport.width; + const height = viewport.height; + setWidthAndHeight(width, height); + }); + + return ( + event.altKey} + onScrollChange={resetHash} + scrollRef={(scrollTo) => { + ref.current = scrollTo; + setLoaded(true); + }} + onSelectionFinished={() => null} + highlightTransform={( + highlight, + index, + setTip, + hideTip, + viewportToScaled, + screenshot, + isScrolledTo, + ) => { + const isTextHighlight = !Boolean( + highlight.content && highlight.content.image, + ); + + const component = isTextHighlight ? ( + + ) : ( + {}} + /> + ); + + return ( + } + onMouseOver={(popupContent) => + setTip(highlight, () => popupContent) + } + onMouseOut={hideTip} + key={index} + > + {component} + + ); + }} + highlights={state} + /> + ); + }} + +
+ ); +}; + +export default DocumentPreviewer; diff --git a/web/src/components/rename-modal/index.tsx b/web/src/components/rename-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..8ac963d8907b33ed77d6432bc80a2adc97a760a0 --- /dev/null +++ b/web/src/components/rename-modal/index.tsx @@ -0,0 +1,82 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Modal } from 'antd'; +import { useEffect } from 'react'; +import { IModalManagerChildrenProps } from '../modal-manager'; + +interface IProps extends Omit { + loading: boolean; + initialName: string; + onOk: (name: string) => void; + showModal?(): void; +} + +const RenameModal = ({ + visible, + hideModal, + loading, + initialName, + onOk, +}: IProps) => { + const [form] = Form.useForm(); + const { t } = useTranslate('common'); + + type FieldType = { + name?: string; + }; + + const handleOk = async () => { + const ret = await form.validateFields(); + + return onOk(ret.name); + }; + + const handleCancel = () => { + hideModal(); + }; + + const onFinish = (values: any) => { + console.log('Success:', values); + }; + + const onFinishFailed = (errorInfo: any) => { + console.log('Failed:', errorInfo); + }; + + useEffect(() => { + if (visible) { + form.setFieldValue('name', initialName); + } + }, [initialName, form, visible]); + + return ( + +
+ + label={t('name')} + name="name" + rules={[{ required: true, message: t('namePlaceholder') }]} + > + + + + + ); +}; + +export default RenameModal; diff --git a/web/src/components/rerank.tsx b/web/src/components/rerank.tsx new file mode 100644 index 0000000000000000000000000000000000000000..3ef89b877ccab9897fb9b8d3ce4487c3ab82443e --- /dev/null +++ b/web/src/components/rerank.tsx @@ -0,0 +1,57 @@ +import { LlmModelType } from '@/constants/knowledge'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useSelectLlmOptionsByModelType } from '@/hooks/llm-hooks'; +import { Form, Select, Slider } from 'antd'; + +type FieldType = { + rerank_id?: string; + top_k?: number; +}; + +export const RerankItem = () => { + const { t } = useTranslate('knowledgeDetails'); + const allOptions = useSelectLlmOptionsByModelType(); + + return ( + + } + allowClear + onChange={handleInputChange} + onBlur={handleSearchBlur} + value={searchString} + /> + ) : ( + + + ), + }, + { type: 'divider' }, + // { + // key: '2', + // onClick: showWebCrawlModal, + // label: ( + //
+ // + //
+ // ), + // }, + { type: 'divider' }, + { + key: '3', + onClick: showCreateModal, + label: ( +
+ +
+ ), + }, + ]; + }, [showDocumentUploadModal, showCreateModal, t]); + + const handleDelete = useCallback(() => { + showDeleteConfirm({ + onOk: () => { + removeDocument(selectedRowKeys); + }, + }); + }, [removeDocument, showDeleteConfirm, selectedRowKeys]); + + const runDocument = useCallback( + (run: number) => { + runDocumentByIds({ + doc_ids: selectedRowKeys, + run, + knowledgeBaseId: knowledgeId, + }); + }, + [runDocumentByIds, selectedRowKeys, knowledgeId], + ); + + const handleRunClick = useCallback(() => { + runDocument(1); + }, [runDocument]); + + const handleCancelClick = useCallback(() => { + runDocument(2); + }, [runDocument]); + + const onChangeStatus = useCallback( + (enabled: boolean) => { + selectedRowKeys.forEach((id) => { + changeStatus(enabled, id); + }); + }, + [selectedRowKeys, changeStatus], + ); + + const handleEnableClick = useCallback(() => { + onChangeStatus(true); + }, [onChangeStatus]); + + const handleDisableClick = useCallback(() => { + onChangeStatus(false); + }, [onChangeStatus]); + + const disabled = selectedRowKeys.length === 0; + + const items: MenuProps['items'] = useMemo(() => { + return [ + { + key: '0', + onClick: handleEnableClick, + label: ( + + + {t('enabled')} + + ), + }, + { + key: '1', + onClick: handleDisableClick, + label: ( + + + {t('disabled')} + + ), + }, + { type: 'divider' }, + { + key: '2', + onClick: handleRunClick, + label: ( + + + {t('run')} + + ), + }, + { + key: '3', + onClick: handleCancelClick, + label: ( + + + {t('cancel')} + + ), + }, + { type: 'divider' }, + { + key: '4', + onClick: handleDelete, + label: ( + + + + + {t('delete', { keyPrefix: 'common' })} + + ), + }, + ]; + }, [ + handleDelete, + handleRunClick, + handleCancelClick, + t, + handleDisableClick, + handleEnableClick, + ]); + + return ( +
+ + + + + } + /> + + + + + +
+ ); +}; + +export default DocumentToolbar; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/hooks.ts b/web/src/pages/add-knowledge/components/knowledge-file/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..f4d6ec921494f6e42bdd9d195778c4950f2c0968 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/hooks.ts @@ -0,0 +1,349 @@ +import { useSetModalState, useTranslate } from '@/hooks/common-hooks'; +import { + useCreateDocument, + useFetchDocumentList, + useRunDocument, + useSaveDocumentName, + useSelectRunDocumentLoading, + useSetDocumentParser, + useUploadDocument, + useWebCrawl, +} from '@/hooks/document-hooks'; +import { useGetKnowledgeSearchParams } from '@/hooks/route-hook'; +import { useOneNamespaceEffectsLoading } from '@/hooks/store-hooks'; +import { Pagination } from '@/interfaces/common'; +import { IChangeParserConfigRequestBody } from '@/interfaces/request/document'; +import { getUnSupportedFilesCount } from '@/utils/document-util'; +import { PaginationProps, UploadFile } from 'antd'; +import { useCallback, useEffect, useMemo, useState } from 'react'; +import { useDispatch, useNavigate, useSelector } from 'umi'; +import { KnowledgeRouteKey } from './constant'; + +export const useFetchDocumentListOnMount = () => { + const { knowledgeId } = useGetKnowledgeSearchParams(); + const fetchDocumentList = useFetchDocumentList(); + const dispatch = useDispatch(); + + useEffect(() => { + if (knowledgeId) { + fetchDocumentList(); + dispatch({ + type: 'kFModel/pollGetDocumentList-start', + payload: knowledgeId, + }); + } + return () => { + dispatch({ + type: 'kFModel/pollGetDocumentList-stop', + }); + }; + }, [knowledgeId, dispatch, fetchDocumentList]); + + return { fetchDocumentList }; +}; + +export const useGetPagination = (fetchDocumentList: () => void) => { + const dispatch = useDispatch(); + const kFModel = useSelector((state: any) => state.kFModel); + const { t } = useTranslate('common'); + + const setPagination = useCallback( + (pageNumber = 1, pageSize?: number) => { + const pagination: Pagination = { + current: pageNumber, + } as Pagination; + if (pageSize) { + pagination.pageSize = pageSize; + } + dispatch({ + type: 'kFModel/setPagination', + payload: pagination, + }); + }, + [dispatch], + ); + + const onPageChange: PaginationProps['onChange'] = useCallback( + (pageNumber: number, pageSize: number) => { + setPagination(pageNumber, pageSize); + fetchDocumentList(); + }, + [fetchDocumentList, setPagination], + ); + + const pagination: PaginationProps = useMemo(() => { + return { + showQuickJumper: true, + total: kFModel.total, + showSizeChanger: true, + current: kFModel.pagination.current, + pageSize: kFModel.pagination.pageSize, + pageSizeOptions: [1, 2, 10, 20, 50, 100], + onChange: onPageChange, + showTotal: (total) => `${t('total')} ${total}`, + }; + }, [kFModel, onPageChange, t]); + + return { + pagination, + setPagination, + total: kFModel.total, + searchString: kFModel.searchString, + }; +}; + +export const useSelectDocumentListLoading = () => { + return useOneNamespaceEffectsLoading('kFModel', [ + 'getKfList', + 'updateDocumentStatus', + ]); +}; + +export const useNavigateToOtherPage = () => { + const navigate = useNavigate(); + const { knowledgeId } = useGetKnowledgeSearchParams(); + + const linkToUploadPage = useCallback(() => { + navigate(`/knowledge/dataset/upload?id=${knowledgeId}`); + }, [navigate, knowledgeId]); + + const toChunk = useCallback( + (id: string) => { + navigate( + `/knowledge/${KnowledgeRouteKey.Dataset}/chunk?id=${knowledgeId}&doc_id=${id}`, + ); + }, + [navigate, knowledgeId], + ); + + return { linkToUploadPage, toChunk }; +}; + +export const useHandleSearchChange = (setPagination: () => void) => { + const dispatch = useDispatch(); + const { knowledgeId } = useGetKnowledgeSearchParams(); + + const throttledGetDocumentList = useCallback(() => { + dispatch({ + type: 'kFModel/throttledGetDocumentList', + payload: knowledgeId, + }); + }, [dispatch, knowledgeId]); + + const handleInputChange = useCallback( + (e: React.ChangeEvent) => { + const value = e.target.value; + dispatch({ type: 'kFModel/setSearchString', payload: value }); + setPagination(); + throttledGetDocumentList(); + }, + [setPagination, throttledGetDocumentList, dispatch], + ); + + return { handleInputChange }; +}; + +export const useRenameDocument = (documentId: string) => { + const saveName = useSaveDocumentName(); + + const { + visible: renameVisible, + hideModal: hideRenameModal, + showModal: showRenameModal, + } = useSetModalState(); + const loading = useOneNamespaceEffectsLoading('kFModel', ['document_rename']); + + const onRenameOk = useCallback( + async (name: string) => { + const ret = await saveName(documentId, name); + if (ret === 0) { + hideRenameModal(); + } + }, + [hideRenameModal, saveName, documentId], + ); + + return { + renameLoading: loading, + onRenameOk, + renameVisible, + hideRenameModal, + showRenameModal, + }; +}; + +export const useCreateEmptyDocument = () => { + const createDocument = useCreateDocument(); + + const { + visible: createVisible, + hideModal: hideCreateModal, + showModal: showCreateModal, + } = useSetModalState(); + const loading = useOneNamespaceEffectsLoading('kFModel', ['document_create']); + + const onCreateOk = useCallback( + async (name: string) => { + const ret = await createDocument(name); + if (ret === 0) { + hideCreateModal(); + } + }, + [hideCreateModal, createDocument], + ); + + return { + createLoading: loading, + onCreateOk, + createVisible, + hideCreateModal, + showCreateModal, + }; +}; + +export const useChangeDocumentParser = (documentId: string) => { + const setDocumentParser = useSetDocumentParser(); + + const { + visible: changeParserVisible, + hideModal: hideChangeParserModal, + showModal: showChangeParserModal, + } = useSetModalState(); + const loading = useOneNamespaceEffectsLoading('kFModel', [ + 'document_change_parser', + ]); + + const onChangeParserOk = useCallback( + async (parserId: string, parserConfig: IChangeParserConfigRequestBody) => { + const ret = await setDocumentParser(parserId, documentId, parserConfig); + if (ret === 0) { + hideChangeParserModal(); + } + }, + [hideChangeParserModal, setDocumentParser, documentId], + ); + + return { + changeParserLoading: loading, + onChangeParserOk, + changeParserVisible, + hideChangeParserModal, + showChangeParserModal, + }; +}; + +export const useGetRowSelection = () => { + const [selectedRowKeys, setSelectedRowKeys] = useState([]); + + const rowSelection = { + selectedRowKeys, + onChange: (newSelectedRowKeys: React.Key[]) => { + setSelectedRowKeys(newSelectedRowKeys); + }, + }; + + return rowSelection; +}; + +export const useHandleUploadDocument = () => { + const { + visible: documentUploadVisible, + hideModal: hideDocumentUploadModal, + showModal: showDocumentUploadModal, + } = useSetModalState(); + const uploadDocument = useUploadDocument(); + + const onDocumentUploadOk = useCallback( + async (fileList: UploadFile[]): Promise => { + if (fileList.length > 0) { + const ret: any = await uploadDocument(fileList); + const count = getUnSupportedFilesCount(ret.retmsg); + /// 500 error code indicates that some file types are not supported + let retcode = ret.retcode; + if ( + ret.retcode === 0 || + (ret.retcode === 500 && count !== fileList.length) // Some files were not uploaded successfully, but some were uploaded successfully. + ) { + retcode = 0; + hideDocumentUploadModal(); + } + return retcode; + } + }, + [uploadDocument, hideDocumentUploadModal], + ); + + const loading = useOneNamespaceEffectsLoading('kFModel', ['upload_document']); + + return { + documentUploadLoading: loading, + onDocumentUploadOk, + documentUploadVisible, + hideDocumentUploadModal, + showDocumentUploadModal, + }; +}; + +export const useHandleWebCrawl = () => { + const { + visible: webCrawlUploadVisible, + hideModal: hideWebCrawlUploadModal, + showModal: showWebCrawlUploadModal, + } = useSetModalState(); + const webCrawl = useWebCrawl(); + + const onWebCrawlUploadOk = useCallback( + async (name: string, url: string) => { + const ret = await webCrawl(name, url); + if (ret === 0) { + hideWebCrawlUploadModal(); + return 0; + } + return -1; + }, + [webCrawl, hideWebCrawlUploadModal], + ); + + const loading = useOneNamespaceEffectsLoading('kFModel', ['web_crawl']); + + return { + webCrawlUploadLoading: loading, + onWebCrawlUploadOk, + webCrawlUploadVisible, + hideWebCrawlUploadModal, + showWebCrawlUploadModal, + }; +}; + +export const useHandleRunDocumentByIds = (id: string) => { + const loading = useSelectRunDocumentLoading(); + const runDocumentByIds = useRunDocument(); + const [currentId, setCurrentId] = useState(''); + const isLoading = loading && currentId !== '' && currentId === id; + + const handleRunDocumentByIds = async ( + documentId: string, + knowledgeBaseId: string, + isRunning: boolean, + ) => { + if (isLoading) { + return; + } + setCurrentId(documentId); + try { + await runDocumentByIds({ + doc_ids: [documentId], + run: isRunning ? 2 : 1, + knowledgeBaseId, + }); + setCurrentId(''); + } catch (error) { + setCurrentId(''); + } + }; + + return { + handleRunDocumentByIds, + loading: isLoading, + }; +}; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/index.less b/web/src/pages/add-knowledge/components/knowledge-file/index.less new file mode 100644 index 0000000000000000000000000000000000000000..fa817e1a8229291ba9e9a7443b6486333c84eaa0 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/index.less @@ -0,0 +1,54 @@ +.datasetWrapper { + padding: 30px 30px 0; + height: 100%; +} + +.documentTable { + tbody { + // height: calc(100vh - 508px); + } +} + +.filter { + height: 32px; + display: flex; + margin: 10px 0; + justify-content: space-between; + padding: 24px 0; + align-items: center; +} + +.deleteIconWrapper { + width: 22px; + text-align: center; +} + +.img { + height: 24px; + width: 24px; + display: inline-block; + vertical-align: middle; +} + +.column { + min-width: 200px; +} + +.toChunks { + cursor: pointer; +} + +.pageInputNumber { + width: 220px; +} + +.questionIcon { + margin-inline-start: 4px; + color: rgba(0, 0, 0, 0.45); + cursor: help; + writing-mode: horizontal-tb; +} + +.nameText { + color: #1677ff; +} diff --git a/web/src/pages/add-knowledge/components/knowledge-file/index.tsx b/web/src/pages/add-knowledge/components/knowledge-file/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..fc8e8c0c9539cc4872c3da2a369e5262cb513695 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/index.tsx @@ -0,0 +1,234 @@ +import ChunkMethodModal from '@/components/chunk-method-modal'; +import SvgIcon from '@/components/svg-icon'; +import { + useSelectDocumentList, + useSetDocumentStatus, +} from '@/hooks/document-hooks'; +import { useSetSelectedRecord } from '@/hooks/logic-hooks'; +import { useSelectParserList } from '@/hooks/user-setting-hooks'; +import { IKnowledgeFile } from '@/interfaces/database/knowledge'; +import { getExtension } from '@/utils/document-util'; +import { Divider, Flex, Switch, Table, Typography } from 'antd'; +import type { ColumnsType } from 'antd/es/table'; +import { useTranslation } from 'react-i18next'; +import CreateFileModal from './create-file-modal'; +import DocumentToolbar from './document-toolbar'; +import { + useChangeDocumentParser, + useCreateEmptyDocument, + useFetchDocumentListOnMount, + useGetPagination, + useGetRowSelection, + useHandleUploadDocument, + useHandleWebCrawl, + useNavigateToOtherPage, + useRenameDocument, +} from './hooks'; +import ParsingActionCell from './parsing-action-cell'; +import ParsingStatusCell from './parsing-status-cell'; +import RenameModal from './rename-modal'; +import WebCrawlModal from './web-crawl-modal'; + +import FileUploadModal from '@/components/file-upload-modal'; +import { formatDate } from '@/utils/date'; +import styles from './index.less'; + +const { Text } = Typography; + +const KnowledgeFile = () => { + const data = useSelectDocumentList(); + const { fetchDocumentList } = useFetchDocumentListOnMount(); + const parserList = useSelectParserList(); + const { pagination } = useGetPagination(fetchDocumentList); + const onChangeStatus = useSetDocumentStatus(); + const { toChunk } = useNavigateToOtherPage(); + const { currentRecord, setRecord } = useSetSelectedRecord(); + const { + renameLoading, + onRenameOk, + renameVisible, + hideRenameModal, + showRenameModal, + } = useRenameDocument(currentRecord.id); + const { + createLoading, + onCreateOk, + createVisible, + hideCreateModal, + showCreateModal, + } = useCreateEmptyDocument(); + const { + changeParserLoading, + onChangeParserOk, + changeParserVisible, + hideChangeParserModal, + showChangeParserModal, + } = useChangeDocumentParser(currentRecord.id); + const { + documentUploadVisible, + hideDocumentUploadModal, + showDocumentUploadModal, + onDocumentUploadOk, + documentUploadLoading, + } = useHandleUploadDocument(); + const { + webCrawlUploadVisible, + hideWebCrawlUploadModal, + showWebCrawlUploadModal, + onWebCrawlUploadOk, + webCrawlUploadLoading, + } = useHandleWebCrawl(); + const { t } = useTranslation('translation', { + keyPrefix: 'knowledgeDetails', + }); + + const rowSelection = useGetRowSelection(); + + const columns: ColumnsType = [ + { + title: t('name'), + dataIndex: 'name', + key: 'name', + fixed: 'left', + render: (text: any, { id, thumbnail, name }) => ( +
toChunk(id)}> + + {thumbnail ? ( + + ) : ( + + )} + + {text} + + +
+ ), + }, + { + title: t('chunkNumber'), + dataIndex: 'chunk_num', + key: 'chunk_num', + }, + { + title: t('uploadDate'), + dataIndex: 'create_time', + key: 'create_time', + render(value) { + return formatDate(value); + }, + }, + { + title: t('chunkMethod'), + dataIndex: 'parser_id', + key: 'parser_id', + render: (text) => { + return parserList.find((x) => x.value === text)?.label; + }, + }, + { + title: t('enabled'), + key: 'status', + dataIndex: 'status', + render: (_, { status, id }) => ( + <> + { + onChangeStatus(e, id); + }} + /> + + ), + }, + { + title: t('parsingStatus'), + dataIndex: 'run', + key: 'run', + render: (text, record) => { + return ; + }, + }, + { + title: t('action'), + key: 'action', + render: (_, record) => ( + + ), + }, + ]; + + const finalColumns = columns.map((x) => ({ + ...x, + className: `${styles.column}`, + })); + + return ( +
+

{t('dataset')}

+

{t('datasetDescription')}

+ + +
{childNode}
+ + + + + + + ); +}; + +export default KnowledgeFile; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/model.ts b/web/src/pages/add-knowledge/components/knowledge-file/model.ts new file mode 100644 index 0000000000000000000000000000000000000000..508f5d660e2a52adb86422bd75dc4cc80ef5d7c8 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/model.ts @@ -0,0 +1,276 @@ +import { BaseState } from '@/interfaces/common'; +import { IKnowledgeFile } from '@/interfaces/database/knowledge'; +import i18n from '@/locales/config'; +import kbService, { getDocumentFile } from '@/services/knowledge-service'; +import { message } from 'antd'; +import omit from 'lodash/omit'; +import pick from 'lodash/pick'; +import { DvaModel } from 'umi'; + +export interface KFModelState extends BaseState { + tenantIfo: any; + data: IKnowledgeFile[]; + total: number; + currentRecord: Nullable; + fileThumbnails: Record; +} + +const model: DvaModel = { + namespace: 'kFModel', + state: { + tenantIfo: {}, + data: [], + total: 0, + currentRecord: null, + searchString: '', + pagination: { + current: 1, + pageSize: 10, + }, + fileThumbnails: {} as Record, + }, + reducers: { + updateState(state, { payload }) { + return { + ...state, + ...payload, + }; + }, + + setCurrentRecord(state, { payload }) { + return { ...state, currentRecord: payload }; + }, + setSearchString(state, { payload }) { + return { ...state, searchString: payload }; + }, + setPagination(state, { payload }) { + return { ...state, pagination: { ...state.pagination, ...payload } }; + }, + setFileThumbnails(state, { payload }) { + return { ...state, fileThumbnails: payload }; + }, + }, + effects: { + *createKf({ payload = {} }, { call }) { + const { data } = yield call(kbService.createKb, payload); + const { retcode } = data; + if (retcode === 0) { + message.success(i18n.t('message.created')); + } + }, + *updateKf({ payload = {} }, { call }) { + const { data } = yield call(kbService.updateKb, payload); + const { retcode } = data; + if (retcode === 0) { + message.success(i18n.t('message.modified')); + } + }, + *getKfDetail({ payload = {} }, { call }) { + const { data } = yield call(kbService.get_kb_detail, payload); + }, + *getKfList({ payload = {} }, { call, put, select }) { + const state: KFModelState = yield select((state: any) => state.kFModel); + const requestBody = { + ...payload, + page: state.pagination.current, + page_size: state.pagination.pageSize, + }; + if (state.searchString) { + requestBody['keywords'] = state.searchString; + } + const { data } = yield call(kbService.get_document_list, requestBody); + const { retcode, data: res } = data; + + if (retcode === 0) { + yield put({ + type: 'updateState', + payload: { + data: res.docs, + total: res.total, + }, + }); + } + }, + throttledGetDocumentList: [ + function* ({ payload }, { call, put }) { + yield put({ type: 'getKfList', payload: { kb_id: payload } }); + }, + { type: 'throttle', ms: 1000 }, // TODO: Provide type support for this effect + ], + pollGetDocumentList: [ + function* ({ payload }, { call, put }) { + yield put({ type: 'getKfList', payload: { kb_id: payload } }); + }, + { type: 'poll', delay: 15000 }, // TODO: Provide type support for this effect + ], + *updateDocumentStatus({ payload = {} }, { call, put }) { + const { data } = yield call( + kbService.document_change_status, + pick(payload, ['doc_id', 'status']), + ); + const { retcode } = data; + if (retcode === 0) { + message.success(i18n.t('message.modified')); + yield put({ + type: 'getKfList', + payload: { kb_id: payload.kb_id }, + }); + } + }, + *document_rm({ payload = {} }, { call, put }) { + const { data } = yield call(kbService.document_rm, { + doc_id: payload.doc_id, + }); + const { retcode } = data; + if (retcode === 0) { + message.success(i18n.t('message.deleted')); + yield put({ + type: 'getKfList', + payload: { kb_id: payload.kb_id }, + }); + } + return retcode; + }, + *document_rename({ payload = {} }, { call, put }) { + const { data } = yield call( + kbService.document_rename, + omit(payload, ['kb_id']), + ); + const { retcode } = data; + if (retcode === 0) { + message.success(i18n.t('message.renamed')); + + yield put({ + type: 'getKfList', + payload: { kb_id: payload.kb_id }, + }); + } + + return retcode; + }, + *document_create({ payload = {} }, { call, put }) { + const { data } = yield call(kbService.document_create, payload); + const { retcode } = data; + if (retcode === 0) { + yield put({ + type: 'getKfList', + payload: { kb_id: payload.kb_id }, + }); + + message.success(i18n.t('message.created')); + } + return retcode; + }, + *document_run({ payload = {} }, { call, put }) { + const { data } = yield call( + kbService.document_run, + omit(payload, ['knowledgeBaseId']), + ); + const { retcode } = data; + if (retcode === 0) { + if (payload.knowledgeBaseId) { + yield put({ + type: 'getKfList', + payload: { kb_id: payload.knowledgeBaseId }, + }); + } + message.success(i18n.t('message.operated')); + } + return retcode; + }, + *document_change_parser({ payload = {} }, { call, put }) { + const { data } = yield call( + kbService.document_change_parser, + omit(payload, ['kb_id']), + ); + const { retcode } = data; + if (retcode === 0) { + yield put({ + type: 'getKfList', + payload: { kb_id: payload.kb_id }, + }); + + message.success(i18n.t('message.modified')); + } + return retcode; + }, + *fetch_document_thumbnails({ payload = {} }, { call, put }) { + const { data } = yield call(kbService.document_thumbnails, payload); + if (data.retcode === 0) { + yield put({ type: 'setFileThumbnails', payload: data.data }); + } + }, + *fetch_document_file({ payload = {} }, { call }) { + const documentId = payload; + try { + const ret = yield call(getDocumentFile, documentId); + return ret; + } catch (error) { + console.warn(error); + } + }, + *upload_document({ payload = {} }, { call, put }) { + const fileList = payload.fileList; + const formData = new FormData(); + formData.append('kb_id', payload.kb_id); + fileList.forEach((file: any) => { + formData.append('file', file); + }); + + const { data } = yield call(kbService.document_upload, formData); + + const succeed = data.retcode === 0; + + if (succeed) { + message.success(i18n.t('message.uploaded')); + } + if (succeed || data.retcode === 500) { + yield put({ + type: 'getKfList', + payload: { kb_id: payload.kb_id }, + }); + } + return data; + }, + *web_crawl({ payload = {} }, { call, put }) { + const formData = new FormData(); + formData.append('name', payload.name); + formData.append('url', payload.url); + formData.append('kb_id', payload.kb_id); + + const { data } = yield call(kbService.web_crawl, formData); + + const succeed = data.retcode === 0; + + if (succeed) { + message.success(i18n.t('message.uploaded')); + } + if (succeed || data.retcode === 500) { + yield put({ + type: 'getKfList', + payload: { kb_id: payload.kb_id }, + }); + } + return data.retcode; + }, + }, + subscriptions: { + setup({ dispatch, history }) { + history.listen(({ location }) => { + const state: { from: string } = (location.state ?? { + from: '', + }) as { from: string }; + if ( + state.from === '/knowledge' || // TODO: Just directly determine whether the current page is on the knowledge list page. + location.pathname === '/knowledge/dataset/upload' + ) { + dispatch({ + type: 'setPagination', + payload: { current: 1, pageSize: 10 }, + }); + } + }); + }, + }, +}; +export default model; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/parsing-action-cell/index.less b/web/src/pages/add-knowledge/components/knowledge-file/parsing-action-cell/index.less new file mode 100644 index 0000000000000000000000000000000000000000..6353670fab6f8f4583b83c398f0274e596317180 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/parsing-action-cell/index.less @@ -0,0 +1,3 @@ +.iconButton { + padding: 4px 8px; +} diff --git a/web/src/pages/add-knowledge/components/knowledge-file/parsing-action-cell/index.tsx b/web/src/pages/add-knowledge/components/knowledge-file/parsing-action-cell/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..ad431ba4e6b3a6cfde63508cb0ffb21f1959ca80 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/parsing-action-cell/index.tsx @@ -0,0 +1,120 @@ +import { useShowDeleteConfirm, useTranslate } from '@/hooks/common-hooks'; +import { useRemoveDocument } from '@/hooks/document-hooks'; +import { IKnowledgeFile } from '@/interfaces/database/knowledge'; +import { api_host } from '@/utils/api'; +import { downloadFile } from '@/utils/file-util'; +import { + DeleteOutlined, + DownloadOutlined, + EditOutlined, + ToolOutlined, +} from '@ant-design/icons'; +import { Button, Dropdown, MenuProps, Space, Tooltip } from 'antd'; +import { isParserRunning } from '../utils'; + +import styles from './index.less'; + +interface IProps { + record: IKnowledgeFile; + setCurrentRecord: (record: IKnowledgeFile) => void; + showRenameModal: () => void; + showChangeParserModal: () => void; +} + +const ParsingActionCell = ({ + record, + setCurrentRecord, + showRenameModal, + showChangeParserModal, +}: IProps) => { + const documentId = record.id; + const isRunning = isParserRunning(record.run); + const { t } = useTranslate('knowledgeDetails'); + const removeDocument = useRemoveDocument(); + const showDeleteConfirm = useShowDeleteConfirm(); + + const onRmDocument = () => { + if (!isRunning) { + showDeleteConfirm({ onOk: () => removeDocument([documentId]) }); + } + }; + + const onDownloadDocument = () => { + downloadFile({ + url: `${api_host}/document/get/${documentId}`, + filename: record.name, + }); + }; + + const setRecord = () => { + setCurrentRecord(record); + }; + + const onShowRenameModal = () => { + setRecord(); + showRenameModal(); + }; + const onShowChangeParserModal = () => { + setRecord(); + showChangeParserModal(); + }; + + const chunkItems: MenuProps['items'] = [ + { + key: '1', + label: ( +
+ +
+ ), + }, + ]; + + return ( + + + + + + + + + + + + + + + ); +}; + +export default ParsingActionCell; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/parsing-status-cell/index.less b/web/src/pages/add-knowledge/components/knowledge-file/parsing-status-cell/index.less new file mode 100644 index 0000000000000000000000000000000000000000..7ca657a6c2f53fd2ac48b403d579db26c01cdd77 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/parsing-status-cell/index.less @@ -0,0 +1,36 @@ +.popoverContent { + width: 40vw; + + .popoverContentItem { + display: flex; + gap: 10px; + } + + .popoverContentText { + white-space: pre-line; + max-height: 50vh; + overflow: auto; + .popoverContentErrorLabel { + color: red; + } + } +} + +.operationIcon { + text-align: center; + display: flex; + &:hover { + cursor: pointer; + } +} +.operationIconSpin { + animation: spin 1s linear infinite; + @keyframes spin { + 0% { + transform: rotate(0deg); + } + 100% { + transform: rotate(360deg); + } + } +} diff --git a/web/src/pages/add-knowledge/components/knowledge-file/parsing-status-cell/index.tsx b/web/src/pages/add-knowledge/components/knowledge-file/parsing-status-cell/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1592c417b886954a7265c72875865caeb21a6f63 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/parsing-status-cell/index.tsx @@ -0,0 +1,126 @@ +import { ReactComponent as CancelIcon } from '@/assets/svg/cancel.svg'; +import { ReactComponent as RefreshIcon } from '@/assets/svg/refresh.svg'; +import { ReactComponent as RunIcon } from '@/assets/svg/run.svg'; +import { useTranslate } from '@/hooks/common-hooks'; +import { IKnowledgeFile } from '@/interfaces/database/knowledge'; +import { Badge, DescriptionsProps, Flex, Popover, Space, Tag } from 'antd'; +import classNames from 'classnames'; +import { useTranslation } from 'react-i18next'; +import reactStringReplace from 'react-string-replace'; +import { RunningStatus, RunningStatusMap } from '../constant'; +import { useHandleRunDocumentByIds } from '../hooks'; +import { isParserRunning } from '../utils'; +import styles from './index.less'; + +const iconMap = { + [RunningStatus.UNSTART]: RunIcon, + [RunningStatus.RUNNING]: CancelIcon, + [RunningStatus.CANCEL]: RefreshIcon, + [RunningStatus.DONE]: RefreshIcon, + [RunningStatus.FAIL]: RefreshIcon, +}; + +interface IProps { + record: IKnowledgeFile; +} + +const PopoverContent = ({ record }: IProps) => { + const { t } = useTranslate('knowledgeDetails'); + + const replaceText = (text: string) => { + // Remove duplicate \n + const nextText = text.replace(/(\n)\1+/g, '$1'); + + const replacedText = reactStringReplace( + nextText, + /(\[ERROR\].+\s)/g, + (match, i) => { + return ( + + {match} + + ); + }, + ); + + return replacedText; + }; + + const items: DescriptionsProps['items'] = [ + { + key: 'process_begin_at', + label: t('processBeginAt'), + children: record.process_begin_at, + }, + { + key: 'process_duation', + label: t('processDuration'), + children: `${record.process_duation.toFixed(2)} s`, + }, + { + key: 'progress_msg', + label: t('progressMsg'), + children: replaceText(record.progress_msg.trim()), + }, + ]; + + return ( + + {items.map((x, idx) => { + return ( +
+ {x.label}: +
{x.children}
+
+ ); + })} + + ); +}; + +export const ParsingStatusCell = ({ record }: IProps) => { + const text = record.run; + const runningStatus = RunningStatusMap[text]; + const { t } = useTranslation(); + const { handleRunDocumentByIds, loading } = useHandleRunDocumentByIds( + record.id, + ); + + const isRunning = isParserRunning(text); + + const OperationIcon = iconMap[text]; + + const label = t(`knowledgeDetails.runningStatus${text}`); + + const handleOperationIconClick = () => { + handleRunDocumentByIds(record.id, record.kb_id, isRunning); + }; + + return ( + + }> + + {isRunning ? ( + + + {label} + {(record.progress * 100).toFixed(2)}% + + ) : ( + label + )} + + +
+ +
+ + ); +}; + +export default ParsingStatusCell; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/rename-modal/index.tsx b/web/src/pages/add-knowledge/components/knowledge-file/rename-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..7ff590e611d556ee5607e95640b1f8552cf8ea9a --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/rename-modal/index.tsx @@ -0,0 +1,75 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Modal } from 'antd'; +import { useEffect } from 'react'; + +interface IProps extends Omit { + loading: boolean; + initialName: string; + onOk: (name: string) => void; + showModal?(): void; +} + +const RenameModal = ({ + visible, + onOk, + loading, + initialName, + hideModal, +}: IProps) => { + const [form] = Form.useForm(); + const { t } = useTranslate('common'); + type FieldType = { + name?: string; + }; + + const handleOk = async () => { + const ret = await form.validateFields(); + onOk(ret.name); + }; + + const onFinish = (values: any) => { + console.log('Success:', values); + }; + + const onFinishFailed = (errorInfo: any) => { + console.log('Failed:', errorInfo); + }; + + useEffect(() => { + if (visible) { + form.setFieldValue('name', initialName); + } + }, [initialName, form, visible]); + + return ( + +
+ + label={t('name')} + name="name" + rules={[{ required: true, message: t('namePlaceholder') }]} + > + + + + + ); +}; + +export default RenameModal; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/utils.ts b/web/src/pages/add-knowledge/components/knowledge-file/utils.ts new file mode 100644 index 0000000000000000000000000000000000000000..0965ffdb9e8cf8242bc9f28494c8347c33ff2eb6 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/utils.ts @@ -0,0 +1,6 @@ +import { RunningStatus } from './constant'; + +export const isParserRunning = (text: RunningStatus) => { + const isRunning = text === RunningStatus.RUNNING; + return isRunning; +}; diff --git a/web/src/pages/add-knowledge/components/knowledge-file/web-crawl-modal.tsx b/web/src/pages/add-knowledge/components/knowledge-file/web-crawl-modal.tsx new file mode 100644 index 0000000000000000000000000000000000000000..d8617e29eeae69f85d2680f8919a497b9afbbf71 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-file/web-crawl-modal.tsx @@ -0,0 +1,67 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Modal } from 'antd'; +import React from 'react'; + +interface IProps extends Omit { + loading: boolean; + onOk: (name: string, url: string) => void; + showModal?(): void; +} + +const WebCrawlModal: React.FC = ({ visible, hideModal, onOk }) => { + const [form] = Form.useForm(); + const { t } = useTranslate('knowledgeDetails'); + const handleOk = async () => { + const values = await form.validateFields(); + onOk(values.name, values.url); + }; + + return ( + +
+ + + + + + + + + ); +}; +export default WebCrawlModal; diff --git a/web/src/pages/add-knowledge/components/knowledge-setting/category-panel.tsx b/web/src/pages/add-knowledge/components/knowledge-setting/category-panel.tsx new file mode 100644 index 0000000000000000000000000000000000000000..bf5552909f28a64264b8c17c6965cfd9b7f43ea6 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-setting/category-panel.tsx @@ -0,0 +1,76 @@ +import SvgIcon from '@/components/svg-icon'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useSelectParserList } from '@/hooks/user-setting-hooks'; +import { Col, Divider, Empty, Row, Typography } from 'antd'; +import DOMPurify from 'dompurify'; +import { useMemo } from 'react'; +import styles from './index.less'; +import { ImageMap } from './utils'; + +const { Title, Text } = Typography; + +const CategoryPanel = ({ chunkMethod }: { chunkMethod: string }) => { + const parserList = useSelectParserList(); + const { t } = useTranslate('knowledgeConfiguration'); + + const item = useMemo(() => { + const item = parserList.find((x) => x.value === chunkMethod); + if (item) { + return { + title: item.label, + description: t(item.value), + }; + } + return { title: '', description: '' }; + }, [parserList, chunkMethod, t]); + + const imageList = useMemo(() => { + if (chunkMethod in ImageMap) { + return ImageMap[chunkMethod as keyof typeof ImageMap]; + } + return []; + }, [chunkMethod]); + + return ( +
+ {imageList.length > 0 ? ( + <> + + "{item.title}" {t('methodTitle')} + +

+ + "{item.title}" {t('methodExamples')} + + {t('methodExamplesDescription')} + + {imageList.map((x) => ( +
+ + + ))} + + + {item.title} {t('dialogueExamplesTitle')} + + + + ) : ( + +

{t('methodEmpty')}

+ + + )} + + ); +}; + +export default CategoryPanel; diff --git a/web/src/pages/add-knowledge/components/knowledge-setting/configuration.tsx b/web/src/pages/add-knowledge/components/knowledge-setting/configuration.tsx new file mode 100644 index 0000000000000000000000000000000000000000..82e03c3a1ffbcb0ad3ec794878e986603668391d --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-setting/configuration.tsx @@ -0,0 +1,146 @@ +import EntityTypesItem from '@/components/entity-types-item'; +import LayoutRecognize from '@/components/layout-recognize'; +import MaxTokenNumber from '@/components/max-token-number'; +import ParseConfiguration, { + showRaptorParseConfiguration, +} from '@/components/parse-configuration'; +import { useTranslate } from '@/hooks/common-hooks'; +import { normFile } from '@/utils/file-util'; +import { PlusOutlined } from '@ant-design/icons'; +import { Button, Form, Input, Radio, Select, Space, Upload } from 'antd'; +import { FormInstance } from 'antd/lib'; +import { + useFetchKnowledgeConfigurationOnMount, + useSubmitKnowledgeConfiguration, +} from './hooks'; +import styles from './index.less'; + +const { Option } = Select; + +const ConfigurationForm = ({ form }: { form: FormInstance }) => { + const { submitKnowledgeConfiguration, submitLoading, navigateToDataset } = + useSubmitKnowledgeConfiguration(form); + const { parserList, embeddingModelOptions, disabled } = + useFetchKnowledgeConfigurationOnMount(form); + const { t } = useTranslate('knowledgeConfiguration'); + + return ( + + + + + + false} + showUploadList={{ showPreviewIcon: false, showRemoveIcon: false }} + > + + + + + + + + + + + + {t('me')} + {t('team')} + + + + + + + + + + + {({ getFieldValue }) => { + const parserId = getFieldValue('parser_id'); + + return ( + <> + {parserId === 'knowledge_graph' && ( + + )} + {parserId === 'naive' && ( + <> + + + + )} + {showRaptorParseConfiguration(parserId) && ( + + )} + + ); + }} + + + +
+ + + + +
+ + + ); +}; + +export default ConfigurationForm; diff --git a/web/src/pages/add-knowledge/components/knowledge-setting/hooks.ts b/web/src/pages/add-knowledge/components/knowledge-setting/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..303f804a2b2ebea6d47a581afa5e65f4ab5311d4 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-setting/hooks.ts @@ -0,0 +1,79 @@ +import { LlmModelType } from '@/constants/knowledge'; +import { + useFetchKnowledgeBaseConfiguration, + useUpdateKnowledge, +} from '@/hooks/knowledge-hooks'; +import { useSelectLlmOptionsByModelType } from '@/hooks/llm-hooks'; +import { useNavigateToDataset } from '@/hooks/route-hook'; +import { useSelectParserList } from '@/hooks/user-setting-hooks'; +import { + getBase64FromUploadFileList, + getUploadFileListFromBase64, +} from '@/utils/file-util'; +import { useIsFetching } from '@tanstack/react-query'; +import { Form, UploadFile } from 'antd'; +import { FormInstance } from 'antd/lib'; +import pick from 'lodash/pick'; +import { useCallback, useEffect } from 'react'; + +export const useSubmitKnowledgeConfiguration = (form: FormInstance) => { + const { saveKnowledgeConfiguration, loading } = useUpdateKnowledge(); + const navigateToDataset = useNavigateToDataset(); + + const submitKnowledgeConfiguration = useCallback(async () => { + const values = await form.validateFields(); + const avatar = await getBase64FromUploadFileList(values.avatar); + saveKnowledgeConfiguration({ + ...values, + avatar, + }); + navigateToDataset(); + }, [saveKnowledgeConfiguration, form, navigateToDataset]); + + return { + submitKnowledgeConfiguration, + submitLoading: loading, + navigateToDataset, + }; +}; + +export const useFetchKnowledgeConfigurationOnMount = (form: FormInstance) => { + const parserList = useSelectParserList(); + const allOptions = useSelectLlmOptionsByModelType(); + + const { data: knowledgeDetails } = useFetchKnowledgeBaseConfiguration(); + + useEffect(() => { + const fileList: UploadFile[] = getUploadFileListFromBase64( + knowledgeDetails.avatar, + ); + form.setFieldsValue({ + ...pick(knowledgeDetails, [ + 'description', + 'name', + 'permission', + 'embd_id', + 'parser_id', + 'language', + 'parser_config', + ]), + avatar: fileList, + }); + }, [form, knowledgeDetails]); + + return { + parserList, + embeddingModelOptions: allOptions[LlmModelType.Embedding], + disabled: knowledgeDetails.chunk_num > 0, + }; +}; + +export const useSelectKnowledgeDetailsLoading = () => + useIsFetching({ queryKey: ['fetchKnowledgeDetail'] }) > 0; + +export const useHandleChunkMethodChange = () => { + const [form] = Form.useForm(); + const chunkMethod = Form.useWatch('parser_id', form); + + return { form, chunkMethod }; +}; diff --git a/web/src/pages/add-knowledge/components/knowledge-setting/index.less b/web/src/pages/add-knowledge/components/knowledge-setting/index.less new file mode 100644 index 0000000000000000000000000000000000000000..7386c3cd5fb08c8f9aad491bbfada7e23f681a06 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-setting/index.less @@ -0,0 +1,45 @@ +.tags { + margin-bottom: 24px; +} + +.preset { + display: flex; + height: 80px; + background-color: rgba(0, 0, 0, 0.1); + border-radius: 5px; + padding: 5px; + margin-bottom: 24px; + + .left { + flex: 1; + } + + .right { + width: 100px; + border-left: 1px solid rgba(0, 0, 0, 0.4); + margin: 10px 0px; + padding: 5px; + } +} + +.configurationWrapper { + padding: 0 52px; + .buttonWrapper { + text-align: right; + } + .variableSlider { + width: 100%; + } +} + +.categoryPanelWrapper { + .topTitle { + margin-top: 0; + } + .imageRow { + margin-top: 16px; + } + .image { + width: 100%; + } +} diff --git a/web/src/pages/add-knowledge/components/knowledge-setting/index.tsx b/web/src/pages/add-knowledge/components/knowledge-setting/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..80e6b37906f3fc1546a5a3c242f5aedeb01277c7 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-setting/index.tsx @@ -0,0 +1,40 @@ +import { Col, Divider, Row, Spin, Typography } from 'antd'; +import CategoryPanel from './category-panel'; +import ConfigurationForm from './configuration'; +import { + useHandleChunkMethodChange, + useSelectKnowledgeDetailsLoading, +} from './hooks'; + +import { useTranslate } from '@/hooks/common-hooks'; +import styles from './index.less'; + +const { Title } = Typography; + +const Configuration = () => { + const loading = useSelectKnowledgeDetailsLoading(); + const { form, chunkMethod } = useHandleChunkMethodChange(); + const { t } = useTranslate('knowledgeConfiguration'); + + return ( +
+ + {t('configuration', { keyPrefix: 'knowledgeDetails' })} + +

{t('titleDescription')}

+ + + +
+ + + + + + + + + ); +}; + +export default Configuration; diff --git a/web/src/pages/add-knowledge/components/knowledge-setting/utils.ts b/web/src/pages/add-knowledge/components/knowledge-setting/utils.ts new file mode 100644 index 0000000000000000000000000000000000000000..57d74c548b4148ef5fe3e2b6435c0871fff3a5c9 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-setting/utils.ts @@ -0,0 +1,126 @@ +const getImageName = (prefix: string, length: number) => + new Array(length) + .fill(0) + .map((x, idx) => `chunk-method/${prefix}-0${idx + 1}`); + +export const ImageMap = { + book: getImageName('book', 4), + laws: getImageName('law', 2), + manual: getImageName('manual', 4), + picture: getImageName('media', 2), + naive: getImageName('naive', 2), + paper: getImageName('paper', 2), + presentation: getImageName('presentation', 2), + qa: getImageName('qa', 2), + resume: getImageName('resume', 2), + table: getImageName('table', 2), + one: getImageName('one', 2), +}; + +export const TextMap = { + book: { + title: '', + description: `

Supported file formats are DOCX, PDF, TXT.

+ Since a book is long and not all the parts are useful, if it's a PDF, + please setup the page ranges for every book in order eliminate negative effects and save computing time for analyzing.

`, + }, + laws: { + title: '', + description: `

Supported file formats are DOCX, PDF, TXT.

+ Legal documents have a very rigorous writing format. We use text feature to detect split point. +

+ The chunk granularity is consistent with 'ARTICLE', and all the upper level text will be included in the chunk. +

`, + }, + manual: { + title: '', + description: `

Only PDF is supported.

+ We assume manual has hierarchical section structure. We use the lowest section titles as pivots to slice documents. + So, the figures and tables in the same section will not be sliced apart, and chunk size might be large. +

`, + }, + naive: { + title: '', + description: `

Supported file formats are DOCX, EXCEL, PPT, IMAGE, PDF, TXT.

+

This method apply the naive ways to chunk files:

+

+

  • Successive text will be sliced into pieces using vision detection model.
    • +
  • Next, these successive pieces are merge into chunks whose token number is no more than 'Token number'.

    • `, + }, + paper: { + title: '', + description: `

    Only PDF file is supported.

    + If our model works well, the paper will be sliced by it's sections, like abstract, 1.1, 1.2, etc.

    + The benefit of doing this is that LLM can better summarize the content of relevant sections in the paper, + resulting in more comprehensive answers that help readers better understand the paper. + The downside is that it increases the context of the LLM conversation and adds computational cost, + so during the conversation, you can consider reducing the ‘topN’ setting.

    `, + }, + presentation: { + title: '', + description: `

    The supported file formats are PDF, PPTX.

    + Every page will be treated as a chunk. And the thumbnail of every page will be stored.

    + All the PPT files you uploaded will be chunked by using this method automatically, setting-up for every PPT file is not necessary.

    `, + }, + qa: { + title: '', + description: `

    EXCEL and CSV/TXT files are supported.

    + If the file is in excel format, there should be 2 columns question and answer without header. + And question column is ahead of answer column. + And it's O.K if it has multiple sheets as long as the columns are rightly composed.

    + + If it's in csv format, it should be UTF-8 encoded. Use TAB as delimiter to separate question and answer.

    + + All the deformed lines will be ignored. + Every pair of Q&A will be treated as a chunk.

    `, + }, + resume: { + title: '', + description: `

    The supported file formats are DOCX, PDF, TXT. +

    + The résumé comes in a variety of formats, just like a person’s personality, but we often have to organize them into structured data that makes it easy to search. +

    + Instead of chunking the résumé, we parse the résumé into structured data. As a HR, you can dump all the résumé you have, + the you can list all the candidates that match the qualifications just by talk with 'RAGFlow'. +

    + `, + }, + table: { + title: '', + description: `

    EXCEL and CSV/TXT format files are supported.

    + Here're some tips: +

      +
    • For csv or txt file, the delimiter between columns is TAB.
      • +
    • The first line must be column headers.
      • +
    • Column headers must be meaningful terms in order to make our LLM understanding. + It's good to enumerate some synonyms using slash '/' to separate, and even better to + enumerate values using brackets like 'gender/sex(male, female)'.

      + Here are some examples for headers:

        +
      1. supplier/vendor'TAB'color(yellow, red, brown)'TAB'gender/sex(male, female)'TAB'size(M,L,XL,XXL)
        2. +
      2. 姓名/名字'TAB'电话/手机/微信'TAB'最高学历（高中，职高，硕士，本科，博士，初中，中技，中专，专科，专升本，MPA，MBA，EMBA）
        3. +
      +

      +
      • +
    • Every row in table will be treated as a chunk.
      • +
    `, + }, + picture: { + title: '', + description: ` +

    Image files are supported. Video is coming soon.

