RSS-AGGREGATOR / app.py
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import gradio as gr
import requests
import bs4
import lxml
import os
from huggingface_hub import InferenceClient,HfApi
import random
import json
import datetime
import xmltodict
"""
from prompts import (
COMPRESS_HISTORY_PROMPT,
COMPRESS_DATA_PROMPT,
COMPRESS_DATA_PROMPT_SMALL,
PREFIX,
TASK_PROMPT,
)
api=HfApi()
client = InferenceClient(
"mistralai/Mixtral-8x7B-Instruct-v0.1"
)
def parse_action(string: str):
print("PARSING:")
print(string)
assert string.startswith("action:")
idx = string.find("action_input=")
print(idx)
if idx == -1:
print ("idx == -1")
print (string[8:])
return string[8:], None
print ("last return:")
print (string[8 : idx - 1])
print (string[idx + 13 :].strip("'").strip('"'))
return string[8 : idx - 1], string[idx + 13 :].strip("'").strip('"')
MAX_HISTORY = 100
MAX_DATA = 20000
def format_prompt(message, history):
prompt = "<s>"
for user_prompt, bot_response in history:
prompt += f"[INST] {user_prompt} [/INST]"
prompt += f" {bot_response}</s> "
prompt += f"[INST] {message} [/INST]"
return prompt
def run_gpt(
prompt_template,
stop_tokens,
max_tokens,
seed,
purpose,
**prompt_kwargs,
):
timestamp=datetime.datetime.now()
print(seed)
generate_kwargs = dict(
temperature=0.9,
max_new_tokens=max_tokens,
top_p=0.95,
repetition_penalty=1.0,
do_sample=True,
seed=seed,
)
content = PREFIX.format(
timestamp=timestamp,
purpose=purpose,
) + prompt_template.format(**prompt_kwargs)
if VERBOSE:
print(LOG_PROMPT.format(content))
#formatted_prompt = format_prompt(f"{system_prompt}, {prompt}", history)
#formatted_prompt = format_prompt(f'{content}', **prompt_kwargs['history'])
stream = client.text_generation(content, **generate_kwargs, stream=True, details=True, return_full_text=False)
resp = ""
for response in stream:
resp += response.token.text
#yield resp
if VERBOSE:
print(LOG_RESPONSE.format(resp))
return resp
def compress_data(c,purpose, task, history, result):
seed=random.randint(1,1000000000)
print (c)
divr=int(c)/MAX_DATA
divi=int(divr)+1 if divr != int(divr) else int(divr)
chunk = int(int(c)/divr)
print(f'chunk:: {chunk}')
print(f'divr:: {divr}')
print (f'divi:: {divi}')
out = []
#out=""
s=0
e=chunk
print(f'e:: {e}')
new_history=""
task = f'Compile this data to fulfill the task: {task}, and complete the purpose: {purpose}\n'
for z in range(divi):
print(f's:e :: {s}:{e}')
hist = history[s:e]
resp = run_gpt(