    + If the picture has text in it, OCR is applied to extract the text as its text description. +

    + If the text extracted by OCR is not enough, visual LLM is used to get the descriptions. +

    `, + }, + one: { + title: '', + description: ` +

    Supported file formats are DOCX, EXCEL, PDF, TXT. +

    + For a document, it will be treated as an entire chunk, no split at all. +

    + If you want to summarize something that needs all the context of an article and the selected LLM's context length covers the document length, you can try this method. +

    `, + }, +}; diff --git a/web/src/pages/add-knowledge/components/knowledge-sidebar/index.less b/web/src/pages/add-knowledge/components/knowledge-sidebar/index.less new file mode 100644 index 0000000000000000000000000000000000000000..518fa59877d80143d6c7f0192a9ad41a16bd6902 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-sidebar/index.less @@ -0,0 +1,64 @@ +.sidebarWrapper { + max-width: 288px; + padding: 32px 24px 24px 24px; + flex-direction: column; + + .sidebarTop { + text-align: center; + .knowledgeLogo { + } + .knowledgeTitle { + font-size: 16px; + line-height: 24px; + font-weight: @fontWeight700; + color: @gray2; + margin-bottom: 6px; + } + .knowledgeDescription { + font-size: 12px; + font-weight: @fontWeight600; + color: @gray8; + margin: 0; + } + padding-bottom: 20px; + } + .divider { + height: 2px; + background-image: linear-gradient( + to right, + @gray11 0%, + @gray11 50%, + transparent 50% + ); + background-size: 10px 2px; + background-repeat: repeat-x; + } + + .menuWrapper { + padding-top: 10px; + + .menu { + border: none; + font-size: @fontSize16; + font-weight: @fontWeight600; + :global(.ant-menu-item) { + display: flex; + align-items: center; + } + } + + .defaultWidth { + width: 240px; + } + + .minWidth { + width: 50px; + } + + .menuText { + color: @gray3; + font-size: @fontSize14; + font-weight: @fontWeight700; + } + } +} diff --git a/web/src/pages/add-knowledge/components/knowledge-sidebar/index.tsx b/web/src/pages/add-knowledge/components/knowledge-sidebar/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..2947a08490c07db6de918c26d1ba9e4e0aa2b19e --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-sidebar/index.tsx @@ -0,0 +1,126 @@ +import { ReactComponent as ConfigurationIcon } from '@/assets/svg/knowledge-configration.svg'; +import { ReactComponent as DatasetIcon } from '@/assets/svg/knowledge-dataset.svg'; +import { ReactComponent as TestingIcon } from '@/assets/svg/knowledge-testing.svg'; +import { useFetchKnowledgeBaseConfiguration } from '@/hooks/knowledge-hooks'; +import { + useGetKnowledgeSearchParams, + useSecondPathName, +} from '@/hooks/route-hook'; +import { getWidth } from '@/utils'; +import { Avatar, Menu, MenuProps, Space } from 'antd'; +import classNames from 'classnames'; +import { useCallback, useEffect, useMemo, useState } from 'react'; +import { useTranslation } from 'react-i18next'; +import { useNavigate } from 'umi'; +import { KnowledgeRouteKey } from '../../constant'; + +import styles from './index.less'; + +const KnowledgeSidebar = () => { + let navigate = useNavigate(); + const activeKey = useSecondPathName(); + const { knowledgeId } = useGetKnowledgeSearchParams(); + + const [windowWidth, setWindowWidth] = useState(getWidth()); + const [collapsed, setCollapsed] = useState(false); + const { t } = useTranslation(); + const { data: knowledgeDetails } = useFetchKnowledgeBaseConfiguration(); + + const handleSelect: MenuProps['onSelect'] = (e) => { + navigate(`/knowledge/${e.key}?id=${knowledgeId}`); + }; + + type MenuItem = Required['items'][number]; + + const getItem = useCallback( + ( + label: string, + key: React.Key, + icon?: React.ReactNode, + disabled?: boolean, + children?: MenuItem[], + type?: 'group', + ): MenuItem => { + return { + key, + icon, + children, + label: t(`knowledgeDetails.${label}`), + type, + disabled, + } as MenuItem; + }, + [t], + ); + + const items: MenuItem[] = useMemo(() => { + return [ + getItem( + KnowledgeRouteKey.Dataset, // TODO: Change icon color when selected + KnowledgeRouteKey.Dataset, + , + ), + getItem( + KnowledgeRouteKey.Testing, + KnowledgeRouteKey.Testing, + , + ), + getItem( + KnowledgeRouteKey.Configuration, + KnowledgeRouteKey.Configuration, + , + ), + ]; + }, [getItem]); + + useEffect(() => { + if (windowWidth.width > 957) { + setCollapsed(false); + } else { + setCollapsed(true); + } + }, [windowWidth.width]); + + // 标记一下 + useEffect(() => { + const widthSize = () => { + const width = getWidth(); + + setWindowWidth(width); + }; + window.addEventListener('resize', widthSize); + return () => { + window.removeEventListener('resize', widthSize); + }; + }, []); + + return ( +
    +
    + + +
    {knowledgeDetails.name}
    +     +

    + {knowledgeDetails.description} +

    +
    +
    +
    + 957, + [styles.minWidth]: windowWidth.width <= 957, + })} + // inlineCollapsed={collapsed} + items={items} + onSelect={handleSelect} + /> +
    +
    + ); +}; + +export default KnowledgeSidebar; diff --git a/web/src/pages/add-knowledge/components/knowledge-testing/index.less b/web/src/pages/add-knowledge/components/knowledge-testing/index.less new file mode 100644 index 0000000000000000000000000000000000000000..e75ea35eb6ec0409f23330a70d89f28dd58b344f --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-testing/index.less @@ -0,0 +1,5 @@ +.testingWrapper { + flex: 1; + background-color: @grayBackground; + height: 100%; +} diff --git a/web/src/pages/add-knowledge/components/knowledge-testing/index.tsx b/web/src/pages/add-knowledge/components/knowledge-testing/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..e5a22f13597cb6a407f8bb19d4c91801d9668034 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-testing/index.tsx @@ -0,0 +1,32 @@ +import { useTestChunkRetrieval } from '@/hooks/knowledge-hooks'; +import { Flex, Form } from 'antd'; +import TestingControl from './testing-control'; +import TestingResult from './testing-result'; + +import styles from './index.less'; + +const KnowledgeTesting = () => { + const [form] = Form.useForm(); + const { testChunk } = useTestChunkRetrieval(); + + const handleTesting = async (documentIds: string[] = []) => { + const values = await form.validateFields(); + testChunk({ + ...values, + doc_ids: Array.isArray(documentIds) ? documentIds : [], + vector_similarity_weight: 1 - values.vector_similarity_weight, + }); + }; + + return ( + + + + + ); +}; + +export default KnowledgeTesting; diff --git a/web/src/pages/add-knowledge/components/knowledge-testing/testing-control/index.less b/web/src/pages/add-knowledge/components/knowledge-testing/testing-control/index.less new file mode 100644 index 0000000000000000000000000000000000000000..2e9f01a12833443a7f7a9e6d74327e67c910db68 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-testing/testing-control/index.less @@ -0,0 +1,29 @@ +.testingControlWrapper { + width: 350px; + background-color: white; + padding: 30px 20px; + overflow: auto; + height: calc(100vh - 160px); + + .historyTitle { + padding: 30px 0 20px; + } + .historyIcon { + vertical-align: middle; + } + .historyCardWrapper { + width: 100%; + } + .historyCard { + width: 100%; + :global(.ant-card-body) { + padding: 10px; + } + } + .historyText { + overflow: hidden; + text-overflow: ellipsis; + white-space: nowrap; + flex: 1; + } +} diff --git a/web/src/pages/add-knowledge/components/knowledge-testing/testing-control/index.tsx b/web/src/pages/add-knowledge/components/knowledge-testing/testing-control/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..609c6bb30fa804740f2a9548aac091c445b24f32 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-testing/testing-control/index.tsx @@ -0,0 +1,94 @@ +import Rerank from '@/components/rerank'; +import SimilaritySlider from '@/components/similarity-slider'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Button, Card, Divider, Flex, Form, Input } from 'antd'; +import { FormInstance } from 'antd/lib'; + +import { useChunkIsTesting } from '@/hooks/knowledge-hooks'; +import styles from './index.less'; + +type FieldType = { + similarity_threshold?: number; + vector_similarity_weight?: number; + question: string; +}; + +interface IProps { + form: FormInstance; + handleTesting: () => Promise; +} + +const TestingControl = ({ form, handleTesting }: IProps) => { + const question = Form.useWatch('question', { form, preserve: true }); + const loading = useChunkIsTesting(); + const { t } = useTranslate('knowledgeDetails'); + + const buttonDisabled = + !question || (typeof question === 'string' && question.trim() === ''); + + return ( +
    +
    + {t('testing')} +
    +

    {t('testingDescription')}

    + +
    +
    + + + + + name={'question'} + rules={[{ required: true, message: t('testTextPlaceholder') }]} + > + + + + + + + +
    + {/*
    +
    + + + Test history + +
    + + {list.map((x) => ( + + + {x} +
    + content dcjsjl snldsh svnodvn svnodrfn svjdoghdtbnhdo + sdvhodhbuid sldghdrlh +
    + + time + + +     +     + ))} +     +
    */} +
    + ); +}; + +export default TestingControl; diff --git a/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/index.less b/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/index.less new file mode 100644 index 0000000000000000000000000000000000000000..464d30696466d23faa0adeebf545c6a31140f713 --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/index.less @@ -0,0 +1,45 @@ +.testingResultWrapper { + flex: 1; + background-color: white; + padding: 30px 20px; + overflow: auto; + height: calc(100vh - 160px); + display: flex; + flex-direction: column; + justify-content: space-between; + + .selectFilesCollapse { + :global(.ant-collapse-header) { + padding-left: 22px; + } + margin-bottom: 32px; + overflow-y: auto; + } + + .selectFilesTitle { + padding-right: 10px; + } + + .similarityCircle { + width: 24px; + height: 24px; + border-radius: 50%; + background-color: rgba(244, 235, 255, 1); + font-size: 10px; + font-weight: normal; + } + + .similarityText { + font-size: 12px; + font-weight: 500; + } + .image { + width: 100px; + object-fit: contain; + } +} +.imagePreview { + display: block; + max-width: 45vw; + max-height: 40vh; +} diff --git a/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/index.tsx b/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..199ba4c82b211a416cbb9b2009e6ea66f49a45fb --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/index.tsx @@ -0,0 +1,143 @@ +import { ReactComponent as SelectedFilesCollapseIcon } from '@/assets/svg/selected-files-collapse.svg'; +import Image from '@/components/image'; +import { useTranslate } from '@/hooks/common-hooks'; +import { ITestingChunk } from '@/interfaces/database/knowledge'; +import { + Card, + Collapse, + Flex, + Pagination, + PaginationProps, + Popover, + Space, +} from 'antd'; +import camelCase from 'lodash/camelCase'; +import SelectFiles from './select-files'; + +import { useSelectTestingResult } from '@/hooks/knowledge-hooks'; +import { useGetPaginationWithRouter } from '@/hooks/logic-hooks'; +import { useCallback, useState } from 'react'; +import styles from './index.less'; + +const similarityList: Array<{ field: keyof ITestingChunk; label: string }> = [ + { field: 'similarity', label: 'Hybrid Similarity' }, + { field: 'term_similarity', label: 'Term Similarity' }, + { field: 'vector_similarity', label: 'Vector Similarity' }, +]; + +const ChunkTitle = ({ item }: { item: ITestingChunk }) => { + const { t } = useTranslate('knowledgeDetails'); + return ( + + {similarityList.map((x) => ( + + + {((item[x.field] as number) * 100).toFixed(2)} + + {t(camelCase(x.field))} + + ))} + + ); +}; + +interface IProps { + handleTesting: (documentIds?: string[]) => Promise; +} + +const TestingResult = ({ handleTesting }: IProps) => { + const [selectedDocumentIds, setSelectedDocumentIds] = useState([]); + const { documents, chunks, total } = useSelectTestingResult(); + const { t } = useTranslate('knowledgeDetails'); + const { pagination, setPagination } = useGetPaginationWithRouter(); + + const onChange: PaginationProps['onChange'] = (pageNumber, pageSize) => { + pagination.onChange?.(pageNumber, pageSize); + handleTesting(selectedDocumentIds); + }; + + const onTesting = useCallback( + (ids: string[]) => { + setPagination({ page: 1 }); + handleTesting(ids); + }, + [setPagination, handleTesting], + ); + + return ( +
    + ( + + )} + className={styles.selectFilesCollapse} + items={[ + { + key: '1', + label: ( + + + + {selectedDocumentIds?.length ?? 0}/{documents.length} + + {t('filesSelected')} + + + {t('hits')} + {t('view')} + + + ), + children: ( +
    + +
    + ), + }, + ]} + /> + + {chunks.map((x) => ( + }> + + {x.img_id && ( + + } + > + + + )} +
    {x.content_with_weight}
    +     +     + ))} +     + +
    + ); +}; + +export default TestingResult; diff --git a/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/select-files.tsx b/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/select-files.tsx new file mode 100644 index 0000000000000000000000000000000000000000..07647b501f04d8b95f05998530e09d6abb2a867a --- /dev/null +++ b/web/src/pages/add-knowledge/components/knowledge-testing/testing-result/select-files.tsx @@ -0,0 +1,73 @@ +import NewDocumentLink from '@/components/new-document-link'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useSelectTestingResult } from '@/hooks/knowledge-hooks'; +import { ITestingDocument } from '@/interfaces/database/knowledge'; +import { EyeOutlined } from '@ant-design/icons'; +import { Button, Table, TableProps, Tooltip } from 'antd'; + +interface IProps { + handleTesting: (ids: string[]) => void; + setSelectedDocumentIds: (ids: string[]) => void; +} + +const SelectFiles = ({ setSelectedDocumentIds, handleTesting }: IProps) => { + const { documents } = useSelectTestingResult(); + const { t } = useTranslate('fileManager'); + + const columns: TableProps['columns'] = [ + { + title: 'Name', + dataIndex: 'doc_name', + key: 'doc_name', + render: (text) =>

    {text}

    , + }, + + { + title: 'Hits', + dataIndex: 'count', + key: 'count', + width: 80, + }, + { + title: 'View', + key: 'view', + width: 50, + render: (_, { doc_id, doc_name }) => ( + + + + + + ), + }, + ]; + + const rowSelection = { + onChange: (selectedRowKeys: React.Key[]) => { + handleTesting(selectedRowKeys as string[]); + setSelectedDocumentIds(selectedRowKeys as string[]); + }, + getCheckboxProps: (record: ITestingDocument) => ({ + disabled: record.doc_name === 'Disabled User', // Column configuration not to be checked + name: record.doc_name, + }), + }; + + return ( +
    + ); +}; + +export default SelectFiles; diff --git a/web/src/pages/add-knowledge/constant.ts b/web/src/pages/add-knowledge/constant.ts new file mode 100644 index 0000000000000000000000000000000000000000..f68a7d0f947c8a2e721fc8f764ccc37c7e0f3db8 --- /dev/null +++ b/web/src/pages/add-knowledge/constant.ts @@ -0,0 +1,19 @@ +import { KnowledgeRouteKey } from '@/constants/knowledge'; + +export const routeMap = { + [KnowledgeRouteKey.Dataset]: 'Dataset', + [KnowledgeRouteKey.Testing]: 'Retrieval testing', + [KnowledgeRouteKey.Configuration]: 'Configuration', +}; + +export enum KnowledgeDatasetRouteKey { + Chunk = 'chunk', + File = 'file', +} + +export const datasetRouteMap = { + [KnowledgeDatasetRouteKey.Chunk]: 'Chunk', + [KnowledgeDatasetRouteKey.File]: 'File Upload', +}; + +export * from '@/constants/knowledge'; diff --git a/web/src/pages/add-knowledge/index.less b/web/src/pages/add-knowledge/index.less new file mode 100644 index 0000000000000000000000000000000000000000..122898c4cfe31270e5624893f3504a37b7994c0a --- /dev/null +++ b/web/src/pages/add-knowledge/index.less @@ -0,0 +1,19 @@ +.container { + display: flex; + height: 100%; + width: 100%; + .contentWrapper { + flex: 1; + overflow-x: auto; + height: 100%; + background-color: rgba(247, 248, 250, 1); + padding: 16px 20px 28px 40px; + display: flex; + flex-direction: column; + } + .content { + background-color: white; + margin-top: 16px; + flex: 1; + } +} diff --git a/web/src/pages/add-knowledge/index.tsx b/web/src/pages/add-knowledge/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..89223ef2062cb8acaed3cd53ee7d1da912edd153 --- /dev/null +++ b/web/src/pages/add-knowledge/index.tsx @@ -0,0 +1,93 @@ +import { useKnowledgeBaseId } from '@/hooks/knowledge-hooks'; +import { + useNavigateWithFromState, + useSecondPathName, + useThirdPathName, +} from '@/hooks/route-hook'; +import { Breadcrumb } from 'antd'; +import { ItemType } from 'antd/es/breadcrumb/Breadcrumb'; +import { useEffect, useMemo } from 'react'; +import { useTranslation } from 'react-i18next'; +import { Link, Outlet, useDispatch, useLocation } from 'umi'; +import Siderbar from './components/knowledge-sidebar'; +import { KnowledgeDatasetRouteKey, KnowledgeRouteKey } from './constant'; +import styles from './index.less'; + +const KnowledgeAdding = () => { + const dispatch = useDispatch(); + const knowledgeBaseId = useKnowledgeBaseId(); + + const { t } = useTranslation(); + const location = useLocation(); + const activeKey: KnowledgeRouteKey = + (useSecondPathName() as KnowledgeRouteKey) || KnowledgeRouteKey.Dataset; + + const datasetActiveKey: KnowledgeDatasetRouteKey = + useThirdPathName() as KnowledgeDatasetRouteKey; + + const gotoList = useNavigateWithFromState(); + + const breadcrumbItems: ItemType[] = useMemo(() => { + const items: ItemType[] = [ + { + title: ( + gotoList('/knowledge')}> + {t('header.knowledgeBase')} + + ), + }, + { + title: datasetActiveKey ? ( + + {t(`knowledgeDetails.${activeKey}`)} + + ) : ( + t(`knowledgeDetails.${activeKey}`) + ), + }, + ]; + + if (datasetActiveKey) { + items.push({ + title: t(`knowledgeDetails.${datasetActiveKey}`), + }); + } + + return items; + }, [activeKey, datasetActiveKey, gotoList, knowledgeBaseId, t]); + + useEffect(() => { + const search: string = location.search.slice(1); + const map = search.split('&').reduce>((obj, cur) => { + const [key, value] = cur.split('='); + obj[key] = value; + return obj; + }, {}); + + dispatch({ + type: 'kAModel/updateState', + payload: { + doc_id: undefined, + ...map, + }, + }); + }, [location, dispatch]); + + return ( + <> +
    + +
    + +
    + +
    +
    +
    + + ); +}; + +export default KnowledgeAdding; diff --git a/web/src/pages/chat/chat-configuration-modal/assistant-setting.tsx b/web/src/pages/chat/chat-configuration-modal/assistant-setting.tsx new file mode 100644 index 0000000000000000000000000000000000000000..b99ce7b52e9d26e6336fe22ae9bf6edfab7b4f12 --- /dev/null +++ b/web/src/pages/chat/chat-configuration-modal/assistant-setting.tsx @@ -0,0 +1,107 @@ +import { PlusOutlined } from '@ant-design/icons'; +import { Form, Input, Select, Switch, Upload } from 'antd'; +import classNames from 'classnames'; +import { ISegmentedContentProps } from '../interface'; + +import KnowledgeBaseItem from '@/components/knowledge-base-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import styles from './index.less'; + +const AssistantSetting = ({ show }: ISegmentedContentProps) => { + const { t } = useTranslate('chat'); + + const normFile = (e: any) => { + if (Array.isArray(e)) { + return e; + } + return e?.fileList; + }; + + const uploadButtion = ( + + ); + + return ( +
    + + + + + false} + showUploadList={{ showPreviewIcon: false, showRemoveIcon: false }} + > + {show ? uploadButtion : null} + + + + + + + + + + + + + + + +
    + ); +}; + +export default AssistantSetting; diff --git a/web/src/pages/chat/chat-configuration-modal/editable-cell.tsx b/web/src/pages/chat/chat-configuration-modal/editable-cell.tsx new file mode 100644 index 0000000000000000000000000000000000000000..f8b65cf9f73313a272cde6a27481328962db94bd --- /dev/null +++ b/web/src/pages/chat/chat-configuration-modal/editable-cell.tsx @@ -0,0 +1,103 @@ +import { Form, FormInstance, Input, InputRef } from 'antd'; +import React, { useContext, useEffect, useRef, useState } from 'react'; + +const EditableContext = React.createContext | null>(null); + +interface EditableRowProps { + index: number; +} + +interface Item { + key: string; + name: string; + age: string; + address: string; +} + +export const EditableRow: React.FC = ({ + index, + ...props +}) => { + const [form] = Form.useForm(); + return ( +
    + +     + + + ); +}; + +interface EditableCellProps { + title: React.ReactNode; + editable: boolean; + children: React.ReactNode; + dataIndex: keyof Item; + record: Item; + handleSave: (record: Item) => void; +} + +export const EditableCell: React.FC = ({ + title, + editable, + children, + dataIndex, + record, + handleSave, + ...restProps +}) => { + const [editing, setEditing] = useState(false); + const inputRef = useRef(null); + const form = useContext(EditableContext)!; + + useEffect(() => { + if (editing) { + inputRef.current!.focus(); + } + }, [editing]); + + const toggleEdit = () => { + setEditing(!editing); + form.setFieldsValue({ [dataIndex]: record[dataIndex] }); + }; + + const save = async () => { + try { + const values = await form.validateFields(); + + toggleEdit(); + handleSave({ ...record, ...values }); + } catch (errInfo) { + console.log('Save failed:', errInfo); + } + }; + + let childNode = children; + + if (editable) { + childNode = editing ? ( + + + + ) : ( +
    + {children} +
    + ); + } + + return     ; +}; diff --git a/web/src/pages/chat/chat-configuration-modal/index.less b/web/src/pages/chat/chat-configuration-modal/index.less new file mode 100644 index 0000000000000000000000000000000000000000..706725ccfa02306faca7cf497acbebae70a3a402 --- /dev/null +++ b/web/src/pages/chat/chat-configuration-modal/index.less @@ -0,0 +1,57 @@ +.chatConfigurationDescription { + font-size: 14px; +} + +.variableContainer { + padding-bottom: 20px; + .variableAlign { + text-align: end; + } + + .variableLabel { + margin-right: 14px; + } + + .variableIcon { + margin-inline-start: 4px; + color: rgba(0, 0, 0, 0.45); + cursor: help; + writing-mode: horizontal-tb; + } + + .variableTable { + margin-top: 14px; + } + .editableRow { + :global(.editable-cell) { + position: relative; + } + + :global(.editable-cell-value-wrap) { + padding: 5px 12px; + cursor: pointer; + height: 22px !important; + } + &:hover { + :global(.editable-cell-value-wrap) { + padding: 4px 11px; + border: 1px solid #d9d9d9; + border-radius: 2px; + } + } + } +} + +.segmentedHidden { + opacity: 0; + height: 0; + width: 0; + margin: 0; +} + +.sliderInputNumber { + width: 80px; +} +.variableSlider { + width: 100%; +} diff --git a/web/src/pages/chat/chat-configuration-modal/index.tsx b/web/src/pages/chat/chat-configuration-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..c895ce83018b35ec846f2415f4ddb3e0058a4091 --- /dev/null +++ b/web/src/pages/chat/chat-configuration-modal/index.tsx @@ -0,0 +1,189 @@ +import { ReactComponent as ChatConfigurationAtom } from '@/assets/svg/chat-configuration-atom.svg'; +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { + ModelVariableType, + settledModelVariableMap, +} from '@/constants/knowledge'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useFetchModelId } from '@/hooks/logic-hooks'; +import { IDialog } from '@/interfaces/database/chat'; +import { getBase64FromUploadFileList } from '@/utils/file-util'; +import { removeUselessFieldsFromValues } from '@/utils/form'; +import { Divider, Flex, Form, Modal, Segmented, UploadFile } from 'antd'; +import { SegmentedValue } from 'antd/es/segmented'; +import camelCase from 'lodash/camelCase'; +import { useEffect, useRef, useState } from 'react'; +import { IPromptConfigParameters } from '../interface'; +import AssistantSetting from './assistant-setting'; +import ModelSetting from './model-setting'; +import PromptEngine from './prompt-engine'; + +import styles from './index.less'; + +const layout = { + labelCol: { span: 9 }, + wrapperCol: { span: 15 }, +}; + +const validateMessages = { + required: '${label} is required!', + types: { + email: '${label} is not a valid email!', + number: '${label} is not a valid number!', + }, + number: { + range: '${label} must be between ${min} and ${max}', + }, +}; + +enum ConfigurationSegmented { + AssistantSetting = 'Assistant Setting', + PromptEngine = 'Prompt Engine', + ModelSetting = 'Model Setting', +} + +const segmentedMap = { + [ConfigurationSegmented.AssistantSetting]: AssistantSetting, + [ConfigurationSegmented.ModelSetting]: ModelSetting, + [ConfigurationSegmented.PromptEngine]: PromptEngine, +}; + +interface IProps extends IModalManagerChildrenProps { + initialDialog: IDialog; + loading: boolean; + onOk: (dialog: IDialog) => void; + clearDialog: () => void; +} + +const ChatConfigurationModal = ({ + visible, + hideModal, + initialDialog, + loading, + onOk, + clearDialog, +}: IProps) => { + const [form] = Form.useForm(); + + const [value, setValue] = useState( + ConfigurationSegmented.AssistantSetting, + ); + const promptEngineRef = useRef>([]); + const modelId = useFetchModelId(); + const { t } = useTranslate('chat'); + + const handleOk = async () => { + const values = await form.validateFields(); + const nextValues: any = removeUselessFieldsFromValues( + values, + 'llm_setting.', + ); + const emptyResponse = nextValues.prompt_config?.empty_response ?? ''; + + const icon = await getBase64FromUploadFileList(values.icon); + + const finalValues = { + dialog_id: initialDialog.id, + ...nextValues, + vector_similarity_weight: 1 - nextValues.vector_similarity_weight, + prompt_config: { + ...nextValues.prompt_config, + parameters: promptEngineRef.current, + empty_response: emptyResponse, + }, + icon, + }; + onOk(finalValues); + }; + + const handleSegmentedChange = (val: SegmentedValue) => { + setValue(val as ConfigurationSegmented); + }; + + const handleModalAfterClose = () => { + clearDialog(); + form.resetFields(); + }; + + const title = ( + + +
    + {t('chatConfiguration')} +
    + {t('chatConfigurationDescription')} +
    +
    +     + ); + + useEffect(() => { + if (visible) { + const icon = initialDialog.icon; + let fileList: UploadFile[] = []; + + if (icon) { + fileList = [{ uid: '1', name: 'file', thumbUrl: icon, status: 'done' }]; + } + form.setFieldsValue({ + ...initialDialog, + llm_setting: + initialDialog.llm_setting ?? + settledModelVariableMap[ModelVariableType.Precise], + icon: fileList, + llm_id: initialDialog.llm_id ?? modelId, + vector_similarity_weight: + 1 - (initialDialog.vector_similarity_weight ?? 0.3), + }); + } + }, [initialDialog, form, visible, modelId]); + + return ( + + ({ + label: t(camelCase(x)), + value: x, + }))} + block + /> + +
    + {Object.entries(segmentedMap).map(([key, Element]) => ( + + ))} + +     + ); +}; + +export default ChatConfigurationModal; diff --git a/web/src/pages/chat/chat-configuration-modal/model-setting.tsx b/web/src/pages/chat/chat-configuration-modal/model-setting.tsx new file mode 100644 index 0000000000000000000000000000000000000000..aac34cd2af2f931ee3d89386d3f986784bead6f2 --- /dev/null +++ b/web/src/pages/chat/chat-configuration-modal/model-setting.tsx @@ -0,0 +1,267 @@ +import classNames from 'classnames'; +import { useEffect } from 'react'; +import { ISegmentedContentProps } from '../interface'; + +import LlmSettingItems from '@/components/llm-setting-items'; +import { variableEnabledFieldMap } from '@/constants/chat'; +import { Variable } from '@/interfaces/database/chat'; +import styles from './index.less'; + +const ModelSetting = ({ + show, + form, + initialLlmSetting, + visible, +}: ISegmentedContentProps & { + initialLlmSetting?: Variable; + visible?: boolean; +}) => { + useEffect(() => { + if (visible) { + const values = Object.keys(variableEnabledFieldMap).reduce< + Record + >((pre, field) => { + pre[field] = + initialLlmSetting === undefined + ? true + : !!initialLlmSetting[ + variableEnabledFieldMap[ + field as keyof typeof variableEnabledFieldMap + ] as keyof Variable + ]; + return pre; + }, {}); + form.setFieldsValue(values); + } + }, [form, initialLlmSetting, visible]); + + return ( +
    + {visible && } + {/* +
    {childNode}
    styles.editableRow} + /> + + + )} + + + ); +}; + +export default forwardRef(PromptEngine); diff --git a/web/src/pages/chat/chat-container/index.less b/web/src/pages/chat/chat-container/index.less new file mode 100644 index 0000000000000000000000000000000000000000..8430b1ef64d0d2a334a899f8eef5939b506015e5 --- /dev/null +++ b/web/src/pages/chat/chat-container/index.less @@ -0,0 +1,7 @@ +.chatContainer { + padding: 0 0 24px 24px; + .messageContainer { + overflow-y: auto; + padding-right: 24px; + } +} diff --git a/web/src/pages/chat/chat-container/index.tsx b/web/src/pages/chat/chat-container/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..72e410de6ccebd7cd4d6cbffc3ba4a602d4e0429 --- /dev/null +++ b/web/src/pages/chat/chat-container/index.tsx @@ -0,0 +1,110 @@ +import MessageItem from '@/components/message-item'; +import DocumentPreviewer from '@/components/pdf-previewer'; +import { MessageType } from '@/constants/chat'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Button, Drawer, Flex, Input, Spin } from 'antd'; +import { + useClickDrawer, + useFetchConversationOnMount, + useGetFileIcon, + useGetSendButtonDisabled, + useSelectConversationLoading, + useSendButtonDisabled, + useSendMessage, +} from '../hooks'; +import { buildMessageItemReference } from '../utils'; + +import { useFetchUserInfo } from '@/hooks/user-setting-hooks'; +import styles from './index.less'; + +const ChatContainer = () => { + const { + ref, + currentConversation: conversation, + addNewestConversation, + removeLatestMessage, + addNewestAnswer, + } = useFetchConversationOnMount(); + const { + handleInputChange, + handlePressEnter, + value, + loading: sendLoading, + } = useSendMessage( + conversation, + addNewestConversation, + removeLatestMessage, + addNewestAnswer, + ); + const { visible, hideModal, documentId, selectedChunk, clickDocumentButton } = + useClickDrawer(); + const disabled = useGetSendButtonDisabled(); + const sendDisabled = useSendButtonDisabled(value); + useGetFileIcon(); + const loading = useSelectConversationLoading(); + const { t } = useTranslate('chat'); + const { data: userInfo } = useFetchUserInfo(); + + return ( + <> + + +
    + + {conversation?.message?.map((message, i) => { + return ( + + ); + })} + +
    +
    + + + {t('send')} + + } + onPressEnter={handlePressEnter} + onChange={handleInputChange} + /> + + + + + + ); +}; + +export default ChatContainer; diff --git a/web/src/pages/chat/constants.ts b/web/src/pages/chat/constants.ts new file mode 100644 index 0000000000000000000000000000000000000000..0c93f8ddff21b04e2426077d86a73e312cc10078 --- /dev/null +++ b/web/src/pages/chat/constants.ts @@ -0,0 +1,6 @@ +export enum ChatSearchParams { + DialogId = 'dialogId', + ConversationId = 'conversationId', +} + +export const EmptyConversationId = 'empty'; diff --git a/web/src/pages/chat/hooks.ts b/web/src/pages/chat/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..f0e98d1a93f89acaf4a307e977943bcce4ee89aa --- /dev/null +++ b/web/src/pages/chat/hooks.ts @@ -0,0 +1,762 @@ +import { MessageType } from '@/constants/chat'; +import { fileIconMap } from '@/constants/common'; +import { + useFetchConversation, + useFetchConversationList, + useFetchDialog, + useFetchDialogList, + useRemoveConversation, + useRemoveDialog, + useSelectConversationList, + useSelectDialogList, + useSetDialog, + useUpdateConversation, +} from '@/hooks/chat-hooks'; +import { + useSetModalState, + useShowDeleteConfirm, + useTranslate, +} from '@/hooks/common-hooks'; +import { useSendMessageWithSse } from '@/hooks/logic-hooks'; +import { useOneNamespaceEffectsLoading } from '@/hooks/store-hooks'; +import { IAnswer, IConversation, IDialog } from '@/interfaces/database/chat'; +import { IChunk } from '@/interfaces/database/knowledge'; +import { getFileExtension } from '@/utils'; +import omit from 'lodash/omit'; +import trim from 'lodash/trim'; +import { + ChangeEventHandler, + useCallback, + useEffect, + useMemo, + useRef, + useState, +} from 'react'; +import { useDispatch, useSearchParams, useSelector } from 'umi'; +import { v4 as uuid } from 'uuid'; +import { ChatSearchParams } from './constants'; +import { + IClientConversation, + IMessage, + VariableTableDataType, +} from './interface'; +import { ChatModelState } from './model'; +import { isConversationIdExist } from './utils'; + +export const useSelectCurrentDialog = () => { + const currentDialog: IDialog = useSelector( + (state: any) => state.chatModel.currentDialog, + ); + + return currentDialog; +}; + +export const useFetchDialogOnMount = ( + dialogId: string, + visible: boolean, +): IDialog => { + const currentDialog: IDialog = useSelectCurrentDialog(); + const fetchDialog = useFetchDialog(); + + useEffect(() => { + if (dialogId && visible) { + fetchDialog(dialogId); + } + }, [dialogId, fetchDialog, visible]); + + return currentDialog; +}; + +export const useSetCurrentDialog = () => { + const dispatch = useDispatch(); + + const currentDialog: IDialog = useSelector( + (state: any) => state.chatModel.currentDialog, + ); + + const setCurrentDialog = useCallback( + (dialogId: string) => { + dispatch({ + type: 'chatModel/setCurrentDialog', + payload: { id: dialogId }, + }); + }, + [dispatch], + ); + + return { currentDialog, setCurrentDialog }; +}; + +export const useResetCurrentDialog = () => { + const dispatch = useDispatch(); + + const resetCurrentDialog = useCallback(() => { + dispatch({ + type: 'chatModel/setCurrentDialog', + payload: {}, + }); + }, [dispatch]); + + return { resetCurrentDialog }; +}; + +export const useSelectPromptConfigParameters = (): VariableTableDataType[] => { + const currentDialog: IDialog = useSelector( + (state: any) => state.chatModel.currentDialog, + ); + + const finalParameters: VariableTableDataType[] = useMemo(() => { + const parameters = currentDialog?.prompt_config?.parameters ?? []; + if (!currentDialog.id) { + // The newly created chat has a default parameter + return [{ key: uuid(), variable: 'knowledge', optional: false }]; + } + return parameters.map((x) => ({ + key: uuid(), + variable: x.key, + optional: x.optional, + })); + }, [currentDialog]); + + return finalParameters; +}; + +export const useDeleteDialog = () => { + const showDeleteConfirm = useShowDeleteConfirm(); + + const removeDocument = useRemoveDialog(); + + const onRemoveDialog = (dialogIds: Array) => { + showDeleteConfirm({ onOk: () => removeDocument(dialogIds) }); + }; + + return { onRemoveDialog }; +}; + +export const useGetChatSearchParams = () => { + const [currentQueryParameters] = useSearchParams(); + + return { + dialogId: currentQueryParameters.get(ChatSearchParams.DialogId) || '', + conversationId: + currentQueryParameters.get(ChatSearchParams.ConversationId) || '', + }; +}; + +export const useSetCurrentConversation = () => { + const dispatch = useDispatch(); + + const setCurrentConversation = useCallback( + (currentConversation: IClientConversation) => { + dispatch({ + type: 'chatModel/setCurrentConversation', + payload: currentConversation, + }); + }, + [dispatch], + ); + + return setCurrentConversation; +}; + +export const useClickDialogCard = () => { + const [currentQueryParameters, setSearchParams] = useSearchParams(); + + const newQueryParameters: URLSearchParams = useMemo(() => { + return new URLSearchParams(); + }, []); + + const handleClickDialog = useCallback( + (dialogId: string) => { + newQueryParameters.set(ChatSearchParams.DialogId, dialogId); + // newQueryParameters.set( + // ChatSearchParams.ConversationId, + // EmptyConversationId, + // ); + setSearchParams(newQueryParameters); + }, + [newQueryParameters, setSearchParams], + ); + + return { handleClickDialog }; +}; + +export const useSelectFirstDialogOnMount = () => { + const fetchDialogList = useFetchDialogList(); + const dialogList = useSelectDialogList(); + + const { handleClickDialog } = useClickDialogCard(); + + const fetchList = useCallback(async () => { + const data = await fetchDialogList(); + if (data.retcode === 0 && data.data.length > 0) { + handleClickDialog(data.data[0].id); + } + }, [fetchDialogList, handleClickDialog]); + + useEffect(() => { + fetchList(); + }, [fetchList]); + + return dialogList; +}; + +export const useHandleItemHover = () => { + const [activated, setActivated] = useState(''); + + const handleItemEnter = (id: string) => { + setActivated(id); + }; + + const handleItemLeave = () => { + setActivated(''); + }; + + return { + activated, + handleItemEnter, + handleItemLeave, + }; +}; + +export const useEditDialog = () => { + const [dialog, setDialog] = useState({} as IDialog); + const fetchDialog = useFetchDialog(); + const submitDialog = useSetDialog(); + const loading = useOneNamespaceEffectsLoading('chatModel', ['setDialog']); + + const { + visible: dialogEditVisible, + hideModal: hideDialogEditModal, + showModal: showDialogEditModal, + } = useSetModalState(); + + const hideModal = useCallback(() => { + setDialog({} as IDialog); + hideDialogEditModal(); + }, [hideDialogEditModal]); + + const onDialogEditOk = useCallback( + async (dialog: IDialog) => { + const ret = await submitDialog(dialog); + + if (ret === 0) { + hideModal(); + } + }, + [submitDialog, hideModal], + ); + + const handleShowDialogEditModal = useCallback( + async (dialogId?: string) => { + if (dialogId) { + const ret = await fetchDialog(dialogId, false); + if (ret.retcode === 0) { + setDialog(ret.data); + } + } + showDialogEditModal(); + }, + [showDialogEditModal, fetchDialog], + ); + + const clearDialog = useCallback(() => { + setDialog({} as IDialog); + }, []); + + return { + dialogSettingLoading: loading, + initialDialog: dialog, + onDialogEditOk, + dialogEditVisible, + hideDialogEditModal: hideModal, + showDialogEditModal: handleShowDialogEditModal, + clearDialog, + }; +}; + +//#region conversation + +export const useFetchConversationListOnMount = () => { + const conversationList = useSelectConversationList(); + const { dialogId } = useGetChatSearchParams(); + const fetchConversationList = useFetchConversationList(); + + useEffect(() => { + fetchConversationList(dialogId); + }, [fetchConversationList, dialogId]); + + return conversationList; +}; + +export const useSelectDerivedConversationList = () => { + const [list, setList] = useState>([]); + let chatModel: ChatModelState = useSelector((state: any) => state.chatModel); + const { conversationList, currentDialog } = chatModel; + const { dialogId } = useGetChatSearchParams(); + const prologue = currentDialog?.prompt_config?.prologue ?? ''; + const { t } = useTranslate('chat'); + const addTemporaryConversation = useCallback(() => { + setList((pre) => { + if (dialogId) { + const nextList = [ + { + id: '', + name: t('newConversation'), + dialog_id: dialogId, + message: [ + { + content: prologue, + role: MessageType.Assistant, + }, + ], + } as IConversation, + ...conversationList, + ]; + return nextList; + } + + return pre; + }); + }, [conversationList, dialogId, prologue, t]); + + useEffect(() => { + addTemporaryConversation(); + }, [addTemporaryConversation]); + + return { list, addTemporaryConversation }; +}; + +export const useClickConversationCard = () => { + const [currentQueryParameters, setSearchParams] = useSearchParams(); + const newQueryParameters: URLSearchParams = useMemo( + () => new URLSearchParams(currentQueryParameters.toString()), + [currentQueryParameters], + ); + + const handleClickConversation = useCallback( + (conversationId: string) => { + newQueryParameters.set(ChatSearchParams.ConversationId, conversationId); + setSearchParams(newQueryParameters); + }, + [newQueryParameters, setSearchParams], + ); + + return { handleClickConversation }; +}; + +export const useSetConversation = () => { + const { dialogId } = useGetChatSearchParams(); + const updateConversation = useUpdateConversation(); + + const setConversation = useCallback( + (message: string) => { + return updateConversation({ + dialog_id: dialogId, + name: message, + message: [ + { + role: MessageType.Assistant, + content: message, + }, + ], + }); + }, + [updateConversation, dialogId], + ); + + return { setConversation }; +}; + +export const useSelectCurrentConversation = () => { + const [currentConversation, setCurrentConversation] = + useState({} as IClientConversation); + + const conversation: IClientConversation = useSelector( + (state: any) => state.chatModel.currentConversation, + ); + const dialog = useSelectCurrentDialog(); + const { conversationId, dialogId } = useGetChatSearchParams(); + + const addNewestConversation = useCallback( + (message: string, answer: string = '') => { + setCurrentConversation((pre) => { + return { + ...pre, + message: [ + ...pre.message, + { + role: MessageType.User, + content: message, + id: uuid(), + } as IMessage, + { + role: MessageType.Assistant, + content: answer, + id: uuid(), + reference: {}, + } as IMessage, + ], + }; + }); + }, + [], + ); + + const addNewestAnswer = useCallback((answer: IAnswer) => { + setCurrentConversation((pre) => { + const latestMessage = pre.message?.at(-1); + + if (latestMessage) { + return { + ...pre, + message: [ + ...pre.message.slice(0, -1), + { + ...latestMessage, + content: answer.answer, + reference: answer.reference, + } as IMessage, + ], + }; + } + return pre; + }); + }, []); + + const removeLatestMessage = useCallback(() => { + setCurrentConversation((pre) => { + const nextMessages = pre.message?.slice(0, -2) ?? []; + return { + ...pre, + message: nextMessages, + }; + }); + }, []); + + const addPrologue = useCallback(() => { + if (dialogId !== '' && conversationId === '') { + const prologue = dialog.prompt_config?.prologue; + + const nextMessage = { + role: MessageType.Assistant, + content: prologue, + id: uuid(), + } as IMessage; + + setCurrentConversation({ + id: '', + dialog_id: dialogId, + reference: [], + message: [nextMessage], + } as any); + } + }, [conversationId, dialog, dialogId]); + + useEffect(() => { + addPrologue(); + }, [addPrologue]); + + useEffect(() => { + if (conversationId) { + setCurrentConversation(conversation); + } + }, [conversation, conversationId]); + + return { + currentConversation, + addNewestConversation, + removeLatestMessage, + addNewestAnswer, + }; +}; + +export const useScrollToBottom = (currentConversation: IClientConversation) => { + const ref = useRef(null); + + const scrollToBottom = useCallback(() => { + if (currentConversation.id) { + ref.current?.scrollIntoView({ behavior: 'instant' }); + } + }, [currentConversation]); + + useEffect(() => { + scrollToBottom(); + }, [scrollToBottom]); + + return ref; +}; + +export const useFetchConversationOnMount = () => { + const { conversationId } = useGetChatSearchParams(); + const fetchConversation = useFetchConversation(); + const { + currentConversation, + addNewestConversation, + removeLatestMessage, + addNewestAnswer, + } = useSelectCurrentConversation(); + const ref = useScrollToBottom(currentConversation); + + const fetchConversationOnMount = useCallback(() => { + if (isConversationIdExist(conversationId)) { + fetchConversation(conversationId); + } + }, [fetchConversation, conversationId]); + + useEffect(() => { + fetchConversationOnMount(); + }, [fetchConversationOnMount]); + + return { + currentConversation, + addNewestConversation, + ref, + removeLatestMessage, + addNewestAnswer, + }; +}; + +export const useHandleMessageInputChange = () => { + const [value, setValue] = useState(''); + + const handleInputChange: ChangeEventHandler = (e) => { + const value = e.target.value; + const nextValue = value.replaceAll('\\n', '\n').replaceAll('\\t', '\t'); + setValue(nextValue); + }; + + return { + handleInputChange, + value, + setValue, + }; +}; + +export const useSendMessage = ( + conversation: IClientConversation, + addNewestConversation: (message: string, answer?: string) => void, + removeLatestMessage: () => void, + addNewestAnswer: (answer: IAnswer) => void, +) => { + const { setConversation } = useSetConversation(); + const { conversationId } = useGetChatSearchParams(); + const { handleInputChange, value, setValue } = useHandleMessageInputChange(); + + const { handleClickConversation } = useClickConversationCard(); + const { send, answer, done, setDone } = useSendMessageWithSse(); + + const sendMessage = useCallback( + async (message: string, id?: string) => { + const res = await send({ + conversation_id: id ?? conversationId, + messages: [ + ...(conversation?.message ?? []).map((x: IMessage) => omit(x, 'id')), + { + role: MessageType.User, + content: message, + }, + ], + }); + + if (res && (res?.response.status !== 200 || res?.data?.retcode !== 0)) { + // cancel loading + setValue(message); + console.info('removeLatestMessage111'); + removeLatestMessage(); + } else { + if (id) { + console.info('111'); + // new conversation + handleClickConversation(id); + } else { + console.info('222'); + // fetchConversation(conversationId); + } + } + }, + [ + conversation?.message, + conversationId, + handleClickConversation, + removeLatestMessage, + setValue, + send, + ], + ); + + const handleSendMessage = useCallback( + async (message: string) => { + if (conversationId !== '') { + sendMessage(message); + } else { + const data = await setConversation(message); + if (data.retcode === 0) { + const id = data.data.id; + sendMessage(message, id); + } + } + }, + [conversationId, setConversation, sendMessage], + ); + + useEffect(() => { + // #1289 + if (answer.answer && answer?.conversationId === conversationId) { + addNewestAnswer(answer); + } + }, [answer, addNewestAnswer, conversationId]); + + useEffect(() => { + // #1289 switch to another conversion window when the last conversion answer doesn't finish. + if (conversationId) { + setDone(true); + } + }, [setDone, conversationId]); + + const handlePressEnter = useCallback(() => { + if (trim(value) === '') return; + + if (done) { + setValue(''); + handleSendMessage(value.trim()); + } + addNewestConversation(value); + }, [addNewestConversation, handleSendMessage, done, setValue, value]); + + return { + handlePressEnter, + handleInputChange, + value, + setValue, + loading: !done, + }; +}; + +export const useGetFileIcon = () => { + const getFileIcon = (filename: string) => { + const ext: string = getFileExtension(filename); + const iconPath = fileIconMap[ext as keyof typeof fileIconMap]; + return `@/assets/svg/file-icon/${iconPath}`; + }; + + return getFileIcon; +}; + +export const useDeleteConversation = () => { + const { dialogId } = useGetChatSearchParams(); + const { handleClickConversation } = useClickConversationCard(); + const showDeleteConfirm = useShowDeleteConfirm(); + const removeConversation = useRemoveConversation(); + + const deleteConversation = (conversationIds: Array) => async () => { + const ret = await removeConversation(conversationIds, dialogId); + if (ret === 0) { + handleClickConversation(''); + } + return ret; + }; + + const onRemoveConversation = (conversationIds: Array) => { + showDeleteConfirm({ onOk: deleteConversation(conversationIds) }); + }; + + return { onRemoveConversation }; +}; + +export const useRenameConversation = () => { + const [conversation, setConversation] = useState( + {} as IClientConversation, + ); + const fetchConversation = useFetchConversation(); + const { + visible: conversationRenameVisible, + hideModal: hideConversationRenameModal, + showModal: showConversationRenameModal, + } = useSetModalState(); + const updateConversation = useUpdateConversation(); + + const onConversationRenameOk = useCallback( + async (name: string) => { + const ret = await updateConversation({ + ...conversation, + conversation_id: conversation.id, + name, + }); + + if (ret.retcode === 0) { + hideConversationRenameModal(); + } + }, + [updateConversation, conversation, hideConversationRenameModal], + ); + + const loading = useOneNamespaceEffectsLoading('chatModel', [ + 'setConversation', + ]); + + const handleShowConversationRenameModal = useCallback( + async (conversationId: string) => { + const ret = await fetchConversation(conversationId, false); + if (ret.retcode === 0) { + setConversation(ret.data); + } + showConversationRenameModal(); + }, + [showConversationRenameModal, fetchConversation], + ); + + return { + conversationRenameLoading: loading, + initialConversationName: conversation.name, + onConversationRenameOk, + conversationRenameVisible, + hideConversationRenameModal, + showConversationRenameModal: handleShowConversationRenameModal, + }; +}; + +export const useClickDrawer = () => { + const { visible, showModal, hideModal } = useSetModalState(); + const [selectedChunk, setSelectedChunk] = useState({} as IChunk); + const [documentId, setDocumentId] = useState(''); + + const clickDocumentButton = useCallback( + (documentId: string, chunk: IChunk) => { + showModal(); + setSelectedChunk(chunk); + setDocumentId(documentId); + }, + [showModal], + ); + + return { + clickDocumentButton, + visible, + showModal, + hideModal, + selectedChunk, + documentId, + }; +}; + +export const useSelectDialogListLoading = () => { + return useOneNamespaceEffectsLoading('chatModel', ['listDialog']); +}; +export const useSelectConversationListLoading = () => { + return useOneNamespaceEffectsLoading('chatModel', ['listConversation']); +}; +export const useSelectConversationLoading = () => { + return useOneNamespaceEffectsLoading('chatModel', ['getConversation']); +}; + +export const useGetSendButtonDisabled = () => { + const { dialogId, conversationId } = useGetChatSearchParams(); + + return dialogId === '' && conversationId === ''; +}; + +export const useSendButtonDisabled = (value: string) => { + return trim(value) === ''; +}; +//#endregion diff --git a/web/src/pages/chat/index.less b/web/src/pages/chat/index.less new file mode 100644 index 0000000000000000000000000000000000000000..e48798325c1691ba941d6e2a6fd2fd257400135a --- /dev/null +++ b/web/src/pages/chat/index.less @@ -0,0 +1,70 @@ +.chatWrapper { + height: 100%; + width: 100%; + + .chatAppWrapper { + width: 288px; + padding: 26px; + + .chatAppContent { + overflow-y: auto; + width: 100%; + } + + .chatAppCard { + :global(.ant-card-body) { + padding: 10px; + } + .cubeIcon { + &:hover { + cursor: pointer; + } + } + } + .chatAppCardSelected { + :global(.ant-card-body) { + background-color: @gray11; + border-radius: 8px; + } + } + } + .chatTitleWrapper { + width: 220px; + padding: 26px 0; + } + + .chatTitle { + padding: 5px 15px; + } + + .chatTitleContent { + padding: 5px 10px; + overflow: auto; + } + + .chatSpin { + :global(.ant-spin-container) { + display: flex; + flex-direction: column; + gap: 10px; + } + } + + .chatTitleCard { + :global(.ant-card-body) { + padding: 8px; + } + } + + .chatTitleCardSelected { + :global(.ant-card-body) { + background-color: @gray11; + border-radius: 8px; + } + } + + .divider { + margin: 0; + height: 100%; + } +} diff --git a/web/src/pages/chat/index.tsx b/web/src/pages/chat/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..ac6f66e9a544aee75584ff8fc8dd5444b3ddd350 --- /dev/null +++ b/web/src/pages/chat/index.tsx @@ -0,0 +1,387 @@ +import { ReactComponent as ChatAppCube } from '@/assets/svg/chat-app-cube.svg'; +import RenameModal from '@/components/rename-modal'; +import { + CloudOutlined, + DeleteOutlined, + EditOutlined, + PlusOutlined, +} from '@ant-design/icons'; +import { + Avatar, + Button, + Card, + Divider, + Dropdown, + Flex, + MenuProps, + Space, + Spin, + Tag, + Typography, +} from 'antd'; +import { MenuItemProps } from 'antd/lib/menu/MenuItem'; +import classNames from 'classnames'; +import { useCallback } from 'react'; +import ChatConfigurationModal from './chat-configuration-modal'; +import ChatContainer from './chat-container'; +import { + useClickConversationCard, + useClickDialogCard, + useDeleteConversation, + useDeleteDialog, + useEditDialog, + useFetchConversationListOnMount, + useFetchDialogOnMount, + useGetChatSearchParams, + useHandleItemHover, + useRenameConversation, + useSelectConversationListLoading, + useSelectDerivedConversationList, + useSelectDialogListLoading, + useSelectFirstDialogOnMount, +} from './hooks'; + +import ChatOverviewModal from '@/components/api-service/chat-overview-modal'; +import { useSetModalState, useTranslate } from '@/hooks/common-hooks'; +import { useSetSelectedRecord } from '@/hooks/logic-hooks'; +import { IDialog } from '@/interfaces/database/chat'; +import styles from './index.less'; + +const { Text } = Typography; + +const Chat = () => { + const dialogList = useSelectFirstDialogOnMount(); + const { onRemoveDialog } = useDeleteDialog(); + const { onRemoveConversation } = useDeleteConversation(); + const { handleClickDialog } = useClickDialogCard(); + const { handleClickConversation } = useClickConversationCard(); + const { dialogId, conversationId } = useGetChatSearchParams(); + const { list: conversationList, addTemporaryConversation } = + useSelectDerivedConversationList(); + const { activated, handleItemEnter, handleItemLeave } = useHandleItemHover(); + const { + activated: conversationActivated, + handleItemEnter: handleConversationItemEnter, + handleItemLeave: handleConversationItemLeave, + } = useHandleItemHover(); + const { + conversationRenameLoading, + initialConversationName, + onConversationRenameOk, + conversationRenameVisible, + hideConversationRenameModal, + showConversationRenameModal, + } = useRenameConversation(); + const { + dialogSettingLoading, + initialDialog, + onDialogEditOk, + dialogEditVisible, + clearDialog, + hideDialogEditModal, + showDialogEditModal, + } = useEditDialog(); + const dialogLoading = useSelectDialogListLoading(); + const conversationLoading = useSelectConversationListLoading(); + const { t } = useTranslate('chat'); + const { + visible: overviewVisible, + hideModal: hideOverviewModal, + showModal: showOverviewModal, + } = useSetModalState(); + const { currentRecord, setRecord } = useSetSelectedRecord(); + + useFetchDialogOnMount(dialogId, true); + + const handleAppCardEnter = (id: string) => () => { + handleItemEnter(id); + }; + + const handleConversationCardEnter = (id: string) => () => { + handleConversationItemEnter(id); + }; + + const handleShowChatConfigurationModal = + (dialogId?: string): any => + (info: any) => { + info?.domEvent?.preventDefault(); + info?.domEvent?.stopPropagation(); + showDialogEditModal(dialogId); + }; + + const handleRemoveDialog = + (dialogId: string): MenuItemProps['onClick'] => + ({ domEvent }) => { + domEvent.preventDefault(); + domEvent.stopPropagation(); + onRemoveDialog([dialogId]); + }; + + const handleShowOverviewModal = + (dialog: IDialog): any => + (info: any) => { + info?.domEvent?.preventDefault(); + info?.domEvent?.stopPropagation(); + setRecord(dialog); + showOverviewModal(); + }; + + const handleRemoveConversation = + (conversationId: string): MenuItemProps['onClick'] => + ({ domEvent }) => { + domEvent.preventDefault(); + domEvent.stopPropagation(); + onRemoveConversation([conversationId]); + }; + + const handleShowConversationRenameModal = + (conversationId: string): MenuItemProps['onClick'] => + ({ domEvent }) => { + domEvent.preventDefault(); + domEvent.stopPropagation(); + showConversationRenameModal(conversationId); + }; + + const handleDialogCardClick = (dialogId: string) => () => { + handleClickDialog(dialogId); + }; + + const handleConversationCardClick = (dialogId: string) => () => { + handleClickConversation(dialogId); + }; + + const handleCreateTemporaryConversation = useCallback(() => { + addTemporaryConversation(); + }, [addTemporaryConversation]); + + const items: MenuProps['items'] = [ + { + key: '1', + onClick: handleCreateTemporaryConversation, + label: ( + + + {t('newChat')} + + ), + }, + ]; + + const buildAppItems = (dialog: IDialog) => { + const dialogId = dialog.id; + + const appItems: MenuProps['items'] = [ + { + key: '1', + onClick: handleShowChatConfigurationModal(dialogId), + label: ( + + + {t('edit', { keyPrefix: 'common' })} + + ), + }, + { type: 'divider' }, + { + key: '2', + onClick: handleRemoveDialog(dialogId), + label: ( + + + {t('delete', { keyPrefix: 'common' })} + + ), + }, + { type: 'divider' }, + { + key: '3', + onClick: handleShowOverviewModal(dialog), + label: ( + + + {t('overview')} + + ), + }, + ]; + + return appItems; + }; + + const buildConversationItems = (conversationId: string) => { + const appItems: MenuProps['items'] = [ + { + key: '1', + onClick: handleShowConversationRenameModal(conversationId), + label: ( + + + {t('rename', { keyPrefix: 'common' })} + + ), + }, + { type: 'divider' }, + { + key: '2', + onClick: handleRemoveConversation(conversationId), + label: ( + + + {t('delete', { keyPrefix: 'common' })} + + ), + }, + ]; + + return appItems; + }; + + useFetchConversationListOnMount(); + + return ( + + + + + + + + {dialogList.map((x) => ( + + + + +
    + + + {x.name} + + +
    {x.description}
    +
    +     + {activated === x.id && ( +
    + + + +
    + )} +     +     + ))} +     +     +     +     + + + + + + {t('chat')} + {conversationList.length} + + + {/* */} + + + + + + + {conversationList.map((x) => ( + + +
    + + {x.name} + +
    + {conversationActivated === x.id && x.id !== '' && ( +
    + + + +
    + )} +     +     + ))} +     +     +     +     + + + {dialogEditVisible && ( + + )} + + {overviewVisible && ( + + )} +     + ); +}; + +export default Chat; diff --git a/web/src/pages/chat/interface.ts b/web/src/pages/chat/interface.ts new file mode 100644 index 0000000000000000000000000000000000000000..0b51921a890ad9767abbe46a15491890ef25ec37 --- /dev/null +++ b/web/src/pages/chat/interface.ts @@ -0,0 +1,32 @@ +import { IConversation, IReference, Message } from '@/interfaces/database/chat'; +import { FormInstance } from 'antd'; + +export interface ISegmentedContentProps { + show: boolean; + form: FormInstance; +} + +export interface IVariable { + temperature: number; + top_p: number; + frequency_penalty: number; + presence_penalty: number; + max_tokens: number; +} + +export interface VariableTableDataType { + key: string; + variable: string; + optional: boolean; +} + +export type IPromptConfigParameters = Omit; + +export interface IMessage extends Message { + id: string; + reference?: IReference; // the latest news has reference +} + +export interface IClientConversation extends IConversation { + message: IMessage[]; +} diff --git a/web/src/pages/chat/markdown-content/index.less b/web/src/pages/chat/markdown-content/index.less new file mode 100644 index 0000000000000000000000000000000000000000..caa208017f4b9a447c6d62c166f0fd190ae44ee9 --- /dev/null +++ b/web/src/pages/chat/markdown-content/index.less @@ -0,0 +1,45 @@ +.referencePopoverWrapper { + max-width: 50vw; +} + +.referenceChunkImage { + width: 10vw; + object-fit: contain; +} + +.referenceImagePreview { + max-width: 45vw; + max-height: 45vh; +} +.chunkContentText { + .chunkText; + max-height: 45vh; + overflow-y: auto; +} +.documentLink { + padding: 0; +} + +.referenceIcon { + padding: 0 6px; +} + +.cursor { + display: inline-block; + width: 1px; + height: 16px; + background-color: black; + animation: blink 0.6s infinite; + vertical-align: text-top; + @keyframes blink { + 0% { + opacity: 1; + } + 50% { + opacity: 0; + } + 100% { + opacity: 1; + } + } +} diff --git a/web/src/pages/chat/markdown-content/index.tsx b/web/src/pages/chat/markdown-content/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..6a82fe4333c5a1c0dfdeff48820080f885a2e701 --- /dev/null +++ b/web/src/pages/chat/markdown-content/index.tsx @@ -0,0 +1,181 @@ +import Image from '@/components/image'; +import SvgIcon from '@/components/svg-icon'; +import { useSelectFileThumbnails } from '@/hooks/knowledge-hooks'; +import { IReference } from '@/interfaces/database/chat'; +import { IChunk } from '@/interfaces/database/knowledge'; +import { getExtension } from '@/utils/document-util'; +import { InfoCircleOutlined } from '@ant-design/icons'; +import { Button, Flex, Popover, Space } from 'antd'; +import DOMPurify from 'dompurify'; +import { useCallback } from 'react'; +import Markdown from 'react-markdown'; +import reactStringReplace from 'react-string-replace'; +import SyntaxHighlighter from 'react-syntax-highlighter'; +import remarkGfm from 'remark-gfm'; +import { visitParents } from 'unist-util-visit-parents'; + +import styles from './index.less'; + +const reg = /(#{2}\d+\${2})/g; +const curReg = /(~{2}\d+\${2})/g; + +const getChunkIndex = (match: string) => Number(match.slice(2, -2)); +// TODO: The display of the table is inconsistent with the display previously placed in the MessageItem. +const MarkdownContent = ({ + reference, + clickDocumentButton, + content, +}: { + content: string; + reference: IReference; + clickDocumentButton?: (documentId: string, chunk: IChunk) => void; +}) => { + const fileThumbnails = useSelectFileThumbnails(); + + const handleDocumentButtonClick = useCallback( + (documentId: string, chunk: IChunk, isPdf: boolean) => () => { + if (!isPdf) { + return; + } + clickDocumentButton?.(documentId, chunk); + }, + [clickDocumentButton], + ); + + const rehypeWrapReference = () => { + return function wrapTextTransform(tree: any) { + visitParents(tree, 'text', (node, ancestors) => { + const latestAncestor = ancestors.at(-1); + if ( + latestAncestor.tagName !== 'custom-typography' && + latestAncestor.tagName !== 'code' + ) { + node.type = 'element'; + node.tagName = 'custom-typography'; + node.properties = {}; + node.children = [{ type: 'text', value: node.value }]; + } + }); + }; + }; + + const getPopoverContent = useCallback( + (chunkIndex: number) => { + const chunks = reference?.chunks ?? []; + const chunkItem = chunks[chunkIndex]; + const document = reference?.doc_aggs?.find( + (x) => x?.doc_id === chunkItem?.doc_id, + ); + const documentId = document?.doc_id; + const fileThumbnail = documentId ? fileThumbnails[documentId] : ''; + const fileExtension = documentId ? getExtension(document?.doc_name) : ''; + const imageId = chunkItem?.img_id; + return ( + + {imageId && ( + + } + > + + + )} + +
    + {documentId && ( + + {fileThumbnail ? ( + + ) : ( + + )} + + + )} +     +     + ); + }, + [reference, fileThumbnails, handleDocumentButtonClick], + ); + + const renderReference = useCallback( + (text: string) => { + let replacedText = reactStringReplace(text, reg, (match, i) => { + const chunkIndex = getChunkIndex(match); + return ( + + + + ); + }); + + replacedText = reactStringReplace(replacedText, curReg, (match, i) => ( + + )); + + return replacedText; + }, + [getPopoverContent], + ); + + return ( + + renderReference(children), + code(props: any) { + const { children, className, node, ...rest } = props; + const match = /language-(\w+)/.exec(className || ''); + return match ? ( + + {String(children).replace(/\n$/, '')} + + ) : ( + + {children} + + ); + }, + } as any + } + > + {content} + + ); +}; + +export default MarkdownContent; diff --git a/web/src/pages/chat/model.ts b/web/src/pages/chat/model.ts new file mode 100644 index 0000000000000000000000000000000000000000..3e32492d100494854c99479cb351d7b170af3963 --- /dev/null +++ b/web/src/pages/chat/model.ts @@ -0,0 +1,194 @@ +import { IConversation, IDialog, Message } from '@/interfaces/database/chat'; +import i18n from '@/locales/config'; +import chatService from '@/services/chat-service'; +import { message } from 'antd'; +import { DvaModel } from 'umi'; +import { v4 as uuid } from 'uuid'; +import { IClientConversation, IMessage } from './interface'; +import { getDocumentIdsFromConversionReference } from './utils'; + +export interface ChatModelState { + name: string; + dialogList: IDialog[]; + currentDialog: IDialog; + conversationList: IConversation[]; + currentConversation: IClientConversation; +} + +const model: DvaModel = { + namespace: 'chatModel', + state: { + name: 'kate', + dialogList: [], + currentDialog: {}, + conversationList: [], + currentConversation: {} as IClientConversation, + }, + reducers: { + save(state, action) { + return { + ...state, + ...action.payload, + }; + }, + setDialogList(state, { payload }) { + return { + ...state, + dialogList: payload, + }; + }, + setCurrentDialog(state, { payload }) { + return { + ...state, + currentDialog: payload, + }; + }, + setConversationList(state, { payload }) { + return { + ...state, + conversationList: payload, + }; + }, + setCurrentConversation(state, { payload }) { + const messageList = + payload?.message?.map((x: Message | IMessage) => ({ + ...x, + id: 'id' in x ? x.id : uuid(), + })) ?? []; + return { + ...state, + currentConversation: { ...payload, message: messageList }, + }; + }, + }, + + effects: { + *getDialog({ payload }, { call, put }) { + const needToBeSaved = + payload.needToBeSaved === undefined ? true : payload.needToBeSaved; + const { data } = yield call(chatService.getDialog, { + dialog_id: payload.dialog_id, + }); + if (data.retcode === 0 && needToBeSaved) { + yield put({ type: 'setCurrentDialog', payload: data.data }); + } + return data; + }, + *setDialog({ payload }, { call, put }) { + const { data } = yield call(chatService.setDialog, payload); + if (data.retcode === 0) { + yield put({ type: 'listDialog' }); + message.success( + i18n.t(`message.${payload.dialog_id ? 'modified' : 'created'}`), + ); + } + return data.retcode; + }, + *removeDialog({ payload }, { call, put }) { + const { data } = yield call(chatService.removeDialog, payload); + if (data.retcode === 0) { + yield put({ type: 'listDialog' }); + message.success(i18n.t('message.deleted')); + } + return data.retcode; + }, + *listDialog({ payload }, { call, put }) { + const { data } = yield call(chatService.listDialog, payload); + if (data.retcode === 0) { + yield put({ type: 'setDialogList', payload: data.data }); + } + return data; + }, + *listConversation({ payload }, { call, put }) { + const { data } = yield call(chatService.listConversation, payload); + if (data.retcode === 0) { + yield put({ type: 'setConversationList', payload: data.data }); + } + return data.retcode; + }, + *getConversation({ payload }, { call, put }) { + const needToBeSaved = + payload.needToBeSaved === undefined ? true : payload.needToBeSaved; + const { data } = yield call(chatService.getConversation, { + conversation_id: payload.conversation_id, + }); + if (data.retcode === 0 && needToBeSaved) { + yield put({ + type: 'kFModel/fetch_document_thumbnails', + payload: { + doc_ids: getDocumentIdsFromConversionReference(data.data), + }, + }); + yield put({ type: 'setCurrentConversation', payload: data.data }); + } + return data; + }, + *setConversation({ payload }, { call, put }) { + const { data } = yield call(chatService.setConversation, payload); + if (data.retcode === 0) { + yield put({ + type: 'listConversation', + payload: { + dialog_id: data.data.dialog_id, + }, + }); + } + return data; + }, + *completeConversation({ payload }, { call }) { + const { data } = yield call(chatService.completeConversation, payload); + // if (data.retcode === 0) { + // yield put({ + // type: 'getConversation', + // payload: { + // conversation_id: payload.conversation_id, + // }, + // }); + // } + return data.retcode; + }, + *removeConversation({ payload }, { call, put }) { + const { data } = yield call(chatService.removeConversation, { + conversation_ids: payload.conversation_ids, + }); + if (data.retcode === 0) { + yield put({ + type: 'listConversation', + payload: { dialog_id: payload.dialog_id }, + }); + message.success(i18n.t('message.deleted')); + } + return data.retcode; + }, + *createExternalConversation({ payload }, { call, put }) { + const { data } = yield call( + chatService.createExternalConversation, + payload, + ); + // if (data.retcode === 0) { + // yield put({ + // type: 'getExternalConversation', + // payload: data.data.id, + // }); + // } + return data; + }, + *getExternalConversation({ payload }, { call }) { + const { data } = yield call( + chatService.getExternalConversation, + null, + payload, + ); + return data; + }, + *completeExternalConversation({ payload }, { call }) { + const { data } = yield call( + chatService.completeExternalConversation, + payload, + ); + return data.retcode; + }, + }, +}; + +export default model; diff --git a/web/src/pages/chat/share/index.less b/web/src/pages/chat/share/index.less new file mode 100644 index 0000000000000000000000000000000000000000..7ed0c9d99b2fb9810f99a166113c00a60994dad1 --- /dev/null +++ b/web/src/pages/chat/share/index.less @@ -0,0 +1,13 @@ +.chatWrapper { + height: 100%; +} + +.chatContainer { + padding: 10px; + box-sizing: border-box; + height: 100%; + .messageContainer { + overflow-y: auto; + padding-right: 6px; + } +} diff --git a/web/src/pages/chat/share/index.tsx b/web/src/pages/chat/share/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..acaadcbf944abf0964ebe37f713303c9ce5910f5 --- /dev/null +++ b/web/src/pages/chat/share/index.tsx @@ -0,0 +1,13 @@ +import ChatContainer from './large'; + +import styles from './index.less'; + +const SharedChat = () => { + return ( +
    + +
    + ); +}; + +export default SharedChat; diff --git a/web/src/pages/chat/share/large.tsx b/web/src/pages/chat/share/large.tsx new file mode 100644 index 0000000000000000000000000000000000000000..0f4342252f2cf6004654030b465b9e41d0f47e22 --- /dev/null +++ b/web/src/pages/chat/share/large.tsx @@ -0,0 +1,91 @@ +import MessageItem from '@/components/message-item'; +import { MessageType } from '@/constants/chat'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useSendButtonDisabled } from '@/pages/chat/hooks'; +import { Button, Flex, Input, Spin } from 'antd'; +import { forwardRef } from 'react'; +import { + useCreateSharedConversationOnMount, + useSelectCurrentSharedConversation, + useSendSharedMessage, +} from '../shared-hooks'; +import { buildMessageItemReference } from '../utils'; + +import styles from './index.less'; + +const ChatContainer = () => { + const { t } = useTranslate('chat'); + const { conversationId } = useCreateSharedConversationOnMount(); + const { + currentConversation: conversation, + addNewestConversation, + removeLatestMessage, + ref, + loading, + setCurrentConversation, + addNewestAnswer, + } = useSelectCurrentSharedConversation(conversationId); + + const { + handlePressEnter, + handleInputChange, + value, + loading: sendLoading, + } = useSendSharedMessage( + conversation, + addNewestConversation, + removeLatestMessage, + setCurrentConversation, + addNewestAnswer, + ); + const sendDisabled = useSendButtonDisabled(value); + + return ( + <> + + +
    + + {conversation?.message?.map((message, i) => { + return ( + + ); + })} + +
    +
    + + + {t('send')} + + } + onPressEnter={handlePressEnter} + onChange={handleInputChange} + /> + + + ); +}; + +export default forwardRef(ChatContainer); diff --git a/web/src/pages/chat/shared-hooks.ts b/web/src/pages/chat/shared-hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..a416c9edda919339a8b8b9c88a6ef23e9f22b470 --- /dev/null +++ b/web/src/pages/chat/shared-hooks.ts @@ -0,0 +1,223 @@ +import { MessageType } from '@/constants/chat'; +import { + useCreateSharedConversation, + useFetchSharedConversation, +} from '@/hooks/chat-hooks'; +import { useSendMessageWithSse } from '@/hooks/logic-hooks'; +import { useOneNamespaceEffectsLoading } from '@/hooks/store-hooks'; +import { IAnswer } from '@/interfaces/database/chat'; +import api from '@/utils/api'; +import omit from 'lodash/omit'; +import trim from 'lodash/trim'; +import { + Dispatch, + SetStateAction, + useCallback, + useEffect, + useState, +} from 'react'; +import { useSearchParams } from 'umi'; +import { v4 as uuid } from 'uuid'; +import { useHandleMessageInputChange, useScrollToBottom } from './hooks'; +import { IClientConversation, IMessage } from './interface'; + +export const useCreateSharedConversationOnMount = () => { + const [currentQueryParameters] = useSearchParams(); + const [conversationId, setConversationId] = useState(''); + + const createConversation = useCreateSharedConversation(); + const sharedId = currentQueryParameters.get('shared_id'); + const userId = currentQueryParameters.get('user_id'); + + const setConversation = useCallback(async () => { + console.info(sharedId); + if (sharedId) { + const data = await createConversation(userId ?? undefined); + const id = data.data?.id; + if (id) { + setConversationId(id); + } + } + }, [createConversation, sharedId, userId]); + + useEffect(() => { + setConversation(); + }, [setConversation]); + + return { conversationId }; +}; + +export const useSelectCurrentSharedConversation = (conversationId: string) => { + const [currentConversation, setCurrentConversation] = + useState({} as IClientConversation); + const fetchConversation = useFetchSharedConversation(); + const loading = useOneNamespaceEffectsLoading('chatModel', [ + 'getExternalConversation', + ]); + + const ref = useScrollToBottom(currentConversation); + + const addNewestConversation = useCallback((message: string) => { + setCurrentConversation((pre) => { + return { + ...pre, + message: [ + ...(pre.message ?? []), + { + role: MessageType.User, + content: message, + id: uuid(), + } as IMessage, + { + role: MessageType.Assistant, + content: '', + id: uuid(), + reference: [], + } as IMessage, + ], + }; + }); + }, []); + + const addNewestAnswer = useCallback((answer: IAnswer) => { + setCurrentConversation((pre) => { + const latestMessage = pre.message?.at(-1); + + if (latestMessage) { + return { + ...pre, + message: [ + ...pre.message.slice(0, -1), + { + ...latestMessage, + content: answer.answer, + reference: answer.reference, + } as IMessage, + ], + }; + } + return pre; + }); + }, []); + + const removeLatestMessage = useCallback(() => { + setCurrentConversation((pre) => { + const nextMessages = pre.message.slice(0, -2); + return { + ...pre, + message: nextMessages, + }; + }); + }, []); + + const fetchConversationOnMount = useCallback(async () => { + if (conversationId) { + const data = await fetchConversation(conversationId); + if (data.retcode === 0) { + setCurrentConversation(data.data); + } + } + }, [conversationId, fetchConversation]); + + useEffect(() => { + fetchConversationOnMount(); + }, [fetchConversationOnMount]); + + return { + currentConversation, + addNewestConversation, + removeLatestMessage, + loading, + ref, + setCurrentConversation, + addNewestAnswer, + }; +}; + +export const useSendButtonDisabled = (value: string) => { + return trim(value) === ''; +}; + +export const useSendSharedMessage = ( + conversation: IClientConversation, + addNewestConversation: (message: string) => void, + removeLatestMessage: () => void, + setCurrentConversation: Dispatch>, + addNewestAnswer: (answer: IAnswer) => void, +) => { + const conversationId = conversation.id; + const setConversation = useCreateSharedConversation(); + const { handleInputChange, value, setValue } = useHandleMessageInputChange(); + + const { send, answer, done } = useSendMessageWithSse( + api.completeExternalConversation, + ); + + const sendMessage = useCallback( + async (message: string, id?: string) => { + const res = await send({ + conversation_id: id ?? conversationId, + quote: false, + messages: [ + ...(conversation?.message ?? []).map((x: IMessage) => omit(x, 'id')), + { + role: MessageType.User, + content: message, + }, + ], + }); + + if (res && (res?.response.status !== 200 || res?.data?.retcode !== 0)) { + // cancel loading + setValue(message); + removeLatestMessage(); + } + }, + [ + conversationId, + conversation?.message, + // fetchConversation, + removeLatestMessage, + setValue, + send, + // setCurrentConversation, + ], + ); + + const handleSendMessage = useCallback( + async (message: string) => { + if (conversationId !== '') { + sendMessage(message); + } else { + const data = await setConversation('user id'); + if (data.retcode === 0) { + const id = data.data.id; + sendMessage(message, id); + } + } + }, + [conversationId, setConversation, sendMessage], + ); + + useEffect(() => { + if (answer.answer) { + addNewestAnswer(answer); + } + }, [answer, addNewestAnswer]); + + const handlePressEnter = useCallback(() => { + if (trim(value) === '') return; + if (done) { + setValue(''); + addNewestConversation(value); + handleSendMessage(value.trim()); + } + }, [addNewestConversation, done, handleSendMessage, setValue, value]); + + return { + handlePressEnter, + handleInputChange, + value, + loading: !done, + }; +}; diff --git a/web/src/pages/chat/utils.ts b/web/src/pages/chat/utils.ts new file mode 100644 index 0000000000000000000000000000000000000000..2835be01dbcf466db89a07c0d31cd91aa5dc4179 --- /dev/null +++ b/web/src/pages/chat/utils.ts @@ -0,0 +1,42 @@ +import { MessageType } from '@/constants/chat'; +import { IConversation, IReference } from '@/interfaces/database/chat'; +import { EmptyConversationId } from './constants'; +import { IMessage } from './interface'; + +export const isConversationIdExist = (conversationId: string) => { + return conversationId !== EmptyConversationId && conversationId !== ''; +}; + +export const getDocumentIdsFromConversionReference = (data: IConversation) => { + const documentIds = data.reference.reduce( + (pre: Array, cur: IReference) => { + cur.doc_aggs + ?.map((x) => x.doc_id) + .forEach((x) => { + if (pre.every((y) => y !== x)) { + pre.push(x); + } + }); + return pre; + }, + [], + ); + return documentIds.join(','); +}; + +export const buildMessageItemReference = ( + conversation: { message: IMessage[]; reference: IReference[] }, + message: IMessage, +) => { + const assistantMessages = conversation.message + ?.filter((x) => x.role === MessageType.Assistant) + .slice(1); + const referenceIndex = assistantMessages.findIndex( + (x) => x.id === message.id, + ); + const reference = message?.reference + ? message?.reference + : conversation.reference[referenceIndex]; + + return reference; +}; diff --git a/web/src/pages/document-viewer/docx/index.less b/web/src/pages/document-viewer/docx/index.less new file mode 100644 index 0000000000000000000000000000000000000000..5bd57ccc7f4e0bf675bed71d5148db4b73fdb3c1 --- /dev/null +++ b/web/src/pages/document-viewer/docx/index.less @@ -0,0 +1,281 @@ +// Copyright (c) 2017 PlanGrid, Inc. + +.docxViewerWrapper { + overflow-y: scroll; + height: 100%; + width: 100%; + + .box { + width: 100%; + height: 100%; + } + + :global(.document-container) { + padding: 30px; + width: 700px; + background: white; + margin: auto; + } + + html, + bodyaddress, + blockquote, + body, + dd, + div, + dl, + dt, + fieldset, + form, + frame, + frameset, + h1, + h2, + h3, + h4, + h5, + h6, + noframes, + ol, + p, + ul, + center, + dir, + hr, + menu, + pre { + display: block; + unicode-bidi: embed; + } + li { + display: list-item; + list-style-type: disc; + } + head { + display: none; + } + table { + display: table; + } + img { + width: 100%; + } + tr { + display: table-row; + } + thead { + display: table-header-group; + } + tbody { + display: table-row-group; + } + tfoot { + display: table-footer-group; + } + col { + display: table-column; + } + colgroup { + display: table-column-group; + } + th { + display: table-cell; + } + td { + display: table-cell; + border-bottom: 1px solid #ccc; + border-right: 1px solid #ccc; + padding: 0.2em 0.5em; + } + caption { + display: table-caption; + } + th { + font-weight: bolder; + text-align: center; + } + caption { + text-align: center; + } + body { + margin: 8px; + } + h1 { + font-size: 2em; + margin: 0.67em 0; + } + h2 { + font-size: 1.5em; + margin: 0.75em 0; + } + h3 { + font-size: 1.17em; + margin: 0.83em 0; + } + h4, + p, + blockquote, + ul, + fieldset, + form, + ol, + dl, + dir, + menu { + margin: 1.12em 0; + } + h5 { + font-size: 0.83em; + margin: 1.5em 0; + } + h6 { + font-size: 0.75em; + margin: 1.67em 0; + } + h1, + h2, + h3, + h4, + h5, + h6, + b, + strong { + font-weight: bolder; + } + blockquote { + margin-left: 40px; + margin-right: 40px; + } + i, + cite, + em, + var, + address { + font-style: italic; + } + pre, + tt, + code, + kbd, + samp { + font-family: monospace; + } + pre { + white-space: pre; + } + button, + textarea, + input, + select { + display: inline-block; + } + big { + font-size: 1.17em; + } + small, + sub, + sup { + font-size: 0.83em; + } + sub { + vertical-align: sub; + } + sup { + vertical-align: super; + } + table { + border-spacing: 2px; + } + thead, + tbody, + tfoot { + vertical-align: middle; + } + td, + th, + tr { + vertical-align: inherit; + } + s, + strike, + del { + text-decoration: line-through; + } + hr { + border: 1px inset; + } + ol, + ul, + dir, + menu, + dd { + margin-left: 40px; + } + ol { + list-style-type: decimal; + } + ol ul, + ol ul, + ul ol, + ul ol, + ul ul, + ul ul, + ol ol, + ol ol { + margin-top: 0; + margin-bottom: 0; + } + u, + ins { + text-decoration: underline; + } + br:before { + content: '\A'; + white-space: pre-line; + } + center { + text-align: center; + } + :link, + :visited { + text-decoration: underline; + } + :focus { + outline: thin dotted invert; + } + /* Begin bidirectionality settings (do not change) */ + BDO[DIR='ltr'] { + direction: ltr; + unicode-bidi: bidi-override; + } + BDO[DIR='rtl'] { + direction: rtl; + unicode-bidi: bidi-override; + } + *[DIR='ltr'] { + direction: ltr; + unicode-bidi: embed; + } + *[DIR='rtl'] { + direction: rtl; + unicode-bidi: embed; + } + @media print { + h1 { + page-break-before: always; + } + h1, + h2, + h3, + h4, + h5, + h6 { + page-break-after: avoid; + } + ul, + ol, + dl { + page-break-before: avoid; + } + } +} diff --git a/web/src/pages/document-viewer/docx/index.tsx b/web/src/pages/document-viewer/docx/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..60f0d4fd05c542cf49512daa77859393361b59a6 --- /dev/null +++ b/web/src/pages/document-viewer/docx/index.tsx @@ -0,0 +1,25 @@ +import { Spin } from 'antd'; +import FileError from '../file-error'; + +import { useFetchDocx } from '../hooks'; +import styles from './index.less'; + +const Docx = ({ filePath }: { filePath: string }) => { + const { succeed, containerRef, error } = useFetchDocx(filePath); + + return ( + <> + {succeed ? ( +
    +
    + +
    +
    + ) : ( + {error} + )} + + ); +}; + +export default Docx; diff --git a/web/src/pages/document-viewer/excel/index.tsx b/web/src/pages/document-viewer/excel/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..99c9d3469b7ef001c2c1d43859763e6a7e9e7953 --- /dev/null +++ b/web/src/pages/document-viewer/excel/index.tsx @@ -0,0 +1,19 @@ +import '@js-preview/excel/lib/index.css'; +import FileError from '../file-error'; +import { useFetchExcel } from '../hooks'; + +const Excel = ({ filePath }: { filePath: string }) => { + const { status, containerRef, error } = useFetchExcel(filePath); + + return ( +
    + {status || {error}} +
    + ); +}; + +export default Excel; diff --git a/web/src/pages/document-viewer/file-error/index.less b/web/src/pages/document-viewer/file-error/index.less new file mode 100644 index 0000000000000000000000000000000000000000..fc971162a70bbe18654a7468e5fee4d8df614ef8 --- /dev/null +++ b/web/src/pages/document-viewer/file-error/index.less @@ -0,0 +1,4 @@ +.errorWrapper { + width: 100%; + height: 100%; +} diff --git a/web/src/pages/document-viewer/file-error/index.tsx b/web/src/pages/document-viewer/file-error/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..7ee4dc6b7fbc0795180d4c3ca22328d19fd11bbf --- /dev/null +++ b/web/src/pages/document-viewer/file-error/index.tsx @@ -0,0 +1,19 @@ +import { Alert, Flex } from 'antd'; + +import { useTranslate } from '@/hooks/common-hooks'; +import React from 'react'; +import styles from './index.less'; + +const FileError = ({ children }: React.PropsWithChildren) => { + const { t } = useTranslate('fileManager'); + return ( + + {children || t('fileError')}} + > + + ); +}; + +export default FileError; diff --git a/web/src/pages/document-viewer/hooks.ts b/web/src/pages/document-viewer/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..aff4c5e02a47c42c69afc50fb1114e8fd00d25de --- /dev/null +++ b/web/src/pages/document-viewer/hooks.ts @@ -0,0 +1,98 @@ +import jsPreviewExcel from '@js-preview/excel'; +import axios from 'axios'; +import mammoth from 'mammoth'; +import { useCallback, useEffect, useRef, useState } from 'react'; + +export const useCatchError = (api: string) => { + const [error, setError] = useState(''); + const fetchDocument = useCallback(async () => { + const ret = await axios.get(api); + const { data } = ret; + if (!(data instanceof ArrayBuffer) && data.retcode !== 0) { + setError(data.retmsg); + } + return ret; + }, [api]); + + useEffect(() => { + fetchDocument(); + }, [fetchDocument]); + + return { fetchDocument, error }; +}; + +export const useFetchDocument = () => { + const fetchDocument = useCallback(async (api: string) => { + const ret = await axios.get(api, { responseType: 'arraybuffer' }); + return ret; + }, []); + + return { fetchDocument }; +}; + +export const useFetchExcel = (filePath: string) => { + const [status, setStatus] = useState(true); + const { fetchDocument } = useFetchDocument(); + const containerRef = useRef(null); + const { error } = useCatchError(filePath); + + const fetchDocumentAsync = useCallback(async () => { + let myExcelPreviewer; + if (containerRef.current) { + myExcelPreviewer = jsPreviewExcel.init(containerRef.current); + } + const jsonFile = await fetchDocument(filePath); + myExcelPreviewer + ?.preview(jsonFile.data) + .then(() => { + console.log('succeed'); + setStatus(true); + }) + .catch((e) => { + console.warn('failed', e); + myExcelPreviewer.destroy(); + setStatus(false); + }); + }, [filePath, fetchDocument]); + + useEffect(() => { + fetchDocumentAsync(); + }, [fetchDocumentAsync]); + + return { status, containerRef, error }; +}; + +export const useFetchDocx = (filePath: string) => { + const [succeed, setSucceed] = useState(true); + const { fetchDocument } = useFetchDocument(); + const containerRef = useRef(null); + const { error } = useCatchError(filePath); + + const fetchDocumentAsync = useCallback(async () => { + const jsonFile = await fetchDocument(filePath); + mammoth + .convertToHtml( + { arrayBuffer: jsonFile.data }, + { includeDefaultStyleMap: true }, + ) + .then((result) => { + setSucceed(true); + const docEl = document.createElement('div'); + docEl.className = 'document-container'; + docEl.innerHTML = result.value; + const container = containerRef.current; + if (container) { + container.innerHTML = docEl.outerHTML; + } + }) + .catch(() => { + setSucceed(false); + }); + }, [filePath, fetchDocument]); + + useEffect(() => { + fetchDocumentAsync(); + }, [fetchDocumentAsync]); + + return { succeed, containerRef, error }; +}; diff --git a/web/src/pages/document-viewer/index.less b/web/src/pages/document-viewer/index.less new file mode 100644 index 0000000000000000000000000000000000000000..8389f1aa9eab0edeed1b60df1cae3f5c2d4bc9f6 --- /dev/null +++ b/web/src/pages/document-viewer/index.less @@ -0,0 +1,13 @@ +.viewerWrapper { + width: 100%; + height: 100%; + :global { + .pdf-canvas { + text-align: center; + } + } + .image { + width: 100%; + height: 100%; + } +} diff --git a/web/src/pages/document-viewer/index.tsx b/web/src/pages/document-viewer/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..6b2d1ce25aa0d1101d8ea10fa865e46001c7cd30 --- /dev/null +++ b/web/src/pages/document-viewer/index.tsx @@ -0,0 +1,35 @@ +import { Images } from '@/constants/common'; +import { api_host } from '@/utils/api'; +import { Flex, Image } from 'antd'; +import { useParams, useSearchParams } from 'umi'; +import Docx from './docx'; +import Excel from './excel'; +import Pdf from './pdf'; + +import styles from './index.less'; + +// TODO: The interface returns an incorrect content-type for the SVG. + +const DocumentViewer = () => { + const { id: documentId } = useParams(); + const [currentQueryParameters] = useSearchParams(); + const ext = currentQueryParameters.get('ext'); + const prefix = currentQueryParameters.get('prefix'); + const api = `${api_host}/${prefix || 'file'}/get/${documentId}`; + + return ( +
    + {Images.includes(ext!) && ( + + + + )} + {ext === 'pdf' && } + {(ext === 'xlsx' || ext === 'xls') && } + + {ext === 'docx' && } +
    + ); +}; + +export default DocumentViewer; diff --git a/web/src/pages/document-viewer/pdf/index.tsx b/web/src/pages/document-viewer/pdf/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..ee8a8cd5964eb70bd521ac36a847280a4ccdd6fa --- /dev/null +++ b/web/src/pages/document-viewer/pdf/index.tsx @@ -0,0 +1,45 @@ +import { Skeleton } from 'antd'; +import { PdfHighlighter, PdfLoader } from 'react-pdf-highlighter'; +import FileError from '../file-error'; +import { useCatchError } from '../hooks'; + +interface IProps { + url: string; +} + +const PdfPreviewer = ({ url }: IProps) => { + const { error } = useCatchError(url); + const resetHash = () => {}; + + return ( +
    + } + workerSrc="/pdfjs-dist/pdf.worker.min.js" + errorMessage={{error}} + onError={(e) => { + console.warn(e); + }} + > + {(pdfDocument) => { + return ( + event.altKey} + onScrollChange={resetHash} + scrollRef={() => {}} + onSelectionFinished={() => null} + highlightTransform={() => { + return
    ; + }} + highlights={[]} + /> + ); + }} +     +
    + ); +}; + +export default PdfPreviewer; diff --git a/web/src/pages/file-manager/action-cell/index.less b/web/src/pages/file-manager/action-cell/index.less new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/web/src/pages/file-manager/action-cell/index.tsx b/web/src/pages/file-manager/action-cell/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..6962eb350ad9be92b50f4d5bf5057d0b6dd47ab8 --- /dev/null +++ b/web/src/pages/file-manager/action-cell/index.tsx @@ -0,0 +1,152 @@ +import NewDocumentLink from '@/components/new-document-link'; +import SvgIcon from '@/components/svg-icon'; +import { useTranslate } from '@/hooks/common-hooks'; +import { IFile } from '@/interfaces/database/file-manager'; +import { api_host } from '@/utils/api'; +import { + getExtension, + isSupportedPreviewDocumentType, +} from '@/utils/document-util'; +import { downloadFile } from '@/utils/file-util'; +import { + DeleteOutlined, + DownloadOutlined, + EditOutlined, + EyeOutlined, + LinkOutlined, +} from '@ant-design/icons'; +import { Button, Space, Tooltip } from 'antd'; +import { useHandleDeleteFile } from '../hooks'; +import styles from './index.less'; + +interface IProps { + record: IFile; + setCurrentRecord: (record: any) => void; + showRenameModal: (record: IFile) => void; + showMoveFileModal: (ids: string[]) => void; + showConnectToKnowledgeModal: (record: IFile) => void; + setSelectedRowKeys(keys: string[]): void; +} + +const ActionCell = ({ + record, + setCurrentRecord, + showRenameModal, + showConnectToKnowledgeModal, + setSelectedRowKeys, + showMoveFileModal, +}: IProps) => { + const documentId = record.id; + const beingUsed = false; + const { t } = useTranslate('fileManager'); + const { handleRemoveFile } = useHandleDeleteFile( + [documentId], + setSelectedRowKeys, + ); + const extension = getExtension(record.name); + const isKnowledgeBase = record.source_type === 'knowledgebase'; + + const onDownloadDocument = () => { + downloadFile({ + url: `${api_host}/file/get/${documentId}`, + filename: record.name, + }); + }; + + const setRecord = () => { + setCurrentRecord(record); + }; + + const onShowRenameModal = () => { + setRecord(); + showRenameModal(record); + }; + + const onShowConnectToKnowledgeModal = () => { + showConnectToKnowledgeModal(record); + }; + + const onShowMoveFileModal = () => { + showMoveFileModal([documentId]); + }; + + return ( + + {isKnowledgeBase || ( + + + + )} + + {isKnowledgeBase || ( + + + + )} + {isKnowledgeBase || ( + + + + )} + {isKnowledgeBase || ( + + + + )} + {record.type !== 'folder' && ( + + + + )} + {isSupportedPreviewDocumentType(extension) && ( + + + + + + )} + + ); +}; + +export default ActionCell; diff --git a/web/src/pages/file-manager/connect-to-knowledge-modal/index.tsx b/web/src/pages/file-manager/connect-to-knowledge-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..c06274a3863e58c642bbfd0c36e3573a4977c580 --- /dev/null +++ b/web/src/pages/file-manager/connect-to-knowledge-modal/index.tsx @@ -0,0 +1,62 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { useNextFetchKnowledgeList } from '@/hooks/knowledge-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { filterOptionsByInput } from '@/utils/common-util'; +import { Form, Modal, Select } from 'antd'; +import { useEffect } from 'react'; + +const ConnectToKnowledgeModal = ({ + visible, + hideModal, + onOk, + initialValue, + loading, +}: IModalProps & { initialValue: string[] }) => { + const [form] = Form.useForm(); + const { list } = useNextFetchKnowledgeList(); + const { t } = useTranslate('fileManager'); + + const options = list?.map((item) => ({ + label: item.name, + value: item.id, + })); + + const handleOk = async () => { + const values = await form.getFieldsValue(); + const knowledgeIds = values.knowledgeIds ?? []; + return onOk?.(knowledgeIds); + }; + + useEffect(() => { + if (visible) { + form.setFieldValue('knowledgeIds', initialValue); + } + }, [visible, initialValue, form]); + + return ( + +
    + + } + /> + + {isKnowledgeBase || ( + + + + )} + +
    + ); +}; + +export default FileToolbar; diff --git a/web/src/pages/file-manager/folder-create-modal/index.tsx b/web/src/pages/file-manager/folder-create-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..d336a01b4b4cc714069cb060892b31e15a3857f0 --- /dev/null +++ b/web/src/pages/file-manager/folder-create-modal/index.tsx @@ -0,0 +1,53 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Modal } from 'antd'; + +interface IProps extends Omit { + loading: boolean; + onOk: (name: string) => void; +} + +const FolderCreateModal = ({ visible, hideModal, loading, onOk }: IProps) => { + const [form] = Form.useForm(); + const { t } = useTranslate('common'); + + type FieldType = { + name?: string; + }; + + const handleOk = async () => { + const ret = await form.validateFields(); + + return onOk(ret.name); + }; + + return ( + + + + label={t('name')} + name="name" + rules={[{ required: true, message: t('namePlaceholder') }]} + > + + + + + ); +}; + +export default FolderCreateModal; diff --git a/web/src/pages/file-manager/hooks.ts b/web/src/pages/file-manager/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..6be87c3664c35598a0443505154dc88c076c4d31 --- /dev/null +++ b/web/src/pages/file-manager/hooks.ts @@ -0,0 +1,294 @@ +import { useSetModalState, useShowDeleteConfirm } from '@/hooks/common-hooks'; +import { + useConnectToKnowledge, + useCreateFolder, + useDeleteFile, + useFetchParentFolderList, + useMoveFile, + useRenameFile, + useUploadFile, +} from '@/hooks/file-manager-hooks'; +import { IFile } from '@/interfaces/database/file-manager'; +import { TableRowSelection } from 'antd/es/table/interface'; +import { UploadFile } from 'antd/lib'; +import { useCallback, useMemo, useState } from 'react'; +import { useNavigate, useSearchParams } from 'umi'; + +export const useGetFolderId = () => { + const [searchParams] = useSearchParams(); + const id = searchParams.get('folderId') as string; + + return id ?? ''; +}; + +export const useGetRowSelection = () => { + const [selectedRowKeys, setSelectedRowKeys] = useState([]); + + const rowSelection: TableRowSelection = { + selectedRowKeys, + getCheckboxProps: (record) => { + return { disabled: record.source_type === 'knowledgebase' }; + }, + onChange: (newSelectedRowKeys: React.Key[]) => { + setSelectedRowKeys(newSelectedRowKeys); + }, + }; + + return { rowSelection, setSelectedRowKeys }; +}; + +export const useNavigateToOtherFolder = () => { + const navigate = useNavigate(); + const navigateToOtherFolder = useCallback( + (folderId: string) => { + navigate(`/file?folderId=${folderId}`); + }, + [navigate], + ); + + return navigateToOtherFolder; +}; + +export const useRenameCurrentFile = () => { + const [file, setFile] = useState({} as IFile); + const { + visible: fileRenameVisible, + hideModal: hideFileRenameModal, + showModal: showFileRenameModal, + } = useSetModalState(); + const { renameFile, loading } = useRenameFile(); + + const onFileRenameOk = useCallback( + async (name: string) => { + const ret = await renameFile({ + fileId: file.id, + name, + }); + + if (ret === 0) { + hideFileRenameModal(); + } + }, + [renameFile, file, hideFileRenameModal], + ); + + const handleShowFileRenameModal = useCallback( + async (record: IFile) => { + setFile(record); + showFileRenameModal(); + }, + [showFileRenameModal], + ); + + return { + fileRenameLoading: loading, + initialFileName: file.name, + onFileRenameOk, + fileRenameVisible, + hideFileRenameModal, + showFileRenameModal: handleShowFileRenameModal, + }; +}; + +export const useSelectBreadcrumbItems = () => { + const parentFolderList = useFetchParentFolderList(); + + return parentFolderList.length === 1 + ? [] + : parentFolderList.map((x) => ({ + title: x.name === '/' ? 'root' : x.name, + path: `/file?folderId=${x.id}`, + })); +}; + +export const useHandleCreateFolder = () => { + const { + visible: folderCreateModalVisible, + hideModal: hideFolderCreateModal, + showModal: showFolderCreateModal, + } = useSetModalState(); + const { createFolder, loading } = useCreateFolder(); + const id = useGetFolderId(); + + const onFolderCreateOk = useCallback( + async (name: string) => { + const ret = await createFolder({ parentId: id, name }); + + if (ret === 0) { + hideFolderCreateModal(); + } + }, + [createFolder, hideFolderCreateModal, id], + ); + + return { + folderCreateLoading: loading, + onFolderCreateOk, + folderCreateModalVisible, + hideFolderCreateModal, + showFolderCreateModal, + }; +}; + +export const useHandleDeleteFile = ( + fileIds: string[], + setSelectedRowKeys: (keys: string[]) => void, +) => { + const { deleteFile: removeDocument } = useDeleteFile(); + const showDeleteConfirm = useShowDeleteConfirm(); + const parentId = useGetFolderId(); + + const handleRemoveFile = () => { + showDeleteConfirm({ + onOk: async () => { + const retcode = await removeDocument({ fileIds, parentId }); + if (retcode === 0) { + setSelectedRowKeys([]); + } + return; + }, + }); + }; + + return { handleRemoveFile }; +}; + +export const useHandleUploadFile = () => { + const { + visible: fileUploadVisible, + hideModal: hideFileUploadModal, + showModal: showFileUploadModal, + } = useSetModalState(); + const { uploadFile, loading } = useUploadFile(); + const id = useGetFolderId(); + + const onFileUploadOk = useCallback( + async (fileList: UploadFile[]): Promise => { + if (fileList.length > 0) { + const ret: number = await uploadFile({ fileList, parentId: id }); + if (ret === 0) { + hideFileUploadModal(); + } + return ret; + } + }, + [uploadFile, hideFileUploadModal, id], + ); + + return { + fileUploadLoading: loading, + onFileUploadOk, + fileUploadVisible, + hideFileUploadModal, + showFileUploadModal, + }; +}; + +export const useHandleConnectToKnowledge = () => { + const { + visible: connectToKnowledgeVisible, + hideModal: hideConnectToKnowledgeModal, + showModal: showConnectToKnowledgeModal, + } = useSetModalState(); + const { connectFileToKnowledge: connectToKnowledge, loading } = + useConnectToKnowledge(); + const [record, setRecord] = useState({} as IFile); + + const initialValue = useMemo(() => { + return Array.isArray(record?.kbs_info) + ? record?.kbs_info?.map((x) => x.kb_id) + : []; + }, [record?.kbs_info]); + + const onConnectToKnowledgeOk = useCallback( + async (knowledgeIds: string[]) => { + const ret = await connectToKnowledge({ + fileIds: [record.id], + kbIds: knowledgeIds, + }); + + if (ret === 0) { + hideConnectToKnowledgeModal(); + } + return ret; + }, + [connectToKnowledge, hideConnectToKnowledgeModal, record.id], + ); + + const handleShowConnectToKnowledgeModal = useCallback( + (record: IFile) => { + setRecord(record); + showConnectToKnowledgeModal(); + }, + [showConnectToKnowledgeModal], + ); + + return { + initialValue, + connectToKnowledgeLoading: loading, + onConnectToKnowledgeOk, + connectToKnowledgeVisible, + hideConnectToKnowledgeModal, + showConnectToKnowledgeModal: handleShowConnectToKnowledgeModal, + }; +}; + +export const useHandleBreadcrumbClick = () => { + const navigate = useNavigate(); + + const handleBreadcrumbClick = useCallback( + (path?: string) => { + if (path) { + navigate(path); + } + }, + [navigate], + ); + + return { handleBreadcrumbClick }; +}; + +export const useHandleMoveFile = ( + setSelectedRowKeys: (keys: string[]) => void, +) => { + const { + visible: moveFileVisible, + hideModal: hideMoveFileModal, + showModal: showMoveFileModal, + } = useSetModalState(); + const { moveFile, loading } = useMoveFile(); + const [sourceFileIds, setSourceFileIds] = useState([]); + + const onMoveFileOk = useCallback( + async (targetFolderId: string) => { + const ret = await moveFile({ + src_file_ids: sourceFileIds, + dest_file_id: targetFolderId, + }); + + if (ret === 0) { + setSelectedRowKeys([]); + hideMoveFileModal(); + } + return ret; + }, + [moveFile, hideMoveFileModal, sourceFileIds, setSelectedRowKeys], + ); + + const handleShowMoveFileModal = useCallback( + (ids: string[]) => { + setSourceFileIds(ids); + showMoveFileModal(); + }, + [showMoveFileModal], + ); + + return { + initialValue: '', + moveFileLoading: loading, + onMoveFileOk, + moveFileVisible, + hideMoveFileModal, + showMoveFileModal: handleShowMoveFileModal, + }; +}; diff --git a/web/src/pages/file-manager/index.less b/web/src/pages/file-manager/index.less new file mode 100644 index 0000000000000000000000000000000000000000..8f3d2f34d1fb88d44489f33852c408b63f17ba4e --- /dev/null +++ b/web/src/pages/file-manager/index.less @@ -0,0 +1,29 @@ +.fileManagerWrapper { + width: 100%; + padding: 32px; +} + +.filter { + height: 32px; + display: flex; + margin: 10px 0; + justify-content: space-between; + padding: 24px 0; + align-items: center; +} + +.deleteIconWrapper { + width: 22px; + text-align: center; +} + +.linkButton { + padding: 0; +} + +.breadcrumbItemButton { + cursor: pointer; + color: #1677ff; + padding: 0; + height: auto; +} diff --git a/web/src/pages/file-manager/index.tsx b/web/src/pages/file-manager/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..4683b95389a64c8ef27cc3eeebf4d938fb0c286f --- /dev/null +++ b/web/src/pages/file-manager/index.tsx @@ -0,0 +1,216 @@ +import { useFetchFileList } from '@/hooks/file-manager-hooks'; +import { IFile } from '@/interfaces/database/file-manager'; +import { formatDate } from '@/utils/date'; +import { Button, Flex, Space, Table, Tag, Typography } from 'antd'; +import { ColumnsType } from 'antd/es/table'; +import ActionCell from './action-cell'; +import FileToolbar from './file-toolbar'; +import { + useGetRowSelection, + useHandleConnectToKnowledge, + useHandleCreateFolder, + useHandleMoveFile, + useHandleUploadFile, + useNavigateToOtherFolder, + useRenameCurrentFile, +} from './hooks'; + +import FileUploadModal from '@/components/file-upload-modal'; +import RenameModal from '@/components/rename-modal'; +import SvgIcon from '@/components/svg-icon'; +import { useTranslate } from '@/hooks/common-hooks'; +import { formatNumberWithThousandsSeparator } from '@/utils/common-util'; +import { getExtension } from '@/utils/document-util'; +import ConnectToKnowledgeModal from './connect-to-knowledge-modal'; +import FolderCreateModal from './folder-create-modal'; +import styles from './index.less'; +import FileMovingModal from './move-file-modal'; + +const { Text } = Typography; + +const FileManager = () => { + const { t } = useTranslate('fileManager'); + // const fileList = useSelectFileList(); + const { rowSelection, setSelectedRowKeys } = useGetRowSelection(); + const navigateToOtherFolder = useNavigateToOtherFolder(); + const { + fileRenameVisible, + fileRenameLoading, + hideFileRenameModal, + showFileRenameModal, + initialFileName, + onFileRenameOk, + } = useRenameCurrentFile(); + const { + folderCreateModalVisible, + showFolderCreateModal, + hideFolderCreateModal, + folderCreateLoading, + onFolderCreateOk, + } = useHandleCreateFolder(); + const { + fileUploadVisible, + hideFileUploadModal, + showFileUploadModal, + fileUploadLoading, + onFileUploadOk, + } = useHandleUploadFile(); + const { + connectToKnowledgeVisible, + hideConnectToKnowledgeModal, + showConnectToKnowledgeModal, + onConnectToKnowledgeOk, + initialValue, + connectToKnowledgeLoading, + } = useHandleConnectToKnowledge(); + const { + showMoveFileModal, + moveFileVisible, + onMoveFileOk, + hideMoveFileModal, + moveFileLoading, + } = useHandleMoveFile(setSelectedRowKeys); + const { pagination, data, searchString, handleInputChange, loading } = + useFetchFileList(); + const columns: ColumnsType = [ + { + title: t('name'), + dataIndex: 'name', + key: 'name', + fixed: 'left', + render(value, record) { + return ( + + + {record.type === 'folder' ? ( + + ) : ( + {value} + )} + + ); + }, + }, + { + title: t('uploadDate'), + dataIndex: 'create_time', + key: 'create_time', + render(text) { + return formatDate(text); + }, + }, + { + title: t('size'), + dataIndex: 'size', + key: 'size', + render(value) { + return ( + formatNumberWithThousandsSeparator((value / 1024).toFixed(2)) + ' KB' + ); + }, + }, + { + title: t('knowledgeBase'), + dataIndex: 'kbs_info', + key: 'kbs_info', + render(value) { + return Array.isArray(value) ? ( + + {value?.map((x) => ( + + {x.kb_name} + + ))} + + ) : ( + '' + ); + }, + }, + { + title: t('action'), + dataIndex: 'action', + key: 'action', + render: (text, record) => ( + { + console.info(record); + }} + showRenameModal={showFileRenameModal} + showMoveFileModal={showMoveFileModal} + showConnectToKnowledgeModal={showConnectToKnowledgeModal} + setSelectedRowKeys={setSelectedRowKeys} + > + ), + }, + ]; + + return ( +
    + +
    + + + + + {moveFileVisible && ( + + )} + + ); +}; + +export default FileManager; diff --git a/web/src/pages/file-manager/move-file-modal/async-tree-select.tsx b/web/src/pages/file-manager/move-file-modal/async-tree-select.tsx new file mode 100644 index 0000000000000000000000000000000000000000..7643f250b8cd991c2453d70f6c0a026d95947f76 --- /dev/null +++ b/web/src/pages/file-manager/move-file-modal/async-tree-select.tsx @@ -0,0 +1,69 @@ +import { useFetchPureFileList } from '@/hooks/file-manager-hooks'; +import { IFile } from '@/interfaces/database/file-manager'; +import type { GetProp, TreeSelectProps } from 'antd'; +import { TreeSelect } from 'antd'; +import { useCallback, useEffect, useState } from 'react'; +import { useTranslation } from 'react-i18next'; + +type DefaultOptionType = GetProp[number]; + +interface IProps { + value?: string; + onChange?: (value: string) => void; +} + +const AsyncTreeSelect = ({ value, onChange }: IProps) => { + const { t } = useTranslation(); + const { fetchList } = useFetchPureFileList(); + const [treeData, setTreeData] = useState[]>( + [], + ); + + const onLoadData: TreeSelectProps['loadData'] = useCallback( + async ({ id }) => { + const ret = await fetchList(id); + if (ret.retcode === 0) { + setTreeData((tree) => { + return tree.concat( + ret.data.files + .filter((x: IFile) => x.type === 'folder') + .map((x: IFile) => ({ + id: x.id, + pId: x.parent_id, + value: x.id, + title: x.name, + isLeaf: + typeof x.has_child_folder === 'boolean' + ? !x.has_child_folder + : false, + })), + ); + }); + } + }, + [fetchList], + ); + + const handleChange = (newValue: string) => { + onChange?.(newValue); + }; + + useEffect(() => { + onLoadData?.({ id: '', props: '' }); + }, [onLoadData]); + + return ( + + ); +}; + +export default AsyncTreeSelect; diff --git a/web/src/pages/file-manager/move-file-modal/index.tsx b/web/src/pages/file-manager/move-file-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..c7b13c48b3dac39118db4565a7bf4851b5c441f2 --- /dev/null +++ b/web/src/pages/file-manager/move-file-modal/index.tsx @@ -0,0 +1,54 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Modal } from 'antd'; +import AsyncTreeSelect from './async-tree-select'; + +interface IProps extends Omit { + loading: boolean; + onOk: (id: string) => void; +} + +const FileMovingModal = ({ visible, hideModal, loading, onOk }: IProps) => { + const [form] = Form.useForm(); + const { t } = useTranslate('fileManager'); + + type FieldType = { + name?: string; + }; + + const handleOk = async () => { + const ret = await form.validateFields(); + + return onOk(ret.name); + }; + + return ( + +
    + + label={t('destinationFolder')} + name="name" + rules={[{ required: true, message: t('pleaseSelect') }]} + > + + + +     + ); +}; + +export default FileMovingModal; diff --git a/web/src/pages/flow/answer-form/index.tsx b/web/src/pages/flow/answer-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..8db015c05cfe0671e3d478524b0290073e7a603d --- /dev/null +++ b/web/src/pages/flow/answer-form/index.tsx @@ -0,0 +1,5 @@ +const AnswerForm = () => { + return
    ; +}; + +export default AnswerForm; diff --git a/web/src/pages/flow/arxiv-form/index.tsx b/web/src/pages/flow/arxiv-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..49355a9a4047ba825cf3de32d62700de61df35ce --- /dev/null +++ b/web/src/pages/flow/arxiv-form/index.tsx @@ -0,0 +1,34 @@ +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Select } from 'antd'; +import { useMemo } from 'react'; +import { IOperatorForm } from '../interface'; + +const ArXivForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + const options = useMemo(() => { + return ['submittedDate', 'lastUpdatedDate', 'relevance'].map((x) => ({ + value: x, + label: t(x), + })); + }, [t]); + + return ( +
    + + + + + + ); +}; + +export default ArXivForm; diff --git a/web/src/pages/flow/baidu-fanyi-form/index.tsx b/web/src/pages/flow/baidu-fanyi-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..2148c0bc8dbd21c396a8b9c9189f8e8193bd6641 --- /dev/null +++ b/web/src/pages/flow/baidu-fanyi-form/index.tsx @@ -0,0 +1,70 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Select } from 'antd'; +import { useMemo } from 'react'; +import { + BaiduFanyiDomainOptions, + BaiduFanyiSourceLangOptions, +} from '../constant'; +import { IOperatorForm } from '../interface'; + +const BaiduFanyiForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + const options = useMemo(() => { + return ['translate', 'fieldtranslate'].map((x) => ({ + value: x, + label: t(`baiduSecretKeyOptions.${x}`), + })); + }, [t]); + + const baiduFanyiOptions = useMemo(() => { + return BaiduFanyiDomainOptions.map((x) => ({ + value: x, + label: t(`baiduDomainOptions.${x}`), + })); + }, [t]); + + const baiduFanyiSourceLangOptions = useMemo(() => { + return BaiduFanyiSourceLangOptions.map((x) => ({ + value: x, + label: t(`baiduSourceLangOptions.${x}`), + })); + }, [t]); + + return ( +
    + + + + + + + + + + + {({ getFieldValue }) => + getFieldValue('trans_type') === 'fieldtranslate' && ( + + + + ) + } + + + + + + + + + ); +}; + +export default BaiduFanyiForm; diff --git a/web/src/pages/flow/baidu-form/index.tsx b/web/src/pages/flow/baidu-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..36f9df9df2c7c5846ff008f49d93722f64813b11 --- /dev/null +++ b/web/src/pages/flow/baidu-form/index.tsx @@ -0,0 +1,20 @@ +import TopNItem from '@/components/top-n-item'; +import { Form } from 'antd'; +import { IOperatorForm } from '../interface'; + +const BaiduForm = ({ onValuesChange, form }: IOperatorForm) => { + return ( +
    + + + ); +}; + +export default BaiduForm; diff --git a/web/src/pages/flow/begin-form/index.tsx b/web/src/pages/flow/begin-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..ebc1789e444a3ae09356c8e14e785d17063b1b60 --- /dev/null +++ b/web/src/pages/flow/begin-form/index.tsx @@ -0,0 +1,33 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input } from 'antd'; +import { IOperatorForm } from '../interface'; + +type FieldType = { + prologue?: string; +}; + +const BeginForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('chat'); + + return ( +
    + + name={'prologue'} + label={t('setAnOpener')} + tooltip={t('setAnOpenerTip')} + initialValue={t('setAnOpenerInitial')} + > + + + + ); +}; + +export default BeginForm; diff --git a/web/src/pages/flow/bing-form/index.tsx b/web/src/pages/flow/bing-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..f18f8b0b169007572ca272225716798e332099c5 --- /dev/null +++ b/web/src/pages/flow/bing-form/index.tsx @@ -0,0 +1,41 @@ +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Select } from 'antd'; +import { useMemo } from 'react'; +import { BingCountryOptions, BingLanguageOptions } from '../constant'; +import { IOperatorForm } from '../interface'; + +const BingForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + const options = useMemo(() => { + return ['Webpages', 'News'].map((x) => ({ label: x, value: x })); + }, []); + + return ( +
    + + + + + + + + + + + + + + + ); +}; + +export default BingForm; diff --git a/web/src/pages/flow/canvas/context-menu/index.less b/web/src/pages/flow/canvas/context-menu/index.less new file mode 100644 index 0000000000000000000000000000000000000000..a674e00182f404950e197b194771474b4d50ad24 --- /dev/null +++ b/web/src/pages/flow/canvas/context-menu/index.less @@ -0,0 +1,18 @@ +.contextMenu { + background: white; + border-style: solid; + box-shadow: 10px 19px 20px rgba(0, 0, 0, 10%); + position: absolute; + z-index: 10; + button { + border: none; + display: block; + padding: 0.5em; + text-align: left; + width: 100%; + } + + button:hover { + background: white; + } +} diff --git a/web/src/pages/flow/canvas/context-menu/index.tsx b/web/src/pages/flow/canvas/context-menu/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..47b809de93824a0dfe28d597f6608984422a7838 --- /dev/null +++ b/web/src/pages/flow/canvas/context-menu/index.tsx @@ -0,0 +1,107 @@ +import { useCallback, useRef, useState } from 'react'; +import { NodeMouseHandler, useReactFlow } from 'reactflow'; + +import styles from './index.less'; + +export interface INodeContextMenu { + id: string; + top: number; + left: number; + right?: number; + bottom?: number; + [key: string]: unknown; +} + +export function NodeContextMenu({ + id, + top, + left, + right, + bottom, + ...props +}: INodeContextMenu) { + const { getNode, setNodes, addNodes, setEdges } = useReactFlow(); + + const duplicateNode = useCallback(() => { + const node = getNode(id); + const position = { + x: node?.position?.x || 0 + 50, + y: node?.position?.y || 0 + 50, + }; + + addNodes({ + ...(node || {}), + data: node?.data, + selected: false, + dragging: false, + id: `${node?.id}-copy`, + position, + }); + }, [id, getNode, addNodes]); + + const deleteNode = useCallback(() => { + setNodes((nodes) => nodes.filter((node) => node.id !== id)); + setEdges((edges) => edges.filter((edge) => edge.source !== id)); + }, [id, setNodes, setEdges]); + + return ( +
    +

    + node: {id} +

    + + +
    + ); +} + +/* @deprecated + */ +export const useHandleNodeContextMenu = (sideWidth: number) => { + const [menu, setMenu] = useState({} as INodeContextMenu); + const ref = useRef(null); + + const onNodeContextMenu: NodeMouseHandler = useCallback( + (event, node) => { + // Prevent native context menu from showing + event.preventDefault(); + + // Calculate position of the context menu. We want to make sure it + // doesn't get positioned off-screen. + const pane = ref.current?.getBoundingClientRect(); + // setMenu({ + // id: node.id, + // top: event.clientY < pane.height - 200 ? event.clientY : 0, + // left: event.clientX < pane.width - 200 ? event.clientX : 0, + // right: event.clientX >= pane.width - 200 ? pane.width - event.clientX : 0, + // bottom: + // event.clientY >= pane.height - 200 ? pane.height - event.clientY : 0, + // }); + + setMenu({ + id: node.id, + top: event.clientY - 144, + left: event.clientX - sideWidth, + // top: event.clientY < pane.height - 200 ? event.clientY - 72 : 0, + // left: event.clientX < pane.width - 200 ? event.clientX : 0, + }); + }, + [sideWidth], + ); + + // Close the context menu if it's open whenever the window is clicked. + const onPaneClick = useCallback( + () => setMenu({} as INodeContextMenu), + [setMenu], + ); + + return { onNodeContextMenu, menu, onPaneClick, ref }; +}; diff --git a/web/src/pages/flow/canvas/edge/index.less b/web/src/pages/flow/canvas/edge/index.less new file mode 100644 index 0000000000000000000000000000000000000000..fd6bae7f075a55667150d9504f4c1fa33d33c911 --- /dev/null +++ b/web/src/pages/flow/canvas/edge/index.less @@ -0,0 +1,15 @@ +.edgeButton { + width: 14px; + height: 14px; + background: #eee; + border: 1px solid #fff; + padding: 0; + cursor: pointer; + border-radius: 50%; + font-size: 10px; + line-height: 1; +} + +.edgeButton:hover { + box-shadow: 0 0 2px 2px rgba(0, 0, 0, 0.08); +} diff --git a/web/src/pages/flow/canvas/edge/index.tsx b/web/src/pages/flow/canvas/edge/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..9ef5250cf15cb7f4fe8da798b021d788d281c0ff --- /dev/null +++ b/web/src/pages/flow/canvas/edge/index.tsx @@ -0,0 +1,106 @@ +import { + BaseEdge, + EdgeLabelRenderer, + EdgeProps, + getBezierPath, +} from 'reactflow'; +import useGraphStore from '../../store'; + +import { useFetchFlow } from '@/hooks/flow-hooks'; +import { useMemo } from 'react'; +import styles from './index.less'; + +export function ButtonEdge({ + id, + sourceX, + sourceY, + targetX, + targetY, + sourcePosition, + targetPosition, + source, + target, + style = {}, + markerEnd, + selected, +}: EdgeProps) { + const deleteEdgeById = useGraphStore((state) => state.deleteEdgeById); + const [edgePath, labelX, labelY] = getBezierPath({ + sourceX, + sourceY, + sourcePosition, + targetX, + targetY, + targetPosition, + }); + + const selectedStyle = useMemo(() => { + return selected ? { strokeWidth: 2, stroke: '#1677ff' } : {}; + }, [selected]); + + const onEdgeClick = () => { + deleteEdgeById(id); + }; + + // highlight the nodes that the workflow passes through + // const queryClient = useQueryClient(); + // const flowDetail = queryClient.getQueryData(['flowDetail']); + const { data: flowDetail } = useFetchFlow(); + + const graphPath = useMemo(() => { + // TODO: this will be called multiple times + const path = flowDetail?.dsl?.path ?? []; + // The second to last + const previousGraphPath: string[] = path.at(-2) ?? []; + let graphPath: string[] = path.at(-1) ?? []; + // The last of the second to last article + const previousLatestElement = previousGraphPath.at(-1); + if (previousGraphPath.length > 0 && previousLatestElement) { + graphPath = [previousLatestElement, ...graphPath]; + } + return graphPath; + }, [flowDetail.dsl?.path]); + + const highlightStyle = useMemo(() => { + const idx = graphPath.findIndex((x) => x === source); + if (idx !== -1) { + // The set of elements following source + const slicedGraphPath = graphPath.slice(idx + 1); + if (slicedGraphPath.some((x) => x === target)) { + return { strokeWidth: 2, stroke: 'red' }; + } + } + return {}; + }, [source, target, graphPath]); + + return ( + <> + + +
    + +
    +     + + ); +} diff --git a/web/src/pages/flow/canvas/index.less b/web/src/pages/flow/canvas/index.less new file mode 100644 index 0000000000000000000000000000000000000000..3f3245a1c4be0b8b9590425b961252a48296d7f8 --- /dev/null +++ b/web/src/pages/flow/canvas/index.less @@ -0,0 +1,4 @@ +.canvasWrapper { + position: relative; + height: 100%; +} diff --git a/web/src/pages/flow/canvas/index.tsx b/web/src/pages/flow/canvas/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..0129e1faa92f57e975b89cd9082c1fc9aa3f9a15 --- /dev/null +++ b/web/src/pages/flow/canvas/index.tsx @@ -0,0 +1,155 @@ +import { useCallback } from 'react'; +import ReactFlow, { + Background, + ConnectionMode, + Controls, + NodeMouseHandler, +} from 'reactflow'; +import 'reactflow/dist/style.css'; + +import { ButtonEdge } from './edge'; + +import FlowDrawer from '../flow-drawer'; +import { + useHandleDrop, + useHandleKeyUp, + useSelectCanvasData, + useShowDrawer, + useValidateConnection, + useWatchNodeFormDataChange, +} from '../hooks'; +import { RagNode } from './node'; + +import ChatDrawer from '../chat/drawer'; +import styles from './index.less'; +import { BeginNode } from './node/begin-node'; +import { CategorizeNode } from './node/categorize-node'; +import { LogicNode } from './node/logic-node'; +import { RelevantNode } from './node/relevant-node'; + +const nodeTypes = { + ragNode: RagNode, + categorizeNode: CategorizeNode, + beginNode: BeginNode, + relevantNode: RelevantNode, + logicNode: LogicNode, +}; + +const edgeTypes = { + buttonEdge: ButtonEdge, +}; + +interface IProps { + chatDrawerVisible: boolean; + hideChatDrawer(): void; +} + +function FlowCanvas({ chatDrawerVisible, hideChatDrawer }: IProps) { + const { + nodes, + edges, + onConnect, + onEdgesChange, + onNodesChange, + onSelectionChange, + } = useSelectCanvasData(); + const isValidConnection = useValidateConnection(); + + const { drawerVisible, hideDrawer, showDrawer, clickedNode } = + useShowDrawer(); + + const onNodeClick: NodeMouseHandler = useCallback( + (e, node) => { + showDrawer(node); + }, + [showDrawer], + ); + + const onPaneClick = useCallback(() => { + hideDrawer(); + }, [hideDrawer]); + + const { onDrop, onDragOver, setReactFlowInstance } = useHandleDrop(); + + const { handleKeyUp } = useHandleKeyUp(); + useWatchNodeFormDataChange(); + + return ( +
    + + + + + + { + console.info('params:', ...params); + }} + defaultEdgeOptions={{ + type: 'buttonEdge', + markerEnd: 'logo', + // markerEnd: { + // type: MarkerType.ArrowClosed, + // color: 'rgb(157 149 225)', + // width: 20, + // height: 20, + // }, + style: { + // edge style + strokeWidth: 2, + stroke: 'rgb(202 197 245)', + }, + }} + > + + + + + {chatDrawerVisible && ( + + )} +
    + ); +} + +export default FlowCanvas; diff --git a/web/src/pages/flow/canvas/node/begin-node.tsx b/web/src/pages/flow/canvas/node/begin-node.tsx new file mode 100644 index 0000000000000000000000000000000000000000..a802cc84d881b6e4d12657df7ec4ec4a62bf0227 --- /dev/null +++ b/web/src/pages/flow/canvas/node/begin-node.tsx @@ -0,0 +1,39 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Flex } from 'antd'; +import classNames from 'classnames'; +import lowerFirst from 'lodash/lowerFirst'; +import { Handle, NodeProps, Position } from 'reactflow'; +import { Operator, operatorMap } from '../../constant'; +import { NodeData } from '../../interface'; +import styles from './index.less'; + +// TODO: do not allow other nodes to connect to this node +export function BeginNode({ id, data, selected }: NodeProps) { + const { t } = useTranslate('flow'); + return ( +
    + + + {t(lowerFirst(data.label))} + +
    +
    {data.name}
    +
    +
    + ); +} diff --git a/web/src/pages/flow/canvas/node/categorize-handle.tsx b/web/src/pages/flow/canvas/node/categorize-handle.tsx new file mode 100644 index 0000000000000000000000000000000000000000..987236bcac330ce421494edad8d3a1753d09b53f --- /dev/null +++ b/web/src/pages/flow/canvas/node/categorize-handle.tsx @@ -0,0 +1,41 @@ +import { Handle, Position } from 'reactflow'; +// import { v4 as uuid } from 'uuid'; + +import styles from './index.less'; + +const DEFAULT_HANDLE_STYLE = { + width: 6, + height: 6, + bottom: -5, + fontSize: 8, +}; + +interface IProps { + top: number; + right: number; + text: string; + idx?: number; +} + +const CategorizeHandle = ({ top, right, text, idx }: IProps) => { + return ( + + {text} + + ); +}; + +export default CategorizeHandle; diff --git a/web/src/pages/flow/canvas/node/categorize-node.tsx b/web/src/pages/flow/canvas/node/categorize-node.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1d5ecdd70fdce06d19c43ce6e65670b7413a6f26 --- /dev/null +++ b/web/src/pages/flow/canvas/node/categorize-node.tsx @@ -0,0 +1,125 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Flex } from 'antd'; +import classNames from 'classnames'; +import { pick } from 'lodash'; +import get from 'lodash/get'; +import intersectionWith from 'lodash/intersectionWith'; +import isEqual from 'lodash/isEqual'; +import lowerFirst from 'lodash/lowerFirst'; +import { useEffect, useMemo, useState } from 'react'; +import { Handle, NodeProps, Position, useUpdateNodeInternals } from 'reactflow'; +import { Operator, operatorMap } from '../../constant'; +import { IPosition, NodeData } from '../../interface'; +import OperatorIcon from '../../operator-icon'; +import { buildNewPositionMap } from '../../utils'; +import CategorizeHandle from './categorize-handle'; +import NodeDropdown from './dropdown'; +import styles from './index.less'; +import NodePopover from './popover'; + +export function CategorizeNode({ id, data, selected }: NodeProps) { + const updateNodeInternals = useUpdateNodeInternals(); + const [postionMap, setPositionMap] = useState>({}); + const categoryData = useMemo( + () => get(data, 'form.category_description') ?? {}, + [data], + ); + const style = operatorMap[data.label as Operator]; + const { t } = useTranslate('flow'); + + useEffect(() => { + // Cache used coordinates + setPositionMap((state) => { + // index in use + const indexesInUse = Object.values(state).map((x) => x.idx); + const categoryDataKeys = Object.keys(categoryData); + const stateKeys = Object.keys(state); + if (!isEqual(categoryDataKeys.sort(), stateKeys.sort())) { + const intersectionKeys = intersectionWith( + stateKeys, + categoryDataKeys, + (categoryDataKey, postionMapKey) => categoryDataKey === postionMapKey, + ); + const newPositionMap = buildNewPositionMap( + categoryDataKeys.filter( + (x) => !intersectionKeys.some((y) => y === x), + ), + indexesInUse, + ); + + const nextPostionMap = { + ...pick(state, intersectionKeys), + ...newPositionMap, + }; + + return nextPostionMap; + } + return state; + }); + }, [categoryData]); + + useEffect(() => { + updateNodeInternals(id); + }, [id, updateNodeInternals, postionMap]); + + return ( + +
    + + + + {Object.keys(categoryData).map((x, idx) => { + const position = postionMap[x]; + return ( + position && ( + + ) + ); + })} + + + {t(lowerFirst(data.label))} + + +
    +
    {data.name}
    +
    +
    +     + ); +} diff --git a/web/src/pages/flow/canvas/node/dropdown.tsx b/web/src/pages/flow/canvas/node/dropdown.tsx new file mode 100644 index 0000000000000000000000000000000000000000..f2b77509be52a364eed16b85d5ee52f780610abe --- /dev/null +++ b/web/src/pages/flow/canvas/node/dropdown.tsx @@ -0,0 +1,51 @@ +import OperateDropdown from '@/components/operate-dropdown'; +import { CopyOutlined } from '@ant-design/icons'; +import { Flex, MenuProps } from 'antd'; +import { useCallback } from 'react'; +import { useTranslation } from 'react-i18next'; +import useGraphStore from '../../store'; + +interface IProps { + id: string; + iconFontColor?: string; +} + +const NodeDropdown = ({ id, iconFontColor }: IProps) => { + const { t } = useTranslation(); + const deleteNodeById = useGraphStore((store) => store.deleteNodeById); + const duplicateNodeById = useGraphStore((store) => store.duplicateNode); + + const deleteNode = useCallback(() => { + deleteNodeById(id); + }, [id, deleteNodeById]); + + const duplicateNode = useCallback(() => { + duplicateNodeById(id); + }, [id, duplicateNodeById]); + + const items: MenuProps['items'] = [ + { + key: '2', + onClick: duplicateNode, + label: ( + + {t('common.copy')} + + + ), + }, + ]; + + return ( + + ); +}; + +export default NodeDropdown; diff --git a/web/src/pages/flow/canvas/node/index.less b/web/src/pages/flow/canvas/node/index.less new file mode 100644 index 0000000000000000000000000000000000000000..704884f350c445a0c059f84fd0ad80e2d8bc6ca5 --- /dev/null +++ b/web/src/pages/flow/canvas/node/index.less @@ -0,0 +1,118 @@ +.ragNode { + position: relative; + box-shadow: + -6px 0 12px 0 rgba(179, 177, 177, 0.08), + -3px 0 6px -4px rgba(0, 0, 0, 0.12), + -6px 0 16px 6px rgba(0, 0, 0, 0.05); + + padding: 5px; + border-radius: 5px; + background: white; + width: 50px; + height: 50px; + border-radius: 50%; + display: flex; + // align-items: center; + // justify-self: center; + justify-content: center; + .nodeName { + font-size: 10px; + color: black; + } + label { + display: block; + color: #777; + font-size: 12px; + } + .type { + // font-size: 12px; + } + .description { + font-size: 10px; + } + .bottomBox { + position: absolute; + bottom: -34px; + background: white; + padding: 2px 5px; + border-radius: 5px; + box-shadow: + -6px 0 12px 0 rgba(179, 177, 177, 0.08), + -3px 0 6px -4px rgba(0, 0, 0, 0.12), + -6px 0 16px 6px rgba(0, 0, 0, 0.05); + } + .categorizeAnchorPointText { + position: absolute; + top: -4px; + left: 8px; + white-space: nowrap; + } +} + +.selectedNode { + border: 1px solid rgb(59, 118, 244); +} + +.handle { + display: inline-flex; + text-align: center; + // align-items: center; +} + +.jsonView { + word-wrap: break-word; + overflow: auto; + max-width: 300px; + max-height: 500px; +} + +.logicNode { + position: relative; + box-shadow: + -6px 0 12px 0 rgba(179, 177, 177, 0.08), + -3px 0 6px -4px rgba(0, 0, 0, 0.12), + -6px 0 16px 6px rgba(0, 0, 0, 0.05); + + padding: 5px; + border-radius: 5px; + background: white; + width: 100px; + height: 100px; + border-radius: 50%; + display: flex; + // align-items: center; + // justify-self: center; + justify-content: center; + .nodeName { + font-size: 10px; + color: black; + } + label { + display: block; + color: #777; + font-size: 12px; + } + .type { + // font-size: 12px; + } + .description { + font-size: 10px; + } + .bottomBox { + position: absolute; + bottom: -34px; + background: white; + padding: 2px 5px; + border-radius: 5px; + box-shadow: + -6px 0 12px 0 rgba(179, 177, 177, 0.08), + -3px 0 6px -4px rgba(0, 0, 0, 0.12), + -6px 0 16px 6px rgba(0, 0, 0, 0.05); + } + .categorizeAnchorPointText { + position: absolute; + top: -4px; + left: 8px; + white-space: nowrap; + } +} diff --git a/web/src/pages/flow/canvas/node/index.tsx b/web/src/pages/flow/canvas/node/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..054c2d4e8f1690c6ec6f25957e88938268a35e0e --- /dev/null +++ b/web/src/pages/flow/canvas/node/index.tsx @@ -0,0 +1,85 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Flex } from 'antd'; +import classNames from 'classnames'; +import pick from 'lodash/pick'; +import { Handle, NodeProps, Position } from 'reactflow'; +import { Operator, operatorMap } from '../../constant'; +import { NodeData } from '../../interface'; +import OperatorIcon from '../../operator-icon'; +import NodeDropdown from './dropdown'; +import styles from './index.less'; +import NodePopover from './popover'; + +const ZeroGapOperators = [ + Operator.RewriteQuestion, + Operator.KeywordExtract, + Operator.ArXiv, +]; + +export function RagNode({ + id, + data, + isConnectable = true, + selected, +}: NodeProps) { + const style = operatorMap[data.label as Operator]; + const { t } = useTranslate('flow'); + + return ( + +
    + + + + + x === data.label) ? 0 : 6} + > + + + + + + + + + + + + +
    +
    {data.name}
    +
    +
    +     + ); +} diff --git a/web/src/pages/flow/canvas/node/logic-node.tsx b/web/src/pages/flow/canvas/node/logic-node.tsx new file mode 100644 index 0000000000000000000000000000000000000000..e155694b63fb351b9e2e90a543712049c90c6a82 --- /dev/null +++ b/web/src/pages/flow/canvas/node/logic-node.tsx @@ -0,0 +1,89 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Flex } from 'antd'; +import classNames from 'classnames'; +import lowerFirst from 'lodash/lowerFirst'; +import pick from 'lodash/pick'; +import { Handle, NodeProps, Position } from 'reactflow'; +import { Operator, operatorMap } from '../../constant'; +import { NodeData } from '../../interface'; +import OperatorIcon from '../../operator-icon'; +import NodeDropdown from './dropdown'; +import styles from './index.less'; +import NodePopover from './popover'; + +const ZeroGapOperators = [ + Operator.RewriteQuestion, + Operator.KeywordExtract, + Operator.ArXiv, +]; + +export function LogicNode({ + id, + data, + isConnectable = true, + selected, +}: NodeProps) { + const style = operatorMap[data.label as Operator]; + const { t } = useTranslate('flow'); + + return ( + +
    + + + + + x === data.label) ? 0 : 6} + > + + + + + + + {t(lowerFirst(data.label))} + + + + + + + +
    +
    {data.name}
    +
    +
    +     + ); +} diff --git a/web/src/pages/flow/canvas/node/popover.tsx b/web/src/pages/flow/canvas/node/popover.tsx new file mode 100644 index 0000000000000000000000000000000000000000..69deac9e2a36d7acca2facddccbaf30d1eb293a6 --- /dev/null +++ b/web/src/pages/flow/canvas/node/popover.tsx @@ -0,0 +1,49 @@ +import { useFetchFlow } from '@/hooks/flow-hooks'; +import { Popover } from 'antd'; +import get from 'lodash/get'; +import React, { useMemo } from 'react'; +import JsonView from 'react18-json-view'; +import 'react18-json-view/src/style.css'; +import { Operator } from '../../constant'; +import { useReplaceIdWithText } from '../../hooks'; + +import styles from './index.less'; + +interface IProps extends React.PropsWithChildren { + nodeId: string; +} + +const NodePopover = ({ children, nodeId }: IProps) => { + const { data } = useFetchFlow(); + const component = useMemo(() => { + return get(data, ['dsl', 'components', nodeId], {}); + }, [nodeId, data]); + + const output = get(component, ['obj', 'params', 'output'], {}); + const componentName = get(component, ['obj', 'component_name'], ''); + const replacedOutput = useReplaceIdWithText(output); + + const content = + componentName !== Operator.Answer ? ( +
    { + e.preventDefault(); + e.stopPropagation(); + }} + > + +
    + ) : undefined; + + return ( + + {children} + + ); +}; + +export default NodePopover; diff --git a/web/src/pages/flow/canvas/node/relevant-node.tsx b/web/src/pages/flow/canvas/node/relevant-node.tsx new file mode 100644 index 0000000000000000000000000000000000000000..b08260c05e6d3ee6d0bc1fff05e584af797385d4 --- /dev/null +++ b/web/src/pages/flow/canvas/node/relevant-node.tsx @@ -0,0 +1,75 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Flex } from 'antd'; +import classNames from 'classnames'; +import lowerFirst from 'lodash/lowerFirst'; +import pick from 'lodash/pick'; +import { Handle, NodeProps, Position } from 'reactflow'; +import { Operator, operatorMap } from '../../constant'; +import { NodeData } from '../../interface'; +import OperatorIcon from '../../operator-icon'; +import NodeDropdown from './dropdown'; + +import CategorizeHandle from './categorize-handle'; +import styles from './index.less'; +import NodePopover from './popover'; + +export function RelevantNode({ id, data, selected }: NodeProps) { + const style = operatorMap[data.label as Operator]; + const { t } = useTranslate('flow'); + return ( + +
    + + + + + + + + + + + + {t(lowerFirst(data.label))} + + + + + + +
    +
    {data.name}
    +
    +
    +     + ); +} diff --git a/web/src/pages/flow/categorize-form/dynamic-categorize.tsx b/web/src/pages/flow/categorize-form/dynamic-categorize.tsx new file mode 100644 index 0000000000000000000000000000000000000000..aa85830fdb30cc8c15fce0c3d59e5d6f90eed504 --- /dev/null +++ b/web/src/pages/flow/categorize-form/dynamic-categorize.tsx @@ -0,0 +1,188 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { CloseOutlined } from '@ant-design/icons'; +import { Button, Card, Form, FormListFieldData, Input, Select } from 'antd'; +import { FormInstance } from 'antd/lib'; +import { humanId } from 'human-id'; +import trim from 'lodash/trim'; +import { + ChangeEventHandler, + FocusEventHandler, + useCallback, + useEffect, + useState, +} from 'react'; +import { useUpdateNodeInternals } from 'reactflow'; +import { Operator } from '../constant'; +import { useBuildFormSelectOptions } from '../form-hooks'; + +interface IProps { + nodeId?: string; +} + +interface INameInputProps { + value?: string; + onChange?: (value: string) => void; + otherNames?: string[]; + validate(errors: string[]): void; +} + +const getOtherFieldValues = ( + form: FormInstance, + field: FormListFieldData, + latestField: string, +) => + (form.getFieldValue(['items']) ?? []) + .map((x: any) => x[latestField]) + .filter( + (x: string) => + x !== form.getFieldValue(['items', field.name, latestField]), + ); + +const NameInput = ({ + value, + onChange, + otherNames, + validate, +}: INameInputProps) => { + const [name, setName] = useState(); + const { t } = useTranslate('flow'); + + const handleNameChange: ChangeEventHandler = useCallback( + (e) => { + const val = e.target.value; + // trigger validation + if (otherNames?.some((x) => x === val)) { + validate([t('nameRepeatedMsg')]); + } else if (trim(val) === '') { + validate([t('nameRequiredMsg')]); + } else { + validate([]); + } + setName(val); + }, + [otherNames, validate, t], + ); + + const handleNameBlur: FocusEventHandler = useCallback( + (e) => { + const val = e.target.value; + if (otherNames?.every((x) => x !== val) && trim(val) !== '') { + onChange?.(val); + } + }, + [onChange, otherNames], + ); + + useEffect(() => { + setName(value); + }, [value]); + + return ( + + ); +}; + +const DynamicCategorize = ({ nodeId }: IProps) => { + const updateNodeInternals = useUpdateNodeInternals(); + const form = Form.useFormInstance(); + const buildCategorizeToOptions = useBuildFormSelectOptions( + Operator.Categorize, + nodeId, + ); + const { t } = useTranslate('flow'); + + return ( + <> + + {(fields, { add, remove }) => { + const handleAdd = () => { + add({ name: humanId() }); + if (nodeId) updateNodeInternals(nodeId); + }; + return ( +
    + {fields.map((field) => ( + { + remove(field.name); + }} + /> + } + > + + + form.setFields([ + { + name: ['items', field.name, 'name'], + errors, + }, + ]) + } + > + + + + + + + + + + {t('send')} + + } + onPressEnter={handlePressEnter} + onChange={handleInputChange} + /> + + + + + + ); +}; + +export default FlowChatBox; diff --git a/web/src/pages/flow/chat/drawer.tsx b/web/src/pages/flow/chat/drawer.tsx new file mode 100644 index 0000000000000000000000000000000000000000..baeec8a6f45bc29c1ea812b6da3a05ec2c3bfc3f --- /dev/null +++ b/web/src/pages/flow/chat/drawer.tsx @@ -0,0 +1,25 @@ +import { useFetchFlow } from '@/hooks/flow-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { Drawer } from 'antd'; +import FlowChatBox from './box'; + +const ChatDrawer = ({ visible, hideModal }: IModalProps) => { + const { data } = useFetchFlow(); + + return ( + 1278 ? '40%' : 470} + mask={false} + // zIndex={10000} + > + + + ); +}; + +export default ChatDrawer; diff --git a/web/src/pages/flow/chat/hooks.ts b/web/src/pages/flow/chat/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..947fd22618b89906523423110dd8cfaa07efcd50 --- /dev/null +++ b/web/src/pages/flow/chat/hooks.ts @@ -0,0 +1,151 @@ +import { MessageType } from '@/constants/chat'; +import { useFetchFlow } from '@/hooks/flow-hooks'; +import { + useHandleMessageInputChange, + useScrollToBottom, + useSendMessageWithSse, +} from '@/hooks/logic-hooks'; +import { IAnswer } from '@/interfaces/database/chat'; +import { IMessage } from '@/pages/chat/interface'; +import api from '@/utils/api'; +import { message } from 'antd'; +import { useCallback, useEffect, useState } from 'react'; +import { useParams } from 'umi'; +import { v4 as uuid } from 'uuid'; +import { receiveMessageError } from '../utils'; + +const antMessage = message; + +export const useSelectCurrentMessages = () => { + const { id: id } = useParams(); + const [currentMessages, setCurrentMessages] = useState([]); + + const { data: flowDetail, loading } = useFetchFlow(); + const messages = flowDetail.dsl.messages; + const reference = flowDetail.dsl.reference; + + const ref = useScrollToBottom(currentMessages); + + const addNewestQuestion = useCallback( + (message: string, answer: string = '') => { + setCurrentMessages((pre) => { + return [ + ...pre, + { + role: MessageType.User, + content: message, + id: uuid(), + }, + { + role: MessageType.Assistant, + content: answer, + id: uuid(), + }, + ]; + }); + }, + [], + ); + + const addNewestAnswer = useCallback((answer: IAnswer) => { + setCurrentMessages((pre) => { + return [ + ...pre.slice(0, -1), + { + id: uuid(), + role: MessageType.Assistant, + content: answer.answer, + reference: answer.reference, + }, + ]; + }); + }, []); + + const removeLatestMessage = useCallback(() => { + setCurrentMessages((pre) => { + const nextMessages = pre?.slice(0, -2) ?? []; + return nextMessages; + return [...pre, ...nextMessages]; + }); + }, []); + + useEffect(() => { + if (id) { + const nextMessages = messages.map((x) => ({ ...x, id: uuid() })); + setCurrentMessages(nextMessages); + } + }, [messages, id]); + + return { + currentMessages, + reference, + addNewestQuestion, + removeLatestMessage, + addNewestAnswer, + ref, + loading, + }; +}; + +export const useSendMessage = ( + addNewestQuestion: (message: string, answer?: string) => void, + removeLatestMessage: () => void, + addNewestAnswer: (answer: IAnswer) => void, +) => { + const { id: flowId } = useParams(); + const { handleInputChange, value, setValue } = useHandleMessageInputChange(); + const { refetch } = useFetchFlow(); + + const { send, answer, done } = useSendMessageWithSse(api.runCanvas); + + const sendMessage = useCallback( + async (message: string) => { + const params: Record = { + id: flowId, + }; + if (message) { + params.message = message; + } + const res = await send(params); + + if (receiveMessageError(res)) { + antMessage.error(res?.data?.retmsg); + + // cancel loading + setValue(message); + removeLatestMessage(); + } else { + refetch(); // pull the message list after sending the message successfully + } + }, + [flowId, removeLatestMessage, setValue, send, refetch], + ); + + const handleSendMessage = useCallback( + async (message: string) => { + sendMessage(message); + }, + [sendMessage], + ); + + useEffect(() => { + if (answer.answer) { + addNewestAnswer(answer); + } + }, [answer, addNewestAnswer]); + + const handlePressEnter = useCallback(() => { + if (done) { + setValue(''); + handleSendMessage(value.trim()); + } + addNewestQuestion(value); + }, [addNewestQuestion, handleSendMessage, done, setValue, value]); + + return { + handlePressEnter, + handleInputChange, + value, + loading: !done, + }; +}; diff --git a/web/src/pages/flow/chat/index.less b/web/src/pages/flow/chat/index.less new file mode 100644 index 0000000000000000000000000000000000000000..ee2b21bff8376b75375dbbe00b9c5d960db8f774 --- /dev/null +++ b/web/src/pages/flow/chat/index.less @@ -0,0 +1,8 @@ +.chatContainer { + padding: 0; + height: 100%; + .messageContainer { + overflow-y: auto; + padding-right: 24px; + } +} diff --git a/web/src/pages/flow/constant.tsx b/web/src/pages/flow/constant.tsx new file mode 100644 index 0000000000000000000000000000000000000000..7bb300010148c688f70df8f3281d71f680569955 --- /dev/null +++ b/web/src/pages/flow/constant.tsx @@ -0,0 +1,2578 @@ +import { ReactComponent as ArXivIcon } from '@/assets/svg/arxiv.svg'; +import { ReactComponent as baiduFanyiIcon } from '@/assets/svg/baidu-fanyi.svg'; +import { ReactComponent as BaiduIcon } from '@/assets/svg/baidu.svg'; +import { ReactComponent as BingIcon } from '@/assets/svg/bing.svg'; +import { ReactComponent as DeepLIcon } from '@/assets/svg/deepl.svg'; +import { ReactComponent as DuckIcon } from '@/assets/svg/duck.svg'; +import { ReactComponent as GithubIcon } from '@/assets/svg/github.svg'; +import { ReactComponent as GoogleScholarIcon } from '@/assets/svg/google-scholar.svg'; +import { ReactComponent as GoogleIcon } from '@/assets/svg/google.svg'; +import { ReactComponent as KeywordIcon } from '@/assets/svg/keyword.svg'; +import { ReactComponent as PubMedIcon } from '@/assets/svg/pubmed.svg'; +import { ReactComponent as QWeatherIcon } from '@/assets/svg/qweather.svg'; +import { ReactComponent as WikipediaIcon } from '@/assets/svg/wikipedia.svg'; + +import { variableEnabledFieldMap } from '@/constants/chat'; +import i18n from '@/locales/config'; + +// DuckDuckGo's channel options +export enum Channel { + Text = 'text', + News = 'news', +} + +import { + BranchesOutlined, + DatabaseOutlined, + FormOutlined, + MergeCellsOutlined, + MessageOutlined, + RocketOutlined, + SendOutlined, + SlidersOutlined, +} from '@ant-design/icons'; + +export enum Operator { + Begin = 'Begin', + Retrieval = 'Retrieval', + Generate = 'Generate', + Answer = 'Answer', + Categorize = 'Categorize', + Message = 'Message', + Relevant = 'Relevant', + RewriteQuestion = 'RewriteQuestion', + KeywordExtract = 'KeywordExtract', + Baidu = 'Baidu', + DuckDuckGo = 'DuckDuckGo', + Wikipedia = 'Wikipedia', + PubMed = 'PubMed', + ArXiv = 'ArXiv', + Google = 'Google', + Bing = 'Bing', + GoogleScholar = 'GoogleScholar', + DeepL = 'DeepL', + GitHub = 'GitHub', + BaiduFanyi = 'BaiduFanyi', + QWeather = 'QWeather', +} + +export const operatorIconMap = { + [Operator.Retrieval]: RocketOutlined, + [Operator.Generate]: MergeCellsOutlined, + [Operator.Answer]: SendOutlined, + [Operator.Begin]: SlidersOutlined, + [Operator.Categorize]: DatabaseOutlined, + [Operator.Message]: MessageOutlined, + [Operator.Relevant]: BranchesOutlined, + [Operator.RewriteQuestion]: FormOutlined, + [Operator.KeywordExtract]: KeywordIcon, + [Operator.DuckDuckGo]: DuckIcon, + [Operator.Baidu]: BaiduIcon, + [Operator.Wikipedia]: WikipediaIcon, + [Operator.PubMed]: PubMedIcon, + [Operator.ArXiv]: ArXivIcon, + [Operator.Google]: GoogleIcon, + [Operator.Bing]: BingIcon, + [Operator.GoogleScholar]: GoogleScholarIcon, + [Operator.DeepL]: DeepLIcon, + [Operator.GitHub]: GithubIcon, + [Operator.BaiduFanyi]: baiduFanyiIcon, + [Operator.QWeather]: QWeatherIcon, +}; + +export const operatorMap = { + [Operator.Retrieval]: { + backgroundColor: '#cad6e0', + color: '#385974', + }, + [Operator.Generate]: { + backgroundColor: '#ebd6d6', + width: 150, + height: 150, + fontSize: 20, + iconFontSize: 30, + color: '#996464', + }, + [Operator.Answer]: { + backgroundColor: '#f4816d', + color: 'white', + }, + [Operator.Begin]: { + backgroundColor: '#4f51d6', + }, + [Operator.Categorize]: { + backgroundColor: '#ffebcd', + color: '#cc8a26', + }, + [Operator.Message]: { + backgroundColor: '#c5ddc7', + color: 'green', + }, + [Operator.Relevant]: { + backgroundColor: '#9fd94d', + color: 'white', + width: 70, + height: 70, + fontSize: 12, + iconFontSize: 16, + }, + [Operator.RewriteQuestion]: { + backgroundColor: '#f8c7f8', + color: 'white', + width: 70, + height: 70, + fontSize: 12, + iconFontSize: 16, + }, + [Operator.KeywordExtract]: { + width: 70, + height: 70, + backgroundColor: '#0f0e0f', + color: '#e1dcdc', + fontSize: 12, + iconWidth: 16, + // iconFontSize: 16, + }, + [Operator.DuckDuckGo]: { + backgroundColor: '#e7e389', + color: '#aea00c', + }, + [Operator.Baidu]: { + backgroundColor: '#d9e0f8', + }, + [Operator.Wikipedia]: { + backgroundColor: '#dee0e2', + }, + [Operator.PubMed]: { + backgroundColor: '#a2ccf0', + }, + [Operator.ArXiv]: { + width: 70, + height: 70, + fontSize: 12, + iconWidth: 16, + iconFontSize: 16, + moreIconColor: 'white', + backgroundColor: '#b31b1b', + color: 'white', + }, + [Operator.Google]: { + backgroundColor: 'pink', + }, + [Operator.Bing]: {}, + [Operator.GoogleScholar]: {}, + [Operator.DeepL]: {}, + [Operator.GitHub]: {}, + [Operator.BaiduFanyi]: {}, + [Operator.QWeather]: {}, +}; + +export const componentMenuList = [ + { + name: Operator.Retrieval, + }, + { + name: Operator.Generate, + }, + { + name: Operator.Answer, + }, + { + name: Operator.Categorize, + }, + { + name: Operator.Message, + }, + { + name: Operator.Relevant, + }, + { + name: Operator.RewriteQuestion, + }, + { + name: Operator.KeywordExtract, + }, + { + name: Operator.DuckDuckGo, + }, + { + name: Operator.Baidu, + }, + { + name: Operator.Wikipedia, + }, + { + name: Operator.PubMed, + }, + { + name: Operator.ArXiv, + }, + { + name: Operator.Google, + }, + { + name: Operator.Bing, + }, + { + name: Operator.GoogleScholar, + }, + { + name: Operator.DeepL, + }, + { + name: Operator.GitHub, + }, + { + name: Operator.BaiduFanyi, + }, + { + name: Operator.QWeather, + }, +]; + +export const initialRetrievalValues = { + similarity_threshold: 0.2, + keywords_similarity_weight: 0.3, + top_n: 8, +}; + +export const initialBeginValues = { + prologue: `Hi! I'm your assistant, what can I do for you?`, +}; + +export const variableCheckBoxFieldMap = Object.keys( + variableEnabledFieldMap, +).reduce>((pre, cur) => { + pre[cur] = true; + return pre; +}, {}); + +const initialLlmBaseValues = { + ...variableCheckBoxFieldMap, + temperature: 0.1, + top_p: 0.3, + frequency_penalty: 0.7, + presence_penalty: 0.4, + max_tokens: 256, +}; + +export const initialGenerateValues = { + ...initialLlmBaseValues, + prompt: i18n.t('flow.promptText'), + cite: true, + message_history_window_size: 12, + parameters: [], +}; + +export const initialRewriteQuestionValues = { + ...initialLlmBaseValues, + loop: 1, +}; + +export const initialRelevantValues = { + ...initialLlmBaseValues, +}; + +export const initialCategorizeValues = { + ...initialLlmBaseValues, + category_description: {}, +}; + +export const initialMessageValues = { + messages: [], +}; + +export const initialKeywordExtractValues = { + ...initialLlmBaseValues, + top_n: 1, +}; +export const initialDuckValues = { + top_n: 10, + channel: Channel.Text, +}; + +export const initialBaiduValues = { + top_n: 10, +}; + +export const initialWikipediaValues = { + top_n: 10, + language: 'en', +}; + +export const initialPubMedValues = { + top_n: 10, + email: '', +}; + +export const initialArXivValues = { + top_n: 10, + sort_by: 'relevance', +}; + +export const initialGoogleValues = { + top_n: 10, + api_key: 'Xxx(get from https://serpapi.com/manage-api-key)', + country: 'cn', + language: 'en', +}; + +export const initialBingValues = { + top_n: 10, + channel: 'Webpages', + api_key: + '"YOUR_ACCESS_KEY"(get from https://www.microsoft.com/en-us/bing/apis/bing-web-search-api)', + country: 'CH', + language: 'en', +}; + +export const initialGoogleScholarValues = { + top_n: 5, + sort_by: 'relevance', + patents: true, +}; + +export const initialDeepLValues = { + text: 5, + auth_key: 'relevance', +}; + +export const initialGithubValues = { + top_n: 5, +}; + +export const initialBaiduFanyiValues = { + appid: 'xxx', + secret_key: 'xxx', + trans_type: 'translate', +}; + +export const initialQWeatherValues = { + web_apikey: 'xxx', + type: 'weather', + user_type: 'free', + time_period: 'now', +}; + +export const CategorizeAnchorPointPositions = [ + { top: 1, right: 34 }, + { top: 8, right: 18 }, + { top: 15, right: 10 }, + { top: 24, right: 4 }, + { top: 31, right: 1 }, + { top: 38, right: -2 }, + { top: 62, right: -2 }, //bottom + { top: 71, right: 1 }, + { top: 79, right: 6 }, + { top: 86, right: 12 }, + { top: 91, right: 20 }, + { top: 98, right: 34 }, +]; + +// key is the source of the edge, value is the target of the edge +// no connection lines are allowed between key and value +export const RestrictedUpstreamMap = { + [Operator.Begin]: [Operator.Relevant], + [Operator.Categorize]: [ + Operator.Begin, + Operator.Categorize, + Operator.Answer, + Operator.Relevant, + ], + [Operator.Answer]: [ + Operator.Begin, + Operator.Answer, + Operator.Message, + Operator.Relevant, + ], + [Operator.Retrieval]: [Operator.Begin, Operator.Retrieval], + [Operator.Generate]: [Operator.Begin, Operator.Relevant], + [Operator.Message]: [ + Operator.Begin, + Operator.Message, + Operator.Generate, + Operator.Retrieval, + Operator.RewriteQuestion, + Operator.Categorize, + Operator.Relevant, + ], + [Operator.Relevant]: [Operator.Begin, Operator.Answer, Operator.Relevant], + [Operator.RewriteQuestion]: [ + Operator.Begin, + Operator.Message, + Operator.Generate, + Operator.RewriteQuestion, + Operator.Categorize, + Operator.Relevant, + ], + [Operator.KeywordExtract]: [ + Operator.Begin, + Operator.Message, + Operator.Relevant, + ], + [Operator.Baidu]: [Operator.Begin, Operator.Retrieval], + [Operator.DuckDuckGo]: [Operator.Begin, Operator.Retrieval], + [Operator.Wikipedia]: [Operator.Begin, Operator.Retrieval], + [Operator.PubMed]: [Operator.Begin, Operator.Retrieval], + [Operator.ArXiv]: [Operator.Begin, Operator.Retrieval], + [Operator.Google]: [Operator.Begin, Operator.Retrieval], + [Operator.Bing]: [Operator.Begin, Operator.Retrieval], + [Operator.GoogleScholar]: [Operator.Begin, Operator.Retrieval], + [Operator.DeepL]: [Operator.Begin, Operator.Retrieval], + [Operator.GitHub]: [Operator.Begin, Operator.Retrieval], + [Operator.BaiduFanyi]: [Operator.Begin, Operator.Retrieval], + [Operator.QWeather]: [Operator.Begin, Operator.Retrieval], +}; + +export const NodeMap = { + [Operator.Begin]: 'beginNode', + [Operator.Categorize]: 'categorizeNode', + [Operator.Retrieval]: 'logicNode', + [Operator.Generate]: 'logicNode', + [Operator.Answer]: 'logicNode', + [Operator.Message]: 'logicNode', + [Operator.Relevant]: 'relevantNode', + [Operator.RewriteQuestion]: 'logicNode', + [Operator.KeywordExtract]: 'logicNode', + [Operator.DuckDuckGo]: 'ragNode', + [Operator.Baidu]: 'ragNode', + [Operator.Wikipedia]: 'ragNode', + [Operator.PubMed]: 'ragNode', + [Operator.ArXiv]: 'ragNode', + [Operator.Google]: 'ragNode', + [Operator.Bing]: 'ragNode', + [Operator.GoogleScholar]: 'ragNode', + [Operator.DeepL]: 'ragNode', + [Operator.GitHub]: 'ragNode', + [Operator.BaiduFanyi]: 'ragNode', + [Operator.QWeather]: 'ragNode', +}; + +export const LanguageOptions = [ + { + value: 'af', + label: 'Afrikaans', + }, + { + value: 'pl', + label: 'Polski', + }, + { + value: 'ar', + label: 'العربية', + }, + { + value: 'ast', + label: 'Asturianu', + }, + { + value: 'az', + label: 'Azərbaycanca', + }, + { + value: 'bg', + label: 'Български', + }, + { + value: 'nan', + label: '閩南語 / Bân-lâm-gú', + }, + { + value: 'bn', + label: 'বাংলা', + }, + { + value: 'be', + label: 'Беларуская', + }, + { + value: 'ca', + label: 'Català', + }, + { + value: 'cs', + label: 'Čeština', + }, + { + value: 'cy', + label: 'Cymraeg', + }, + { + value: 'da', + label: 'Dansk', + }, + { + value: 'de', + label: 'Deutsch', + }, + { + value: 'et', + label: 'Eesti', + }, + { + value: 'el', + label: 'Ελληνικά', + }, + { + value: 'en', + label: 'English', + }, + { + value: 'es', + label: 'Español', + }, + { + value: 'eo', + label: 'Esperanto', + }, + { + value: 'eu', + label: 'Euskara', + }, + { + value: 'fa', + label: 'فارسی', + }, + { + value: 'fr', + label: 'Français', + }, + { + value: 'gl', + label: 'Galego', + }, + { + value: 'ko', + label: '한국어', + }, + { + value: 'hy', + label: 'Հայերեն', + }, + { + value: 'hi', + label: 'हिन्दी', + }, + { + value: 'hr', + label: 'Hrvatski', + }, + { + value: 'id', + label: 'Bahasa Indonesia', + }, + { + value: 'it', + label: 'Italiano', + }, + { + value: 'he', + label: 'עברית', + }, + { + value: 'ka', + label: 'ქართული', + }, + { + value: 'lld', + label: 'Ladin', + }, + { + value: 'la', + label: 'Latina', + }, + { + value: 'lv', + label: 'Latviešu', + }, + { + value: 'lt', + label: 'Lietuvių', + }, + { + value: 'hu', + label: 'Magyar', + }, + { + value: 'mk', + label: 'Македонски', + }, + { + value: 'arz', + label: 'مصرى', + }, + { + value: 'ms', + label: 'Bahasa Melayu', + }, + { + value: 'min', + label: 'Bahaso Minangkabau', + }, + { + value: 'my', + label: 'မြန်မာဘာသာ', + }, + { + value: 'nl', + label: 'Nederlands', + }, + { + value: 'ja', + label: '日本語', + }, + { + value: 'no', + label: 'Norsk (bokmål)', + }, + { + value: 'nn', + label: 'Norsk (nynorsk)', + }, + { + value: 'ce', + label: 'Нохчийн', + }, + { + value: 'uz', + label: 'Oʻzbekcha / Ўзбекча', + }, + { + value: 'pt', + label: 'Português', + }, + { + value: 'kk', + label: 'Қазақша / Qazaqşa / قازاقشا', + }, + { + value: 'ro', + label: 'Română', + }, + { + value: 'ru', + label: 'Русский', + }, + { + value: 'ceb', + label: 'Sinugboanong Binisaya', + }, + { + value: 'sk', + label: 'Slovenčina', + }, + { + value: 'sl', + label: 'Slovenščina', + }, + { + value: 'sr', + label: 'Српски / Srpski', + }, + { + value: 'sh', + label: 'Srpskohrvatski / Српскохрватски', + }, + { + value: 'fi', + label: 'Suomi', + }, + { + value: 'sv', + label: 'Svenska', + }, + { + value: 'ta', + label: 'தமிழ்', + }, + { + value: 'tt', + label: 'Татарча / Tatarça', + }, + { + value: 'th', + label: 'ภาษาไทย', + }, + { + value: 'tg', + label: 'Тоҷикӣ', + }, + { + value: 'azb', + label: 'تۆرکجه', + }, + { + value: 'tr', + label: 'Türkçe', + }, + { + value: 'uk', + label: 'Українська', + }, + { + value: 'ur', + label: 'اردو', + }, + { + value: 'vi', + label: 'Tiếng Việt', + }, + { + value: 'war', + label: 'Winaray', + }, + { + value: 'zh', + label: '中文', + }, + { + value: 'yue', + label: '粵語', + }, +]; + +export const GoogleLanguageOptions = [ + { + language_code: 'af', + language_name: 'Afrikaans', + }, + { + language_code: 'ak', + language_name: 'Akan', + }, + { + language_code: 'sq', + language_name: 'Albanian', + }, + { + language_code: 'ws', + language_name: 'Samoa', + }, + { + language_code: 'am', + language_name: 'Amharic', + }, + { + language_code: 'ar', + language_name: 'Arabic', + }, + { + language_code: 'hy', + language_name: 'Armenian', + }, + { + language_code: 'az', + language_name: 'Azerbaijani', + }, + { + language_code: 'eu', + language_name: 'Basque', + }, + { + language_code: 'be', + language_name: 'Belarusian', + }, + { + language_code: 'bem', + language_name: 'Bemba', + }, + { + language_code: 'bn', + language_name: 'Bengali', + }, + { + language_code: 'bh', + language_name: 'Bihari', + }, + { + language_code: 'xx-bork', + language_name: 'Bork, bork, bork!', + }, + { + language_code: 'bs', + language_name: 'Bosnian', + }, + { + language_code: 'br', + language_name: 'Breton', + }, + { + language_code: 'bg', + language_name: 'Bulgarian', + }, + { + language_code: 'bt', + language_name: 'Bhutanese', + }, + { + language_code: 'km', + language_name: 'Cambodian', + }, + { + language_code: 'ca', + language_name: 'Catalan', + }, + { + language_code: 'chr', + language_name: 'Cherokee', + }, + { + language_code: 'ny', + language_name: 'Chichewa', + }, + { + language_code: 'zh-cn', + language_name: 'Chinese (Simplified)', + }, + { + language_code: 'zh-tw', + language_name: 'Chinese (Traditional)', + }, + { + language_code: 'co', + language_name: 'Corsican', + }, + { + language_code: 'hr', + language_name: 'Croatian', + }, + { + language_code: 'cs', + language_name: 'Czech', + }, + { + language_code: 'da', + language_name: 'Danish', + }, + { + language_code: 'nl', + language_name: 'Dutch', + }, + { + language_code: 'xx-elmer', + language_name: 'Elmer Fudd', + }, + { + language_code: 'en', + language_name: 'English', + }, + { + language_code: 'eo', + language_name: 'Esperanto', + }, + { + language_code: 'et', + language_name: 'Estonian', + }, + { + language_code: 'ee', + language_name: 'Ewe', + }, + { + language_code: 'fo', + language_name: 'Faroese', + }, + { + language_code: 'tl', + language_name: 'Filipino', + }, + { + language_code: 'fi', + language_name: 'Finnish', + }, + { + language_code: 'fr', + language_name: 'French', + }, + { + language_code: 'fy', + language_name: 'Frisian', + }, + { + language_code: 'gaa', + language_name: 'Ga', + }, + { + language_code: 'gl', + language_name: 'Galician', + }, + { + language_code: 'ka', + language_name: 'Georgian', + }, + { + language_code: 'de', + language_name: 'German', + }, + { + language_code: 'el', + language_name: 'Greek', + }, + { + language_code: 'kl', + language_name: 'Greenlandic', + }, + { + language_code: 'gn', + language_name: 'Guarani', + }, + { + language_code: 'gu', + language_name: 'Gujarati', + }, + { + language_code: 'xx-hacker', + language_name: 'Hacker', + }, + { + language_code: 'ht', + language_name: 'Haitian Creole', + }, + { + language_code: 'ha', + language_name: 'Hausa', + }, + { + language_code: 'haw', + language_name: 'Hawaiian', + }, + { + language_code: 'iw', + language_name: 'Hebrew', + }, + { + language_code: 'hi', + language_name: 'Hindi', + }, + { + language_code: 'hu', + language_name: 'Hungarian', + }, + { + language_code: 'is', + language_name: 'Icelandic', + }, + { + language_code: 'ig', + language_name: 'Igbo', + }, + { + language_code: 'id', + language_name: 'Indonesian', + }, + { + language_code: 'ia', + language_name: 'Interlingua', + }, + { + language_code: 'ga', + language_name: 'Irish', + }, + { + language_code: 'it', + language_name: 'Italian', + }, + { + language_code: 'ja', + language_name: 'Japanese', + }, + { + language_code: 'jw', + language_name: 'Javanese', + }, + { + language_code: 'kn', + language_name: 'Kannada', + }, + { + language_code: 'kk', + language_name: 'Kazakh', + }, + { + language_code: 'rw', + language_name: 'Kinyarwanda', + }, + { + language_code: 'rn', + language_name: 'Kirundi', + }, + { + language_code: 'xx-klingon', + language_name: 'Klingon', + }, + { + language_code: 'kg', + language_name: 'Kongo', + }, + { + language_code: 'ko', + language_name: 'Korean', + }, + { + language_code: 'kri', + language_name: 'Krio (Sierra Leone)', + }, + { + language_code: 'ku', + language_name: 'Kurdish', + }, + { + language_code: 'ckb', + language_name: 'Kurdish (Soranî)', + }, + { + language_code: 'ky', + language_name: 'Kyrgyz', + }, + { + language_code: 'lo', + language_name: 'Laothian', + }, + { + language_code: 'la', + language_name: 'Latin', + }, + { + language_code: 'lv', + language_name: 'Latvian', + }, + { + language_code: 'ln', + language_name: 'Lingala', + }, + { + language_code: 'lt', + language_name: 'Lithuanian', + }, + { + language_code: 'loz', + language_name: 'Lozi', + }, + { + language_code: 'lg', + language_name: 'Luganda', + }, + { + language_code: 'ach', + language_name: 'Luo', + }, + { + language_code: 'mk', + language_name: 'Macedonian', + }, + { + language_code: 'mg', + language_name: 'Malagasy', + }, + { + language_code: 'ms', + language_name: 'Malay', + }, + { + language_code: 'ml', + language_name: 'Malayalam', + }, + { + language_code: 'mt', + language_name: 'Maltese', + }, + { + language_code: 'mv', + language_name: 'Maldives', + }, + { + language_code: 'mi', + language_name: 'Maori', + }, + { + language_code: 'mr', + language_name: 'Marathi', + }, + { + language_code: 'mfe', + language_name: 'Mauritian Creole', + }, + { + language_code: 'mo', + language_name: 'Moldavian', + }, + { + language_code: 'mn', + language_name: 'Mongolian', + }, + { + language_code: 'sr-me', + language_name: 'Montenegrin', + }, + { + language_code: 'my', + language_name: 'Myanmar', + }, + { + language_code: 'ne', + language_name: 'Nepali', + }, + { + language_code: 'pcm', + language_name: 'Nigerian Pidgin', + }, + { + language_code: 'nso', + language_name: 'Northern Sotho', + }, + { + language_code: 'no', + language_name: 'Norwegian', + }, + { + language_code: 'nn', + language_name: 'Norwegian (Nynorsk)', + }, + { + language_code: 'oc', + language_name: 'Occitan', + }, + { + language_code: 'or', + language_name: 'Oriya', + }, + { + language_code: 'om', + language_name: 'Oromo', + }, + { + language_code: 'ps', + language_name: 'Pashto', + }, + { + language_code: 'fa', + language_name: 'Persian', + }, + { + language_code: 'xx-pirate', + language_name: 'Pirate', + }, + { + language_code: 'pl', + language_name: 'Polish', + }, + { + language_code: 'pt', + language_name: 'Portuguese', + }, + { + language_code: 'pt-br', + language_name: 'Portuguese (Brazil)', + }, + { + language_code: 'pt-pt', + language_name: 'Portuguese (Portugal)', + }, + { + language_code: 'pa', + language_name: 'Punjabi', + }, + { + language_code: 'qu', + language_name: 'Quechua', + }, + { + language_code: 'ro', + language_name: 'Romanian', + }, + { + language_code: 'rm', + language_name: 'Romansh', + }, + { + language_code: 'nyn', + language_name: 'Runyakitara', + }, + { + language_code: 'ru', + language_name: 'Russian', + }, + { + language_code: 'gd', + language_name: 'Scots Gaelic', + }, + { + language_code: 'sr', + language_name: 'Serbian', + }, + { + language_code: 'sh', + language_name: 'Serbo-Croatian', + }, + { + language_code: 'st', + language_name: 'Sesotho', + }, + { + language_code: 'tn', + language_name: 'Setswana', + }, + { + language_code: 'crs', + language_name: 'Seychellois Creole', + }, + { + language_code: 'sn', + language_name: 'Shona', + }, + { + language_code: 'sd', + language_name: 'Sindhi', + }, + { + language_code: 'si', + language_name: 'Sinhalese', + }, + { + language_code: 'sk', + language_name: 'Slovak', + }, + { + language_code: 'sl', + language_name: 'Slovenian', + }, + { + language_code: 'so', + language_name: 'Somali', + }, + { + language_code: 'es', + language_name: 'Spanish', + }, + { + language_code: 'es-419', + language_name: 'Spanish (Latin American)', + }, + { + language_code: 'su', + language_name: 'Sundanese', + }, + { + language_code: 'sw', + language_name: 'Swahili', + }, + { + language_code: 'sv', + language_name: 'Swedish', + }, + { + language_code: 'tg', + language_name: 'Tajik', + }, + { + language_code: 'ta', + language_name: 'Tamil', + }, + { + language_code: 'tt', + language_name: 'Tatar', + }, + { + language_code: 'te', + language_name: 'Telugu', + }, + { + language_code: 'th', + language_name: 'Thai', + }, + { + language_code: 'ti', + language_name: 'Tigrinya', + }, + { + language_code: 'to', + language_name: 'Tonga', + }, + { + language_code: 'lua', + language_name: 'Tshiluba', + }, + { + language_code: 'tum', + language_name: 'Tumbuka', + }, + { + language_code: 'tr', + language_name: 'Turkish', + }, + { + language_code: 'tk', + language_name: 'Turkmen', + }, + { + language_code: 'tw', + language_name: 'Twi', + }, + { + language_code: 'ug', + language_name: 'Uighur', + }, + { + language_code: 'uk', + language_name: 'Ukrainian', + }, + { + language_code: 'ur', + language_name: 'Urdu', + }, + { + language_code: 'uz', + language_name: 'Uzbek', + }, + { + language_code: 'vu', + language_name: 'Vanuatu', + }, + { + language_code: 'vi', + language_name: 'Vietnamese', + }, + { + language_code: 'cy', + language_name: 'Welsh', + }, + { + language_code: 'wo', + language_name: 'Wolof', + }, + { + language_code: 'xh', + language_name: 'Xhosa', + }, + { + language_code: 'yi', + language_name: 'Yiddish', + }, + { + language_code: 'yo', + language_name: 'Yoruba', + }, + { + language_code: 'zu', + language_name: 'Zulu', + }, +].map((x) => ({ label: x.language_name, value: x.language_code })); + +export const GoogleCountryOptions = [ + { + country_code: 'af', + country_name: 'Afghanistan', + }, + { + country_code: 'al', + country_name: 'Albania', + }, + { + country_code: 'dz', + country_name: 'Algeria', + }, + { + country_code: 'as', + country_name: 'American Samoa', + }, + { + country_code: 'ad', + country_name: 'Andorra', + }, + { + country_code: 'ao', + country_name: 'Angola', + }, + { + country_code: 'ai', + country_name: 'Anguilla', + }, + { + country_code: 'aq', + country_name: 'Antarctica', + }, + { + country_code: 'ag', + country_name: 'Antigua and Barbuda', + }, + { + country_code: 'ar', + country_name: 'Argentina', + }, + { + country_code: 'am', + country_name: 'Armenia', + }, + { + country_code: 'aw', + country_name: 'Aruba', + }, + { + country_code: 'au', + country_name: 'Australia', + }, + { + country_code: 'at', + country_name: 'Austria', + }, + { + country_code: 'az', + country_name: 'Azerbaijan', + }, + { + country_code: 'bs', + country_name: 'Bahamas', + }, + { + country_code: 'bh', + country_name: 'Bahrain', + }, + { + country_code: 'bd', + country_name: 'Bangladesh', + }, + { + country_code: 'bb', + country_name: 'Barbados', + }, + { + country_code: 'by', + country_name: 'Belarus', + }, + { + country_code: 'be', + country_name: 'Belgium', + }, + { + country_code: 'bz', + country_name: 'Belize', + }, + { + country_code: 'bj', + country_name: 'Benin', + }, + { + country_code: 'bm', + country_name: 'Bermuda', + }, + { + country_code: 'bt', + country_name: 'Bhutan', + }, + { + country_code: 'bo', + country_name: 'Bolivia', + }, + { + country_code: 'ba', + country_name: 'Bosnia and Herzegovina', + }, + { + country_code: 'bw', + country_name: 'Botswana', + }, + { + country_code: 'bv', + country_name: 'Bouvet Island', + }, + { + country_code: 'br', + country_name: 'Brazil', + }, + { + country_code: 'io', + country_name: 'British Indian Ocean Territory', + }, + { + country_code: 'bn', + country_name: 'Brunei Darussalam', + }, + { + country_code: 'bg', + country_name: 'Bulgaria', + }, + { + country_code: 'bf', + country_name: 'Burkina Faso', + }, + { + country_code: 'bi', + country_name: 'Burundi', + }, + { + country_code: 'kh', + country_name: 'Cambodia', + }, + { + country_code: 'cm', + country_name: 'Cameroon', + }, + { + country_code: 'ca', + country_name: 'Canada', + }, + { + country_code: 'cv', + country_name: 'Cape Verde', + }, + { + country_code: 'ky', + country_name: 'Cayman Islands', + }, + { + country_code: 'cf', + country_name: 'Central African Republic', + }, + { + country_code: 'td', + country_name: 'Chad', + }, + { + country_code: 'cl', + country_name: 'Chile', + }, + { + country_code: 'cn', + country_name: 'China', + }, + { + country_code: 'cx', + country_name: 'Christmas Island', + }, + { + country_code: 'cc', + country_name: 'Cocos (Keeling) Islands', + }, + { + country_code: 'co', + country_name: 'Colombia', + }, + { + country_code: 'km', + country_name: 'Comoros', + }, + { + country_code: 'cg', + country_name: 'Congo', + }, + { + country_code: 'cd', + country_name: 'Congo, the Democratic Republic of the', + }, + { + country_code: 'ck', + country_name: 'Cook Islands', + }, + { + country_code: 'cr', + country_name: 'Costa Rica', + }, + { + country_code: 'ci', + country_name: "Cote D'ivoire", + }, + { + country_code: 'hr', + country_name: 'Croatia', + }, + { + country_code: 'cu', + country_name: 'Cuba', + }, + { + country_code: 'cy', + country_name: 'Cyprus', + }, + { + country_code: 'cz', + country_name: 'Czech Republic', + }, + { + country_code: 'dk', + country_name: 'Denmark', + }, + { + country_code: 'dj', + country_name: 'Djibouti', + }, + { + country_code: 'dm', + country_name: 'Dominica', + }, + { + country_code: 'do', + country_name: 'Dominican Republic', + }, + { + country_code: 'ec', + country_name: 'Ecuador', + }, + { + country_code: 'eg', + country_name: 'Egypt', + }, + { + country_code: 'sv', + country_name: 'El Salvador', + }, + { + country_code: 'gq', + country_name: 'Equatorial Guinea', + }, + { + country_code: 'er', + country_name: 'Eritrea', + }, + { + country_code: 'ee', + country_name: 'Estonia', + }, + { + country_code: 'et', + country_name: 'Ethiopia', + }, + { + country_code: 'fk', + country_name: 'Falkland Islands (Malvinas)', + }, + { + country_code: 'fo', + country_name: 'Faroe Islands', + }, + { + country_code: 'fj', + country_name: 'Fiji', + }, + { + country_code: 'fi', + country_name: 'Finland', + }, + { + country_code: 'fr', + country_name: 'France', + }, + { + country_code: 'gf', + country_name: 'French Guiana', + }, + { + country_code: 'pf', + country_name: 'French Polynesia', + }, + { + country_code: 'tf', + country_name: 'French Southern Territories', + }, + { + country_code: 'ga', + country_name: 'Gabon', + }, + { + country_code: 'gm', + country_name: 'Gambia', + }, + { + country_code: 'ge', + country_name: 'Georgia', + }, + { + country_code: 'de', + country_name: 'Germany', + }, + { + country_code: 'gh', + country_name: 'Ghana', + }, + { + country_code: 'gi', + country_name: 'Gibraltar', + }, + { + country_code: 'gr', + country_name: 'Greece', + }, + { + country_code: 'gl', + country_name: 'Greenland', + }, + { + country_code: 'gd', + country_name: 'Grenada', + }, + { + country_code: 'gp', + country_name: 'Guadeloupe', + }, + { + country_code: 'gu', + country_name: 'Guam', + }, + { + country_code: 'gt', + country_name: 'Guatemala', + }, + { + country_code: 'gn', + country_name: 'Guinea', + }, + { + country_code: 'gw', + country_name: 'Guinea-Bissau', + }, + { + country_code: 'gy', + country_name: 'Guyana', + }, + { + country_code: 'ht', + country_name: 'Haiti', + }, + { + country_code: 'hm', + country_name: 'Heard Island and Mcdonald Islands', + }, + { + country_code: 'va', + country_name: 'Holy See (Vatican City State)', + }, + { + country_code: 'hn', + country_name: 'Honduras', + }, + { + country_code: 'hk', + country_name: 'Hong Kong', + }, + { + country_code: 'hu', + country_name: 'Hungary', + }, + { + country_code: 'is', + country_name: 'Iceland', + }, + { + country_code: 'in', + country_name: 'India', + }, + { + country_code: 'id', + country_name: 'Indonesia', + }, + { + country_code: 'ir', + country_name: 'Iran, Islamic Republic of', + }, + { + country_code: 'iq', + country_name: 'Iraq', + }, + { + country_code: 'ie', + country_name: 'Ireland', + }, + { + country_code: 'il', + country_name: 'Israel', + }, + { + country_code: 'it', + country_name: 'Italy', + }, + { + country_code: 'jm', + country_name: 'Jamaica', + }, + { + country_code: 'jp', + country_name: 'Japan', + }, + { + country_code: 'jo', + country_name: 'Jordan', + }, + { + country_code: 'kz', + country_name: 'Kazakhstan', + }, + { + country_code: 'ke', + country_name: 'Kenya', + }, + { + country_code: 'ki', + country_name: 'Kiribati', + }, + { + country_code: 'kp', + country_name: "Korea, Democratic People's Republic of", + }, + { + country_code: 'kr', + country_name: 'Korea, Republic of', + }, + { + country_code: 'kw', + country_name: 'Kuwait', + }, + { + country_code: 'kg', + country_name: 'Kyrgyzstan', + }, + { + country_code: 'la', + country_name: "Lao People's Democratic Republic", + }, + { + country_code: 'lv', + country_name: 'Latvia', + }, + { + country_code: 'lb', + country_name: 'Lebanon', + }, + { + country_code: 'ls', + country_name: 'Lesotho', + }, + { + country_code: 'lr', + country_name: 'Liberia', + }, + { + country_code: 'ly', + country_name: 'Libyan Arab Jamahiriya', + }, + { + country_code: 'li', + country_name: 'Liechtenstein', + }, + { + country_code: 'lt', + country_name: 'Lithuania', + }, + { + country_code: 'lu', + country_name: 'Luxembourg', + }, + { + country_code: 'mo', + country_name: 'Macao', + }, + { + country_code: 'mk', + country_name: 'Macedonia, the Former Yugosalv Republic of', + }, + { + country_code: 'mg', + country_name: 'Madagascar', + }, + { + country_code: 'mw', + country_name: 'Malawi', + }, + { + country_code: 'my', + country_name: 'Malaysia', + }, + { + country_code: 'mv', + country_name: 'Maldives', + }, + { + country_code: 'ml', + country_name: 'Mali', + }, + { + country_code: 'mt', + country_name: 'Malta', + }, + { + country_code: 'mh', + country_name: 'Marshall Islands', + }, + { + country_code: 'mq', + country_name: 'Martinique', + }, + { + country_code: 'mr', + country_name: 'Mauritania', + }, + { + country_code: 'mu', + country_name: 'Mauritius', + }, + { + country_code: 'yt', + country_name: 'Mayotte', + }, + { + country_code: 'mx', + country_name: 'Mexico', + }, + { + country_code: 'fm', + country_name: 'Micronesia, Federated States of', + }, + { + country_code: 'md', + country_name: 'Moldova, Republic of', + }, + { + country_code: 'mc', + country_name: 'Monaco', + }, + { + country_code: 'mn', + country_name: 'Mongolia', + }, + { + country_code: 'ms', + country_name: 'Montserrat', + }, + { + country_code: 'ma', + country_name: 'Morocco', + }, + { + country_code: 'mz', + country_name: 'Mozambique', + }, + { + country_code: 'mm', + country_name: 'Myanmar', + }, + { + country_code: 'na', + country_name: 'Namibia', + }, + { + country_code: 'nr', + country_name: 'Nauru', + }, + { + country_code: 'np', + country_name: 'Nepal', + }, + { + country_code: 'nl', + country_name: 'Netherlands', + }, + { + country_code: 'an', + country_name: 'Netherlands Antilles', + }, + { + country_code: 'nc', + country_name: 'New Caledonia', + }, + { + country_code: 'nz', + country_name: 'New Zealand', + }, + { + country_code: 'ni', + country_name: 'Nicaragua', + }, + { + country_code: 'ne', + country_name: 'Niger', + }, + { + country_code: 'ng', + country_name: 'Nigeria', + }, + { + country_code: 'nu', + country_name: 'Niue', + }, + { + country_code: 'nf', + country_name: 'Norfolk Island', + }, + { + country_code: 'mp', + country_name: 'Northern Mariana Islands', + }, + { + country_code: 'no', + country_name: 'Norway', + }, + { + country_code: 'om', + country_name: 'Oman', + }, + { + country_code: 'pk', + country_name: 'Pakistan', + }, + { + country_code: 'pw', + country_name: 'Palau', + }, + { + country_code: 'ps', + country_name: 'Palestinian Territory, Occupied', + }, + { + country_code: 'pa', + country_name: 'Panama', + }, + { + country_code: 'pg', + country_name: 'Papua New Guinea', + }, + { + country_code: 'py', + country_name: 'Paraguay', + }, + { + country_code: 'pe', + country_name: 'Peru', + }, + { + country_code: 'ph', + country_name: 'Philippines', + }, + { + country_code: 'pn', + country_name: 'Pitcairn', + }, + { + country_code: 'pl', + country_name: 'Poland', + }, + { + country_code: 'pt', + country_name: 'Portugal', + }, + { + country_code: 'pr', + country_name: 'Puerto Rico', + }, + { + country_code: 'qa', + country_name: 'Qatar', + }, + { + country_code: 're', + country_name: 'Reunion', + }, + { + country_code: 'ro', + country_name: 'Romania', + }, + { + country_code: 'ru', + country_name: 'Russian Federation', + }, + { + country_code: 'rw', + country_name: 'Rwanda', + }, + { + country_code: 'sh', + country_name: 'Saint Helena', + }, + { + country_code: 'kn', + country_name: 'Saint Kitts and Nevis', + }, + { + country_code: 'lc', + country_name: 'Saint Lucia', + }, + { + country_code: 'pm', + country_name: 'Saint Pierre and Miquelon', + }, + { + country_code: 'vc', + country_name: 'Saint Vincent and the Grenadines', + }, + { + country_code: 'ws', + country_name: 'Samoa', + }, + { + country_code: 'sm', + country_name: 'San Marino', + }, + { + country_code: 'st', + country_name: 'Sao Tome and Principe', + }, + { + country_code: 'sa', + country_name: 'Saudi Arabia', + }, + { + country_code: 'sn', + country_name: 'Senegal', + }, + { + country_code: 'rs', + country_name: 'Serbia and Montenegro', + }, + { + country_code: 'sc', + country_name: 'Seychelles', + }, + { + country_code: 'sl', + country_name: 'Sierra Leone', + }, + { + country_code: 'sg', + country_name: 'Singapore', + }, + { + country_code: 'sk', + country_name: 'Slovakia', + }, + { + country_code: 'si', + country_name: 'Slovenia', + }, + { + country_code: 'sb', + country_name: 'Solomon Islands', + }, + { + country_code: 'so', + country_name: 'Somalia', + }, + { + country_code: 'za', + country_name: 'South Africa', + }, + { + country_code: 'gs', + country_name: 'South Georgia and the South Sandwich Islands', + }, + { + country_code: 'es', + country_name: 'Spain', + }, + { + country_code: 'lk', + country_name: 'Sri Lanka', + }, + { + country_code: 'sd', + country_name: 'Sudan', + }, + { + country_code: 'sr', + country_name: 'Suriname', + }, + { + country_code: 'sj', + country_name: 'Svalbard and Jan Mayen', + }, + { + country_code: 'sz', + country_name: 'Swaziland', + }, + { + country_code: 'se', + country_name: 'Sweden', + }, + { + country_code: 'ch', + country_name: 'Switzerland', + }, + { + country_code: 'sy', + country_name: 'Syrian Arab Republic', + }, + { + country_code: 'tw', + country_name: 'Taiwan, Province of China', + }, + { + country_code: 'tj', + country_name: 'Tajikistan', + }, + { + country_code: 'tz', + country_name: 'Tanzania, United Republic of', + }, + { + country_code: 'th', + country_name: 'Thailand', + }, + { + country_code: 'tl', + country_name: 'Timor-Leste', + }, + { + country_code: 'tg', + country_name: 'Togo', + }, + { + country_code: 'tk', + country_name: 'Tokelau', + }, + { + country_code: 'to', + country_name: 'Tonga', + }, + { + country_code: 'tt', + country_name: 'Trinidad and Tobago', + }, + { + country_code: 'tn', + country_name: 'Tunisia', + }, + { + country_code: 'tr', + country_name: 'Turkiye', + }, + { + country_code: 'tm', + country_name: 'Turkmenistan', + }, + { + country_code: 'tc', + country_name: 'Turks and Caicos Islands', + }, + { + country_code: 'tv', + country_name: 'Tuvalu', + }, + { + country_code: 'ug', + country_name: 'Uganda', + }, + { + country_code: 'ua', + country_name: 'Ukraine', + }, + { + country_code: 'ae', + country_name: 'United Arab Emirates', + }, + { + country_code: 'uk', + country_name: 'United Kingdom', + }, + { + country_code: 'gb', + country_name: 'United Kingdom', + }, + { + country_code: 'us', + country_name: 'United States', + }, + { + country_code: 'um', + country_name: 'United States Minor Outlying Islands', + }, + { + country_code: 'uy', + country_name: 'Uruguay', + }, + { + country_code: 'uz', + country_name: 'Uzbekistan', + }, + { + country_code: 'vu', + country_name: 'Vanuatu', + }, + { + country_code: 've', + country_name: 'Venezuela', + }, + { + country_code: 'vn', + country_name: 'Viet Nam', + }, + { + country_code: 'vg', + country_name: 'Virgin Islands, British', + }, + { + country_code: 'vi', + country_name: 'Virgin Islands, U.S.', + }, + { + country_code: 'wf', + country_name: 'Wallis and Futuna', + }, + { + country_code: 'eh', + country_name: 'Western Sahara', + }, + { + country_code: 'ye', + country_name: 'Yemen', + }, + { + country_code: 'zm', + country_name: 'Zambia', + }, + { + country_code: 'zw', + country_name: 'Zimbabwe', + }, +].map((x) => ({ label: x.country_name, value: x.country_code })); + +export const BingCountryOptions = [ + { label: 'Argentina AR', value: 'AR' }, + { label: 'Australia AU', value: 'AU' }, + { label: 'Austria AT', value: 'AT' }, + { label: 'Belgium BE', value: 'BE' }, + { label: 'Brazil BR', value: 'BR' }, + { label: 'Canada CA', value: 'CA' }, + { label: 'Chile CL', value: 'CL' }, + { label: 'Denmark DK', value: 'DK' }, + { label: 'Finland FI', value: 'FI' }, + { label: 'France FR', value: 'FR' }, + { label: 'Germany DE', value: 'DE' }, + { label: 'Hong Kong SAR HK', value: 'HK' }, + { label: 'India IN', value: 'IN' }, + { label: 'Indonesia ID', value: 'ID' }, + { label: 'Italy IT', value: 'IT' }, + { label: 'Japan JP', value: 'JP' }, + { label: 'Korea KR', value: 'KR' }, + { label: 'Malaysia MY', value: 'MY' }, + { label: 'Mexico MX', value: 'MX' }, + { label: 'Netherlands NL', value: 'NL' }, + { label: 'New Zealand NZ', value: 'NZ' }, + { label: 'Norway NO', value: 'NO' }, + { label: "People's Republic of China CN", value: 'CN' }, + { label: 'Poland PL', value: 'PL' }, + { label: 'Portugal PT', value: 'PT' }, + { label: 'Republic of the Philippines PH', value: 'PH' }, + { label: 'Russia RU', value: 'RU' }, + { label: 'Saudi Arabia SA', value: 'SA' }, + { label: 'South Africa ZA', value: 'ZA' }, + { label: 'Spain ES', value: 'ES' }, + { label: 'Sweden SE', value: 'SE' }, + { label: 'Switzerland CH', value: 'CH' }, + { label: 'Taiwan TW', value: 'TW' }, + { label: 'Türkiye TR', value: 'TR' }, + { label: 'United Kingdom GB', value: 'GB' }, + { label: 'United States US', value: 'US' }, +]; + +export const BingLanguageOptions = [ + { label: 'Arabic ar', value: 'ar' }, + { label: 'Basque eu', value: 'eu' }, + { label: 'Bengali bn', value: 'bn' }, + { label: 'Bulgarian bg', value: 'bg' }, + { label: 'Catalan ca', value: 'ca' }, + { label: 'Chinese (Simplified) zh-hans', value: 'ns' }, + { label: 'Chinese (Traditional) zh-hant', value: 'nt' }, + { label: 'Croatian hr', value: 'hr' }, + { label: 'Czech cs', value: 'cs' }, + { label: 'Danish da', value: 'da' }, + { label: 'Dutch nl', value: 'nl' }, + { label: 'English en', value: 'en' }, + { label: 'English-United Kingdom en-gb', value: 'gb' }, + { label: 'Estonian et', value: 'et' }, + { label: 'Finnish fi', value: 'fi' }, + { label: 'French fr', value: 'fr' }, + { label: 'Galician gl', value: 'gl' }, + { label: 'German de', value: 'de' }, + { label: 'Gujarati gu', value: 'gu' }, + { label: 'Hebrew he', value: 'he' }, + { label: 'Hindi hi', value: 'hi' }, + { label: 'Hungarian hu', value: 'hu' }, + { label: 'Icelandic is', value: 'is' }, + { label: 'Italian it', value: 'it' }, + { label: 'Japanese jp', value: 'jp' }, + { label: 'Kannada kn', value: 'kn' }, + { label: 'Korean ko', value: 'ko' }, + { label: 'Latvian lv', value: 'lv' }, + { label: 'Lithuanian lt', value: 'lt' }, + { label: 'Malay ms', value: 'ms' }, + { label: 'Malayalam ml', value: 'ml' }, + { label: 'Marathi mr', value: 'mr' }, + { label: 'Norwegian (Bokmål) nb', value: 'nb' }, + { label: 'Polish pl', value: 'pl' }, + { label: 'Portuguese (Brazil) pt-br', value: 'br' }, + { label: 'Portuguese (Portugal) pt-pt', value: 'pt' }, + { label: 'Punjabi pa', value: 'pa' }, + { label: 'Romanian ro', value: 'ro' }, + { label: 'Russian ru', value: 'ru' }, + { label: 'Serbian (Cyrylic) sr', value: 'sr' }, + { label: 'Slovak sk', value: 'sk' }, + { label: 'Slovenian sl', value: 'sl' }, + { label: 'Spanish es', value: 'es' }, + { label: 'Swedish sv', value: 'sv' }, + { label: 'Tamil ta', value: 'ta' }, + { label: 'Telugu te', value: 'te' }, + { label: 'Thai th', value: 'th' }, + { label: 'Turkish tr', value: 'tr' }, + { label: 'Ukrainian uk', value: 'uk' }, + { label: 'Vietnamese vi', value: 'vi' }, +]; + +export const DeepLSourceLangOptions = [ + { label: 'Arabic [1]', value: 'AR' }, + { label: 'Bulgarian', value: 'BG' }, + { label: 'Czech', value: 'CS' }, + { label: 'Danish', value: 'DA' }, + { label: 'German', value: 'DE' }, + { label: 'Greek', value: 'EL' }, + { label: 'English', value: 'EN' }, + { label: 'Spanish', value: 'ES' }, + { label: 'Estonian', value: 'ET' }, + { label: 'Finnish', value: 'FI' }, + { label: 'French', value: 'FR' }, + { label: 'Hungarian', value: 'HU' }, + { label: 'Indonesian', value: 'ID' }, + { label: 'Italian', value: 'IT' }, + { label: 'Japanese', value: 'JA' }, + { label: 'Korean', value: 'KO' }, + { label: 'Lithuanian', value: 'LT' }, + { label: 'Latvian', value: 'LV' }, + { label: 'Norwegian Bokmål', value: 'NB' }, + { label: 'Dutch', value: 'NL' }, + { label: 'Polish', value: 'PL' }, + { label: 'Portuguese (all Portuguese varieties mixed)', value: 'PT' }, + { label: 'Romanian', value: 'RO' }, + { label: 'Russian', value: 'RU' }, + { label: 'Slovak', value: 'SK' }, + { label: 'Slovenian', value: 'SL' }, + { label: 'Swedish', value: 'SV' }, + { label: 'Turkish', value: 'TR' }, + { label: 'Ukrainian', value: 'UK' }, + { label: 'Chinese', value: 'ZH' }, +]; +export const DeepLTargetLangOptions = [ + { label: 'Arabic [1]', value: 'AR' }, + { label: 'Bulgarian', value: 'BG' }, + { label: 'Czech', value: 'CS' }, + { label: 'Danish', value: 'DA' }, + { label: 'German', value: 'DE' }, + { label: 'Greek', value: 'EL' }, + { label: 'English (British)', value: 'EN-GB' }, + { label: 'English (American)', value: 'EN-US' }, + { label: 'Spanish', value: 'ES' }, + { label: 'Estonian', value: 'ET' }, + { label: 'Finnish', value: 'FI' }, + { label: 'French', value: 'FR' }, + { label: 'Hungarian', value: 'HU' }, + { label: 'Indonesian', value: 'ID' }, + { label: 'Italian', value: 'IT' }, + { label: 'Japanese', value: 'JA' }, + { label: 'Korean', value: 'KO' }, + { label: 'Lithuanian', value: 'LT' }, + { label: 'Latvian', value: 'LV' }, + { label: 'Norwegian Bokmål', value: 'NB' }, + { label: 'Dutch', value: 'NL' }, + { label: 'Polish', value: 'PL' }, + { label: 'Portuguese (Brazilian)', value: 'PT-BR' }, + { + label: + 'Portuguese (all Portuguese varieties excluding Brazilian Portuguese)', + value: 'PT-PT', + }, + { label: 'Romanian', value: 'RO' }, + { label: 'Russian', value: 'RU' }, + { label: 'Slovak', value: 'SK' }, + { label: 'Slovenian', value: 'SL' }, + { label: 'Swedish', value: 'SV' }, + { label: 'Turkish', value: 'TR' }, + { label: 'Ukrainian', value: 'UK' }, + { label: 'Chinese (simplified)', value: 'ZH' }, +]; + +export const BaiduFanyiDomainOptions = [ + 'it', + 'finance', + 'machinery', + 'senimed', + 'novel', + 'academic', + 'aerospace', + 'wiki', + 'news', + 'law', + 'contract', +]; + +export const BaiduFanyiSourceLangOptions = [ + 'auto', + 'zh', + 'en', + 'yue', + 'wyw', + 'jp', + 'kor', + 'fra', + 'spa', + 'th', + 'ara', + 'ru', + 'pt', + 'de', + 'it', + 'el', + 'nl', + 'pl', + 'bul', + 'est', + 'dan', + 'fin', + 'cs', + 'rom', + 'slo', + 'swe', + 'hu', + 'cht', + 'vie', +]; + +export const QWeatherLangOptions = [ + 'zh', + 'zh-hant', + 'en', + 'de', + 'es', + 'fr', + 'it', + 'ja', + 'ko', + 'ru', + 'hi', + 'th', + 'ar', + 'pt', + 'bn', + 'ms', + 'nl', + 'el', + 'la', + 'sv', + 'id', + 'pl', + 'tr', + 'cs', + 'et', + 'vi', + 'fil', + 'fi', + 'he', + 'is', + 'nb', +]; + +export const QWeatherTypeOptions = ['weather', 'indices', 'airquality']; + +export const QWeatherUserTypeOptions = ['free', 'paid']; + +export const QWeatherTimePeriodOptions = [ + 'now', + '3d', + '7d', + '10d', + '15d', + '30d', +]; diff --git a/web/src/pages/flow/customer_service.json b/web/src/pages/flow/customer_service.json new file mode 100644 index 0000000000000000000000000000000000000000..497ee6cda9aea4bb65cceca4319b8eea6d9d57e0 --- /dev/null +++ b/web/src/pages/flow/customer_service.json @@ -0,0 +1,312 @@ +{ + "edges": [ + { + "id": "63a2f242-8e71-4098-a46a-459a76d538bd", + "label": "", + "source": "begin", + "target": "answer:0" + }, + { + "id": "cc6dd8bb-e9dc-46e8-9009-5b96f98ae6c0", + "label": "", + "source": "generate:casual", + "target": "answer:0" + }, + { + "id": "58dbf05a-07fc-4a0a-8c03-5f9117e48c35", + "label": "", + "source": "generate:answer", + "target": "answer:0" + }, + { + "id": "dd0ff4f2-4d75-4e7d-a505-3e9533402823", + "label": "", + "source": "generate:complain", + "target": "answer:0" + }, + { + "id": "3dc7a511-9cde-4080-a572-6b06a64e0458", + "label": "", + "source": "generate:ask_contact", + "target": "answer:0" + }, + { + "id": "20e31fee-c392-4257-860a-5844d264198e", + "label": "", + "source": "message:get_contact", + "target": "answer:0" + }, + { + "id": "104ac8bb-5d75-4eca-8065-1d8fc2805b8e", + "label": "", + "source": "answer:0", + "target": "categorize:0" + }, + { + "id": "755864b5-9eef-44ec-a560-9a23b5a3f9ee", + "label": "", + "source": "categorize:0", + "target": "retrieval:0", + "sourceHandle": "product_related" + }, + { + "id": "7f68384d-3441-4bfa-bf13-69af67e857d2", + "label": "", + "source": "categorize:0", + "target": "generate:casual", + "sourceHandle": "casual" + }, + { + "id": "c9bf8e81-9345-4885-b565-be2f5b16f6ef", + "label": "", + "source": "categorize:0", + "target": "generate:complain", + "sourceHandle": "complain" + }, + { + "id": "2f326699-621b-4d28-ab98-70d99ad21add", + "label": "", + "source": "categorize:0", + "target": "message:get_contact", + "sourceHandle": "answer" + }, + { + "id": "03e45174-55df-47d6-8e5f-fbe2ffc148d7", + "label": "", + "source": "retrieval:0", + "target": "relevant:0" + }, + { + "id": "a26027ac-e8a9-48e4-814c-3262b8d81913", + "label": "", + "source": "relevant:0", + "target": "generate:answer" + }, + { + "id": "04d99dc7-6120-4169-98c6-7bc2813aa85b", + "label": "", + "source": "relevant:0", + "target": "generate:ask_contact" + } + ], + "nodes": [ + { + "id": "begin", + "type": "beginNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Begin", + "name": "LegalPoetsAttack", + "form": { + "prologue": "Hi! How can I help you?" + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "answer:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Answer", + "name": "ThreeGeeseBehave", + "form": {} + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "categorize:0", + "type": "categorizeNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Categorize", + "name": "PublicComicsHammer", + "form": { + "llm_id": "deepseek-chat", + "category_description": { + "product_related": { + "description": "The question is about the product usage, appearance and how it works.", + "examples": "Why it always beaming?\nHow to install it onto the wall?\nIt leaks, what to do?\nException: Can't connect to ES cluster\nHow to build the RAGFlow image from scratch", + "to": "retrieval:0" + }, + "casual": { + "description": "The question is not about the product usage, appearance and how it works. Just casual chat.", + "examples": "How are you doing?\nWhat is your name?\nAre you a robot?\nWhat's the weather?\nWill it rain?", + "to": "generate:casual" + }, + "complain": { + "description": "Complain even curse about the product or service you provide. But the comment is not specific enough.", + "examples": "How bad is it.\nIt's really sucks.\nDamn, for God's sake, can it be more steady?\nShit, I just can't use this shit.\nI can't stand it anymore.", + "to": "generate:complain" + }, + "answer": { + "description": "This answer provide a specific contact information, like e-mail, phone number, wechat number, line number, twitter, discord, etc,.", + "examples": "My phone number is 203921\nkevinhu.hk@gmail.com\nThis is my discord number: johndowson_29384", + "to": "message:get_contact" + } + }, + "message_history_window_size": 8 + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:casual", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "SourKnivesPay", + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are a customer support. But the customer wants to have a casual chat with you instead of consulting about the product. Be nice, funny, enthusiasm and concern.", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:complain", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "TameLlamasSniff", + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are a customer support. the Customers complain even curse about the products but not specific enough. You need to ask him/her what's the specific problem with the product. Be nice, patient and concern to soothe your customers’ emotions at first place.", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "retrieval:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Retrieval", + "name": "ShinyPathsDraw", + "form": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"] + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "relevant:0", + "type": "relevantNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Relevant", + "name": "LegalPotsLick", + "form": { + "llm_id": "deepseek-chat", + "temperature": 0.02, + "yes": "generate:answer", + "no": "generate:ask_contact" + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:answer", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "YellowGamesReport", + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base.", + "temperature": 0.02 + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:ask_contact", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "FamousChefsRetire", + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are a customer support. But you can't answer to customers' question. You need to request their contact like E-mail, phone number, Wechat number, LINE number, twitter, discord, etc,. Product experts will contact them later. Please do not ask the same question twice.", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "message:get_contact", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Message", + "name": "BlueBooksTan", + "form": { + "messages": [ + "Okay, I've already write this down. What else I can do for you?", + "Get it. What else I can do for you?", + "Thanks for your trust! Our expert will contact ASAP. So, anything else I can do for you?", + "Thanks! So, anything else I can do for you?" + ] + } + }, + "sourcePosition": "left", + "targetPosition": "right" + } + ] +} diff --git a/web/src/pages/flow/deepl-form/index.tsx b/web/src/pages/flow/deepl-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..f9b76d4acacd499e9eeb03add8b80367e965a0af --- /dev/null +++ b/web/src/pages/flow/deepl-form/index.tsx @@ -0,0 +1,36 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, InputNumber, Select } from 'antd'; +import { DeepLSourceLangOptions, DeepLTargetLangOptions } from '../constant'; +import { useBuildSortOptions } from '../form-hooks'; +import { IOperatorForm } from '../interface'; + +const DeepLForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + const options = useBuildSortOptions(); + + return ( +
    + + + + + + + + + + + + + + ); +}; + +export default DeepLForm; diff --git a/web/src/pages/flow/duckduckgo-form/index.tsx b/web/src/pages/flow/duckduckgo-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..9238b9603ccede2c33de23ec749f90fa6f4ff569 --- /dev/null +++ b/web/src/pages/flow/duckduckgo-form/index.tsx @@ -0,0 +1,37 @@ +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Select } from 'antd'; +import { useMemo } from 'react'; +import { Channel } from '../constant'; +import { IOperatorForm } from '../interface'; + +const DuckDuckGoForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + const options = useMemo(() => { + return Object.values(Channel).map((x) => ({ value: x, label: t(x) })); + }, [t]); + + return ( +
    + + + + + + ); +}; + +export default DuckDuckGoForm; diff --git a/web/src/pages/flow/flow-drawer/index.less b/web/src/pages/flow/flow-drawer/index.less new file mode 100644 index 0000000000000000000000000000000000000000..c6740fa7cab0e8d8dc611eb4cdfd22adf6dc9fe4 --- /dev/null +++ b/web/src/pages/flow/flow-drawer/index.less @@ -0,0 +1,3 @@ +.title { + flex-basis: 60px; +} diff --git a/web/src/pages/flow/flow-drawer/index.tsx b/web/src/pages/flow/flow-drawer/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..2253a54f26144af0e2f9fec7e55c26750f215f9c --- /dev/null +++ b/web/src/pages/flow/flow-drawer/index.tsx @@ -0,0 +1,118 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { Drawer, Flex, Form, Input } from 'antd'; +import { useEffect } from 'react'; +import { Node } from 'reactflow'; +import AnswerForm from '../answer-form'; +import ArXivForm from '../arxiv-form'; +import BaiduFanyiForm from '../baidu-fanyi-form'; +import BaiduForm from '../baidu-form'; +import BeginForm from '../begin-form'; +import BingForm from '../bing-form'; +import CategorizeForm from '../categorize-form'; +import { Operator } from '../constant'; +import DuckDuckGoForm from '../duckduckgo-form'; +import GenerateForm from '../generate-form'; +import GithubForm from '../github-form'; +import GoogleForm from '../google-form'; +import GoogleScholarForm from '../google-scholar-form'; +import { useHandleFormValuesChange, useHandleNodeNameChange } from '../hooks'; +import KeywordExtractForm from '../keyword-extract-form'; +import MessageForm from '../message-form'; +import OperatorIcon from '../operator-icon'; +import PubMedForm from '../pubmed-form'; +import QWeatherForm from '../qweather-form'; +import RelevantForm from '../relevant-form'; +import RetrievalForm from '../retrieval-form'; +import RewriteQuestionForm from '../rewrite-question-form'; +import WikipediaForm from '../wikipedia-form'; + +import DeepLForm from '../deepl-form'; +import styles from './index.less'; + +interface IProps { + node?: Node; +} + +const FormMap = { + [Operator.Begin]: BeginForm, + [Operator.Retrieval]: RetrievalForm, + [Operator.Generate]: GenerateForm, + [Operator.Answer]: AnswerForm, + [Operator.Categorize]: CategorizeForm, + [Operator.Message]: MessageForm, + [Operator.Relevant]: RelevantForm, + [Operator.RewriteQuestion]: RewriteQuestionForm, + [Operator.Baidu]: BaiduForm, + [Operator.DuckDuckGo]: DuckDuckGoForm, + [Operator.KeywordExtract]: KeywordExtractForm, + [Operator.Wikipedia]: WikipediaForm, + [Operator.PubMed]: PubMedForm, + [Operator.ArXiv]: ArXivForm, + [Operator.Google]: GoogleForm, + [Operator.Bing]: BingForm, + [Operator.GoogleScholar]: GoogleScholarForm, + [Operator.DeepL]: DeepLForm, + [Operator.GitHub]: GithubForm, + [Operator.BaiduFanyi]: BaiduFanyiForm, + [Operator.QWeather]: QWeatherForm, +}; + +const EmptyContent = () =>
    empty
    ; + +const FlowDrawer = ({ + visible, + hideModal, + node, +}: IModalProps & IProps) => { + const operatorName: Operator = node?.data.label; + const OperatorForm = FormMap[operatorName] ?? EmptyContent; + const [form] = Form.useForm(); + const { name, handleNameBlur, handleNameChange } = + useHandleNodeNameChange(node); + const { t } = useTranslate('flow'); + + const { handleValuesChange } = useHandleFormValuesChange(node?.id); + + useEffect(() => { + if (visible) { + form.setFieldsValue(node?.data?.form); + } + }, [visible, form, node?.data?.form]); + + return ( + + + + + + + + } + placement="right" + onClose={hideModal} + open={visible} + getContainer={false} + mask={false} + width={470} + > + {visible && ( + + )} + + ); +}; + +export default FlowDrawer; diff --git a/web/src/pages/flow/flow-sider/index.less b/web/src/pages/flow/flow-sider/index.less new file mode 100644 index 0000000000000000000000000000000000000000..52d09a15ccb7400b13ccec9c6f47b61984e42e38 --- /dev/null +++ b/web/src/pages/flow/flow-sider/index.less @@ -0,0 +1,16 @@ +.operatorCard { + :global(.ant-card-body) { + padding: 10px; + } + .cubeIcon { + &:hover { + cursor: pointer; + } + } +} + +.siderContent { + padding: 10px 4px; + overflow: auto; + height: calc(100vh - 80px); +} diff --git a/web/src/pages/flow/flow-sider/index.tsx b/web/src/pages/flow/flow-sider/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..bd2deb6806635e053f946207dfb26c9a30a53a67 --- /dev/null +++ b/web/src/pages/flow/flow-sider/index.tsx @@ -0,0 +1,69 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Card, Divider, Flex, Layout, Tooltip } from 'antd'; +import classNames from 'classnames'; +import lowerFirst from 'lodash/lowerFirst'; +import React from 'react'; +import { Operator, componentMenuList } from '../constant'; +import { useHandleDrag } from '../hooks'; +import OperatorIcon from '../operator-icon'; +import styles from './index.less'; + +const { Sider } = Layout; + +interface IProps { + setCollapsed: (width: boolean) => void; + collapsed: boolean; +} + +const FlowSide = ({ setCollapsed, collapsed }: IProps) => { + const { handleDragStart } = useHandleDrag(); + const { t } = useTranslate('flow'); + + return ( + setCollapsed(value)} + > + + {componentMenuList.map((x) => { + return ( + + {x.name === Operator.DuckDuckGo && ( + + )} + + + +
    + + {t(lowerFirst(x.name))} + +
    +     +     +     + ); + })} +     +     + ); +}; + +export default FlowSide; diff --git a/web/src/pages/flow/form-hooks.ts b/web/src/pages/flow/form-hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..92e84cee4796c91b57bbb0b4e994226d3ae0cdb3 --- /dev/null +++ b/web/src/pages/flow/form-hooks.ts @@ -0,0 +1,86 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { useCallback, useMemo } from 'react'; +import { Operator } from './constant'; +import useGraphStore from './store'; + +const ExcludedNodesMap = { + // exclude some nodes downstream of the classification node + [Operator.Categorize]: [ + Operator.Categorize, + Operator.Answer, + Operator.Begin, + Operator.Relevant, + ], + [Operator.Relevant]: [Operator.Begin, Operator.Answer, Operator.Relevant], + [Operator.Generate]: [Operator.Begin], +}; + +export const useBuildFormSelectOptions = ( + operatorName: Operator, + selfId?: string, // exclude the current node +) => { + const nodes = useGraphStore((state) => state.nodes); + + const buildCategorizeToOptions = useCallback( + (toList: string[]) => { + const excludedNodes: Operator[] = ExcludedNodesMap[operatorName] ?? []; + return nodes + .filter( + (x) => + excludedNodes.every((y) => y !== x.data.label) && + x.id !== selfId && + !toList.some((y) => y === x.id), // filter out selected values ​​in other to fields from the current drop-down box options + ) + .map((x) => ({ label: x.data.name, value: x.id })); + }, + [nodes, operatorName, selfId], + ); + + return buildCategorizeToOptions; +}; + +/** + * dumped + * @param nodeId + * @returns + */ +export const useHandleFormSelectChange = (nodeId?: string) => { + const { addEdge, deleteEdgeBySourceAndSourceHandle } = useGraphStore( + (state) => state, + ); + const handleSelectChange = useCallback( + (name?: string) => (value?: string) => { + if (nodeId && name) { + if (value) { + addEdge({ + source: nodeId, + target: value, + sourceHandle: name, + targetHandle: null, + }); + } else { + // clear selected value + deleteEdgeBySourceAndSourceHandle({ + source: nodeId, + sourceHandle: name, + }); + } + } + }, + [addEdge, nodeId, deleteEdgeBySourceAndSourceHandle], + ); + + return { handleSelectChange }; +}; + +export const useBuildSortOptions = () => { + const { t } = useTranslate('flow'); + + const options = useMemo(() => { + return ['data', 'relevance'].map((x) => ({ + value: x, + label: t(x), + })); + }, [t]); + return options; +}; diff --git a/web/src/pages/flow/generate-form/dynamic-parameters.tsx b/web/src/pages/flow/generate-form/dynamic-parameters.tsx new file mode 100644 index 0000000000000000000000000000000000000000..c7f441c079fb22a0fa65352226733a67e0365e17 --- /dev/null +++ b/web/src/pages/flow/generate-form/dynamic-parameters.tsx @@ -0,0 +1,97 @@ +import { EditableCell, EditableRow } from '@/components/editable-cell'; +import { useTranslate } from '@/hooks/common-hooks'; +import { DeleteOutlined } from '@ant-design/icons'; +import { Button, Flex, Select, Table, TableProps } from 'antd'; +import { IGenerateParameter } from '../interface'; + +import { + useBuildComponentIdSelectOptions, + useHandleOperateParameters, +} from './hooks'; +import styles from './index.less'; + +interface IProps { + nodeId?: string; +} + +const components = { + body: { + row: EditableRow, + cell: EditableCell, + }, +}; + +const DynamicParameters = ({ nodeId }: IProps) => { + const { t } = useTranslate('flow'); + + const options = useBuildComponentIdSelectOptions(nodeId); + const { + dataSource, + handleAdd, + handleRemove, + handleSave, + handleComponentIdChange, + } = useHandleOperateParameters(nodeId!); + + const columns: TableProps['columns'] = [ + { + title: t('key'), + dataIndex: 'key', + key: 'key', + onCell: (record: IGenerateParameter) => ({ + record, + editable: true, + dataIndex: 'key', + title: 'key', + handleSave, + }), + }, + { + title: t('componentId'), + dataIndex: 'component_id', + key: 'component_id', + align: 'center', + render(text, record) { + return ( +
    styles.editableRow} + /> + + ); +}; + +export default DynamicParameters; diff --git a/web/src/pages/flow/generate-form/hooks.ts b/web/src/pages/flow/generate-form/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..4876b607e26f074b99ea42173acec8ab92c56eba --- /dev/null +++ b/web/src/pages/flow/generate-form/hooks.ts @@ -0,0 +1,89 @@ +import get from 'lodash/get'; +import { useCallback, useMemo } from 'react'; +import { v4 as uuid } from 'uuid'; +import { Operator } from '../constant'; +import { IGenerateParameter } from '../interface'; +import useGraphStore from '../store'; + +// exclude nodes with branches +const ExcludedNodes = [Operator.Categorize, Operator.Relevant]; + +export const useBuildComponentIdSelectOptions = (nodeId?: string) => { + const nodes = useGraphStore((state) => state.nodes); + + const options = useMemo(() => { + return nodes + .filter( + (x) => + x.id !== nodeId && !ExcludedNodes.some((y) => y === x.data.label), + ) + .map((x) => ({ label: x.data.name, value: x.id })); + }, [nodes, nodeId]); + + return options; +}; + +export const useHandleOperateParameters = (nodeId: string) => { + const { getNode, updateNodeForm } = useGraphStore((state) => state); + const node = getNode(nodeId); + const dataSource: IGenerateParameter[] = useMemo( + () => get(node, 'data.form.parameters', []) as IGenerateParameter[], + [node], + ); + + const handleComponentIdChange = useCallback( + (row: IGenerateParameter) => (value: string) => { + const newData = [...dataSource]; + const index = newData.findIndex((item) => row.id === item.id); + const item = newData[index]; + newData.splice(index, 1, { + ...item, + component_id: value, + }); + + updateNodeForm(nodeId, { parameters: newData }); + }, + [updateNodeForm, nodeId, dataSource], + ); + + const handleRemove = useCallback( + (id?: string) => () => { + const newData = dataSource.filter((item) => item.id !== id); + updateNodeForm(nodeId, { parameters: newData }); + }, + [updateNodeForm, nodeId, dataSource], + ); + + const handleAdd = useCallback(() => { + updateNodeForm(nodeId, { + parameters: [ + ...dataSource, + { + id: uuid(), + key: '', + component_id: undefined, + }, + ], + }); + }, [dataSource, nodeId, updateNodeForm]); + + const handleSave = (row: IGenerateParameter) => { + const newData = [...dataSource]; + const index = newData.findIndex((item) => row.id === item.id); + const item = newData[index]; + newData.splice(index, 1, { + ...item, + ...row, + }); + + updateNodeForm(nodeId, { parameters: newData }); + }; + + return { + handleAdd, + handleRemove, + handleComponentIdChange, + handleSave, + dataSource, + }; +}; diff --git a/web/src/pages/flow/generate-form/index.less b/web/src/pages/flow/generate-form/index.less new file mode 100644 index 0000000000000000000000000000000000000000..8de5a4f532055dffb51b1d643bcbd33e5f2344e4 --- /dev/null +++ b/web/src/pages/flow/generate-form/index.less @@ -0,0 +1,21 @@ +.variableTable { + margin-top: 14px; +} +.editableRow { + :global(.editable-cell) { + position: relative; + } + + :global(.editable-cell-value-wrap) { + padding: 5px 12px; + cursor: pointer; + height: 30px !important; + } + &:hover { + :global(.editable-cell-value-wrap) { + padding: 4px 11px; + border: 1px solid #d9d9d9; + border-radius: 2px; + } + } +} diff --git a/web/src/pages/flow/generate-form/index.tsx b/web/src/pages/flow/generate-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..14b6657282ce722550b9202c2f6cd150dd5d86de --- /dev/null +++ b/web/src/pages/flow/generate-form/index.tsx @@ -0,0 +1,65 @@ +import LLMSelect from '@/components/llm-select'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, InputNumber, Switch } from 'antd'; +import { useSetLlmSetting } from '../hooks'; +import { IOperatorForm } from '../interface'; +import DynamicParameters from './dynamic-parameters'; + +const GenerateForm = ({ onValuesChange, form, node }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + useSetLlmSetting(form); + + return ( + + + + + + + + + + + + + + + + ); +}; + +export default GenerateForm; diff --git a/web/src/pages/flow/github-form/index.tsx b/web/src/pages/flow/github-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..4898f816a9c15a0b098eb6dba25aac5172b94457 --- /dev/null +++ b/web/src/pages/flow/github-form/index.tsx @@ -0,0 +1,20 @@ +import TopNItem from '@/components/top-n-item'; +import { Form } from 'antd'; +import { IOperatorForm } from '../interface'; + +const GithubForm = ({ onValuesChange, form }: IOperatorForm) => { + return ( + + + + ); +}; + +export default GithubForm; diff --git a/web/src/pages/flow/google-form/index.tsx b/web/src/pages/flow/google-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..807b690c79101ff22f40141f583c767daf319447 --- /dev/null +++ b/web/src/pages/flow/google-form/index.tsx @@ -0,0 +1,33 @@ +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Select } from 'antd'; +import { GoogleCountryOptions, GoogleLanguageOptions } from '../constant'; +import { IOperatorForm } from '../interface'; + +const GoogleForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + return ( + + + + + + + + + + + + + ); +}; + +export default GoogleForm; diff --git a/web/src/pages/flow/google-scholar-form/index.tsx b/web/src/pages/flow/google-scholar-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..5ee4236f7e037f6ae8b19d7f3e39b9eed261f965 --- /dev/null +++ b/web/src/pages/flow/google-scholar-form/index.tsx @@ -0,0 +1,74 @@ +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { DatePicker, DatePickerProps, Form, Select, Switch } from 'antd'; +import dayjs from 'dayjs'; +import { useCallback, useMemo } from 'react'; +import { useBuildSortOptions } from '../form-hooks'; +import { IOperatorForm } from '../interface'; + +const YearPicker = ({ + onChange, + value, +}: { + onChange?: (val: number | undefined) => void; + value?: number | undefined; +}) => { + const handleChange: DatePickerProps['onChange'] = useCallback( + (val: any) => { + const nextVal = val?.format('YYYY'); + onChange?.(nextVal ? Number(nextVal) : undefined); + }, + [onChange], + ); + // The year needs to be converted into a number and saved to the backend + const nextValue = useMemo(() => { + if (value) { + return dayjs(value.toString()); + } + return undefined; + }, [value]); + + return ; +}; + +const GoogleScholarForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + const options = useBuildSortOptions(); + + return ( +
    + + + + + + + + + + + + + + + ); +}; + +export default GoogleScholarForm; diff --git a/web/src/pages/flow/header/index.less b/web/src/pages/flow/header/index.less new file mode 100644 index 0000000000000000000000000000000000000000..5d637286e7636c7fa568256a4ab4a7e25809bca5 --- /dev/null +++ b/web/src/pages/flow/header/index.less @@ -0,0 +1,3 @@ +.flowHeader { + padding: 0 20px; +} diff --git a/web/src/pages/flow/header/index.tsx b/web/src/pages/flow/header/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..e89113d2422c9f22ac0d44dea02e31d1348516dc --- /dev/null +++ b/web/src/pages/flow/header/index.tsx @@ -0,0 +1,64 @@ +import ChatOverviewModal from '@/components/api-service/chat-overview-modal'; +import { useSetModalState, useTranslate } from '@/hooks/common-hooks'; +import { useFetchFlow } from '@/hooks/flow-hooks'; +import { ArrowLeftOutlined } from '@ant-design/icons'; +import { Button, Flex, Space } from 'antd'; +import { Link, useParams } from 'umi'; +import { useSaveGraph, useSaveGraphBeforeOpeningDebugDrawer } from '../hooks'; +import styles from './index.less'; + +interface IProps { + showChatDrawer(): void; +} + +const FlowHeader = ({ showChatDrawer }: IProps) => { + const { saveGraph } = useSaveGraph(); + const handleRun = useSaveGraphBeforeOpeningDebugDrawer(showChatDrawer); + const { data } = useFetchFlow(); + const { t } = useTranslate('flow'); + const { + visible: overviewVisible, + hideModal: hideOverviewModal, + showModal: showOverviewModal, + } = useSetModalState(); + const { id } = useParams(); + + return ( + <> + + + + + +

    {data.title}

    +     + + + + + +     + {overviewVisible && ( + + )} + + ); +}; + +export default FlowHeader; diff --git a/web/src/pages/flow/headhunter_zh.json b/web/src/pages/flow/headhunter_zh.json new file mode 100644 index 0000000000000000000000000000000000000000..6445bb31f62d8e7aa825d42d11c30f1756579849 --- /dev/null +++ b/web/src/pages/flow/headhunter_zh.json @@ -0,0 +1,397 @@ +{ + "edges": [ + { + "id": "85fcec8f-7663-4221-99fa-1d41a6358cc5", + "label": "", + "source": "begin", + "target": "answer:0" + }, + { + "id": "36bf941f-b8df-46e7-87d3-5ce51b5378fb", + "label": "", + "source": "message:reject", + "target": "answer:0" + }, + { + "id": "e5cca6d3-ffd2-4824-9471-3fe83891dd73", + "label": "", + "source": "answer:0", + "target": "categorize:0" + }, + { + "id": "8a39ca91-5b04-4970-ad64-968797eb62a2", + "label": "", + "source": "categorize:0", + "target": "message:introduction", + "sourceHandle": "interested" + }, + { + "id": "675752ca-6c81-432b-a6b1-eaca4a6c3a96", + "label": "", + "source": "categorize:0", + "target": "generate:casual", + "sourceHandle": "casual" + }, + { + "id": "cc1628b4-b1c3-4941-ab19-3777993e094a", + "label": "", + "source": "categorize:0", + "target": "message:reject", + "sourceHandle": "answer" + }, + { + "id": "8a11d81f-820a-41df-a47b-daec65c5fb61", + "label": "", + "source": "categorize:0", + "target": "retrieval:0", + "sourceHandle": "about_job" + }, + { + "id": "3afa4bbd-1151-4452-8f58-9cc03496c2e7", + "label": "", + "source": "message:introduction", + "target": "answer:1" + }, + { + "id": "6e705ec1-d7c2-4278-8ddd-03ed05ec2973", + "label": "", + "source": "generate:aboutJob", + "target": "answer:1" + }, + { + "id": "9c6b9bfc-e8ff-4903-8479-67f89f159b55", + "label": "", + "source": "generate:casual", + "target": "answer:1" + }, + { + "id": "ddefbff1-2cca-4251-bc34-2f3cea7a5593", + "label": "", + "source": "generate:get_wechat", + "target": "answer:1" + }, + { + "id": "13e14da1-3865-4539-af77-4e9627e67273", + "label": "", + "source": "generate:nowechat", + "target": "answer:1" + }, + { + "id": "de6b8407-8af3-4450-9f74-6f4e6b99da9f", + "label": "", + "source": "answer:1", + "target": "categorize:1" + }, + { + "id": "36f0f440-129b-4073-8d1b-55eaf452ebd2", + "label": "", + "source": "categorize:1", + "target": "retrieval:0", + "sourceHandle": "about_job" + }, + { + "id": "72d63756-f054-488f-adfd-b3a376047fa2", + "label": "", + "source": "categorize:1", + "target": "generate:casual", + "sourceHandle": "casual" + }, + { + "id": "5ee58522-246c-427a-806b-e82fccdd7dc6", + "label": "", + "source": "categorize:1", + "target": "generate:get_wechat", + "sourceHandle": "wechat" + }, + { + "id": "994cbb21-9dad-40af-aee3-9d4b8199a843", + "label": "", + "source": "categorize:1", + "target": "generate:nowechat", + "sourceHandle": "giveup" + }, + { + "id": "5b864e95-f44e-428b-8a2e-323c3bed0701", + "label": "", + "source": "retrieval:0", + "target": "generate:aboutJob" + }, + { + "id": "e882800b-077e-445a-a544-e147f7a9911c", + "label": "", + "source": "relevant:0", + "target": "generate:aboutJob" + } + ], + "nodes": [ + { + "id": "begin", + "type": "beginNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Begin", + "name": "TrueBagsAllow", + "form": { + "prologue": "您好！我是AGI方向的猎头，了解到您是这方面的大佬，然后冒昧的就联系到您。这边有个机会想和您分享，RAGFlow正在招聘您这个岗位的资深的工程师不知道您那边是不是感兴趣？" + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "answer:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Answer", + "name": "YoungWeeksArgue", + "form": {} + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "categorize:0", + "type": "categorizeNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Categorize", + "name": "FancyBooksLose", + "form": { + "llm_id": "deepseek-chat", + "category_description": { + "about_job": { + "description": "该问题关于职位本身或公司的信息。", + "examples": "什么岗位？\n汇报对象是谁?\n公司多少人？\n公司有啥产品？\n具体工作内容是啥？\n地点哪里？\n双休吗？", + "to": "retrieval:0" + }, + "casual": { + "description": "该问题不关于职位本身或公司的信息，属于闲聊。", + "examples": "你好\n好久不见\n你男的女的？\n你是猴子派来的救兵吗？\n上午开会了?\n你叫啥？\n最近市场如何?生意好做吗？", + "to": "generate:casual" + }, + "interested": { + "description": "该回答表示他对于该职位感兴趣。", + "examples": "嗯\n说吧\n说说看\n还好吧\n是的\n哦\nyes\n具体说说", + "to": "message:introduction" + }, + "answer": { + "description": "该回答表示他对于该职位不感兴趣，或感觉受到骚扰。", + "examples": "不需要\n不感兴趣\n暂时不看\n不要\nno\n我已经不干这个了\n我不是这个方向的", + "to": "message:reject" + } + } + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "message:introduction", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Message", + "name": "CyanMangosStudy", + "form": { + "messages": [ + "我简单介绍以下：\nRAGFlow 是一款基于深度文档理解构建的开源 RAG（Retrieval-Augmented Generation）引擎。RAGFlow 可以为各种规模的企业及个人提供一套精简的 RAG 工作流程，结合大语言模型（LLM）针对用户各类不同的复杂格式数据提供可靠的问答以及有理有据的引用。https://github.com/infiniflow/ragflow\n您那边还有什么要了解的？" + ] + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "answer:1", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Answer", + "name": "SwiftEyesReply", + "form": {} + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "categorize:1", + "type": "categorizeNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Categorize", + "name": "KhakiEmusGive", + "form": { + "llm_id": "deepseek-chat", + "category_description": { + "about_job": { + "description": "该问题关于职位本身或公司的信息。", + "examples": "什么岗位？\n汇报对象是谁?\n公司多少人？\n公司有啥产品？\n具体工作内容是啥？\n地点哪里？\n双休吗？", + "to": "retrieval:0" + }, + "casual": { + "description": "该问题不关于职位本身或公司的信息，属于闲聊。", + "examples": "你好\n好久不见\n你男的女的？\n你是猴子派来的救兵吗？\n上午开会了?\n你叫啥？\n最近市场如何?生意好做吗？", + "to": "generate:casual" + }, + "wechat": { + "description": "该回答表示他愿意加微信,或者已经报了微信号。", + "examples": "嗯\n可以\n是的\n哦\nyes\n15002333453\nwindblow_2231", + "to": "generate:get_wechat" + }, + "giveup": { + "description": "该回答表示他不愿意加微信。", + "examples": "不需要\n不感兴趣\n暂时不看\n不要\nno\n不方便\n不知道还要加我微信", + "to": "generate:nowechat" + } + }, + "message_history_window_size": 8 + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:casual", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "BigToesSee", + "form": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，现在候选人的聊了和职位无关的话题，请耐心的回应候选人，并将话题往该AGI的职位上带，最好能要到候选人微信号以便后面保持联系。", + "temperature": 0.9, + "message_history_window_size": 12, + "cite": false + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "retrieval:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Retrieval", + "name": "SilentWormsOpen", + "form": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"] + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:aboutJob", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "ItchySuitsWait", + "form": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，候选人问了有关职位或公司的问题，你根据以下职位信息回答。如果职位信息中不包含候选人的问题就回答不清楚、不知道、有待确认等。回答完后引导候选人加微信号，如：\n - 方便加一下微信吗，我把JD发您看看？\n - 微信号多少，我把详细职位JD发您？\n 职位信息如下:\n {input}\n 职位信息如上。", + "temperature": 0.02 + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:get_wechat", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "PlentyCasesPoke", + "form": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，候选人表示不反感加微信，如果对方已经报了微信号，表示感谢和信任并表示马上会加上；如果没有，则问对方微信号多少。你的微信号是weixin_kevin，E-mail是kkk@ragflow.com。说话不要重复。不要总是您好。", + "temperature": 0.1, + "message_history_window_size": 12, + "cite": false + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:nowechat", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "SharpEggsLove", + "form": { + "llm_id": "deepseek-chat", + "prompt": "你是AGI方向的猎头，当你提出加微信时对方表示拒绝。你需要耐心礼貌的回应候选人，表示对于保护隐私信息给予理解，也可以询问他对该职位的看法和顾虑。并在恰当的时机再次询问微信联系方式。也可以鼓励候选人主动与你取得联系。你的微信号是weixin_kevin，E-mail是kkk@ragflow.com。说话不要重复。不要总是您好。", + "temperature": 0.1, + "message_history_window_size": 12, + "cite": false + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "message:reject", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Message", + "name": "MetalWolvesBeam", + "form": { + "messages": [ + "好的，祝您生活愉快，工作顺利。", + "哦，好的，感谢您宝贵的时间！" + ] + } + }, + "sourcePosition": "left", + "targetPosition": "right" + } + ] +} diff --git a/web/src/pages/flow/hooks.ts b/web/src/pages/flow/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..1eb0101a8c11f471053ba557f9c9d0dc49da9f2d --- /dev/null +++ b/web/src/pages/flow/hooks.ts @@ -0,0 +1,519 @@ +import { useSetModalState } from '@/hooks/common-hooks'; +import { useFetchFlow, useResetFlow, useSetFlow } from '@/hooks/flow-hooks'; +import { IGraph } from '@/interfaces/database/flow'; +import { useIsFetching } from '@tanstack/react-query'; +import React, { + ChangeEvent, + KeyboardEventHandler, + useCallback, + useEffect, + useMemo, + useState, +} from 'react'; +import { Connection, Edge, Node, Position, ReactFlowInstance } from 'reactflow'; +// import { shallow } from 'zustand/shallow'; +import { variableEnabledFieldMap } from '@/constants/chat'; +import { + ModelVariableType, + settledModelVariableMap, +} from '@/constants/knowledge'; +import { useFetchModelId, useSendMessageWithSse } from '@/hooks/logic-hooks'; +import { Variable } from '@/interfaces/database/chat'; +import api from '@/utils/api'; +import { useDebounceEffect } from 'ahooks'; +import { FormInstance, message } from 'antd'; +import { humanId } from 'human-id'; +import trim from 'lodash/trim'; +import { useParams } from 'umi'; +import { v4 as uuid } from 'uuid'; +import { + NodeMap, + Operator, + RestrictedUpstreamMap, + initialArXivValues, + initialBaiduFanyiValues, + initialBaiduValues, + initialBeginValues, + initialBingValues, + initialCategorizeValues, + initialDeepLValues, + initialDuckValues, + initialGenerateValues, + initialGithubValues, + initialGoogleScholarValues, + initialGoogleValues, + initialKeywordExtractValues, + initialMessageValues, + initialPubMedValues, + initialQWeatherValues, + initialRelevantValues, + initialRetrievalValues, + initialRewriteQuestionValues, + initialWikipediaValues, +} from './constant'; +import { ICategorizeForm, IRelevantForm } from './interface'; +import useGraphStore, { RFState } from './store'; +import { + buildDslComponentsByGraph, + receiveMessageError, + replaceIdWithText, +} from './utils'; + +const selector = (state: RFState) => ({ + nodes: state.nodes, + edges: state.edges, + onNodesChange: state.onNodesChange, + onEdgesChange: state.onEdgesChange, + onConnect: state.onConnect, + setNodes: state.setNodes, + onSelectionChange: state.onSelectionChange, +}); + +export const useSelectCanvasData = () => { + // return useStore(useShallow(selector)); // throw error + // return useStore(selector, shallow); + return useGraphStore(selector); +}; + +export const useInitializeOperatorParams = () => { + const llmId = useFetchModelId(); + + const initialFormValuesMap = useMemo(() => { + return { + [Operator.Begin]: initialBeginValues, + [Operator.Retrieval]: initialRetrievalValues, + [Operator.Generate]: { ...initialGenerateValues, llm_id: llmId }, + [Operator.Answer]: {}, + [Operator.Categorize]: { ...initialCategorizeValues, llm_id: llmId }, + [Operator.Relevant]: { ...initialRelevantValues, llm_id: llmId }, + [Operator.RewriteQuestion]: { + ...initialRewriteQuestionValues, + llm_id: llmId, + }, + [Operator.Message]: initialMessageValues, + [Operator.KeywordExtract]: { + ...initialKeywordExtractValues, + llm_id: llmId, + }, + [Operator.DuckDuckGo]: initialDuckValues, + [Operator.Baidu]: initialBaiduValues, + [Operator.Wikipedia]: initialWikipediaValues, + [Operator.PubMed]: initialPubMedValues, + [Operator.ArXiv]: initialArXivValues, + [Operator.Google]: initialGoogleValues, + [Operator.Bing]: initialBingValues, + [Operator.GoogleScholar]: initialGoogleScholarValues, + [Operator.DeepL]: initialDeepLValues, + [Operator.GitHub]: initialGithubValues, + [Operator.BaiduFanyi]: initialBaiduFanyiValues, + [Operator.QWeather]: initialQWeatherValues, + }; + }, [llmId]); + + const initializeOperatorParams = useCallback( + (operatorName: Operator) => { + return initialFormValuesMap[operatorName]; + }, + [initialFormValuesMap], + ); + + return initializeOperatorParams; +}; + +export const useHandleDrag = () => { + const handleDragStart = useCallback( + (operatorId: string) => (ev: React.DragEvent) => { + ev.dataTransfer.setData('application/reactflow', operatorId); + ev.dataTransfer.effectAllowed = 'move'; + }, + [], + ); + + return { handleDragStart }; +}; + +export const useHandleDrop = () => { + const addNode = useGraphStore((state) => state.addNode); + const [reactFlowInstance, setReactFlowInstance] = + useState>(); + const initializeOperatorParams = useInitializeOperatorParams(); + + const onDragOver = useCallback((event: React.DragEvent) => { + event.preventDefault(); + event.dataTransfer.dropEffect = 'move'; + }, []); + + const onDrop = useCallback( + (event: React.DragEvent) => { + event.preventDefault(); + + const type = event.dataTransfer.getData('application/reactflow'); + + // check if the dropped element is valid + if (typeof type === 'undefined' || !type) { + return; + } + + // reactFlowInstance.project was renamed to reactFlowInstance.screenToFlowPosition + // and you don't need to subtract the reactFlowBounds.left/top anymore + // details: https://reactflow.dev/whats-new/2023-11-10 + const position = reactFlowInstance?.screenToFlowPosition({ + x: event.clientX, + y: event.clientY, + }); + const newNode = { + id: `${type}:${humanId()}`, + type: NodeMap[type as Operator] || 'ragNode', + position: position || { + x: 0, + y: 0, + }, + data: { + label: `${type}`, + name: humanId(), + form: initializeOperatorParams(type as Operator), + }, + sourcePosition: Position.Right, + targetPosition: Position.Left, + }; + + addNode(newNode); + }, + [reactFlowInstance, addNode, initializeOperatorParams], + ); + + return { onDrop, onDragOver, setReactFlowInstance }; +}; + +export const useShowDrawer = () => { + const { + clickedNodeId: clickNodeId, + setClickedNodeId, + getNode, + } = useGraphStore((state) => state); + const { + visible: drawerVisible, + hideModal: hideDrawer, + showModal: showDrawer, + } = useSetModalState(); + + const handleShow = useCallback( + (node: Node) => { + setClickedNodeId(node.id); + showDrawer(); + }, + [showDrawer, setClickedNodeId], + ); + + return { + drawerVisible, + hideDrawer, + showDrawer: handleShow, + clickedNode: getNode(clickNodeId), + }; +}; + +export const useHandleKeyUp = () => { + const deleteEdge = useGraphStore((state) => state.deleteEdge); + const handleKeyUp: KeyboardEventHandler = useCallback( + (e) => { + if (e.code === 'Delete') { + deleteEdge(); + } + }, + [deleteEdge], + ); + + return { handleKeyUp }; +}; + +export const useSaveGraph = () => { + const { data } = useFetchFlow(); + const { setFlow } = useSetFlow(); + const { id } = useParams(); + const { nodes, edges } = useGraphStore((state) => state); + const saveGraph = useCallback(async () => { + const dslComponents = buildDslComponentsByGraph(nodes, edges); + return setFlow({ + id, + title: data.title, + dsl: { ...data.dsl, graph: { nodes, edges }, components: dslComponents }, + }); + }, [nodes, edges, setFlow, id, data]); + + return { saveGraph }; +}; + +export const useWatchGraphChange = () => { + const nodes = useGraphStore((state) => state.nodes); + const edges = useGraphStore((state) => state.edges); + useDebounceEffect( + () => { + // console.info('useDebounceEffect'); + }, + [nodes, edges], + { + wait: 1000, + }, + ); +}; + +export const useHandleFormValuesChange = (id?: string) => { + const updateNodeForm = useGraphStore((state) => state.updateNodeForm); + const handleValuesChange = useCallback( + (changedValues: any, values: any) => { + let nextValues: any = values; + // Fixed the issue that the related form value does not change after selecting the freedom field of the model + if ( + Object.keys(changedValues).length === 1 && + 'parameter' in changedValues && + changedValues['parameter'] in settledModelVariableMap + ) { + nextValues = { + ...values, + ...settledModelVariableMap[ + changedValues['parameter'] as keyof typeof settledModelVariableMap + ], + }; + } + if (id) { + updateNodeForm(id, nextValues); + } + }, + [updateNodeForm, id], + ); + + return { handleValuesChange }; +}; + +const useSetGraphInfo = () => { + const { setEdges, setNodes } = useGraphStore((state) => state); + const setGraphInfo = useCallback( + ({ nodes = [], edges = [] }: IGraph) => { + if (nodes.length || edges.length) { + setNodes(nodes); + setEdges(edges); + } + }, + [setEdges, setNodes], + ); + return setGraphInfo; +}; + +export const useFetchDataOnMount = () => { + const { loading, data, refetch } = useFetchFlow(); + const setGraphInfo = useSetGraphInfo(); + + useEffect(() => { + setGraphInfo(data?.dsl?.graph ?? ({} as IGraph)); + }, [setGraphInfo, data]); + + useWatchGraphChange(); + + useEffect(() => { + refetch(); + }, [refetch]); + + return { loading, flowDetail: data }; +}; + +export const useFlowIsFetching = () => { + return useIsFetching({ queryKey: ['flowDetail'] }) > 0; +}; + +export const useSetLlmSetting = (form?: FormInstance) => { + const initialLlmSetting = undefined; + + useEffect(() => { + const switchBoxValues = Object.keys(variableEnabledFieldMap).reduce< + Record + >((pre, field) => { + pre[field] = + initialLlmSetting === undefined + ? true + : !!initialLlmSetting[ + variableEnabledFieldMap[ + field as keyof typeof variableEnabledFieldMap + ] as keyof Variable + ]; + return pre; + }, {}); + const otherValues = settledModelVariableMap[ModelVariableType.Precise]; + form?.setFieldsValue({ + ...switchBoxValues, + ...otherValues, + }); + }, [form, initialLlmSetting]); +}; + +export const useValidateConnection = () => { + const { edges, getOperatorTypeFromId } = useGraphStore((state) => state); + // restricted lines cannot be connected successfully. + const isValidConnection = useCallback( + (connection: Connection) => { + // node cannot connect to itself + const isSelfConnected = connection.target === connection.source; + + // limit the connection between two nodes to only one connection line in one direction + const hasLine = edges.some( + (x) => x.source === connection.source && x.target === connection.target, + ); + + const ret = + !isSelfConnected && + !hasLine && + RestrictedUpstreamMap[ + getOperatorTypeFromId(connection.source) as Operator + ]?.every((x) => x !== getOperatorTypeFromId(connection.target)); + return ret; + }, + [edges, getOperatorTypeFromId], + ); + + return isValidConnection; +}; + +export const useHandleNodeNameChange = (node?: Node) => { + const [name, setName] = useState(''); + const { updateNodeName, nodes } = useGraphStore((state) => state); + const previousName = node?.data.name; + const id = node?.id; + + const handleNameBlur = useCallback(() => { + const existsSameName = nodes.some((x) => x.data.name === name); + if (trim(name) === '' || existsSameName) { + if (existsSameName && previousName !== name) { + message.error('The name cannot be repeated'); + } + setName(previousName); + return; + } + + if (id) { + updateNodeName(id, name); + } + }, [name, id, updateNodeName, previousName, nodes]); + + const handleNameChange = useCallback((e: ChangeEvent) => { + setName(e.target.value); + }, []); + + useEffect(() => { + setName(previousName); + }, [previousName]); + + return { name, handleNameBlur, handleNameChange }; +}; + +export const useSaveGraphBeforeOpeningDebugDrawer = (show: () => void) => { + const { id } = useParams(); + const { saveGraph } = useSaveGraph(); + const { resetFlow } = useResetFlow(); + const { refetch } = useFetchFlow(); + const { send } = useSendMessageWithSse(api.runCanvas); + const handleRun = useCallback(async () => { + const saveRet = await saveGraph(); + if (saveRet?.retcode === 0) { + // Call the reset api before opening the run drawer each time + const resetRet = await resetFlow(); + // After resetting, all previous messages will be cleared. + if (resetRet?.retcode === 0) { + // fetch prologue + const sendRet = await send({ id }); + if (receiveMessageError(sendRet)) { + message.error(sendRet?.data?.retmsg); + } else { + refetch(); + show(); + } + } + } + }, [saveGraph, resetFlow, id, send, show, refetch]); + + return handleRun; +}; + +export const useReplaceIdWithText = (output: unknown) => { + const getNode = useGraphStore((state) => state.getNode); + + const getNameById = (id?: string) => { + return getNode(id)?.data.name; + }; + + return replaceIdWithText(output, getNameById); +}; + +/** + * monitor changes in the data.form field of the categorize and relevant operators + * and then synchronize them to the edge + */ +export const useWatchNodeFormDataChange = () => { + const { getNode, nodes, setEdgesByNodeId } = useGraphStore((state) => state); + + const buildCategorizeEdgesByFormData = useCallback( + (nodeId: string, form: ICategorizeForm) => { + // add + // delete + // edit + const categoryDescription = form.category_description; + const downstreamEdges = Object.keys(categoryDescription).reduce( + (pre, sourceHandle) => { + const target = categoryDescription[sourceHandle]?.to; + if (target) { + pre.push({ + id: uuid(), + source: nodeId, + target, + sourceHandle, + }); + } + + return pre; + }, + [], + ); + + setEdgesByNodeId(nodeId, downstreamEdges); + }, + [setEdgesByNodeId], + ); + + const buildRelevantEdgesByFormData = useCallback( + (nodeId: string, form: IRelevantForm) => { + const downstreamEdges = ['yes', 'no'].reduce((pre, cur) => { + const target = form[cur as keyof IRelevantForm] as string; + if (target) { + pre.push({ id: uuid(), source: nodeId, target, sourceHandle: cur }); + } + + return pre; + }, []); + + setEdgesByNodeId(nodeId, downstreamEdges); + }, + [setEdgesByNodeId], + ); + + useEffect(() => { + nodes.forEach((node) => { + const currentNode = getNode(node.id); + const form = currentNode?.data.form ?? {}; + const operatorType = currentNode?.data.label; + switch (operatorType) { + case Operator.Relevant: + buildRelevantEdgesByFormData(node.id, form as IRelevantForm); + break; + case Operator.Categorize: + buildCategorizeEdgesByFormData(node.id, form as ICategorizeForm); + break; + default: + break; + } + }); + }, [ + nodes, + buildCategorizeEdgesByFormData, + getNode, + buildRelevantEdgesByFormData, + ]); +}; diff --git a/web/src/pages/flow/index.tsx b/web/src/pages/flow/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..52bc54d5cd68fa7c4b79bca6b2e01afb58a9fb5f --- /dev/null +++ b/web/src/pages/flow/index.tsx @@ -0,0 +1,40 @@ +import { useSetModalState } from '@/hooks/common-hooks'; +import { Layout } from 'antd'; +import { useState } from 'react'; +import { ReactFlowProvider } from 'reactflow'; +import FlowCanvas from './canvas'; +import Sider from './flow-sider'; +import FlowHeader from './header'; +import { useFetchDataOnMount } from './hooks'; + +const { Content } = Layout; + +function RagFlow() { + const [collapsed, setCollapsed] = useState(false); + const { + visible: chatDrawerVisible, + hideModal: hideChatDrawer, + showModal: showChatDrawer, + } = useSetModalState(); + + useFetchDataOnMount(); + + return ( + + + + + + + + + + + + ); +} + +export default RagFlow; diff --git a/web/src/pages/flow/interface.ts b/web/src/pages/flow/interface.ts new file mode 100644 index 0000000000000000000000000000000000000000..a252e45ce518587dd2cce3ec1fdf0847a27b767b --- /dev/null +++ b/web/src/pages/flow/interface.ts @@ -0,0 +1,74 @@ +import { FormInstance } from 'antd'; +import { Node } from 'reactflow'; + +export interface DSLComponentList { + id: string; + name: string; +} + +export interface IOperatorForm { + onValuesChange?(changedValues: any, values: any): void; + form?: FormInstance; + node?: Node; + nodeId?: string; +} + +export interface IBeginForm { + prologue?: string; +} + +export interface IRetrievalForm { + similarity_threshold?: number; + keywords_similarity_weight?: number; + top_n?: number; + top_k?: number; + rerank_id?: string; + empty_response?: string; + kb_ids: string[]; +} + +export interface IGenerateForm { + max_tokens?: number; + temperature?: number; + top_p?: number; + presence_penalty?: number; + frequency_penalty?: number; + cite?: boolean; + prompt: number; + llm_id: string; + parameters: { key: string; component_id: string }; +} +export interface ICategorizeItem { + name: string; + description?: string; + examples?: string; + to?: string; +} + +export interface IGenerateParameter { + id?: string; + key: string; + component_id?: string; +} + +export type ICategorizeItemResult = Record< + string, + Omit +>; +export interface ICategorizeForm extends IGenerateForm { + category_description: ICategorizeItemResult; +} + +export interface IRelevantForm extends IGenerateForm { + yes: string; + no: string; +} + +export type NodeData = { + label: string; // operator type + name: string; // operator name + color: string; + form: IBeginForm | IRetrievalForm | IGenerateForm | ICategorizeForm; +}; + +export type IPosition = { top: number; right: number; idx: number }; diff --git a/web/src/pages/flow/interpreter.json b/web/src/pages/flow/interpreter.json new file mode 100644 index 0000000000000000000000000000000000000000..8bc5f149d0b1f29936b63e1f3ef7e7db0d46380e --- /dev/null +++ b/web/src/pages/flow/interpreter.json @@ -0,0 +1,75 @@ +{ + "edges": [ + { + "id": "c87c7805-8cf0-4cd4-b45b-152031811020", + "label": "", + "source": "begin", + "target": "answer:0" + }, + { + "id": "e30320bb-601b-4885-acb3-79becdc49f08", + "label": "", + "source": "generate:0", + "target": "answer:0" + }, + { + "id": "83927e42-739a-402a-9f75-a88d4fab37ed", + "label": "", + "source": "answer:0", + "target": "generate:0" + } + ], + "nodes": [ + { + "id": "begin", + "type": "beginNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Begin", + "name": "FruityPianosSend", + "form": { + "prologue": "Hi there! Please enter the text you want to translate in format like: 'text you want to translate' => target language. For an example: 您好！ => English" + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "answer:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Answer", + "name": "YummyBoatsFlow", + "form": {} + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "SwiftTramsDrop", + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are an professional interpreter.\n- Role: an professional interpreter.\n- Input format: content need to be translated => target language. \n- Answer format: => translated content in target language. \n- Examples:\n - user: 您好！ => English. assistant: => How are you doing!\n - user: You look good today. => Japanese. assistant: => 今日は調子がいいですね 。\n", + "temperature": 0.5 + } + }, + "sourcePosition": "left", + "targetPosition": "right" + } + ] +} diff --git a/web/src/pages/flow/keyword-extract-form/index.tsx b/web/src/pages/flow/keyword-extract-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..e1ba65548319915b612b6df66fd52f8a2a86d5e1 --- /dev/null +++ b/web/src/pages/flow/keyword-extract-form/index.tsx @@ -0,0 +1,34 @@ +import LLMSelect from '@/components/llm-select'; +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form } from 'antd'; +import { useSetLlmSetting } from '../hooks'; +import { IOperatorForm } from '../interface'; + +const KeywordExtractForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + useSetLlmSetting(form); + + return ( +
    + + + + + + ); +}; + +export default KeywordExtractForm; diff --git a/web/src/pages/flow/list/create-flow-modal.tsx b/web/src/pages/flow/list/create-flow-modal.tsx new file mode 100644 index 0000000000000000000000000000000000000000..255b42ec2898cca963106ce93dbae6325f119eff --- /dev/null +++ b/web/src/pages/flow/list/create-flow-modal.tsx @@ -0,0 +1,95 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useFetchFlowTemplates } from '@/hooks/flow-hooks'; +import { useSelectItem } from '@/hooks/logic-hooks'; +import { Card, Flex, Form, Input, Modal, Space, Typography } from 'antd'; +import classNames from 'classnames'; +import { useEffect } from 'react'; +import GraphAvatar from './graph-avatar'; +import styles from './index.less'; + +const { Title } = Typography; +interface IProps extends Omit { + loading: boolean; + initialName: string; + onOk: (name: string, templateId: string) => void; + showModal?(): void; +} + +const CreateFlowModal = ({ + visible, + hideModal, + loading, + initialName, + onOk, +}: IProps) => { + const [form] = Form.useForm(); + const { t } = useTranslate('common'); + const { data: list } = useFetchFlowTemplates(); + const { selectedId, handleItemClick } = useSelectItem(list?.at(0)?.id); + + type FieldType = { + name?: string; + }; + + const handleOk = async () => { + const ret = await form.validateFields(); + + return onOk(ret.name, selectedId); + }; + + useEffect(() => { + if (visible) { + form.setFieldValue('name', initialName); + } + }, [initialName, form, visible]); + + return ( + +
    + + label={{t('name')}} + name="name" + rules={[{ required: true, message: t('namePlaceholder') }]} + > + + + + {t('createFromTemplates', { keyPrefix: 'flow' })} + + {list?.map((x) => ( + + + + {x.title} + +

    {x.description}

    +     + ))} +     +     + ); +}; + +export default CreateFlowModal; diff --git a/web/src/pages/flow/list/flow-card/index.less b/web/src/pages/flow/list/flow-card/index.less new file mode 100644 index 0000000000000000000000000000000000000000..42aa0447a5597310ab87bf13378ebefd2a981b76 --- /dev/null +++ b/web/src/pages/flow/list/flow-card/index.less @@ -0,0 +1,78 @@ +.container { + height: 160px; + display: flex; + flex-direction: column; + justify-content: space-between; + + .delete { + height: 24px; + } + + .content { + display: flex; + justify-content: space-between; + + .context { + flex: 1; + } + } + + .footer { + // text-align: left; + } + .footerTop { + padding-bottom: 2px; + } +} + +.card { + border-radius: 12px; + border: 1px solid rgba(234, 236, 240, 1); + box-shadow: 0px 1px 2px 0px rgba(16, 24, 40, 0.05); + padding: 24px; + width: 300px; + cursor: pointer; + + .titleWrapper { + // flex: 1; + .title { + font-size: 24px; + line-height: 32px; + font-weight: 600; + color: rgba(0, 0, 0, 0.88); + word-break: break-all; + } + .description { + font-size: 12px; + font-weight: 600; + line-height: 20px; + color: rgba(0, 0, 0, 0.45); + } + } + + :global { + .ant-card-body { + padding: 0; + margin: 0; + } + } + .bottom { + display: flex; + align-items: center; + justify-content: space-between; + } + .bottomLeft { + vertical-align: middle; + } + .leftIcon { + margin-right: 10px; + font-size: 18px; + vertical-align: middle; + } + .rightText { + font-size: 12px; + font-weight: 600; + color: rgba(0, 0, 0, 0.65); + vertical-align: middle; + } +} diff --git a/web/src/pages/flow/list/flow-card/index.tsx b/web/src/pages/flow/list/flow-card/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..2158c35cb22c69fafc8555e21090fb34e88cdd51 --- /dev/null +++ b/web/src/pages/flow/list/flow-card/index.tsx @@ -0,0 +1,60 @@ +import { formatDate } from '@/utils/date'; +import { CalendarOutlined } from '@ant-design/icons'; +import { Card, Typography } from 'antd'; +import { useNavigate } from 'umi'; + +import OperateDropdown from '@/components/operate-dropdown'; +import { useDeleteFlow } from '@/hooks/flow-hooks'; +import { IFlow } from '@/interfaces/database/flow'; +import { useCallback } from 'react'; +import GraphAvatar from '../graph-avatar'; +import styles from './index.less'; + +interface IProps { + item: IFlow; +} + +const FlowCard = ({ item }: IProps) => { + const navigate = useNavigate(); + const { deleteFlow } = useDeleteFlow(); + + const removeFlow = useCallback(() => { + return deleteFlow([item.id]); + }, [deleteFlow, item]); + + const handleCardClick = () => { + navigate(`/flow/${item.id}`); + }; + + return ( + +
    +
    + + +
    +
    + + {item.title} + +

    {item.description}

    +
    +
    +
    +
    + + + {formatDate(item.update_time)} + +
    +
    +
    +
    +     + ); +}; + +export default FlowCard; diff --git a/web/src/pages/flow/list/graph-avatar.tsx b/web/src/pages/flow/list/graph-avatar.tsx new file mode 100644 index 0000000000000000000000000000000000000000..5d1dedecbf6c75de7c4e6fa28116194e2e97e021 --- /dev/null +++ b/web/src/pages/flow/list/graph-avatar.tsx @@ -0,0 +1,16 @@ +import { ReactComponent as NothingIcon } from '@/assets/svg/nothing.svg'; +import { Avatar } from 'antd'; + +const GraphAvatar = ({ avatar }: { avatar?: string | null }) => { + return ( +
    + {avatar ? ( + } src={avatar} /> + ) : ( + + )} +
    + ); +}; + +export default GraphAvatar; diff --git a/web/src/pages/flow/list/hooks.ts b/web/src/pages/flow/list/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..5c4d3f903840b585611df6e1e04cd7df9b65ad7d --- /dev/null +++ b/web/src/pages/flow/list/hooks.ts @@ -0,0 +1,80 @@ +import { useSetModalState } from '@/hooks/common-hooks'; +import { + useFetchFlowList, + useFetchFlowTemplates, + useSetFlow, +} from '@/hooks/flow-hooks'; +import { useCallback, useState } from 'react'; +import { useNavigate } from 'umi'; +// import { dsl } from '../mock'; +// import headhunterZhComponents from '../../../../../graph/test/dsl_examples/headhunter_zh.json'; +// import dslJson from '../../../../../dls.json'; +// import customerServiceBase from '../../../../../graph/test/dsl_examples/customer_service.json'; +// import customerService from '../customer_service.json'; +// import interpreterBase from '../../../../../graph/test/dsl_examples/interpreter.json'; +// import interpreter from '../interpreter.json'; + +// import retrievalRelevantRewriteAndGenerateBase from '../../../../../graph/test/dsl_examples/retrieval_relevant_rewrite_and_generate.json'; +// import retrievalRelevantRewriteAndGenerate from '../retrieval_relevant_rewrite_and_generate.json'; + +export const useFetchDataOnMount = () => { + const { data, loading } = useFetchFlowList(); + + return { list: data, loading }; +}; + +export const useSaveFlow = () => { + const [currentFlow, setCurrentFlow] = useState({}); + const { + visible: flowSettingVisible, + hideModal: hideFlowSettingModal, + showModal: showFileRenameModal, + } = useSetModalState(); + const { loading, setFlow } = useSetFlow(); + const navigate = useNavigate(); + const { data: list } = useFetchFlowTemplates(); + + const onFlowOk = useCallback( + async (title: string, templateId: string) => { + const templateItem = list.find((x) => x.id === templateId); + + let dsl = templateItem?.dsl; + // if (dsl) { + // dsl.graph = headhunter_zh; + // } + const ret = await setFlow({ + title, + dsl, + avatar: templateItem?.avatar, + // dsl: dslJson, + // dsl: { + // ...retrievalRelevantRewriteAndGenerateBase, + // graph: retrievalRelevantRewriteAndGenerate, + // }, + }); + + if (ret?.retcode === 0) { + hideFlowSettingModal(); + navigate(`/flow/${ret.data.id}`); + } + }, + [setFlow, hideFlowSettingModal, navigate, list], + ); + + const handleShowFlowSettingModal = useCallback( + async (record: any) => { + setCurrentFlow(record); + showFileRenameModal(); + }, + [showFileRenameModal], + ); + + return { + flowSettingLoading: loading, + initialFlowName: '', + onFlowOk, + flowSettingVisible, + hideFlowSettingModal, + showFlowSettingModal: handleShowFlowSettingModal, + }; +}; diff --git a/web/src/pages/flow/list/index.less b/web/src/pages/flow/list/index.less new file mode 100644 index 0000000000000000000000000000000000000000..112e57d32fda335e82cf4b97f2ddf6f34e188145 --- /dev/null +++ b/web/src/pages/flow/list/index.less @@ -0,0 +1,61 @@ +.flowListWrapper { + padding: 48px; +} + +.topWrapper { + display: flex; + justify-content: space-between; + align-items: flex-start; + padding: 0 60px 72px; + + .title { + font-family: Inter; + font-size: 30px; + font-style: normal; + font-weight: @fontWeight600; + line-height: 38px; + color: rgba(16, 24, 40, 1); + } + .description { + font-family: Inter; + font-size: 16px; + font-style: normal; + font-weight: 400; + line-height: 24px; + color: rgba(71, 84, 103, 1); + } + + .topButton { + font-family: Inter; + font-size: 14px; + font-style: normal; + font-weight: @fontWeight600; + line-height: 20px; + } + + .filterButton { + display: flex; + align-items: center; + .topButton(); + } +} +.flowCardContainer { + padding: 0 60px; + overflow: auto; + .knowledgeEmpty { + width: 100%; + } +} + +.flowTemplateCard { + cursor: pointer; +} + +.selectedFlowTemplateCard { + background-color: @selectedBackgroundColor; +} + +.templatesBox { + max-height: 70vh; + overflow: auto; +} diff --git a/web/src/pages/flow/list/index.tsx b/web/src/pages/flow/list/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..3e6f7caf0be7e96b0c3f59415e42a9e30d1f69e9 --- /dev/null +++ b/web/src/pages/flow/list/index.tsx @@ -0,0 +1,57 @@ +import { PlusOutlined } from '@ant-design/icons'; +import { Button, Empty, Flex, Spin } from 'antd'; +import CreateFlowModal from './create-flow-modal'; +import FlowCard from './flow-card'; +import { useFetchDataOnMount, useSaveFlow } from './hooks'; + +import { useTranslate } from '@/hooks/common-hooks'; +import styles from './index.less'; + +const FlowList = () => { + const { + showFlowSettingModal, + hideFlowSettingModal, + flowSettingVisible, + flowSettingLoading, + onFlowOk, + } = useSaveFlow(); + const { t } = useTranslate('flow'); + + const { list, loading } = useFetchDataOnMount(); + + return ( + + + + + + + {list.length > 0 ? ( + list.map((item) => { + return ; + }) + ) : ( + + )} + + + {flowSettingVisible && ( + + )} + + ); +}; + +export default FlowList; diff --git a/web/src/pages/flow/message-form/index.less b/web/src/pages/flow/message-form/index.less new file mode 100644 index 0000000000000000000000000000000000000000..9725f89d201af8b54d25a0d6f7ce0931f2aae133 --- /dev/null +++ b/web/src/pages/flow/message-form/index.less @@ -0,0 +1,16 @@ +.dynamicDeleteButton { + position: relative; + top: 4px; + margin: 0 8px; + color: #999; + font-size: 24px; + cursor: pointer; + transition: all 0.3s; + &:hover { + color: #777; + } + &[disabled] { + cursor: not-allowed; + opacity: 0.5; + } +} diff --git a/web/src/pages/flow/message-form/index.tsx b/web/src/pages/flow/message-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1d71cf5ddf955860ee645a9675cf3feb0ca3cdc0 --- /dev/null +++ b/web/src/pages/flow/message-form/index.tsx @@ -0,0 +1,87 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { MinusCircleOutlined, PlusOutlined } from '@ant-design/icons'; +import { Button, Form, Input } from 'antd'; +import { IOperatorForm } from '../interface'; + +import styles from './index.less'; + +const formItemLayout = { + labelCol: { + sm: { span: 6 }, + }, + wrapperCol: { + sm: { span: 18 }, + }, +}; + +const formItemLayoutWithOutLabel = { + wrapperCol: { + sm: { span: 18, offset: 6 }, + }, +}; + +const MessageForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + return ( +
    + + {(fields, { add, remove }, {}) => ( + <> + {fields.map((field, index) => ( + + + + + {fields.length > 1 ? ( + remove(field.name)} + /> + ) : null} + + ))} + + + + + )} + + + ); +}; + +export default MessageForm; diff --git a/web/src/pages/flow/mock.tsx b/web/src/pages/flow/mock.tsx new file mode 100644 index 0000000000000000000000000000000000000000..49f6ac922940c8f5a2c208dbe8d59de16a9c97e6 --- /dev/null +++ b/web/src/pages/flow/mock.tsx @@ -0,0 +1,183 @@ +import { Position } from 'reactflow'; + +export const initialNodes = [ + { + sourcePosition: Position.Left, + targetPosition: Position.Right, + id: 'node-1', + type: 'ragNode', + position: { x: 0, y: 0 }, + // position: { x: 400, y: 100 }, + data: { label: 123 }, + }, + { + sourcePosition: Position.Right, + targetPosition: Position.Left, + id: '1', + data: { label: 'Hello' }, + position: { x: 0, y: 0 }, + // position: { x: 0, y: 50 }, + type: 'input', + }, + { + sourcePosition: Position.Right, + targetPosition: Position.Left, + id: '2', + data: { label: 'World' }, + position: { x: 0, y: 0 }, + // position: { x: 200, y: 50 }, + }, +]; + +export const initialEdges = [ + { id: '1-2', source: '1', target: '2', label: 'to the', type: 'step' }, +]; + +export const dsl = { + graph: { + nodes: [ + { + id: 'Begin', + type: 'beginNode', + position: { + x: 50, + y: 200, + }, + data: { + label: 'Begin', + name: 'begin', + }, + sourcePosition: 'left', + targetPosition: 'right', + }, + // { + // id: 'Answer:China', + // type: 'ragNode', + // position: { + // x: 150, + // y: 200, + // }, + // data: { + // label: 'Answer', + // }, + // sourcePosition: 'left', + // targetPosition: 'right', + // }, + // { + // id: 'Retrieval:China', + // type: 'ragNode', + // position: { + // x: 250, + // y: 200, + // }, + // data: { + // label: 'Retrieval', + // }, + // sourcePosition: 'left', + // targetPosition: 'right', + // }, + // { + // id: 'Generate:China', + // type: 'ragNode', + // position: { + // x: 100, + // y: 100, + // }, + // data: { + // label: 'Generate', + // }, + // sourcePosition: 'left', + // targetPosition: 'right', + // }, + ], + edges: [ + // { + // id: '7facb53d-65c9-43b3-ac55-339c445d3891', + // label: '', + // source: 'begin', + // target: 'Answer:China', + // markerEnd: { + // type: 'arrow', + // }, + // }, + // { + // id: '7ac83631-502d-410f-a6e7-bec6866a5e99', + // label: '', + // source: 'Generate:China', + // target: 'Answer:China', + // markerEnd: { + // type: 'arrow', + // }, + // }, + // { + // id: '0aaab297-5779-43ed-9281-2c4d3741566f', + // label: '', + // source: 'Answer:China', + // target: 'Retrieval:China', + // markerEnd: { + // type: 'arrow', + // }, + // }, + // { + // id: '3477f9f3-0a7d-400e-af96-a11ea7673183', + // label: '', + // source: 'Retrieval:China', + // target: 'Generate:China', + // markerEnd: { + // type: 'arrow', + // }, + // }, + ], + }, + components: { + begin: { + obj: { + component_name: 'Begin', + params: {}, + }, + downstream: ['Answer:China'], // other edge target is downstream, edge source is current node id + upstream: [], // edge source is upstream, edge target is current node id + }, + // 'Answer:China': { + // obj: { + // component_name: 'Answer', + // params: {}, + // }, + // downstream: ['Retrieval:China'], + // upstream: ['begin', 'Generate:China'], + // }, + // 'Retrieval:China': { + // obj: { + // component_name: 'Retrieval', + // params: { + // similarity_threshold: 0.2, + // keywords_similarity_weight: 0.3, + // top_n: 6, + // top_k: 1024, + // rerank_id: 'BAAI/bge-reranker-v2-m3', + // kb_ids: ['568aa82603b611efa9d9fa163e197198'], + // }, + // }, + // downstream: ['Generate:China'], + // upstream: ['Answer:China'], + // }, + // 'Generate:China': { + // obj: { + // component_name: 'Generate', + // params: { + // llm_id: 'deepseek-chat', + // prompt: + // 'You are an intelligent assistant. Please summarize the content of the knowledge base to answer the question. Please list the data in the knowledge base and answer in detail. When all knowledge base content is irrelevant to the question, your answer must include the sentence "The answer you are looking for is not found in the knowledge base!" Answers need to consider chat history.\n Here is the knowledge base:\n {input}\n The above is the knowledge base.', + // temperature: 0.2, + // }, + // }, + // downstream: ['Answer:China'], + // upstream: ['Retrieval:China'], + // }, + }, + messages: [], + reference: [], + history: [], + path: [], + answer: [], +}; diff --git a/web/src/pages/flow/operator-icon/index.less b/web/src/pages/flow/operator-icon/index.less new file mode 100644 index 0000000000000000000000000000000000000000..a8746c13b6d830c12fddcedb43f703f98cf3d281 --- /dev/null +++ b/web/src/pages/flow/operator-icon/index.less @@ -0,0 +1,6 @@ +.icon { + color: rgb(59, 118, 244); + font-size: 24px; + max-width: 24px; + max-height: 24px; +} diff --git a/web/src/pages/flow/operator-icon/index.tsx b/web/src/pages/flow/operator-icon/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..ff066573b2e3467d046ef3f34fa8285272900993 --- /dev/null +++ b/web/src/pages/flow/operator-icon/index.tsx @@ -0,0 +1,19 @@ +import React from 'react'; +import { Operator, operatorIconMap } from '../constant'; + +import styles from './index.less'; + +interface IProps { + name: Operator; + fontSize?: number; + width?: number; +} + +const OperatorIcon = ({ name, fontSize, width }: IProps) => { + const Icon = operatorIconMap[name] || React.Fragment; + return ( + + ); +}; + +export default OperatorIcon; diff --git a/web/src/pages/flow/pubmed-form/index.tsx b/web/src/pages/flow/pubmed-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..fd8cad2e69626087024f26b53917cc6c624a2ff7 --- /dev/null +++ b/web/src/pages/flow/pubmed-form/index.tsx @@ -0,0 +1,31 @@ +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input } from 'antd'; +import { IOperatorForm } from '../interface'; + +const PubMedForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + + return ( +
    + + + + + + ); +}; + +export default PubMedForm; diff --git a/web/src/pages/flow/qweather-form/index.tsx b/web/src/pages/flow/qweather-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..b86b0fc43982948dcd278fbb5633110e69ecbb0c --- /dev/null +++ b/web/src/pages/flow/qweather-form/index.tsx @@ -0,0 +1,76 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Select } from 'antd'; +import { useMemo } from 'react'; +import { + QWeatherLangOptions, + QWeatherTimePeriodOptions, + QWeatherTypeOptions, + QWeatherUserTypeOptions, +} from '../constant'; +import { IOperatorForm } from '../interface'; + +const QWeatherForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + const qWeatherLangOptions = useMemo(() => { + return QWeatherLangOptions.map((x) => ({ + value: x, + label: t(`qWeatherLangOptions.${x}`), + })); + }, [t]); + + const qWeatherTypeOptions = useMemo(() => { + return QWeatherTypeOptions.map((x) => ({ + value: x, + label: t(`qWeatherTypeOptions.${x}`), + })); + }, [t]); + + const qWeatherUserTypeOptions = useMemo(() => { + return QWeatherUserTypeOptions.map((x) => ({ + value: x, + label: t(`qWeatherUserTypeOptions.${x}`), + })); + }, [t]); + + const qWeatherTimePeriodOptions = useMemo(() => { + return QWeatherTimePeriodOptions.map((x) => ({ + value: x, + label: t(`qWeatherTimePeriodOptions.${x}`), + })); + }, [t]); + + return ( +
    + + + + + + + + + + + + + + {({ getFieldValue }) => + getFieldValue('type') === 'weather' && ( + + + + ) + } + + + ); +}; + +export default QWeatherForm; diff --git a/web/src/pages/flow/relevant-form/hooks.ts b/web/src/pages/flow/relevant-form/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..815b9701ab839d87b8e5494a90bc752b5761196e --- /dev/null +++ b/web/src/pages/flow/relevant-form/hooks.ts @@ -0,0 +1,53 @@ +import pick from 'lodash/pick'; +import { useCallback, useEffect } from 'react'; +import { Edge } from 'reactflow'; +import { IOperatorForm } from '../interface'; +import useGraphStore from '../store'; + +export const useBuildRelevantOptions = () => { + const nodes = useGraphStore((state) => state.nodes); + + const buildRelevantOptions = useCallback( + (toList: string[]) => { + return nodes + .filter( + (x) => !toList.some((y) => y === x.id), // filter out selected values ​​in other to fields from the current drop-down box options + ) + .map((x) => ({ label: x.data.name, value: x.id })); + }, + [nodes], + ); + + return buildRelevantOptions; +}; + +const getTargetOfEdge = (edges: Edge[], sourceHandle: string) => + edges.find((x) => x.sourceHandle === sourceHandle)?.target; + +/** + * monitor changes in the connection and synchronize the target to the yes and no fields of the form + * similar to the categorize-form's useHandleFormValuesChange method + * @param param0 + */ +export const useWatchConnectionChanges = ({ nodeId, form }: IOperatorForm) => { + const edges = useGraphStore((state) => state.edges); + const getNode = useGraphStore((state) => state.getNode); + const node = getNode(nodeId); + + const watchFormChanges = useCallback(() => { + if (node) { + form?.setFieldsValue(pick(node, ['yes', 'no'])); + } + }, [node, form]); + + const watchConnectionChanges = useCallback(() => { + const edgeList = edges.filter((x) => x.source === nodeId); + const yes = getTargetOfEdge(edgeList, 'yes'); + const no = getTargetOfEdge(edgeList, 'no'); + form?.setFieldsValue({ yes, no }); + }, [edges, nodeId, form]); + + useEffect(() => { + watchFormChanges(); + }, [watchFormChanges]); +}; diff --git a/web/src/pages/flow/relevant-form/index.tsx b/web/src/pages/flow/relevant-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..87eba1e45f53ccc668dd8101bf628821bb68050a --- /dev/null +++ b/web/src/pages/flow/relevant-form/index.tsx @@ -0,0 +1,51 @@ +import LLMSelect from '@/components/llm-select'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Select } from 'antd'; +import { Operator } from '../constant'; +import { useBuildFormSelectOptions } from '../form-hooks'; +import { useSetLlmSetting } from '../hooks'; +import { IOperatorForm } from '../interface'; +import { useWatchConnectionChanges } from './hooks'; + +const RelevantForm = ({ onValuesChange, form, node }: IOperatorForm) => { + const { t } = useTranslate('flow'); + useSetLlmSetting(form); + const buildRelevantOptions = useBuildFormSelectOptions( + Operator.Relevant, + node?.id, + ); + useWatchConnectionChanges({ nodeId: node?.id, form }); + + return ( +
    + + + + + + + + ); +}; + +export default RelevantForm; diff --git a/web/src/pages/flow/retrieval-form/index.tsx b/web/src/pages/flow/retrieval-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..b62572fdc126e4b762ed64bfb880b736b2a6cb4d --- /dev/null +++ b/web/src/pages/flow/retrieval-form/index.tsx @@ -0,0 +1,53 @@ +import KnowledgeBaseItem from '@/components/knowledge-base-item'; +import Rerank from '@/components/rerank'; +import SimilaritySlider from '@/components/similarity-slider'; +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import type { FormProps } from 'antd'; +import { Form, Input } from 'antd'; +import { IOperatorForm } from '../interface'; + +type FieldType = { + top_n?: number; +}; + +const onFinish: FormProps['onFinish'] = (values) => { + console.log('Success:', values); +}; + +const onFinishFailed: FormProps['onFinishFailed'] = (errorInfo) => { + console.log('Failed:', errorInfo); +}; + +const RetrievalForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('flow'); + return ( +
    + + + + + + + + + ); +}; + +export default RetrievalForm; diff --git a/web/src/pages/flow/retrieval_relevant_rewrite_and_generate.json b/web/src/pages/flow/retrieval_relevant_rewrite_and_generate.json new file mode 100644 index 0000000000000000000000000000000000000000..5c14b16a1521109d766500ec9f6651d20ae836f7 --- /dev/null +++ b/web/src/pages/flow/retrieval_relevant_rewrite_and_generate.json @@ -0,0 +1,160 @@ +{ + "edges": [ + { + "id": "81de838d-a541-4b3f-9d68-9172ffd7c6b4", + "label": "", + "source": "begin", + "target": "answer:0" + }, + { + "id": "8fa8daaa-58e7-4494-84c9-d53f379d2550", + "label": "", + "source": "generate:0", + "target": "answer:0" + }, + { + "id": "6720a5b8-96bc-4535-8800-ad3f35431a16", + "label": "", + "source": "answer:0", + "target": "retrieval:0" + }, + { + "id": "81476d89-707f-4d87-8aa3-fecb9d8499b3", + "label": "", + "source": "rewrite:0", + "target": "retrieval:0" + }, + { + "id": "2bba4a81-44e7-4796-b25f-e68c3fc7e54a", + "label": "", + "source": "retrieval:0", + "target": "relevant:0" + }, + { + "id": "eb205b7a-a87e-4bcc-94c5-bddff13f8ddd", + "label": "", + "source": "relevant:0", + "target": "generate:0" + }, + { + "id": "b8611b17-a01a-485c-ad40-377329eb8d96", + "label": "", + "source": "relevant:0", + "target": "rewrite:0" + } + ], + "nodes": [ + { + "id": "begin", + "type": "beginNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Begin", + "name": "FiftyDeerDeny", + "form": { + "prologue": "Hi there!" + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "answer:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Answer", + "name": "NinePointsSmoke", + "form": {} + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "retrieval:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Retrieval", + "name": "ProudLiesPull", + "form": { + "similarity_threshold": 0.2, + "keywords_similarity_weight": 0.3, + "top_n": 6, + "top_k": 1024, + "rerank_id": "BAAI/bge-reranker-v2-m3", + "kb_ids": ["869a236818b811ef91dffa163e197198"], + "empty_response": "Sorry, knowledge base has noting related information." + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "relevant:0", + "type": "relevantNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Relevant", + "name": "StrongBooksPay", + "form": { + "llm_id": "deepseek-chat", + "temperature": 0.02, + "yes": "generate:0", + "no": "rewrite:0" + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "generate:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "Generate", + "name": "CyanBooksTell", + "form": { + "llm_id": "deepseek-chat", + "prompt": "You are an intelligent assistant. Please answer the question based on content of knowledge base. When all knowledge base content is irrelevant to the question, your answer must include the sentence \"The answer you are looking for is not found in the knowledge base!\". Answers need to consider chat history.\n Knowledge base content is as following:\n {input}\n The above is the content of knowledge base.", + "temperature": 0.02 + } + }, + "sourcePosition": "left", + "targetPosition": "right" + }, + { + "id": "rewrite:0", + "type": "ragNode", + "position": { + "x": 0, + "y": 0 + }, + "data": { + "label": "RewriteQuestion", + "name": "SourPapersMake", + "form": { + "llm_id": "deepseek-chat", + "temperature": 0.8 + } + }, + "sourcePosition": "left", + "targetPosition": "right" + } + ] +} diff --git a/web/src/pages/flow/rewrite-question-form/index.tsx b/web/src/pages/flow/rewrite-question-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1f29c853aafc2dce8c1f8482d1d5ce67060cb7b4 --- /dev/null +++ b/web/src/pages/flow/rewrite-question-form/index.tsx @@ -0,0 +1,38 @@ +import LLMSelect from '@/components/llm-select'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, InputNumber } from 'antd'; +import { useSetLlmSetting } from '../hooks'; +import { IOperatorForm } from '../interface'; + +const RewriteQuestionForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('chat'); + useSetLlmSetting(form); + + return ( +
    + + + + + + + + ); +}; + +export default RewriteQuestionForm; diff --git a/web/src/pages/flow/store.ts b/web/src/pages/flow/store.ts new file mode 100644 index 0000000000000000000000000000000000000000..a87a81919f9893f482c37018aeb8b197972ef54f --- /dev/null +++ b/web/src/pages/flow/store.ts @@ -0,0 +1,345 @@ +import type {} from '@redux-devtools/extension'; +import { humanId } from 'human-id'; +import differenceWith from 'lodash/differenceWith'; +import intersectionWith from 'lodash/intersectionWith'; +import lodashSet from 'lodash/set'; +import { + Connection, + Edge, + EdgeChange, + Node, + NodeChange, + OnConnect, + OnEdgesChange, + OnNodesChange, + OnSelectionChangeFunc, + OnSelectionChangeParams, + addEdge, + applyEdgeChanges, + applyNodeChanges, +} from 'reactflow'; +import { create } from 'zustand'; +import { devtools } from 'zustand/middleware'; +import { immer } from 'zustand/middleware/immer'; +import { Operator } from './constant'; +import { NodeData } from './interface'; +import { isEdgeEqual } from './utils'; + +export type RFState = { + nodes: Node[]; + edges: Edge[]; + selectedNodeIds: string[]; + selectedEdgeIds: string[]; + clickedNodeId: string; // currently selected node + onNodesChange: OnNodesChange; + onEdgesChange: OnEdgesChange; + onConnect: OnConnect; + setNodes: (nodes: Node[]) => void; + setEdges: (edges: Edge[]) => void; + setEdgesByNodeId: (nodeId: string, edges: Edge[]) => void; + updateNodeForm: (nodeId: string, values: any, path?: string[]) => void; + onSelectionChange: OnSelectionChangeFunc; + addNode: (nodes: Node) => void; + getNode: (id?: string | null) => Node | undefined; + addEdge: (connection: Connection) => void; + getEdge: (id: string) => Edge | undefined; + updateFormDataOnConnect: (connection: Connection) => void; + deletePreviousEdgeOfClassificationNode: (connection: Connection) => void; + duplicateNode: (id: string) => void; + deleteEdge: () => void; + deleteEdgeById: (id: string) => void; + deleteNodeById: (id: string) => void; + deleteEdgeBySourceAndSourceHandle: (connection: Partial) => void; + findNodeByName: (operatorName: Operator) => Node | undefined; + updateMutableNodeFormItem: (id: string, field: string, value: any) => void; + getOperatorTypeFromId: (id?: string | null) => string | undefined; + updateNodeName: (id: string, name: string) => void; + setClickedNodeId: (id?: string) => void; +}; + +// this is our useStore hook that we can use in our components to get parts of the store and call actions +const useGraphStore = create()( + devtools( + immer((set, get) => ({ + nodes: [] as Node[], + edges: [] as Edge[], + selectedNodeIds: [] as string[], + selectedEdgeIds: [] as string[], + clickedNodeId: '', + onNodesChange: (changes: NodeChange[]) => { + set({ + nodes: applyNodeChanges(changes, get().nodes), + }); + }, + onEdgesChange: (changes: EdgeChange[]) => { + set({ + edges: applyEdgeChanges(changes, get().edges), + }); + }, + onConnect: (connection: Connection) => { + const { + deletePreviousEdgeOfClassificationNode, + updateFormDataOnConnect, + } = get(); + set({ + edges: addEdge(connection, get().edges), + }); + deletePreviousEdgeOfClassificationNode(connection); + updateFormDataOnConnect(connection); + }, + onSelectionChange: ({ nodes, edges }: OnSelectionChangeParams) => { + set({ + selectedEdgeIds: edges.map((x) => x.id), + selectedNodeIds: nodes.map((x) => x.id), + }); + }, + setNodes: (nodes: Node[]) => { + set({ nodes }); + }, + setEdges: (edges: Edge[]) => { + set({ edges }); + }, + setEdgesByNodeId: (nodeId: string, currentDownstreamEdges: Edge[]) => { + const { edges, setEdges } = get(); + // the previous downstream edge of this node + const previousDownstreamEdges = edges.filter( + (x) => x.source === nodeId, + ); + const isDifferent = + previousDownstreamEdges.length !== currentDownstreamEdges.length || + !previousDownstreamEdges.every((x) => + currentDownstreamEdges.some( + (y) => + y.source === x.source && + y.target === x.target && + y.sourceHandle === x.sourceHandle, + ), + ) || + !currentDownstreamEdges.every((x) => + previousDownstreamEdges.some( + (y) => + y.source === x.source && + y.target === x.target && + y.sourceHandle === x.sourceHandle, + ), + ); + + const intersectionDownstreamEdges = intersectionWith( + previousDownstreamEdges, + currentDownstreamEdges, + isEdgeEqual, + ); + if (isDifferent) { + // other operator's edges + const irrelevantEdges = edges.filter((x) => x.source !== nodeId); + // the abandoned edges + const selfAbandonedEdges = []; + // the added downstream edges + const selfAddedDownstreamEdges = differenceWith( + currentDownstreamEdges, + intersectionDownstreamEdges, + isEdgeEqual, + ); + setEdges([ + ...irrelevantEdges, + ...intersectionDownstreamEdges, + ...selfAddedDownstreamEdges, + ]); + } + }, + + addNode: (node: Node) => { + set({ nodes: get().nodes.concat(node) }); + }, + getNode: (id?: string | null) => { + return get().nodes.find((x) => x.id === id); + }, + getOperatorTypeFromId: (id?: string | null) => { + return get().getNode(id)?.data?.label; + }, + addEdge: (connection: Connection) => { + set({ + edges: addEdge(connection, get().edges), + }); + get().deletePreviousEdgeOfClassificationNode(connection); + // TODO: This may not be reasonable. You need to choose between listening to changes in the form. + get().updateFormDataOnConnect(connection); + }, + getEdge: (id: string) => { + return get().edges.find((x) => x.id === id); + }, + updateFormDataOnConnect: (connection: Connection) => { + const { getOperatorTypeFromId, updateNodeForm } = get(); + const { source, target, sourceHandle } = connection; + const operatorType = getOperatorTypeFromId(source); + if (source) { + switch (operatorType) { + case Operator.Relevant: + updateNodeForm(source, { [sourceHandle as string]: target }); + break; + case Operator.Categorize: + if (sourceHandle) + updateNodeForm(source, target, [ + 'category_description', + sourceHandle, + 'to', + ]); + break; + default: + break; + } + } + }, + deletePreviousEdgeOfClassificationNode: (connection: Connection) => { + // Delete the edge on the classification node or relevant node anchor when the anchor is connected to other nodes + const { edges, getOperatorTypeFromId, deleteEdgeById } = get(); + // the node containing the anchor + const anchoredNodes = [Operator.Categorize, Operator.Relevant]; + if ( + anchoredNodes.some( + (x) => x === getOperatorTypeFromId(connection.source), + ) + ) { + const previousEdge = edges.find( + (x) => + x.source === connection.source && + x.sourceHandle === connection.sourceHandle && + x.target !== connection.target, + ); + if (previousEdge) { + deleteEdgeById(previousEdge.id); + } + } + }, + duplicateNode: (id: string) => { + const { getNode, addNode } = get(); + const node = getNode(id); + const position = { + x: (node?.position?.x || 0) + 30, + y: (node?.position?.y || 0) + 20, + }; + + addNode({ + ...(node || {}), + data: node?.data, + selected: false, + dragging: false, + id: `${node?.data?.label}:${humanId()}`, + position, + }); + }, + deleteEdge: () => { + const { edges, selectedEdgeIds } = get(); + set({ + edges: edges.filter((edge) => + selectedEdgeIds.every((x) => x !== edge.id), + ), + }); + }, + deleteEdgeById: (id: string) => { + const { edges, updateNodeForm, getOperatorTypeFromId } = get(); + const currentEdge = edges.find((x) => x.id === id); + + if (currentEdge) { + const { source, sourceHandle } = currentEdge; + const operatorType = getOperatorTypeFromId(source); + // After deleting the edge, set the corresponding field in the node's form field to undefined + switch (operatorType) { + case Operator.Relevant: + updateNodeForm(source, { + [sourceHandle as string]: undefined, + }); + break; + case Operator.Categorize: + if (sourceHandle) + updateNodeForm(source, undefined, [ + 'category_description', + sourceHandle, + 'to', + ]); + break; + default: + break; + } + } + set({ + edges: edges.filter((edge) => edge.id !== id), + }); + }, + deleteEdgeBySourceAndSourceHandle: ({ + source, + sourceHandle, + }: Partial) => { + const { edges } = get(); + const nextEdges = edges.filter( + (edge) => + edge.source !== source || edge.sourceHandle !== sourceHandle, + ); + set({ + edges: nextEdges, + }); + }, + deleteNodeById: (id: string) => { + const { nodes, edges } = get(); + set({ + nodes: nodes.filter((node) => node.id !== id), + edges: edges + .filter((edge) => edge.source !== id) + .filter((edge) => edge.target !== id), + }); + }, + findNodeByName: (name: Operator) => { + return get().nodes.find((x) => x.data.label === name); + }, + updateNodeForm: (nodeId: string, values: any, path: string[] = []) => { + set({ + nodes: get().nodes.map((node) => { + if (node.id === nodeId) { + let nextForm: Record = { ...node.data.form }; + if (path.length === 0) { + nextForm = Object.assign(nextForm, values); + } else { + lodashSet(nextForm, path, values); + } + return { + ...node, + data: { + ...node.data, + form: nextForm, + }, + } as any; + } + + return node; + }), + }); + }, + updateMutableNodeFormItem: (id: string, field: string, value: any) => { + const { nodes } = get(); + const idx = nodes.findIndex((x) => x.id === id); + if (idx) { + lodashSet(nodes, [idx, 'data', 'form', field], value); + } + }, + updateNodeName: (id, name) => { + if (id) { + set({ + nodes: get().nodes.map((node) => { + if (node.id === id) { + node.data.name = name; + } + + return node; + }), + }); + } + }, + setClickedNodeId: (id?: string) => { + set({ clickedNodeId: id }); + }, + })), + { name: 'graph' }, + ), +); + +export default useGraphStore; diff --git a/web/src/pages/flow/utils.test.ts b/web/src/pages/flow/utils.test.ts new file mode 100644 index 0000000000000000000000000000000000000000..dbb89ce7e782c7564c34a31f3a3b71d857372acc --- /dev/null +++ b/web/src/pages/flow/utils.test.ts @@ -0,0 +1,106 @@ +import fs from 'fs'; +import path from 'path'; +import customer_service from '../../../../graph/test/dsl_examples/customer_service.json'; +import headhunter_zh from '../../../../graph/test/dsl_examples/headhunter_zh.json'; +import interpreter from '../../../../graph/test/dsl_examples/interpreter.json'; +import retrievalRelevantRewriteAndGenerate from '../../../../graph/test/dsl_examples/retrieval_relevant_rewrite_and_generate.json'; +import { dsl } from './mock'; +import { buildNodesAndEdgesFromDSLComponents } from './utils'; + +test('buildNodesAndEdgesFromDSLComponents', () => { + const { edges, nodes } = buildNodesAndEdgesFromDSLComponents(dsl.components); + + expect(nodes.length).toEqual(4); + expect(edges.length).toEqual(4); + + expect(edges).toEqual( + expect.arrayContaining([ + expect.objectContaining({ + source: 'begin', + target: 'Answer:China', + }), + expect.objectContaining({ + source: 'Answer:China', + target: 'Retrieval:China', + }), + expect.objectContaining({ + source: 'Retrieval:China', + target: 'Generate:China', + }), + expect.objectContaining({ + source: 'Generate:China', + target: 'Answer:China', + }), + ]), + ); +}); + +test('build nodes and edges from headhunter_zh dsl', () => { + const { edges, nodes } = buildNodesAndEdgesFromDSLComponents( + headhunter_zh.components, + ); + console.info('node length', nodes.length); + console.info('edge length', edges.length); + try { + fs.writeFileSync( + path.join(__dirname, 'headhunter_zh.json'), + JSON.stringify({ edges, nodes }, null, 4), + ); + console.log('JSON data is saved.'); + } catch (error) { + console.warn(error); + } + expect(nodes.length).toEqual(12); +}); + +test('build nodes and edges from customer_service dsl', () => { + const { edges, nodes } = buildNodesAndEdgesFromDSLComponents( + customer_service.components, + ); + console.info('node length', nodes.length); + console.info('edge length', edges.length); + try { + fs.writeFileSync( + path.join(__dirname, 'customer_service.json'), + JSON.stringify({ edges, nodes }, null, 4), + ); + console.log('JSON data is saved.'); + } catch (error) { + console.warn(error); + } + expect(nodes.length).toEqual(12); +}); + +test('build nodes and edges from interpreter dsl', () => { + const { edges, nodes } = buildNodesAndEdgesFromDSLComponents( + interpreter.components, + ); + console.info('node length', nodes.length); + console.info('edge length', edges.length); + try { + fs.writeFileSync( + path.join(__dirname, 'interpreter.json'), + JSON.stringify({ edges, nodes }, null, 4), + ); + console.log('JSON data is saved.'); + } catch (error) { + console.warn(error); + } + expect(nodes.length).toEqual(12); +}); + +test('build nodes and edges from chat bot dsl', () => { + const { edges, nodes } = buildNodesAndEdgesFromDSLComponents( + retrievalRelevantRewriteAndGenerate.components, + ); + try { + fs.writeFileSync( + path.join(__dirname, 'retrieval_relevant_rewrite_and_generate.json'), + JSON.stringify({ edges, nodes }, null, 4), + ); + console.log('JSON data is saved.'); + } catch (error) { + console.warn(error); + } + expect(nodes.length).toEqual(12); +}); diff --git a/web/src/pages/flow/utils.ts b/web/src/pages/flow/utils.ts new file mode 100644 index 0000000000000000000000000000000000000000..43553d3ec6e2628483c39e846e9e4ab632b6baca --- /dev/null +++ b/web/src/pages/flow/utils.ts @@ -0,0 +1,191 @@ +import { DSLComponents } from '@/interfaces/database/flow'; +import { removeUselessFieldsFromValues } from '@/utils/form'; +import { humanId } from 'human-id'; +import { curry, sample } from 'lodash'; +import pipe from 'lodash/fp/pipe'; +import isObject from 'lodash/isObject'; +import { Edge, Node, Position } from 'reactflow'; +import { v4 as uuidv4 } from 'uuid'; +import { CategorizeAnchorPointPositions, NodeMap, Operator } from './constant'; +import { ICategorizeItemResult, IPosition, NodeData } from './interface'; + +const buildEdges = ( + operatorIds: string[], + currentId: string, + allEdges: Edge[], + isUpstream = false, + componentName: string, + nodeParams: Record, +) => { + operatorIds.forEach((cur) => { + const source = isUpstream ? cur : currentId; + const target = isUpstream ? currentId : cur; + if (!allEdges.some((e) => e.source === source && e.target === target)) { + const edge: Edge = { + id: uuidv4(), + label: '', + // type: 'step', + source: source, + target: target, + // markerEnd: { + // type: MarkerType.ArrowClosed, + // color: 'rgb(157 149 225)', + // width: 20, + // height: 20, + // }, + }; + if (componentName === Operator.Categorize && !isUpstream) { + const categoryDescription = + nodeParams.category_description as ICategorizeItemResult; + + const name = Object.keys(categoryDescription).find( + (x) => categoryDescription[x].to === target, + ); + + if (name) { + edge.sourceHandle = name; + } + } + allEdges.push(edge); + } + }); +}; + +export const buildNodesAndEdgesFromDSLComponents = (data: DSLComponents) => { + const nodes: Node[] = []; + let edges: Edge[] = []; + + Object.entries(data).forEach(([key, value]) => { + const downstream = [...value.downstream]; + const upstream = [...value.upstream]; + const { component_name: componentName, params } = value.obj; + nodes.push({ + id: key, + type: NodeMap[value.obj.component_name as Operator] || 'ragNode', + position: { x: 0, y: 0 }, + data: { + label: componentName, + name: humanId(), + form: params, + }, + sourcePosition: Position.Left, + targetPosition: Position.Right, + }); + + buildEdges(upstream, key, edges, true, componentName, params); + buildEdges(downstream, key, edges, false, componentName, params); + }); + + return { nodes, edges }; +}; + +const buildComponentDownstreamOrUpstream = ( + edges: Edge[], + nodeId: string, + isBuildDownstream = true, +) => { + return edges + .filter((y) => y[isBuildDownstream ? 'source' : 'target'] === nodeId) + .map((y) => y[isBuildDownstream ? 'target' : 'source']); +}; + +const removeUselessDataInTheOperator = curry( + (operatorName: string, params: Record) => { + if ( + operatorName === Operator.Generate || + operatorName === Operator.Categorize + ) { + return removeUselessFieldsFromValues(params, ''); + } + return params; + }, +); +// initialize data for operators without parameters +// const initializeOperatorParams = curry((operatorName: string, values: any) => { +// if (isEmpty(values)) { +// return initialFormValuesMap[operatorName as Operator]; +// } +// return values; +// }); + +const buildOperatorParams = (operatorName: string) => + pipe( + removeUselessDataInTheOperator(operatorName), + // initializeOperatorParams(operatorName), // Final processing, for guarantee + ); + +// construct a dsl based on the node information of the graph +export const buildDslComponentsByGraph = ( + nodes: Node[], + edges: Edge[], +): DSLComponents => { + const components: DSLComponents = {}; + + nodes.forEach((x) => { + const id = x.id; + const operatorName = x.data.label; + components[id] = { + obj: { + component_name: operatorName, + params: + buildOperatorParams(operatorName)( + x.data.form as Record, + ) ?? {}, + }, + downstream: buildComponentDownstreamOrUpstream(edges, id, true), + upstream: buildComponentDownstreamOrUpstream(edges, id, false), + }; + }); + + return components; +}; + +export const receiveMessageError = (res: any) => + res && (res?.response.status !== 200 || res?.data?.retcode !== 0); + +// Replace the id in the object with text +export const replaceIdWithText = ( + obj: Record | unknown[] | unknown, + getNameById: (id?: string) => string | undefined, +) => { + if (isObject(obj)) { + const ret: Record | unknown[] = Array.isArray(obj) + ? [] + : {}; + Object.keys(obj).forEach((key) => { + const val = (obj as Record)[key]; + const text = typeof val === 'string' ? getNameById(val) : undefined; + (ret as Record)[key] = text + ? text + : replaceIdWithText(val, getNameById); + }); + + return ret; + } + + return obj; +}; + +export const isEdgeEqual = (previous: Edge, current: Edge) => + previous.source === current.source && + previous.target === current.target && + previous.sourceHandle === current.sourceHandle; + +export const buildNewPositionMap = ( + categoryDataKeys: string[], + indexesInUse: number[], +) => { + return categoryDataKeys.reduce>((pre, cur) => { + // take a coordinate + const effectiveIdxes = CategorizeAnchorPointPositions.map( + (x, idx) => idx, + ).filter((x) => !indexesInUse.some((y) => y === x)); + const idx = sample(effectiveIdxes); + if (idx !== undefined) { + indexesInUse.push(idx); + pre[cur] = { ...CategorizeAnchorPointPositions[idx], idx }; + } + + return pre; + }, {}); +}; diff --git a/web/src/pages/flow/wikipedia-form/index.tsx b/web/src/pages/flow/wikipedia-form/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..8a388c6ba3fee36c13af7cfe520d0c797b1c3270 --- /dev/null +++ b/web/src/pages/flow/wikipedia-form/index.tsx @@ -0,0 +1,27 @@ +import TopNItem from '@/components/top-n-item'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Select } from 'antd'; +import { LanguageOptions } from '../constant'; +import { IOperatorForm } from '../interface'; + +const WikipediaForm = ({ onValuesChange, form }: IOperatorForm) => { + const { t } = useTranslate('common'); + + return ( +
    + + + + + + ); +}; + +export default WikipediaForm; diff --git a/web/src/pages/force-graph/constant.ts b/web/src/pages/force-graph/constant.ts new file mode 100644 index 0000000000000000000000000000000000000000..fc7d3561f8d01c373372ccdc612a99988759d21d --- /dev/null +++ b/web/src/pages/force-graph/constant.ts @@ -0,0 +1,241 @@ +const nodes = [ + { + type: '"ORGANIZATION"', + description: + '"厦门象屿是一家公司，其营业收入和市场占有率在2018年至2022年间有所变化。"', + source_id: '0', + id: '"厦门象屿"', + }, + { + type: '"EVENT"', + description: + '"2018年是一个时间点，标志着厦门象屿营业收入和市场占有率的记录开始。"', + source_id: '0', + entity_type: '"EVENT"', + id: '"2018"', + }, + { + type: '"EVENT"', + description: + '"2019年是一个时间点，厦门象屿的营业收入和市场占有率在此期间有所变化。"', + source_id: '0', + entity_type: '"EVENT"', + id: '"2019"', + }, + { + type: '"EVENT"', + description: + '"2020年是一个时间点，厦门象屿的营业收入和市场占有率在此期间有所变化。"', + source_id: '0', + entity_type: '"EVENT"', + id: '"2020"', + }, + { + type: '"EVENT"', + description: + '"2021年是一个时间点，厦门象屿的营业收入和市场占有率在此期间有所变化。"', + source_id: '0', + entity_type: '"EVENT"', + id: '"2021"', + }, + { + type: '"EVENT"', + description: + '"2022年是一个时间点，厦门象屿的营业收入和市场占有率在此期间有所变化。"', + source_id: '0', + entity_type: '"EVENT"', + id: '"2022"', + }, + { + type: '"ORGANIZATION"', + description: + '"厦门象屿股份有限公司是一家公司，中文简称为厦门象屿，外文名称为Xiamen Xiangyu Co.,Ltd.，外文名称缩写为Xiangyu，法定代表人为邓启东。"', + source_id: '1', + id: '"厦门象屿股份有限公司"', + }, + { + type: '"PERSON"', + description: '"邓启东是厦门象屿股份有限公司的法定代表人。"', + source_id: '1', + entity_type: '"PERSON"', + id: '"邓启东"', + }, + { + type: '"GEO"', + description: '"厦门是一个地理位置，与厦门象屿股份有限公司相关。"', + source_id: '1', + entity_type: '"GEO"', + id: '"厦门"', + }, + { + type: '"PERSON"', + description: + '"廖杰 is the Board Secretary, responsible for handling board-related matters and communications."', + source_id: '2', + id: '"廖杰"', + }, + { + type: '"PERSON"', + description: + '"史经洋 is the Securities Affairs Representative, responsible for handling securities-related matters and communications."', + source_id: '2', + entity_type: '"PERSON"', + id: '"史经洋"', + }, + { + type: '"GEO"', + description: + '"A geographic location in Xiamen, specifically in the Free Trade Zone, where the company\'s office is situated."', + source_id: '2', + entity_type: '"GEO"', + id: '"厦门市湖里区自由贸易试验区厦门片区"', + }, + { + type: '"GEO"', + description: + '"The building where the company\'s office is located, situated at Xiangyu Road, Xiamen."', + source_id: '2', + entity_type: '"GEO"', + id: '"象屿集团大厦"', + }, + { + type: '"EVENT"', + description: + '"Refers to the year 2021, used for comparing financial metrics with the year 2022."', + source_id: '3', + id: '"2021年"', + }, + { + type: '"EVENT"', + description: + '"Refers to the year 2022, used for presenting current financial metrics and comparing them with the year 2021."', + source_id: '3', + entity_type: '"EVENT"', + id: '"2022年"', + }, + { + type: '"EVENT"', + description: + '"Indicates the focus on key financial metrics in the table, such as weighted averages and percentages."', + source_id: '3', + entity_type: '"EVENT"', + id: '"主要财务指标"', + }, +].map(({ type, ...x }) => ({ ...x })); + +const edges = [ + { + weight: 2.0, + description: '"厦门象屿在2018年的营业收入和市场占有率被记录。"', + source_id: '0', + source: '"厦门象屿"', + target: '"2018"', + }, + { + weight: 2.0, + description: '"厦门象屿在2019年的营业收入和市场占有率有所变化。"', + source_id: '0', + source: '"厦门象屿"', + target: '"2019"', + }, + { + weight: 2.0, + description: '"厦门象屿在2020年的营业收入和市场占有率有所变化。"', + source_id: '0', + source: '"厦门象屿"', + target: '"2020"', + }, + { + weight: 2.0, + description: '"厦门象屿在2021年的营业收入和市场占有率有所变化。"', + source_id: '0', + source: '"厦门象屿"', + target: '"2021"', + }, + { + weight: 2.0, + description: '"厦门象屿在2022年的营业收入和市场占有率有所变化。"', + source_id: '0', + source: '"厦门象屿"', + target: '"2022"', + }, + { + weight: 2.0, + description: '"厦门象屿股份有限公司的法定代表人是邓启东。"', + source_id: '1', + source: '"厦门象屿股份有限公司"', + target: '"邓启东"', + }, + { + weight: 2.0, + description: '"厦门象屿股份有限公司位于厦门。"', + source_id: '1', + source: '"厦门象屿股份有限公司"', + target: '"厦门"', + }, + { + weight: 2.0, + description: + '"廖杰\'s office is located in the Xiangyu Group Building, indicating his workplace."', + source_id: '2', + source: '"廖杰"', + target: '"象屿集团大厦"', + }, + { + weight: 2.0, + description: + '"廖杰 works in the Xiamen Free Trade Zone, a specific area within Xiamen."', + source_id: '2', + source: '"廖杰"', + target: '"厦门市湖里区自由贸易试验区厦门片区"', + }, + { + weight: 2.0, + description: + '"史经洋\'s office is also located in the Xiangyu Group Building, indicating his workplace."', + source_id: '2', + source: '"史经洋"', + target: '"象屿集团大厦"', + }, + { + weight: 2.0, + description: + '"史经洋 works in the Xiamen Free Trade Zone, a specific area within Xiamen."', + source_id: '2', + source: '"史经洋"', + target: '"厦门市湖里区自由贸易试验区厦门片区"', + }, + { + weight: 2.0, + description: + '"The years 2021 and 2022 are related as they are used for comparing financial metrics, showing changes and adjustments over time."', + source_id: '3', + source: '"2021年"', + target: '"2022年"', + }, + { + weight: 2.0, + description: + '"The \'主要财务指标\' is related to the year 2021 as it provides the basis for financial comparisons and adjustments."', + source_id: '3', + source: '"2021年"', + target: '"主要财务指标"', + }, + { + weight: 2.0, + description: + '"The \'主要财务指标\' is related to the year 2022 as it presents the current financial metrics and their changes compared to 2021."', + source_id: '3', + source: '"2022年"', + target: '"主要财务指标"', + }, +]; + +export const graphData = { + directed: false, + multigraph: false, + graph: {}, + nodes, + edges, + combos: [], +}; diff --git a/web/src/pages/force-graph/index.less b/web/src/pages/force-graph/index.less new file mode 100644 index 0000000000000000000000000000000000000000..cbe226cbcd53321c2ed52113f34bfd5680e84909 --- /dev/null +++ b/web/src/pages/force-graph/index.less @@ -0,0 +1,4 @@ +.container { + width: 100%; + height: 100%; +} diff --git a/web/src/pages/force-graph/index.tsx b/web/src/pages/force-graph/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..c131ca0b2cf4282d5d3953ad7cfab75067690336 --- /dev/null +++ b/web/src/pages/force-graph/index.tsx @@ -0,0 +1,111 @@ +import { Graph } from '@antv/g6'; +import { useSize } from 'ahooks'; +import { useEffect, useRef } from 'react'; +import { graphData } from './constant'; + +import styles from './index.less'; +import { Converter } from './util'; + +const converter = new Converter(); + +const nextData = converter.buildNodesAndCombos( + graphData.nodes, + graphData.edges, +); +console.log('🚀 ~ nextData:', nextData); + +const finalData = { ...graphData, ...nextData }; + +const ForceGraph = () => { + const containerRef = useRef(null); + const size = useSize(containerRef); + let graph: Graph; + + const render = () => { + graph = new Graph({ + container: containerRef.current!, + autoFit: 'view', + behaviors: [ + 'drag-element', + 'drag-canvas', + 'zoom-canvas', + 'collapse-expand', + { + type: 'hover-activate', + degree: 1, // 👈🏻 Activate relations. + }, + ], + plugins: [ + { + type: 'tooltip', + getContent: (e, items) => { + if (items.every((x) => x?.description)) { + let result = ``; + items.forEach((item) => { + if (item?.description) { + result += `

    ${item?.description}

    `; + } + }); + return result; + } + return undefined; + }, + }, + ], + layout: { + type: 'combo-combined', + preventOverlap: true, + comboPadding: 1, + spacing: 20, + }, + node: { + style: { + size: 20, + labelText: (d) => d.id, + labelPadding: 30, + // labelOffsetX: 20, + // labelOffsetY: 5, + labelPlacement: 'center', + labelWordWrap: true, + }, + palette: { + type: 'group', + field: (d) => d.combo, + }, + // state: { + // highlight: { + // fill: '#D580FF', + // halo: true, + // lineWidth: 0, + // }, + // dim: { + // fill: '#99ADD1', + // }, + // }, + }, + edge: { + style: (model) => { + const { size, color } = model.data; + return { + stroke: color || '#99ADD1', + lineWidth: size || 1, + }; + }, + }, + // data: graphData, + }); + + graph.setData(finalData); + + graph.render(); + }; + + useEffect(() => { + console.info('rendered'); + render(); + }, []); + + return
    ; +}; + +export default ForceGraph; diff --git a/web/src/pages/force-graph/next.tsx b/web/src/pages/force-graph/next.tsx new file mode 100644 index 0000000000000000000000000000000000000000..cd0de88a1e4b191bafbe66b892731dea95676978 --- /dev/null +++ b/web/src/pages/force-graph/next.tsx @@ -0,0 +1,37 @@ +import { useEffect, useRef } from 'react'; +import { ForceGraph2D } from 'react-force-graph'; +import { graphData } from './constant'; + +const Next = () => { + const graphRef = useRef(); + + useEffect(() => { + graphRef.current.d3Force('cluster'); + }, []); + + return ( +
    + { + return node.id; + }} + // nodeVal={(node) => { + // return
    xxx
    ; + // }} + // nodeVal={(node) => 100 / (node.level + 1)} + linkAutoColorBy={'type'} + nodeCanvasObjectMode={() => 'after'} + nodeCanvasObject={(node, ctx) => { + console.info(ctx); + return ctx.canvas; + }} + // nodeVal={'id'} + /> +
    + ); +}; + +export default Next; diff --git a/web/src/pages/force-graph/util.ts b/web/src/pages/force-graph/util.ts new file mode 100644 index 0000000000000000000000000000000000000000..24cd1522e847706beacb2828cc5c3648b7c8ce10 --- /dev/null +++ b/web/src/pages/force-graph/util.ts @@ -0,0 +1,55 @@ +class KeyGenerator { + idx = 0; + chars: string[] = []; + constructor() { + const chars = Array(26) + .fill(1) + .map((x, idx) => String.fromCharCode(97 + idx)); // 26 char + this.chars = chars; + } + generateKey() { + const key = this.chars[this.idx]; + this.idx++; + return key; + } +} + +// Classify nodes based on edge relationships +export class Converter { + keyGenerator; + dict: Record = {}; // key is node id, value is combo + constructor() { + this.keyGenerator = new KeyGenerator(); + } + buildDict(edges: { source: string; target: string }[]) { + edges.forEach((x) => { + if (this.dict[x.source] && !this.dict[x.target]) { + this.dict[x.target] = this.dict[x.source]; + } else if (!this.dict[x.source] && this.dict[x.target]) { + this.dict[x.source] = this.dict[x.target]; + } else if (!this.dict[x.source] && !this.dict[x.target]) { + this.dict[x.source] = this.dict[x.target] = + this.keyGenerator.generateKey(); + } + }); + return this.dict; + } + buildNodesAndCombos(nodes: any[], edges: any[]) { + this.buildDict(edges); + const nextNodes = nodes.map((x) => ({ ...x, combo: this.dict[x.id] })); + + const combos = Object.values(this.dict).reduce((pre, cur) => { + if (pre.every((x) => x.id !== cur)) { + pre.push({ + id: cur, + data: { + label: `Combo ${cur}`, + }, + }); + } + return pre; + }, []); + + return { nodes: nextNodes, combos }; + } +} diff --git a/web/src/pages/knowledge/hooks.ts b/web/src/pages/knowledge/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..a52fbbdbcb6daafa2b26c59c0c80f1c4e06d0e74 --- /dev/null +++ b/web/src/pages/knowledge/hooks.ts @@ -0,0 +1,47 @@ +import { KnowledgeRouteKey } from '@/constants/knowledge'; +import { useSetModalState } from '@/hooks/common-hooks'; +import { useCreateKnowledge } from '@/hooks/knowledge-hooks'; +import { useCallback, useState } from 'react'; +import { useNavigate } from 'umi'; + +export const useSearchKnowledge = () => { + const [searchString, setSearchString] = useState(''); + + const handleInputChange = (e: React.ChangeEvent) => { + setSearchString(e.target.value); + }; + return { + searchString, + handleInputChange, + }; +}; + +export const useSaveKnowledge = () => { + const { visible: visible, hideModal, showModal } = useSetModalState(); + const { loading, createKnowledge } = useCreateKnowledge(); + const navigate = useNavigate(); + + const onCreateOk = useCallback( + async (name: string) => { + const ret = await createKnowledge({ + name, + }); + + if (ret?.retcode === 0) { + hideModal(); + navigate( + `/knowledge/${KnowledgeRouteKey.Configuration}?id=${ret.data.kb_id}`, + ); + } + }, + [createKnowledge, hideModal, navigate], + ); + + return { + loading, + onCreateOk, + visible, + hideModal, + showModal, + }; +}; diff --git a/web/src/pages/knowledge/index.less b/web/src/pages/knowledge/index.less new file mode 100644 index 0000000000000000000000000000000000000000..a13208101395da48b604a93740c9a20b6f5dbcb2 --- /dev/null +++ b/web/src/pages/knowledge/index.less @@ -0,0 +1,50 @@ +// @import '~@/less/variable.less'; + +.knowledge { + padding: 48px 0; +} + +.topWrapper { + display: flex; + justify-content: space-between; + align-items: flex-start; + padding: 0 60px 72px; + + .title { + font-family: Inter; + font-size: 30px; + font-style: normal; + font-weight: @fontWeight600; + line-height: 38px; + color: rgba(16, 24, 40, 1); + } + .description { + font-family: Inter; + font-size: 16px; + font-style: normal; + font-weight: 400; + line-height: 24px; + color: rgba(71, 84, 103, 1); + } + + .topButton { + font-family: Inter; + font-size: 14px; + font-style: normal; + font-weight: @fontWeight600; + line-height: 20px; + } + + .filterButton { + display: flex; + align-items: center; + .topButton(); + } +} +.knowledgeCardContainer { + padding: 0 60px; + overflow: auto; + .knowledgeEmpty { + width: 100%; + } +} diff --git a/web/src/pages/knowledge/index.tsx b/web/src/pages/knowledge/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..64c1d6c73ba5675806fcde7b184788c6ea479a23 --- /dev/null +++ b/web/src/pages/knowledge/index.tsx @@ -0,0 +1,82 @@ +import { useNextFetchKnowledgeList } from '@/hooks/knowledge-hooks'; +import { useFetchUserInfo } from '@/hooks/user-setting-hooks'; +import { PlusOutlined, SearchOutlined } from '@ant-design/icons'; +import { Button, Empty, Flex, Input, Space, Spin } from 'antd'; +import KnowledgeCard from './knowledge-card'; +import KnowledgeCreatingModal from './knowledge-creating-modal'; + +import { useTranslation } from 'react-i18next'; +import { useSaveKnowledge, useSearchKnowledge } from './hooks'; +import styles from './index.less'; + +const KnowledgeList = () => { + const { searchString, handleInputChange } = useSearchKnowledge(); + const { loading, list: data } = useNextFetchKnowledgeList(); + const list = data.filter((x) => x.name.includes(searchString)); + const { data: userInfo } = useFetchUserInfo(); + const { t } = useTranslation('translation', { keyPrefix: 'knowledgeList' }); + const { + visible, + hideModal, + showModal, + onCreateOk, + loading: creatingLoading, + } = useSaveKnowledge(); + + return ( + +
    +
    + + {t('welcome')}, {userInfo.nickname} + +

    {t('description')}

    +
    + + } + /> + + + +
    + + + {list.length > 0 ? ( + list.map((item: any) => { + return ( + + ); + }) + ) : ( + + )} + + + +     + ); +}; + +export default KnowledgeList; diff --git a/web/src/pages/knowledge/knowledge-card/index.less b/web/src/pages/knowledge/knowledge-card/index.less new file mode 100644 index 0000000000000000000000000000000000000000..1c7d174e0fbf3c597aa6da8044dd2881fd2ff914 --- /dev/null +++ b/web/src/pages/knowledge/knowledge-card/index.less @@ -0,0 +1,78 @@ +.container { + height: 251px; + display: flex; + flex-direction: column; + justify-content: space-between; + + .delete { + height: 24px; + } + + .content { + display: flex; + justify-content: space-between; + + .context { + flex: 1; + } + } + + .footer { + // text-align: left; + } + .footerTop { + padding-bottom: 2px; + } +} + +.card { + border-radius: 12px; + border: 1px solid rgba(234, 236, 240, 1); + box-shadow: 0px 1px 2px 0px rgba(16, 24, 40, 0.05); + padding: 24px; + width: 300px; + cursor: pointer; + + .titleWrapper { + // flex: 1; + .title { + font-size: 24px; + line-height: 32px; + font-weight: 600; + color: rgba(0, 0, 0, 0.88); + word-break: break-all; + } + .description { + font-size: 12px; + font-weight: 600; + line-height: 20px; + color: rgba(0, 0, 0, 0.45); + } + } + + :global { + .ant-card-body { + padding: 0; + margin: 0; + } + } + .bottom { + display: flex; + align-items: center; + justify-content: space-between; + } + .bottomLeft { + vertical-align: middle; + } + .leftIcon { + margin-right: 10px; + font-size: 18px; + vertical-align: middle; + } + .rightText { + font-size: 12px; + font-weight: 600; + color: rgba(0, 0, 0, 0.65); + vertical-align: middle; + } +} diff --git a/web/src/pages/knowledge/knowledge-card/index.tsx b/web/src/pages/knowledge/knowledge-card/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..fe3dfaee8070b3babf0d5a65a3ca5ad17146edac --- /dev/null +++ b/web/src/pages/knowledge/knowledge-card/index.tsx @@ -0,0 +1,90 @@ +import { KnowledgeRouteKey } from '@/constants/knowledge'; +import { IKnowledge } from '@/interfaces/database/knowledge'; +import { formatDate } from '@/utils/date'; +import { + CalendarOutlined, + FileTextOutlined, + UserOutlined, +} from '@ant-design/icons'; +import { Avatar, Card, Space } from 'antd'; +import { useTranslation } from 'react-i18next'; +import { useNavigate } from 'umi'; + +import OperateDropdown from '@/components/operate-dropdown'; +import { useDeleteKnowledge } from '@/hooks/knowledge-hooks'; +import styles from './index.less'; + +interface IProps { + item: IKnowledge; +} + +const KnowledgeCard = ({ item }: IProps) => { + const navigate = useNavigate(); + const { t } = useTranslation(); + + const { deleteKnowledge } = useDeleteKnowledge(); + + const removeKnowledge = async () => { + return deleteKnowledge(item.id); + }; + + const handleCardClick = () => { + navigate(`/knowledge/${KnowledgeRouteKey.Dataset}?id=${item.id}`, { + state: { from: 'list' }, + }); + }; + + return ( + +
    +
    + } src={item.avatar} /> + +
    +
    + {item.name} +

    {item.description}

    +
    +
    +
    +
    + + + + {item.doc_num} + {t('knowledgeList.doc')} + + +
    +
    +
    +
    + + + {formatDate(item.update_time)} + +
    + {/* + + + K + + + } + /> + + } + /> + */} +
    +
    +
    +     + ); +}; + +export default KnowledgeCard; diff --git a/web/src/pages/knowledge/knowledge-creating-modal/index.tsx b/web/src/pages/knowledge/knowledge-creating-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..0ec75d2e377a068e088c481b2a20127b43be8afd --- /dev/null +++ b/web/src/pages/knowledge/knowledge-creating-modal/index.tsx @@ -0,0 +1,58 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { Form, Input, Modal } from 'antd'; +import { useTranslation } from 'react-i18next'; + +type FieldType = { + name?: string; +}; + +interface IProps extends Omit { + loading: boolean; + onOk: (name: string) => void; +} + +const KnowledgeCreatingModal = ({ + visible, + hideModal, + loading, + onOk, +}: IProps) => { + const [form] = Form.useForm(); + + const { t } = useTranslation('translation', { keyPrefix: 'knowledgeList' }); + + const handleOk = async () => { + const ret = await form.validateFields(); + + onOk(ret.name); + }; + + return ( + +
    + + label={t('name')} + name="name" + rules={[{ required: true, message: t('namePlaceholder') }]} + > + + + +     + ); +}; + +export default KnowledgeCreatingModal; diff --git a/web/src/pages/login/index.less b/web/src/pages/login/index.less new file mode 100644 index 0000000000000000000000000000000000000000..b64041429a94c26e3e88d7a97934e61dbc94f72a --- /dev/null +++ b/web/src/pages/login/index.less @@ -0,0 +1,106 @@ +@import '../../theme/vars'; + +.loginPage { + display: flex; + .loginLeft { + // width: 610px; + width: 40%; + background-color: #fff; + height: 100vh; + display: flex; + align-items: center; + } + + .leftContainer { + width: 60%; + padding: 5px, 0px, 5px, 0px; + margin: 0 auto; + } + + .loginRight { + display: flex; + align-items: center; + justify-content: center; + flex: 1; + position: relative; + &::before { + content: ' '; + position: absolute; + top: 0; + bottom: 0; + left: 0; + right: 0; + background-color: rgba(24, 73, 169, 0.6); + background-image: url('@/assets/svg/login-background.svg'); + background-size: cover; + background-blend-mode: multiply; + filter: blur(3px); + background-position: center; + z-index: -1; + } + .white { + color: #fff; + } + .pink { + color: #e9d7fe; + } + .rightPanel { + max-width: 670px; + .loginTitle { + font-size: 68px; + font-style: normal; + font-weight: 600; + line-height: 90px; + letter-spacing: -1.44px; + } + .loginDescription { + font-size: 20px; + font-style: normal; + font-weight: 500; + line-height: 30px; + } + .loginRateNumber { + font-size: 16px; + font-style: normal; + font-weight: 600; + line-height: 24px; + } + .loginRateReviews { + font-size: 16px; + font-style: normal; + font-weight: 500; + line-height: 24px; + } + } + } + + .loginTitle { + //styleName: Heading/1; + font-size: 38px; + font-weight: 600; + line-height: 46px; + letter-spacing: 0em; + height: 80px; + margin-bottom: 69px; + + // text-align: center; + span { + font-size: 16px; + line-height: 24px; + + color: #000000a6; + } + } + + @media screen and (max-width: 957px) { + .loginLeft { + width: 100%; + background-color: #fff; + height: 100%; + } + + .modal { + width: 80%; + } + } +} diff --git a/web/src/pages/login/index.tsx b/web/src/pages/login/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..0a42098deb177dc3013c2ba9f9054fe2846b4ff9 --- /dev/null +++ b/web/src/pages/login/index.tsx @@ -0,0 +1,192 @@ +import { useLogin, useRegister } from '@/hooks/login-hooks'; +import { rsaPsw } from '@/utils'; +import { Button, Checkbox, Form, Input } from 'antd'; +import { useEffect, useState } from 'react'; +import { useTranslation } from 'react-i18next'; +import { Icon, useNavigate } from 'umi'; +import RightPanel from './right-panel'; + +import { Domain } from '@/constants/common'; +import styles from './index.less'; + +const Login = () => { + const [title, setTitle] = useState('login'); + const navigate = useNavigate(); + const { login, loading: signLoading } = useLogin(); + const { register, loading: registerLoading } = useRegister(); + const { t } = useTranslation('translation', { keyPrefix: 'login' }); + const loading = signLoading || registerLoading; + + const changeTitle = () => { + setTitle((title) => (title === 'login' ? 'register' : 'login')); + }; + const [form] = Form.useForm(); + + useEffect(() => { + form.validateFields(['nickname']); + }, [form]); + + const onCheck = async () => { + try { + const params = await form.validateFields(); + + const rsaPassWord = rsaPsw(params.password) as string; + + if (title === 'login') { + const retcode = await login({ + email: params.email, + password: rsaPassWord, + }); + if (retcode === 0) { + navigate('/knowledge'); + } + } else { + const retcode = await register({ + nickname: params.nickname, + email: params.email, + password: rsaPassWord, + }); + if (retcode === 0) { + setTitle('login'); + } + } + } catch (errorInfo) { + console.log('Failed:', errorInfo); + } + }; + const formItemLayout = { + labelCol: { span: 6 }, + // wrapperCol: { span: 8 }, + }; + + const toGoogle = () => { + window.location.href = + 'https://github.com/login/oauth/authorize?scope=user:email&client_id=302129228f0d96055bee'; + }; + + return ( +
    +
    +
    +
    +
    {title === 'login' ? t('login') : t('register')}
    + + {title === 'login' + ? t('loginDescription') + : t('registerDescription')} + +
    + +
    + + + + {title === 'register' && ( + + + + )} + + + + {title === 'login' && ( + + {t('rememberMe')} + + )} +
    + {title === 'login' && ( +
    + {t('signInTip')} + +
    + )} + {title === 'register' && ( +
    + {t('signUpTip')} + +
    + )} +
    + + {title === 'login' && ( + <> + {/* */} + {location.host === Domain && ( + + )} + + )} + +
    +
    +
    + +
    +
    + ); +}; + +export default Login; diff --git a/web/src/pages/login/right-panel.tsx b/web/src/pages/login/right-panel.tsx new file mode 100644 index 0000000000000000000000000000000000000000..820dd9b35f880431fbfc17e49b2e35b77ac3555f --- /dev/null +++ b/web/src/pages/login/right-panel.tsx @@ -0,0 +1,47 @@ +import { ReactComponent as Avatars } from '@/assets/svg/login-avatars.svg'; +import SvgIcon from '@/components/svg-icon'; +import { Flex, Rate, Space, Typography } from 'antd'; +import classNames from 'classnames'; + +import { useTranslate } from '@/hooks/common-hooks'; +import styles from './index.less'; + +const { Title, Text } = Typography; + +const LoginRightPanel = () => { + const { t } = useTranslate('login'); + return ( +
    + + + + {t('title')} + + + {t('description')} + + + + + + + + 5.0 + + + + {t('review')} + + + + +
    + ); +}; + +export default LoginRightPanel; diff --git a/web/src/pages/user-setting/components/setting-title/index.tsx b/web/src/pages/user-setting/components/setting-title/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..c3066d02495e6c3758f3f1a66e3dfba455219374 --- /dev/null +++ b/web/src/pages/user-setting/components/setting-title/index.tsx @@ -0,0 +1,37 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { SettingOutlined } from '@ant-design/icons'; +import { Button, Flex, Typography } from 'antd'; + +const { Title, Paragraph } = Typography; + +interface IProps { + title: string; + description: string; + showRightButton?: boolean; + clickButton?: () => void; +} + +const SettingTitle = ({ + title, + description, + clickButton, + showRightButton = false, +}: IProps) => { + const { t } = useTranslate('setting'); + + return ( + +
    + {title} + {description} +
    + {showRightButton && ( + + )} +     + ); +}; + +export default SettingTitle; diff --git a/web/src/pages/user-setting/constants.tsx b/web/src/pages/user-setting/constants.tsx new file mode 100644 index 0000000000000000000000000000000000000000..cf2bce9ed6bfb778d8579e66bd363505774181e1 --- /dev/null +++ b/web/src/pages/user-setting/constants.tsx @@ -0,0 +1,20 @@ +import { ReactComponent as LogoutIcon } from '@/assets/svg/logout.svg'; +import { ReactComponent as ModelIcon } from '@/assets/svg/model-providers.svg'; +import { ReactComponent as PasswordIcon } from '@/assets/svg/password.svg'; +import { ReactComponent as ProfileIcon } from '@/assets/svg/profile.svg'; +import { ReactComponent as TeamIcon } from '@/assets/svg/team.svg'; +import { UserSettingRouteKey } from '@/constants/setting'; +import { MonitorOutlined } from '@ant-design/icons'; + +export const UserSettingIconMap = { + [UserSettingRouteKey.Profile]: , + [UserSettingRouteKey.Password]: , + [UserSettingRouteKey.Model]: , + [UserSettingRouteKey.System]: , + [UserSettingRouteKey.Team]: , + [UserSettingRouteKey.Logout]: , +}; + +export * from '@/constants/setting'; + +export const LocalLlmFactories = ['Ollama', 'Xinference','LocalAI','LM-Studio',"OpenAI-API-Compatible"]; diff --git a/web/src/pages/user-setting/hooks.ts b/web/src/pages/user-setting/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..0da2243c3024e325ca0a598cbb8754bc0e5541ec --- /dev/null +++ b/web/src/pages/user-setting/hooks.ts @@ -0,0 +1,19 @@ +import { Form } from 'antd'; +import { useEffect, useState } from 'react'; + +export const useValidateSubmittable = () => { + const [form] = Form.useForm(); + const [submittable, setSubmittable] = useState(false); + + // Watch all values + const values = Form.useWatch([], form); + + useEffect(() => { + form + .validateFields({ validateOnly: true }) + .then(() => setSubmittable(true)) + .catch(() => setSubmittable(false)); + }, [form, values]); + + return { submittable, form }; +}; diff --git a/web/src/pages/user-setting/index.less b/web/src/pages/user-setting/index.less new file mode 100644 index 0000000000000000000000000000000000000000..baae0eebbde2ec019696222f978615af7050175b --- /dev/null +++ b/web/src/pages/user-setting/index.less @@ -0,0 +1,14 @@ +.settingWrapper { + width: 100%; + + .outletWrapper { + padding: 32px 32px 0; + height: 100%; + overflow-y: auto; + } + + .itemDescription { + padding: 10px 0; + margin: 0; + } +} diff --git a/web/src/pages/user-setting/index.tsx b/web/src/pages/user-setting/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..e23c4e4000d0eefaa66b255c33f0bcc1faafc846 --- /dev/null +++ b/web/src/pages/user-setting/index.tsx @@ -0,0 +1,18 @@ +import { Flex } from 'antd'; +import { Outlet } from 'umi'; +import SideBar from './sidebar'; + +import styles from './index.less'; + +const UserSetting = () => { + return ( + + + + + + + ); +}; + +export default UserSetting; diff --git a/web/src/pages/user-setting/interface.ts b/web/src/pages/user-setting/interface.ts new file mode 100644 index 0000000000000000000000000000000000000000..1c9114ee80751e0e6874ba624c3c985e1c512d98 --- /dev/null +++ b/web/src/pages/user-setting/interface.ts @@ -0,0 +1,5 @@ +export interface ApiKeyPostBody { + api_key: string; + base_url: string; + group_id?: string; +} diff --git a/web/src/pages/user-setting/setting-model/api-key-modal/index.tsx b/web/src/pages/user-setting/setting-model/api-key-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..a2aabe311b41866ac948832a88aa2644adf57ed4 --- /dev/null +++ b/web/src/pages/user-setting/setting-model/api-key-modal/index.tsx @@ -0,0 +1,90 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { useTranslate } from '@/hooks/common-hooks'; +import { Form, Input, Modal } from 'antd'; +import { useEffect } from 'react'; +import { ApiKeyPostBody } from '../../interface'; + +interface IProps extends Omit { + loading: boolean; + initialValue: string; + llmFactory: string; + onOk: (postBody: ApiKeyPostBody) => void; + showModal?(): void; +} + +type FieldType = { + api_key?: string; + base_url?: string; + group_id?: string; +}; + +const modelsWithBaseUrl = ['OpenAI', 'Azure-OpenAI']; + +const ApiKeyModal = ({ + visible, + hideModal, + llmFactory, + loading, + initialValue, + onOk, +}: IProps) => { + const [form] = Form.useForm(); + const { t } = useTranslate('setting'); + + const handleOk = async () => { + const ret = await form.validateFields(); + + return onOk(ret); + }; + + useEffect(() => { + if (visible) { + form.setFieldValue('api_key', initialValue); + } + }, [initialValue, form, visible]); + + return ( + +
    + + label={t('apiKey')} + name="api_key" + tooltip={t('apiKeyTip')} + rules={[{ required: true, message: t('apiKeyMessage') }]} + > + + + {modelsWithBaseUrl.some((x) => x === llmFactory) && ( + + label={t('baseUrl')} + name="base_url" + tooltip={t('baseUrlTip')} + > + + + )} + {llmFactory?.toLowerCase() === 'Minimax'.toLowerCase() && ( + label={'Group ID'} name="group_id"> + + + )} + +     + ); +}; + +export default ApiKeyModal; diff --git a/web/src/pages/user-setting/setting-model/bedrock-modal/index.tsx b/web/src/pages/user-setting/setting-model/bedrock-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..4a137056b274edc1222e074f8164cfecd6ea9740 --- /dev/null +++ b/web/src/pages/user-setting/setting-model/bedrock-modal/index.tsx @@ -0,0 +1,119 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { IAddLlmRequestBody } from '@/interfaces/request/llm'; +import { Flex, Form, Input, Modal, Select, Space } from 'antd'; +import { useMemo } from 'react'; +import { BedrockRegionList } from '../constant'; + +type FieldType = IAddLlmRequestBody & { + bedrock_ak: string; + bedrock_sk: string; + bedrock_region: string; +}; + +const { Option } = Select; + +const BedrockModal = ({ + visible, + hideModal, + onOk, + loading, + llmFactory, +}: IModalProps & { llmFactory: string }) => { + const [form] = Form.useForm(); + + const { t } = useTranslate('setting'); + const options = useMemo( + () => BedrockRegionList.map((x) => ({ value: x, label: t(x) })), + [t], + ); + + const handleOk = async () => { + const values = await form.validateFields(); + + const data = { + ...values, + llm_factory: llmFactory, + }; + + onOk?.(data); + }; + + return ( + { + return ( + + + {t('ollamaLink', { name: llmFactory })} + + {originNode} + + ); + }} + > +
    + + label={t('modelType')} + name="model_type" + initialValue={'chat'} + rules={[{ required: true, message: t('modelTypeMessage') }]} + > + + + + label={t('modelName')} + name="llm_name" + rules={[{ required: true, message: t('bedrockModelNameMessage') }]} + > + + + + label={t('addBedrockEngineAK')} + name="bedrock_ak" + rules={[{ required: true, message: t('bedrockAKMessage') }]} + > + + + + label={t('addBedrockSK')} + name="bedrock_sk" + rules={[{ required: true, message: t('bedrockSKMessage') }]} + > + + + + label={t('bedrockRegion')} + name="bedrock_region" + rules={[{ required: true, message: t('bedrockRegionMessage') }]} + > + + + +     + ); +}; + +export default BedrockModal; diff --git a/web/src/pages/user-setting/setting-model/constant.ts b/web/src/pages/user-setting/setting-model/constant.ts new file mode 100644 index 0000000000000000000000000000000000000000..b7badc91dbd479cd0682fcd7da64b5a24c4ad145 --- /dev/null +++ b/web/src/pages/user-setting/setting-model/constant.ts @@ -0,0 +1,38 @@ +// Please lowercase the file name +export const IconMap = { + 'Tongyi-Qianwen': 'tongyi', + Moonshot: 'moonshot', + OpenAI: 'openai', + 'ZHIPU-AI': 'zhipu', + 文心一言: 'wenxin', + Ollama: 'ollama', + Xinference: 'xinference', + DeepSeek: 'deepseek', + VolcEngine: 'volc_engine', + BaiChuan: 'baichuan', + Jina: 'jina', + MiniMax: 'chat-minimax', + Mistral: 'mistral', + 'Azure-OpenAI': 'azure', + Bedrock: 'bedrock', + Gemini: 'gemini', + Groq: 'groq-next', + OpenRouter: 'open-router', + LocalAI: 'local-ai', + StepFun: 'stepfun', + NVIDIA: 'nvidia', + 'LM-Studio': 'lm-studio', + 'OpenAI-API-Compatible': 'openai-api', + cohere: 'cohere', + Lepton: 'lepton', +}; + +export const BedrockRegionList = [ + 'us-east-1', + 'us-west-2', + 'ap-southeast-1', + 'ap-northeast-1', + 'eu-central-1', + 'us-gov-west-1', + 'ap-southeast-2', +]; diff --git a/web/src/pages/user-setting/setting-model/hooks.ts b/web/src/pages/user-setting/setting-model/hooks.ts new file mode 100644 index 0000000000000000000000000000000000000000..eb3497122645f26db50b2df7543c377b47557dc0 --- /dev/null +++ b/web/src/pages/user-setting/setting-model/hooks.ts @@ -0,0 +1,206 @@ +import { useSetModalState, useShowDeleteConfirm } from '@/hooks/common-hooks'; +import { + IApiKeySavingParams, + ISystemModelSettingSavingParams, + useAddLlm, + useDeleteLlm, + useSaveApiKey, + useSaveTenantInfo, + useSelectLlmOptionsByModelType, +} from '@/hooks/llm-hooks'; +import { useFetchTenantInfo } from '@/hooks/user-setting-hooks'; +import { IAddLlmRequestBody } from '@/interfaces/request/llm'; +import { useCallback, useState } from 'react'; +import { ApiKeyPostBody } from '../interface'; + +type SavingParamsState = Omit; + +export const useSubmitApiKey = () => { + const [savingParams, setSavingParams] = useState( + {} as SavingParamsState, + ); + const { saveApiKey, loading } = useSaveApiKey(); + const { + visible: apiKeyVisible, + hideModal: hideApiKeyModal, + showModal: showApiKeyModal, + } = useSetModalState(); + + const onApiKeySavingOk = useCallback( + async (postBody: ApiKeyPostBody) => { + const ret = await saveApiKey({ + ...savingParams, + ...postBody, + }); + + if (ret === 0) { + hideApiKeyModal(); + } + }, + [hideApiKeyModal, saveApiKey, savingParams], + ); + + const onShowApiKeyModal = useCallback( + (savingParams: SavingParamsState) => { + setSavingParams(savingParams); + showApiKeyModal(); + }, + [showApiKeyModal, setSavingParams], + ); + + return { + saveApiKeyLoading: loading, + initialApiKey: '', + llmFactory: savingParams.llm_factory, + onApiKeySavingOk, + apiKeyVisible, + hideApiKeyModal, + showApiKeyModal: onShowApiKeyModal, + }; +}; + +export const useSubmitSystemModelSetting = () => { + const { data: systemSetting } = useFetchTenantInfo(); + const { saveTenantInfo: saveSystemModelSetting, loading } = + useSaveTenantInfo(); + const { + visible: systemSettingVisible, + hideModal: hideSystemSettingModal, + showModal: showSystemSettingModal, + } = useSetModalState(); + + const onSystemSettingSavingOk = useCallback( + async ( + payload: Omit, + ) => { + const ret = await saveSystemModelSetting({ + tenant_id: systemSetting.tenant_id, + name: systemSetting.name, + ...payload, + }); + + if (ret === 0) { + hideSystemSettingModal(); + } + }, + [hideSystemSettingModal, saveSystemModelSetting, systemSetting], + ); + + return { + saveSystemModelSettingLoading: loading, + onSystemSettingSavingOk, + systemSettingVisible, + hideSystemSettingModal, + showSystemSettingModal, + }; +}; + +export const useFetchSystemModelSettingOnMount = () => { + const { data: systemSetting } = useFetchTenantInfo(); + const allOptions = useSelectLlmOptionsByModelType(); + + return { systemSetting, allOptions }; +}; + +export const useSubmitOllama = () => { + const [selectedLlmFactory, setSelectedLlmFactory] = useState(''); + const { addLlm, loading } = useAddLlm(); + const { + visible: llmAddingVisible, + hideModal: hideLlmAddingModal, + showModal: showLlmAddingModal, + } = useSetModalState(); + + const onLlmAddingOk = useCallback( + async (payload: IAddLlmRequestBody) => { + const ret = await addLlm(payload); + if (ret === 0) { + hideLlmAddingModal(); + } + }, + [hideLlmAddingModal, addLlm], + ); + + const handleShowLlmAddingModal = (llmFactory: string) => { + setSelectedLlmFactory(llmFactory); + showLlmAddingModal(); + }; + + return { + llmAddingLoading: loading, + onLlmAddingOk, + llmAddingVisible, + hideLlmAddingModal, + showLlmAddingModal: handleShowLlmAddingModal, + selectedLlmFactory, + }; +}; + +export const useSubmitVolcEngine = () => { + const { addLlm, loading } = useAddLlm(); + const { + visible: volcAddingVisible, + hideModal: hideVolcAddingModal, + showModal: showVolcAddingModal, + } = useSetModalState(); + + const onVolcAddingOk = useCallback( + async (payload: IAddLlmRequestBody) => { + const ret = await addLlm(payload); + if (ret === 0) { + hideVolcAddingModal(); + } + }, + [hideVolcAddingModal, addLlm], + ); + + return { + volcAddingLoading: loading, + onVolcAddingOk, + volcAddingVisible, + hideVolcAddingModal, + showVolcAddingModal, + }; +}; + +export const useSubmitBedrock = () => { + const { addLlm, loading } = useAddLlm(); + const { + visible: bedrockAddingVisible, + hideModal: hideBedrockAddingModal, + showModal: showBedrockAddingModal, + } = useSetModalState(); + + const onBedrockAddingOk = useCallback( + async (payload: IAddLlmRequestBody) => { + const ret = await addLlm(payload); + if (ret === 0) { + hideBedrockAddingModal(); + } + }, + [hideBedrockAddingModal, addLlm], + ); + + return { + bedrockAddingLoading: loading, + onBedrockAddingOk, + bedrockAddingVisible, + hideBedrockAddingModal, + showBedrockAddingModal, + }; +}; + +export const useHandleDeleteLlm = (llmFactory: string) => { + const { deleteLlm } = useDeleteLlm(); + const showDeleteConfirm = useShowDeleteConfirm(); + + const handleDeleteLlm = (name: string) => () => { + showDeleteConfirm({ + onOk: async () => { + deleteLlm({ llm_factory: llmFactory, llm_name: name }); + }, + }); + }; + + return { handleDeleteLlm }; +}; diff --git a/web/src/pages/user-setting/setting-model/index.less b/web/src/pages/user-setting/setting-model/index.less new file mode 100644 index 0000000000000000000000000000000000000000..c9a1f5f7a258741b4c4b9e15267ea58039896c99 --- /dev/null +++ b/web/src/pages/user-setting/setting-model/index.less @@ -0,0 +1,27 @@ +.modelWrapper { + width: 100%; +} + +.modelContainer { + width: 100%; + .factoryOperationWrapper { + text-align: right; + } + .modelItem { + } + .llmList { + padding-top: 10px; + } + .toBeAddedCard { + border-radius: 24px; + border: 1px solid #eaecf0; + background: #e3f0ff; + box-shadow: 0px 1px 2px 0px rgba(16, 24, 40, 0.05); + } + .addedCard { + border-radius: 18px; + border: 1px solid #eaecf0; + background: #e6e7eb; + box-shadow: 0px 1px 2px 0px rgba(16, 24, 40, 0.05); + } +} diff --git a/web/src/pages/user-setting/setting-model/index.tsx b/web/src/pages/user-setting/setting-model/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..73e6e2e409460a2871b46d667d9c02b81acf5e88 --- /dev/null +++ b/web/src/pages/user-setting/setting-model/index.tsx @@ -0,0 +1,300 @@ +import { ReactComponent as MoreModelIcon } from '@/assets/svg/more-model.svg'; +import SvgIcon from '@/components/svg-icon'; +import { useSetModalState, useTranslate } from '@/hooks/common-hooks'; +import { LlmItem, useSelectLlmList } from '@/hooks/llm-hooks'; +import { + CloseCircleOutlined, + SettingOutlined, + UserOutlined, +} from '@ant-design/icons'; +import { + Avatar, + Button, + Card, + Col, + Collapse, + CollapseProps, + Divider, + Flex, + List, + Row, + Space, + Spin, + Tag, + Tooltip, + Typography, +} from 'antd'; +import { useCallback, useMemo } from 'react'; +import SettingTitle from '../components/setting-title'; +import { isLocalLlmFactory } from '../utils'; +import ApiKeyModal from './api-key-modal'; +import BedrockModal from './bedrock-modal'; +import { IconMap } from './constant'; +import { + useHandleDeleteLlm, + useSubmitApiKey, + useSubmitBedrock, + useSubmitOllama, + useSubmitSystemModelSetting, + useSubmitVolcEngine, +} from './hooks'; +import styles from './index.less'; +import OllamaModal from './ollama-modal'; +import SystemModelSettingModal from './system-model-setting-modal'; +import VolcEngineModal from './volcengine-modal'; + +const LlmIcon = ({ name }: { name: string }) => { + const icon = IconMap[name as keyof typeof IconMap]; + + return icon ? ( + + ) : ( + } /> + ); +}; + +const { Text } = Typography; +interface IModelCardProps { + item: LlmItem; + clickApiKey: (llmFactory: string) => void; +} + +const ModelCard = ({ item, clickApiKey }: IModelCardProps) => { + const { visible, switchVisible } = useSetModalState(); + const { t } = useTranslate('setting'); + const { handleDeleteLlm } = useHandleDeleteLlm(item.name); + + const handleApiKeyClick = () => { + clickApiKey(item.name); + }; + + const handleShowMoreClick = () => { + switchVisible(); + }; + + return ( + + + +
    + + + + {item.name} + {item.tags} + + + + + + + + + + + {visible && ( + ( + + + {item.name} {item.type} + + + + + + )} + /> + )} + + + ); +}; + +const UserSettingModel = () => { + const { factoryList, myLlmList: llmList, loading } = useSelectLlmList(); + const { + saveApiKeyLoading, + initialApiKey, + llmFactory, + onApiKeySavingOk, + apiKeyVisible, + hideApiKeyModal, + showApiKeyModal, + } = useSubmitApiKey(); + const { + saveSystemModelSettingLoading, + onSystemSettingSavingOk, + systemSettingVisible, + hideSystemSettingModal, + showSystemSettingModal, + } = useSubmitSystemModelSetting(); + const { t } = useTranslate('setting'); + const { + llmAddingVisible, + hideLlmAddingModal, + showLlmAddingModal, + onLlmAddingOk, + llmAddingLoading, + selectedLlmFactory, + } = useSubmitOllama(); + + const { + volcAddingVisible, + hideVolcAddingModal, + showVolcAddingModal, + onVolcAddingOk, + volcAddingLoading, + } = useSubmitVolcEngine(); + + const { + bedrockAddingLoading, + onBedrockAddingOk, + bedrockAddingVisible, + hideBedrockAddingModal, + showBedrockAddingModal, + } = useSubmitBedrock(); + + const ModalMap = useMemo( + () => ({ + Bedrock: showBedrockAddingModal, + VolcEngine: showVolcAddingModal, + }), + [showBedrockAddingModal, showVolcAddingModal], + ); + + const handleAddModel = useCallback( + (llmFactory: string) => { + if (isLocalLlmFactory(llmFactory)) { + showLlmAddingModal(llmFactory); + } else if (llmFactory in ModalMap) { + ModalMap[llmFactory as keyof typeof ModalMap](); + } else { + showApiKeyModal({ llm_factory: llmFactory }); + } + }, + [showApiKeyModal, showLlmAddingModal, ModalMap], + ); + + const items: CollapseProps['items'] = [ + { + key: '1', + label: t('addedModels'), + children: ( + ( + + )} + /> + ), + }, + { + key: '2', + label: t('modelsToBeAdded'), + children: ( + ( + + + + + + {item.name} + {item.tags} + + + + + + + )} + /> + ), + }, + ]; + + return ( +
    + +
    + + + +
    +     + + {systemSettingVisible && ( + + )} + + + +
    + ); +}; + +export default UserSettingModel; diff --git a/web/src/pages/user-setting/setting-model/ollama-modal/index.tsx b/web/src/pages/user-setting/setting-model/ollama-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..d102d65723ff1d8f260a24deecfeb4a86d998bfd --- /dev/null +++ b/web/src/pages/user-setting/setting-model/ollama-modal/index.tsx @@ -0,0 +1,120 @@ +import { useTranslate } from '@/hooks/common-hooks'; +import { IModalProps } from '@/interfaces/common'; +import { IAddLlmRequestBody } from '@/interfaces/request/llm'; +import { Flex, Form, Input, Modal, Select, Space, Switch } from 'antd'; +import omit from 'lodash/omit'; + +type FieldType = IAddLlmRequestBody & { vision: boolean }; + +const { Option } = Select; + +const OllamaModal = ({ + visible, + hideModal, + onOk, + loading, + llmFactory, +}: IModalProps & { llmFactory: string }) => { + const [form] = Form.useForm(); + + const { t } = useTranslate('setting'); + + const handleOk = async () => { + const values = await form.validateFields(); + const modelType = + values.model_type === 'chat' && values.vision + ? 'image2text' + : values.model_type; + + const data = { + ...omit(values, ['vision']), + model_type: modelType, + llm_factory: llmFactory, + }; + console.info(data); + + onOk?.(data); + }; + + return ( + { + return ( + + + {t('ollamaLink', { name: llmFactory })} + + {originNode} + + ); + }} + > +
    + + label={t('modelType')} + name="model_type" + initialValue={'chat'} + rules={[{ required: true, message: t('modelTypeMessage') }]} + > + + + + label={t(llmFactory === 'Xinference' ? 'modelUid' : 'modelName')} + name="llm_name" + rules={[{ required: true, message: t('modelNameMessage') }]} + > + + + + label={t('addLlmBaseUrl')} + name="api_base" + rules={[{ required: true, message: t('baseUrlNameMessage') }]} + > + + + + label={t('apiKey')} + name="api_key" + rules={[{ required: false, message: t('apiKeyMessage') }]} + > + + + + {({ getFieldValue }) => + getFieldValue('model_type') === 'chat' && ( + + + + ) + } + + +     + ); +}; + +export default OllamaModal; diff --git a/web/src/pages/user-setting/setting-model/system-model-setting-modal/index.tsx b/web/src/pages/user-setting/setting-model/system-model-setting-modal/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..8bc65e8fcee42a86f714d89376d6fd68510d4262 --- /dev/null +++ b/web/src/pages/user-setting/setting-model/system-model-setting-modal/index.tsx @@ -0,0 +1,91 @@ +import { IModalManagerChildrenProps } from '@/components/modal-manager'; +import { LlmModelType } from '@/constants/knowledge'; +import { useTranslate } from '@/hooks/common-hooks'; +import { ISystemModelSettingSavingParams } from '@/hooks/llm-hooks'; +import { Form, Modal, Select } from 'antd'; +import { useEffect } from 'react'; +import { useFetchSystemModelSettingOnMount } from '../hooks'; + +interface IProps extends Omit { + loading: boolean; + onOk: ( + payload: Omit, + ) => void; +} + +const SystemModelSettingModal = ({ + visible, + hideModal, + onOk, + loading, +}: IProps) => { + const [form] = Form.useForm(); + const { systemSetting: initialValues, allOptions } = + useFetchSystemModelSettingOnMount(); + const { t } = useTranslate('setting'); + + const handleOk = async () => { + const values = await form.validateFields(); + onOk(values); + }; + + useEffect(() => { + if (visible) { + form.setFieldsValue(initialValues); + } + }, [form, initialValues, visible]); + + const onFormLayoutChange = () => {}; + + return ( + +
    + + + + + + + + + + + + + + label={t('modelName')} + name="llm_name" + rules={[{ required: true, message: t('volcModelNameMessage') }]} + > + + + + label={t('addVolcEngineAK')} + name="volc_ak" + rules={[{ required: true, message: t('volcAKMessage') }]} + > + + + + label={t('addVolcEngineSK')} + name="volc_sk" + rules={[{ required: true, message: t('volcAKMessage') }]} + > + + + + {({ getFieldValue }) => + getFieldValue('model_type') === 'chat' && ( + + + + ) + } + + +     + ); +}; + +export default VolcEngineModal; diff --git a/web/src/pages/user-setting/setting-password/index.less b/web/src/pages/user-setting/setting-password/index.less new file mode 100644 index 0000000000000000000000000000000000000000..a3adeaa13e4968621593c1ffd508ea53382d0700 --- /dev/null +++ b/web/src/pages/user-setting/setting-password/index.less @@ -0,0 +1,3 @@ +.passwordWrapper { + width: 100%; +} diff --git a/web/src/pages/user-setting/setting-password/index.tsx b/web/src/pages/user-setting/setting-password/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..6d7bbb2f2b86608ff628bb2f8a7d450cef3356f9 --- /dev/null +++ b/web/src/pages/user-setting/setting-password/index.tsx @@ -0,0 +1,137 @@ +import { useSaveSetting } from '@/hooks/user-setting-hooks'; +import { rsaPsw } from '@/utils'; +import { Button, Divider, Form, Input, Space } from 'antd'; +import SettingTitle from '../components/setting-title'; +import { useValidateSubmittable } from '../hooks'; + +import { useTranslate } from '@/hooks/common-hooks'; +import styles from './index.less'; + +type FieldType = { + password?: string; + new_password?: string; + confirm_password?: string; +}; + +const tailLayout = { + wrapperCol: { offset: 20, span: 4 }, +}; + +const UserSettingPassword = () => { + const { form, submittable } = useValidateSubmittable(); + const { saveSetting, loading } = useSaveSetting(); + const { t } = useTranslate('setting'); + + const onFinish = (values: any) => { + const password = rsaPsw(values.password) as string; + const new_password = rsaPsw(values.new_password) as string; + + saveSetting({ password, new_password }); + }; + + const onFinishFailed = (errorInfo: any) => { + console.log('Failed:', errorInfo); + }; + + return ( +
    + + +
    + + label={t('currentPassword')} + name="password" + rules={[ + { + required: true, + message: t('currentPasswordMessage'), + whitespace: true, + }, + ]} + > + + + + + + noStyle + name="new_password" + rules={[ + { + required: true, + message: t('newPasswordMessage'), + whitespace: true, + }, + { type: 'string', min: 8, message: t('newPasswordDescription') }, + ]} + > + + + + + + label={t('confirmPassword')} + name="confirm_password" + dependencies={['new_password']} + rules={[ + { + required: true, + message: t('confirmPasswordMessage'), + whitespace: true, + }, + { type: 'string', min: 8, message: t('newPasswordDescription') }, + ({ getFieldValue }) => ({ + validator(_, value) { + if (!value || getFieldValue('new_password') === value) { + return Promise.resolve(); + } + return Promise.reject( + new Error(t('confirmPasswordNonMatchMessage')), + ); + }, + }), + ]} + > + + + + + prevValues.additional !== curValues.additional + } + > + + + + + + +
    + ); +}; + +export default UserSettingPassword; diff --git a/web/src/pages/user-setting/setting-profile/index.less b/web/src/pages/user-setting/setting-profile/index.less new file mode 100644 index 0000000000000000000000000000000000000000..1950f8c2bc2723ebeaac0803da68220184c0d2bb --- /dev/null +++ b/web/src/pages/user-setting/setting-profile/index.less @@ -0,0 +1,7 @@ +.profileWrapper { + width: 100%; + .emailDescription { + padding: 10px 0; + margin: 0; + } +} diff --git a/web/src/pages/user-setting/setting-profile/index.tsx b/web/src/pages/user-setting/setting-profile/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..adf36205859e41f4d5ec18d81b63f9db9624ef4d --- /dev/null +++ b/web/src/pages/user-setting/setting-profile/index.tsx @@ -0,0 +1,210 @@ +import { useFetchUserInfo, useSaveSetting } from '@/hooks/user-setting-hooks'; +import { + getBase64FromUploadFileList, + getUploadFileListFromBase64, + normFile, +} from '@/utils/file-util'; +import { PlusOutlined } from '@ant-design/icons'; +import { + Button, + Divider, + Form, + Input, + Select, + Space, + Spin, + Upload, + UploadFile, +} from 'antd'; +import camelCase from 'lodash/camelCase'; +import { useEffect } from 'react'; +import SettingTitle from '../components/setting-title'; +import { TimezoneList } from '../constants'; +import { useValidateSubmittable } from '../hooks'; + +import { LanguageList } from '@/constants/common'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useChangeLanguage } from '@/hooks/logic-hooks'; +import parentStyles from '../index.less'; +import styles from './index.less'; + +const { Option } = Select; + +type FieldType = { + nickname?: string; + language?: string; + email?: string; + color_schema?: string; + timezone?: string; + avatar?: string; +}; + +const tailLayout = { + wrapperCol: { offset: 20, span: 4 }, +}; + +const UserSettingProfile = () => { + const { data: userInfo, loading } = useFetchUserInfo(); + const { saveSetting, loading: submitLoading } = useSaveSetting(); + const { form, submittable } = useValidateSubmittable(); + const { t } = useTranslate('setting'); + const changeLanguage = useChangeLanguage(); + + const onFinish = async (values: any) => { + const avatar = await getBase64FromUploadFileList(values.avatar); + saveSetting({ ...values, avatar }); + }; + + const onFinishFailed = (errorInfo: any) => { + console.log('Failed:', errorInfo); + }; + + useEffect(() => { + const fileList: UploadFile[] = getUploadFileListFromBase64(userInfo.avatar); + form.setFieldsValue({ ...userInfo, avatar: fileList }); + }, [form, userInfo]); + + return ( +
    + + + +
    + + label={t('username')} + name="nickname" + rules={[ + { + required: true, + message: t('usernameMessage'), + whitespace: true, + }, + ]} + > + + + + + label={ +
    + {t('photo')} +
    {t('photoDescription')}
    +
    + } + name="avatar" + valuePropName="fileList" + getValueFromEvent={normFile} + > + { + return false; + }} + showUploadList={{ showPreviewIcon: false, showRemoveIcon: false }} + > + + + + + + label={t('colorSchema')} + name="color_schema" + rules={[{ required: true, message: t('colorSchemaMessage') }]} + > + + + + + label={t('language', { keyPrefix: 'common' })} + name="language" + rules={[ + { + required: true, + message: t('languageMessage', { keyPrefix: 'common' }), + }, + ]} + > + + + + + label={t('timezone')} + name="timezone" + rules={[{ required: true, message: t('timezoneMessage') }]} + > + + + + + name="email" noStyle> + + +

    + {t('emailDescription')} +

    + + + prevValues.additional !== curValues.additional + } + > + + + + + + +     +
    + ); +}; + +export default UserSettingProfile; diff --git a/web/src/pages/user-setting/setting-system/index.less b/web/src/pages/user-setting/setting-system/index.less new file mode 100644 index 0000000000000000000000000000000000000000..365a8ed54bab37a96a4a0313fbd0cd58e5db9e50 --- /dev/null +++ b/web/src/pages/user-setting/setting-system/index.less @@ -0,0 +1,20 @@ +.systemInfo { + width: 100%; + .title { + font-size: 20px; + font-weight: 600; + } + .text { + height: 26px; + line-height: 26px; + } + .badge { + :global(.ant-badge-status-dot) { + width: 10px; + height: 10px; + } + } + .error { + color: red; + } +} diff --git a/web/src/pages/user-setting/setting-system/index.tsx b/web/src/pages/user-setting/setting-system/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..987d02557e1bb6cfcf6d77588ddd1ade47fbe88d --- /dev/null +++ b/web/src/pages/user-setting/setting-system/index.tsx @@ -0,0 +1,94 @@ +import SvgIcon from '@/components/svg-icon'; +import { useFetchSystemStatus } from '@/hooks/user-setting-hooks'; +import { ISystemStatus, Minio } from '@/interfaces/database/userSetting'; +import { Badge, Card, Flex, Spin, Typography } from 'antd'; +import classNames from 'classnames'; +import lowerCase from 'lodash/lowerCase'; +import upperFirst from 'lodash/upperFirst'; +import { useEffect } from 'react'; + +import { toFixed } from '@/utils/common-util'; +import styles from './index.less'; + +const { Text } = Typography; + +enum Status { + 'green' = 'success', + 'red' = 'error', + 'yellow' = 'warning', +} + +const TitleMap = { + es: 'Elasticsearch', + minio: 'MinIO Object Storage', + redis: 'Redis', + mysql: 'Mysql', +}; + +const SystemInfo = () => { + const { + systemStatus, + fetchSystemStatus, + loading: statusLoading, + } = useFetchSystemStatus(); + + useEffect(() => { + fetchSystemStatus(); + }, [fetchSystemStatus]); + + return ( +
    + + + {Object.keys(systemStatus).map((key) => { + const info = systemStatus[key as keyof ISystemStatus]; + + return ( + + + + {TitleMap[key as keyof typeof TitleMap]} + + + + } + key={key} + > + {Object.keys(info) + .filter((x) => x !== 'status') + .map((x) => { + return ( + + {upperFirst(lowerCase(x))}: + + {toFixed(info[x as keyof Minio]) as any} + {x === 'elapsed' && ' ms'} + + + ); + })} + + ); + })} + + +
    + ); +}; + +export default SystemInfo; diff --git a/web/src/pages/user-setting/setting-team/index.less b/web/src/pages/user-setting/setting-team/index.less new file mode 100644 index 0000000000000000000000000000000000000000..bca9dc2e4b2365704011cdcb947bbdfe7877aa5a --- /dev/null +++ b/web/src/pages/user-setting/setting-team/index.less @@ -0,0 +1,6 @@ +.teamWrapper { + width: 100%; + .teamCard { + // width: 100%; + } +} diff --git a/web/src/pages/user-setting/setting-team/index.tsx b/web/src/pages/user-setting/setting-team/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..098f4bf650953234ee59ce74b33ee1da14dfa94b --- /dev/null +++ b/web/src/pages/user-setting/setting-team/index.tsx @@ -0,0 +1,27 @@ +import { Button, Card, Flex } from 'antd'; + +import { useTranslate } from '@/hooks/common-hooks'; +import { useFetchUserInfo } from '@/hooks/user-setting-hooks'; +import styles from './index.less'; + +const UserSettingTeam = () => { + const { data: userInfo } = useFetchUserInfo(); + const { t } = useTranslate('setting'); + + return ( +
    + + + + {userInfo.nickname} {t('workspace')} + + + + +
    + ); +}; + +export default UserSettingTeam; diff --git a/web/src/pages/user-setting/sidebar/index.less b/web/src/pages/user-setting/sidebar/index.less new file mode 100644 index 0000000000000000000000000000000000000000..42f3204d097d79cc05ff0abd07749e5a5aa29be5 --- /dev/null +++ b/web/src/pages/user-setting/sidebar/index.less @@ -0,0 +1,6 @@ +.sideBarWrapper { + padding-top: 32px; + .version { + color: rgb(17, 206, 17); + } +} diff --git a/web/src/pages/user-setting/sidebar/index.tsx b/web/src/pages/user-setting/sidebar/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1e8e62b2fa51cceba7a3f2eeca74d63f8debed8f --- /dev/null +++ b/web/src/pages/user-setting/sidebar/index.tsx @@ -0,0 +1,84 @@ +import { Domain } from '@/constants/common'; +import { useTranslate } from '@/hooks/common-hooks'; +import { useLogout } from '@/hooks/login-hooks'; +import { useSecondPathName } from '@/hooks/route-hook'; +import { useFetchSystemVersion } from '@/hooks/user-setting-hooks'; +import type { MenuProps } from 'antd'; +import { Flex, Menu } from 'antd'; +import React, { useEffect, useMemo } from 'react'; +import { useNavigate } from 'umi'; +import { + UserSettingBaseKey, + UserSettingIconMap, + UserSettingRouteKey, +} from '../constants'; +import styles from './index.less'; + +type MenuItem = Required['items'][number]; + +const SideBar = () => { + const navigate = useNavigate(); + const pathName = useSecondPathName(); + const { logout } = useLogout(); + const { t } = useTranslate('setting'); + const { version, fetchSystemVersion } = useFetchSystemVersion(); + + useEffect(() => { + if (location.host !== Domain) { + fetchSystemVersion(); + } + }, [fetchSystemVersion]); + + function getItem( + label: string, + key: React.Key, + icon?: React.ReactNode, + children?: MenuItem[], + type?: 'group', + ): MenuItem { + return { + key, + icon, + children, + label: ( + + {t(label)} + + {label === 'system' && version} + + + ), + type, + } as MenuItem; + } + + const items: MenuItem[] = Object.values(UserSettingRouteKey).map((value) => + getItem(value, value, UserSettingIconMap[value]), + ); + + const handleMenuClick: MenuProps['onClick'] = ({ key }) => { + if (key === UserSettingRouteKey.Logout) { + logout(); + } else { + navigate(`/${UserSettingBaseKey}/${key}`); + } + }; + + const selectedKeys = useMemo(() => { + return [pathName]; + }, [pathName]); + + return ( +
    + +
    + ); +}; + +export default SideBar; diff --git a/web/src/pages/user-setting/utils.ts b/web/src/pages/user-setting/utils.ts new file mode 100644 index 0000000000000000000000000000000000000000..00094f8d72e4c58baeb8de2ccf45769bdf4d36c3 --- /dev/null +++ b/web/src/pages/user-setting/utils.ts @@ -0,0 +1,4 @@ +import { LocalLlmFactories } from './constants'; + +export const isLocalLlmFactory = (llmFactory: string) => + LocalLlmFactories.some((x) => x === llmFactory); diff --git a/web/src/routes.ts b/web/src/routes.ts new file mode 100644 index 0000000000000000000000000000000000000000..bcb2ce04bfafebd3b610089c0a544c0e085f3af6 --- /dev/null +++ b/web/src/routes.ts @@ -0,0 +1,113 @@ +const routes = [ + { + path: '/login', + component: '@/pages/login', + layout: false, + }, + { + path: '/chat/share', + component: '@/pages/chat/share', + layout: false, + }, + { + path: '/', + component: '@/layouts', + layout: false, + wrappers: ['@/wrappers/auth'], + routes: [ + { path: '/', redirect: '/knowledge' }, + { + path: '/knowledge', + component: '@/pages/knowledge', + }, + { + path: '/knowledge', + component: '@/pages/add-knowledge', + routes: [ + { + path: '/knowledge/dataset', + component: '@/pages/add-knowledge/components/knowledge-dataset', + routes: [ + { + path: '/knowledge/dataset', + component: '@/pages/add-knowledge/components/knowledge-file', + }, + { + path: '/knowledge/dataset/chunk', + component: '@/pages/add-knowledge/components/knowledge-chunk', + }, + ], + }, + { + path: '/knowledge/configuration', + component: '@/pages/add-knowledge/components/knowledge-setting', + }, + { + path: '/knowledge/testing', + component: '@/pages/add-knowledge/components/knowledge-testing', + }, + ], + }, + { + path: '/chat', + component: '@/pages/chat', + }, + { + path: '/user-setting', + component: '@/pages/user-setting', + routes: [ + { path: '/user-setting', redirect: '/user-setting/profile' }, + { + path: '/user-setting/profile', + component: '@/pages/user-setting/setting-profile', + }, + { + path: '/user-setting/password', + component: '@/pages/user-setting/setting-password', + }, + { + path: '/user-setting/model', + component: '@/pages/user-setting/setting-model', + }, + { + path: '/user-setting/team', + component: '@/pages/user-setting/setting-team', + }, + { + path: '/user-setting/system', + component: '@/pages/user-setting/setting-system', + }, + ], + }, + { + path: '/file', + component: '@/pages/file-manager', + }, + { + path: '/flow', + component: '@/pages/flow/list', + }, + { + path: '/flow/:id', + component: '@/pages/flow', + }, + ], + }, + { + path: 'document/:id', + component: '@/pages/document-viewer', + layout: false, + }, + { + path: 'force', + component: '@/pages/force-graph', + layout: false, + }, + { + path: '/*', + component: '@/pages/404', + layout: false, + }, +]; + +export default routes; diff --git a/web/src/services/chat-service.ts b/web/src/services/chat-service.ts new file mode 100644 index 0000000000000000000000000000000000000000..6d447242fd1189f5e22861cb5c6af8ed149af10a --- /dev/null +++ b/web/src/services/chat-service.ts @@ -0,0 +1,93 @@ +import api from '@/utils/api'; +import registerServer from '@/utils/register-server'; +import request from '@/utils/request'; + +const { + getDialog, + setDialog, + listDialog, + removeDialog, + getConversation, + setConversation, + completeConversation, + listConversation, + removeConversation, + createToken, + listToken, + removeToken, + getStats, + createExternalConversation, + getExternalConversation, + completeExternalConversation, +} = api; + +const methods = { + getDialog: { + url: getDialog, + method: 'get', + }, + setDialog: { + url: setDialog, + method: 'post', + }, + removeDialog: { + url: removeDialog, + method: 'post', + }, + listDialog: { + url: listDialog, + method: 'get', + }, + listConversation: { + url: listConversation, + method: 'get', + }, + getConversation: { + url: getConversation, + method: 'get', + }, + setConversation: { + url: setConversation, + method: 'post', + }, + completeConversation: { + url: completeConversation, + method: 'post', + }, + removeConversation: { + url: removeConversation, + method: 'post', + }, + createToken: { + url: createToken, + method: 'post', + }, + listToken: { + url: listToken, + method: 'get', + }, + removeToken: { + url: removeToken, + method: 'post', + }, + getStats: { + url: getStats, + method: 'get', + }, + createExternalConversation: { + url: createExternalConversation, + method: 'get', + }, + getExternalConversation: { + url: getExternalConversation, + method: 'get', + }, + completeExternalConversation: { + url: completeExternalConversation, + method: 'post', + }, +} as const; + +const chatService = registerServer(methods, request); + +export default chatService; diff --git a/web/src/services/file-manager-service.ts b/web/src/services/file-manager-service.ts new file mode 100644 index 0000000000000000000000000000000000000000..601b60ee15fdcdcae45bb7ca41552e1ff7fc7c05 --- /dev/null +++ b/web/src/services/file-manager-service.ts @@ -0,0 +1,106 @@ +import api from '@/utils/api'; +import registerServer from '@/utils/register-server'; +import request from '@/utils/request'; +import pureRequest from 'axios'; + +const { + listFile, + removeFile, + uploadFile, + renameFile, + getAllParentFolder, + createFolder, + connectFileToKnowledge, + get_document_file, + getFile, + moveFile, +} = api; + +const methods = { + listFile: { + url: listFile, + method: 'get', + }, + removeFile: { + url: removeFile, + method: 'post', + }, + uploadFile: { + url: uploadFile, + method: 'post', + }, + renameFile: { + url: renameFile, + method: 'post', + }, + getAllParentFolder: { + url: getAllParentFolder, + method: 'get', + }, + createFolder: { + url: createFolder, + method: 'post', + }, + connectFileToKnowledge: { + url: connectFileToKnowledge, + method: 'post', + }, + getDocumentFile: { + url: getFile, + method: 'get', + responseType: 'blob', + }, + moveFile: { + url: moveFile, + method: 'post', + }, +} as const; + +const fileManagerService = registerServer( + methods, + request, +); + +export default fileManagerService; + +export const getDocumentFile = (documentId: string) => { + return pureRequest(getFile + '/' + documentId, { + responseType: 'blob', + method: 'get', + // headers: { + // 'content-type': + // 'text/plain;charset=UTF-8, application/vnd.openxmlformats-officeddocument.spreadsheetml.sheet;charset=UTF-8', + // }, + + // parseResponse: false, + // getResponse: true, + }) + .then((res) => { + const x = res?.headers?.get('content-disposition'); + const y = res?.headers?.get('Content-Type'); + console.info(res); + console.info(x); + console.info('Content-Type', y); + return res; + }) + .then((res) => { + // const objectURL = URL.createObjectURL(res); + + // let btn = document.createElement('a'); + + // btn.download = '文件名.pdf'; + + // btn.href = objectURL; + + // btn.click(); + + // URL.revokeObjectURL(objectURL); + + // btn = null; + + return res; + }) + .catch((err) => { + console.info(err); + }); +}; diff --git a/web/src/services/flow-service.ts b/web/src/services/flow-service.ts new file mode 100644 index 0000000000000000000000000000000000000000..6bb8272e48ddbe94e56aa3b2c5aed7ace3299abc --- /dev/null +++ b/web/src/services/flow-service.ts @@ -0,0 +1,48 @@ +import api from '@/utils/api'; +import registerServer from '@/utils/register-server'; +import request from '@/utils/request'; + +const { + getCanvas, + setCanvas, + listCanvas, + resetCanvas, + removeCanvas, + runCanvas, + listTemplates, +} = api; + +const methods = { + getCanvas: { + url: getCanvas, + method: 'get', + }, + setCanvas: { + url: setCanvas, + method: 'post', + }, + listCanvas: { + url: listCanvas, + method: 'get', + }, + resetCanvas: { + url: resetCanvas, + method: 'post', + }, + removeCanvas: { + url: removeCanvas, + method: 'post', + }, + runCanvas: { + url: runCanvas, + method: 'post', + }, + listTemplates: { + url: listTemplates, + method: 'get', + }, +} as const; + +const chatService = registerServer(methods, request); + +export default chatService; diff --git a/web/src/services/knowledge-service.ts b/web/src/services/knowledge-service.ts new file mode 100644 index 0000000000000000000000000000000000000000..c9b199d0c278436416a817a3ae16b9af454b0ea6 --- /dev/null +++ b/web/src/services/knowledge-service.ts @@ -0,0 +1,168 @@ +import api from '@/utils/api'; +import registerServer from '@/utils/register-server'; +import request from '@/utils/request'; +import pureRequest from 'umi-request'; + +const { + create_kb, + update_kb, + rm_kb, + get_kb_detail, + kb_list, + get_document_list, + document_change_status, + document_rm, + document_create, + document_change_parser, + document_thumbnails, + chunk_list, + create_chunk, + set_chunk, + get_chunk, + switch_chunk, + rm_chunk, + retrieval_test, + document_rename, + document_run, + get_document_file, + document_upload, + web_crawl, + knowledge_graph, +} = api; + +const methods = { + // 知识库管理 + createKb: { + url: create_kb, + method: 'post', + }, + updateKb: { + url: update_kb, + method: 'post', + }, + rmKb: { + url: rm_kb, + method: 'post', + }, + get_kb_detail: { + url: get_kb_detail, + method: 'get', + }, + getList: { + url: kb_list, + method: 'get', + }, + // 文件管理 + get_document_list: { + url: get_document_list, + method: 'get', + }, + document_change_status: { + url: document_change_status, + method: 'post', + }, + document_rm: { + url: document_rm, + method: 'post', + }, + document_rename: { + url: document_rename, + method: 'post', + }, + document_create: { + url: document_create, + method: 'post', + }, + document_run: { + url: document_run, + method: 'post', + }, + document_change_parser: { + url: document_change_parser, + method: 'post', + }, + document_thumbnails: { + url: document_thumbnails, + method: 'get', + }, + document_upload: { + url: document_upload, + method: 'post', + }, + web_crawl: { + url: web_crawl, + method: 'post', + }, + // chunk管理 + chunk_list: { + url: chunk_list, + method: 'post', + }, + create_chunk: { + url: create_chunk, + method: 'post', + }, + set_chunk: { + url: set_chunk, + method: 'post', + }, + get_chunk: { + url: get_chunk, + method: 'get', + }, + switch_chunk: { + url: switch_chunk, + method: 'post', + }, + rm_chunk: { + url: rm_chunk, + method: 'post', + }, + retrieval_test: { + url: retrieval_test, + method: 'post', + }, + knowledge_graph: { + url: knowledge_graph, + method: 'get', + }, +}; + +const kbService = registerServer(methods, request); + +export const getDocumentFile = (documentId: string) => { + return pureRequest(get_document_file + '/' + documentId, { + responseType: 'blob', + method: 'get', + parseResponse: false, + // getResponse: true, + }) + .then((res) => { + const x = res.headers.get('content-disposition'); + console.info(res); + console.info(x); + return res.blob(); + }) + .then((res) => { + // const objectURL = URL.createObjectURL(res); + + // let btn = document.createElement('a'); + + // btn.download = '文件名.pdf'; + + // btn.href = objectURL; + + // btn.click(); + + // URL.revokeObjectURL(objectURL); + + // btn = null; + + return res; + }) + .catch((err) => { + console.info(err); + }); +}; + +export default kbService; diff --git a/web/src/services/user-service.ts b/web/src/services/user-service.ts new file mode 100644 index 0000000000000000000000000000000000000000..322c6b2fec6aede26bee088990589fbc22e19ae3 --- /dev/null +++ b/web/src/services/user-service.ts @@ -0,0 +1,88 @@ +import api from '@/utils/api'; +import registerServer from '@/utils/register-server'; +import request from '@/utils/request'; + +const { + login, + logout, + register, + setting, + user_info, + tenant_info, + factories_list, + llm_list, + my_llm, + set_api_key, + set_tenant_info, + add_llm, + delete_llm, + getSystemStatus, + getSystemVersion, +} = api; + +const methods = { + login: { + url: login, + method: 'post', + }, + logout: { + url: logout, + method: 'get', + }, + register: { + url: register, + method: 'post', + }, + setting: { + url: setting, + method: 'post', + }, + user_info: { + url: user_info, + method: 'get', + }, + get_tenant_info: { + url: tenant_info, + method: 'get', + }, + set_tenant_info: { + url: set_tenant_info, + method: 'post', + }, + factories_list: { + url: factories_list, + method: 'get', + }, + llm_list: { + url: llm_list, + method: 'get', + }, + my_llm: { + url: my_llm, + method: 'get', + }, + set_api_key: { + url: set_api_key, + method: 'post', + }, + add_llm: { + url: add_llm, + method: 'post', + }, + delete_llm: { + url: delete_llm, + method: 'post', + }, + getSystemStatus: { + url: getSystemStatus, + method: 'get', + }, + getSystemVersion: { + url: getSystemVersion, + method: 'get', + }, +} as const; + +const userService = registerServer(methods, request); + +export default userService; diff --git a/web/src/theme/theme.ts b/web/src/theme/theme.ts new file mode 100644 index 0000000000000000000000000000000000000000..8bbdf13fb2c3ed77146129d152ddb412bb7269f2 --- /dev/null +++ b/web/src/theme/theme.ts @@ -0,0 +1,11 @@ +module.exports = { + 'primary-color': '#338AFF', // '#338AFF', + 'border-radius-base': '4px', + // 'menu-dark-color': '', + // 'menu-dark-danger-color': '', + 'menu-dark-bg': '#092140', + 'menu-dark-item-active-bg': '#092140' + + // 'menu-dark-arrow-color': '', + // 'menu-dark-inline-submenu-bg': '', +}; diff --git a/web/src/theme/vars.less b/web/src/theme/vars.less new file mode 100644 index 0000000000000000000000000000000000000000..3c0cd7096e3da34f73e18afefc88c8f9cc88bc99 --- /dev/null +++ b/web/src/theme/vars.less @@ -0,0 +1,9 @@ +@header-height: 64px; +@menu-width: 200px; +@menu-small-width: 83px; +@layout-bg: #f2f3f6; +@logo-font-size: 22px; +@border-color: #d9d9d9; +@dashboard-desc-color: #9d9fa2; +@primary-color: #338aff; +@primary-color-light: rgba(21, 65, 255, 0.5); diff --git a/web/src/utils/api.ts b/web/src/utils/api.ts new file mode 100644 index 0000000000000000000000000000000000000000..1051e704da89302d72a88fe18defe7ef6d01e303 --- /dev/null +++ b/web/src/utils/api.ts @@ -0,0 +1,96 @@ +let api_host = `/v1`; + +export { api_host }; + +export default { + // user + login: `${api_host}/user/login`, + logout: `${api_host}/user/logout`, + register: `${api_host}/user/register`, + setting: `${api_host}/user/setting`, + user_info: `${api_host}/user/info`, + tenant_info: `${api_host}/user/tenant_info`, + set_tenant_info: `${api_host}/user/set_tenant_info`, + + // llm model + factories_list: `${api_host}/llm/factories`, + llm_list: `${api_host}/llm/list`, + my_llm: `${api_host}/llm/my_llms`, + set_api_key: `${api_host}/llm/set_api_key`, + add_llm: `${api_host}/llm/add_llm`, + delete_llm: `${api_host}/llm/delete_llm`, + + // knowledge base + kb_list: `${api_host}/kb/list`, + create_kb: `${api_host}/kb/create`, + update_kb: `${api_host}/kb/update`, + rm_kb: `${api_host}/kb/rm`, + get_kb_detail: `${api_host}/kb/detail`, + + // chunk + chunk_list: `${api_host}/chunk/list`, + create_chunk: `${api_host}/chunk/create`, + set_chunk: `${api_host}/chunk/set`, + get_chunk: `${api_host}/chunk/get`, + switch_chunk: `${api_host}/chunk/switch`, + rm_chunk: `${api_host}/chunk/rm`, + retrieval_test: `${api_host}/chunk/retrieval_test`, + knowledge_graph: `${api_host}/chunk/knowledge_graph`, + + // document + upload: `${api_host}/document/upload`, + get_document_list: `${api_host}/document/list`, + document_change_status: `${api_host}/document/change_status`, + document_rm: `${api_host}/document/rm`, + document_rename: `${api_host}/document/rename`, + document_create: `${api_host}/document/create`, + document_run: `${api_host}/document/run`, + document_change_parser: `${api_host}/document/change_parser`, + document_thumbnails: `${api_host}/document/thumbnails`, + get_document_file: `${api_host}/document/get`, + document_upload: `${api_host}/document/upload`, + web_crawl: `${api_host}/document/web_crawl`, + + // chat + setDialog: `${api_host}/dialog/set`, + getDialog: `${api_host}/dialog/get`, + removeDialog: `${api_host}/dialog/rm`, + listDialog: `${api_host}/dialog/list`, + setConversation: `${api_host}/conversation/set`, + getConversation: `${api_host}/conversation/get`, + listConversation: `${api_host}/conversation/list`, + removeConversation: `${api_host}/conversation/rm`, + completeConversation: `${api_host}/conversation/completion`, + // chat for external + createToken: `${api_host}/api/new_token`, + listToken: `${api_host}/api/token_list`, + removeToken: `${api_host}/api/rm`, + getStats: `${api_host}/api/stats`, + createExternalConversation: `${api_host}/api/new_conversation`, + getExternalConversation: `${api_host}/api/conversation`, + completeExternalConversation: `${api_host}/api/completion`, + + // file manager + listFile: `${api_host}/file/list`, + uploadFile: `${api_host}/file/upload`, + removeFile: `${api_host}/file/rm`, + renameFile: `${api_host}/file/rename`, + getAllParentFolder: `${api_host}/file/all_parent_folder`, + createFolder: `${api_host}/file/create`, + connectFileToKnowledge: `${api_host}/file2document/convert`, + getFile: `${api_host}/file/get`, + moveFile: `${api_host}/file/mv`, + + // system + getSystemVersion: `${api_host}/system/version`, + getSystemStatus: `${api_host}/system/status`, + + // flow + listTemplates: `${api_host}/canvas/templates`, + listCanvas: `${api_host}/canvas/list`, + getCanvas: `${api_host}/canvas/get`, + removeCanvas: `${api_host}/canvas/rm`, + setCanvas: `${api_host}/canvas/set`, + resetCanvas: `${api_host}/canvas/reset`, + runCanvas: `${api_host}/canvas/completion`, +}; diff --git a/web/src/utils/authorization-util.ts b/web/src/utils/authorization-util.ts new file mode 100644 index 0000000000000000000000000000000000000000..60a4ad77c812d44213a74c5f18a92fe4e77740c4 --- /dev/null +++ b/web/src/utils/authorization-util.ts @@ -0,0 +1,58 @@ +import { Authorization, Token, UserInfo } from '@/constants/authorization'; +import { getSearchValue } from './common-util'; +const KeySet = [Authorization, Token, UserInfo]; + +const storage = { + getAuthorization: () => { + return localStorage.getItem(Authorization); + }, + getToken: () => { + return localStorage.getItem(Token); + }, + getUserInfo: () => { + return localStorage.getItem(UserInfo); + }, + getUserInfoObject: () => { + return JSON.parse(localStorage.getItem('userInfo') || ''); + }, + setAuthorization: (value: string) => { + localStorage.setItem(Authorization, value); + }, + setToken: (value: string) => { + localStorage.setItem(Token, value); + }, + setUserInfo: (value: string | Record) => { + let valueStr = typeof value !== 'string' ? JSON.stringify(value) : value; + localStorage.setItem(UserInfo, valueStr); + }, + setItems: (pairs: Record) => { + Object.entries(pairs).forEach(([key, value]) => { + localStorage.setItem(key, value); + }); + }, + removeAuthorization: () => { + localStorage.removeItem(Authorization); + }, + removeAll: () => { + KeySet.forEach((x) => { + localStorage.removeItem(x); + }); + }, + setLanguage: (lng: string) => { + localStorage.setItem('lng', lng); + }, + getLanguage: (): string => { + return localStorage.getItem('lng') as string; + }, +}; + +export const getAuthorization = () => { + const sharedId = getSearchValue('shared_id'); + const authorization = sharedId + ? 'Bearer ' + sharedId + : storage.getAuthorization() || ''; + + return authorization; +}; + +export default storage; diff --git a/web/src/utils/common-util.ts b/web/src/utils/common-util.ts new file mode 100644 index 0000000000000000000000000000000000000000..f3d0aef634872cabc0b6291add19d51f8be0d28c --- /dev/null +++ b/web/src/utils/common-util.ts @@ -0,0 +1,74 @@ +import { IFactory } from '@/interfaces/database/llm'; +import isObject from 'lodash/isObject'; +import snakeCase from 'lodash/snakeCase'; + +export const isFormData = (data: unknown): data is FormData => { + return data instanceof FormData; +}; + +const excludedFields = ['img2txt_id']; + +const isExcludedField = (key: string) => { + return excludedFields.includes(key); +}; + +export const convertTheKeysOfTheObjectToSnake = (data: unknown) => { + if (isObject(data) && !isFormData(data)) { + return Object.keys(data).reduce>((pre, cur) => { + const value = (data as Record)[cur]; + pre[isFormData(value) || isExcludedField(cur) ? cur : snakeCase(cur)] = + value; + return pre; + }, {}); + } + return data; +}; + +export const getSearchValue = (key: string) => { + const params = new URL(document.location as any).searchParams; + return params.get(key); +}; + +// Formatize numbers, add thousands of separators +export const formatNumberWithThousandsSeparator = (numberStr: string) => { + const formattedNumber = numberStr.replace(/\B(?=(\d{3})+(?!\d))/g, ','); + return formattedNumber; +}; + +const orderFactoryList = [ + 'OpenAI', + 'Moonshot', + 'ZHIPU-AI', + 'Ollama', + 'Xinference', +]; + +export const sortLLmFactoryListBySpecifiedOrder = (list: IFactory[]) => { + const finalList: IFactory[] = []; + orderFactoryList.forEach((orderItem) => { + const index = list.findIndex((item) => item.name === orderItem); + if (index !== -1) { + finalList.push(list[index]); + } + }); + + list.forEach((item) => { + if (finalList.every((x) => x.name !== item.name)) { + finalList.push(item); + } + }); + + return finalList; +}; + +export const filterOptionsByInput = ( + input: string, + option: { label: string; value: string } | undefined, +) => (option?.label ?? '').toLowerCase().includes(input.toLowerCase()); + +export const toFixed = (value: unknown, fixed = 2) => { + if (typeof value === 'number') { + return value.toFixed(fixed); + } + return value; +}; diff --git a/web/src/utils/date.ts b/web/src/utils/date.ts new file mode 100644 index 0000000000000000000000000000000000000000..93472d25bee79c080f38be6725f6e09a53a9f943 --- /dev/null +++ b/web/src/utils/date.ts @@ -0,0 +1,20 @@ +import dayjs from 'dayjs'; + +export function today() { + return formatDate(dayjs()); +} + +export function lastDay() { + return formatDate(dayjs().subtract(1, 'days')); +} + +export function lastWeek() { + return formatDate(dayjs().subtract(1, 'weeks')); +} + +export function formatDate(date: any) { + if (!date) { + return ''; + } + return dayjs(date).format('DD/MM/YYYY HH:mm:ss'); +} diff --git a/web/src/utils/document-util.ts b/web/src/utils/document-util.ts new file mode 100644 index 0000000000000000000000000000000000000000..eeb581ed6f081583c37688f0c418fba8f7a091cb --- /dev/null +++ b/web/src/utils/document-util.ts @@ -0,0 +1,53 @@ +import { SupportedPreviewDocumentTypes } from '@/constants/common'; +import { IChunk } from '@/interfaces/database/knowledge'; +import { UploadFile } from 'antd'; +import { v4 as uuid } from 'uuid'; + +export const buildChunkHighlights = ( + selectedChunk: IChunk, + size: { width: number; height: number }, +) => { + return Array.isArray(selectedChunk?.positions) && + selectedChunk.positions.every((x) => Array.isArray(x)) + ? selectedChunk?.positions?.map((x) => { + const boundingRect = { + width: size.width, + height: size.height, + x1: x[1], + x2: x[2], + y1: x[3], + y2: x[4], + }; + return { + id: uuid(), + comment: { + text: '', + emoji: '', + }, + content: { text: selectedChunk.content_with_weight }, + position: { + boundingRect: boundingRect, + rects: [boundingRect], + pageNumber: x[0], + }, + }; + }) + : []; +}; + +export const isFileUploadDone = (file: UploadFile) => file.status === 'done'; + +export const getExtension = (name: string) => + name?.slice(name.lastIndexOf('.') + 1).toLowerCase() ?? ''; + +export const isPdf = (name: string) => { + return getExtension(name) === 'pdf'; +}; + +export const getUnSupportedFilesCount = (message: string) => { + return message.split('\n').length; +}; + +export const isSupportedPreviewDocumentType = (fileExtension: string) => { + return SupportedPreviewDocumentTypes.includes(fileExtension); +}; diff --git a/web/src/utils/dom-util.ts b/web/src/utils/dom-util.ts new file mode 100644 index 0000000000000000000000000000000000000000..8710ec70760565966c09aaad4e03362bca9c8613 --- /dev/null +++ b/web/src/utils/dom-util.ts @@ -0,0 +1,3 @@ +export const scrollToBottom = (element: HTMLElement) => { + element.scrollTo(0, element.scrollHeight); +}; diff --git a/web/src/utils/file-util.ts b/web/src/utils/file-util.ts new file mode 100644 index 0000000000000000000000000000000000000000..3ec01f3ff69140200c70e5633fda675a889c395c --- /dev/null +++ b/web/src/utils/file-util.ts @@ -0,0 +1,87 @@ +import { UploadFile } from 'antd'; + +export const transformFile2Base64 = (val: any): Promise => { + return new Promise((resolve, reject) => { + const reader = new FileReader(); + reader.readAsDataURL(val); + reader.onload = (): void => { + resolve(reader.result); + }; + reader.onerror = reject; + }); +}; + +export const transformBase64ToFile = ( + dataUrl: string, + filename: string = 'file', +) => { + let arr = dataUrl.split(','), + bstr = atob(arr[1]), + n = bstr.length, + u8arr = new Uint8Array(n); + + const mime = arr[0].match(/:(.*?);/); + const mimeType = mime ? mime[1] : 'image/png'; + + while (n--) { + u8arr[n] = bstr.charCodeAt(n); + } + return new File([u8arr], filename, { type: mimeType }); +}; + +export const normFile = (e: any) => { + if (Array.isArray(e)) { + return e; + } + return e?.fileList; +}; + +export const getUploadFileListFromBase64 = (avatar: string) => { + let fileList: UploadFile[] = []; + + if (avatar) { + fileList = [{ uid: '1', name: 'file', thumbUrl: avatar, status: 'done' }]; + } + + return fileList; +}; + +export const getBase64FromUploadFileList = async (fileList?: UploadFile[]) => { + if (Array.isArray(fileList) && fileList.length > 0) { + const file = fileList[0]; + const originFileObj = file.originFileObj; + if (originFileObj) { + const base64 = await transformFile2Base64(originFileObj); + return base64; + } else { + return file.thumbUrl; + } + // return fileList[0].thumbUrl; TODO: Even JPG files will be converted to base64 parameters in png format + } + + return ''; +}; + +export const downloadFile = ({ + url, + filename, + target, +}: { + url: string; + filename?: string; + target?: string; +}) => { + const downloadElement = document.createElement('a'); + downloadElement.style.display = 'none'; + downloadElement.href = url; + if (target) { + downloadElement.target = '_blank'; + } + downloadElement.rel = 'noopener noreferrer'; + if (filename) { + downloadElement.download = filename; + } + document.body.appendChild(downloadElement); + downloadElement.click(); + document.body.removeChild(downloadElement); +}; diff --git a/web/src/utils/form.ts b/web/src/utils/form.ts new file mode 100644 index 0000000000000000000000000000000000000000..7b33fd1f00a8c40c8b8fa37958ab4a530c4abfa5 --- /dev/null +++ b/web/src/utils/form.ts @@ -0,0 +1,28 @@ +import { variableEnabledFieldMap } from '@/constants/chat'; +import omit from 'lodash/omit'; + +// chat model setting and generate operator +export const excludeUnEnabledVariables = ( + values: any = {}, + prefix = 'llm_setting.', +) => { + const unEnabledFields: Array = + Object.keys(variableEnabledFieldMap).filter((key) => !values[key]) as Array< + keyof typeof variableEnabledFieldMap + >; + + return unEnabledFields.map( + (key) => `${prefix}${variableEnabledFieldMap[key]}`, + ); +}; + +// chat model setting and generate operator +export const removeUselessFieldsFromValues = (values: any, prefix?: string) => { + const nextValues: any = omit(values, [ + ...Object.keys(variableEnabledFieldMap), + 'parameter', + ...excludeUnEnabledVariables(values, prefix), + ]); + + return nextValues; +}; diff --git a/web/src/utils/index.ts b/web/src/utils/index.ts new file mode 100644 index 0000000000000000000000000000000000000000..d0cdcef726387586977d1d4da5fe105e89a8a0f9 --- /dev/null +++ b/web/src/utils/index.ts @@ -0,0 +1,30 @@ +/** + * @param {String} url + * @param {Boolean} isNoCaseSensitive 是否区分大小写 + * @return {Object} + */ +// import numeral from 'numeral'; + +import { Base64 } from 'js-base64'; +import JSEncrypt from 'jsencrypt'; + +export const getWidth = () => { + return { width: window.innerWidth }; +}; +export const rsaPsw = (password: string) => { + const pub = + '-----BEGIN PUBLIC KEY-----MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEArq9XTUSeYr2+N1h3Afl/z8Dse/2yD0ZGrKwx+EEEcdsBLca9Ynmx3nIB5obmLlSfmskLpBo0UACBmB5rEjBp2Q2f3AG3Hjd4B+gNCG6BDaawuDlgANIhGnaTLrIqWrrcm4EMzJOnAOI1fgzJRsOOUEfaS318Eq9OVO3apEyCCt0lOQK6PuksduOjVxtltDav+guVAA068NrPYmRNabVKRNLJpL8w4D44sfth5RvZ3q9t+6RTArpEtc5sh5ChzvqPOzKGMXW83C95TxmXqpbK6olN4RevSfVjEAgCydH6HN6OhtOQEcnrU97r9H0iZOWwbw3pVrZiUkuRD1R56Wzs2wIDAQAB-----END PUBLIC KEY-----'; + const encryptor = new JSEncrypt(); + + encryptor.setPublicKey(pub); + + return encryptor.encrypt(Base64.encode(password)); +}; + +export default { + getWidth, + rsaPsw, +}; + +export const getFileExtension = (filename: string) => + filename.slice(filename.lastIndexOf('.') + 1).toLowerCase(); diff --git a/web/src/utils/register-server.ts b/web/src/utils/register-server.ts new file mode 100644 index 0000000000000000000000000000000000000000..c2161411ac5275fd182fe621f95487838ab44b74 --- /dev/null +++ b/web/src/utils/register-server.ts @@ -0,0 +1,39 @@ +import omit from 'lodash/omit'; +import { RequestMethod } from 'umi-request'; + +type Service = Record< + T, + (params?: any, urlAppendix?: string) => any +>; + +const registerServer = ( + opt: Record, + request: RequestMethod, +) => { + const server: Service = {} as Service; + for (let key in opt) { + server[key] = (params?: any, urlAppendix?: string) => { + let url = opt[key].url; + const requestOptions = opt[key]; + if (urlAppendix) { + url = url + '/' + urlAppendix; + } + if (opt[key].method === 'post' || opt[key].method === 'POST') { + return request(url, { + method: opt[key].method, + data: params, + }); + } + + if (opt[key].method === 'get' || opt[key].method === 'GET') { + return request.get(url, { + ...omit(requestOptions, ['method', 'url']), + params, + }); + } + }; + } + return server; +}; + +export default registerServer; diff --git a/web/src/utils/request.ts b/web/src/utils/request.ts new file mode 100644 index 0000000000000000000000000000000000000000..6863c5ee3e5ee3df2705b064a1b3571a0222653a --- /dev/null +++ b/web/src/utils/request.ts @@ -0,0 +1,132 @@ +import { Authorization } from '@/constants/authorization'; +import { ResponseType } from '@/interfaces/database/base'; +import i18n from '@/locales/config'; +import authorizationUtil, { + getAuthorization, +} from '@/utils/authorization-util'; +import { message, notification } from 'antd'; +import { history } from 'umi'; +import { RequestMethod, extend } from 'umi-request'; +import { convertTheKeysOfTheObjectToSnake } from './common-util'; + +const ABORT_REQUEST_ERR_MESSAGE = 'The user aborted a request.'; + +const RetcodeMessage = { + 200: i18n.t('message.200'), + 201: i18n.t('message.201'), + 202: i18n.t('message.202'), + 204: i18n.t('message.204'), + 400: i18n.t('message.400'), + 401: i18n.t('message.401'), + 403: i18n.t('message.403'), + 404: i18n.t('message.404'), + 406: i18n.t('message.406'), + 410: i18n.t('message.410'), + 422: i18n.t('message.422'), + 500: i18n.t('message.500'), + 502: i18n.t('message.502'), + 503: i18n.t('message.503'), + 504: i18n.t('message.504'), +}; +type ResultCode = + | 200 + | 201 + | 202 + | 204 + | 400 + | 401 + | 403 + | 404 + | 406 + | 410 + | 422 + | 500 + | 502 + | 503 + | 504; + +const errorHandler = (error: { + response: Response; + message: string; +}): Response => { + const { response } = error; + if (error.message === ABORT_REQUEST_ERR_MESSAGE) { + console.log('user abort request'); + } else { + if (response && response.status) { + const errorText = + RetcodeMessage[response.status as ResultCode] || response.statusText; + const { status, url } = response; + notification.error({ + message: `${i18n.t('message.requestError')} ${status}: ${url}`, + description: errorText, + }); + } else if (!response) { + notification.error({ + description: i18n.t('message.networkAnomalyDescription'), + message: i18n.t('message.networkAnomaly'), + }); + } + } + return response; +}; + +const request: RequestMethod = extend({ + errorHandler, + timeout: 300000, + getResponse: true, +}); + +request.interceptors.request.use((url: string, options: any) => { + const data = convertTheKeysOfTheObjectToSnake(options.data); + const params = convertTheKeysOfTheObjectToSnake(options.params); + + return { + url, + options: { + ...options, + data, + params, + headers: { + ...(options.skipToken + ? undefined + : { [Authorization]: getAuthorization() }), + ...options.headers, + }, + interceptors: true, + }, + }; +}); + +request.interceptors.response.use(async (response: any, options) => { + if (options.responseType === 'blob') { + return response; + } + const data: ResponseType = await response.clone().json(); + + if (data.retcode === 401 || data.retcode === 401) { + notification.error({ + message: data.retmsg, + description: data.retmsg, + duration: 3, + }); + authorizationUtil.removeAll(); + history.push('/login'); // Will not jump to the login page + } else if (data.retcode !== 0) { + if (data.retcode === 100) { + message.error(data.retmsg); + } else { + notification.error({ + message: `${i18n.t('message.hint')} : ${data.retcode}`, + description: data.retmsg, + duration: 3, + }); + } + + return response; + } else { + return response; + } +}); + +export default request; diff --git a/web/src/utils/store-util.ts b/web/src/utils/store-util.ts new file mode 100644 index 0000000000000000000000000000000000000000..dfa25ab9c9f35163750baa1c67487849a4152558 --- /dev/null +++ b/web/src/utils/store-util.ts @@ -0,0 +1,14 @@ +export const getOneNamespaceEffectsLoading = ( + namespace: string, + effects: Record, + effectNames: Array, +) => { + return effectNames.some( + (effectName) => effects[`${namespace}/${effectName}`], + ); +}; + +export const delay = (ms: number) => + new Promise((resolve) => { + setTimeout(resolve, ms); + }); diff --git a/web/src/wrappers/auth.tsx b/web/src/wrappers/auth.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1136a3403e3fe54698085bed2d365b64abd1cf36 --- /dev/null +++ b/web/src/wrappers/auth.tsx @@ -0,0 +1,13 @@ +import { useAuth } from '@/hooks/auth-hooks'; +import { Navigate, Outlet } from 'umi'; + +export default () => { + const { isLogin } = useAuth(); + if (isLogin === true) { + return ; + } else if (isLogin === false) { + return ; + } + + return <>; +}; diff --git a/web/tsconfig.json b/web/tsconfig.json new file mode 100644 index 0000000000000000000000000000000000000000..332e4a9a70d58957b638ac1d133ee9894b34be93 --- /dev/null +++ b/web/tsconfig.json @@ -0,0 +1,6 @@ +{ + "extends": "./src/.umi/tsconfig.json", + "@@/*": [ + "src/.umi/*", + ], +} \ No newline at end of file diff --git a/web/typings.d.ts b/web/typings.d.ts new file mode 100644 index 0000000000000000000000000000000000000000..d4c44aaf70ab62aa08617b0f64fa56f9ae8c1231 --- /dev/null +++ b/web/typings.d.ts @@ -0,0 +1,22 @@ +import { KFModelState } from '@/pages/add-knowledge/components/knowledge-file/model'; +import { ChatModelState } from '@/pages/chat/model'; + +declare module 'lodash'; + +function useSelector( + selector: (state: TState) => TSelected, + equalityFn?: (left: TSelected, right: TSelected) => boolean, +): TSelected; + +export interface RootState { + chatModel: ChatModelState; + kFModel: KFModelState; +} + +declare global { + type Nullable = T | null; +} + +declare module 'umi' { + export { useSelector }; +}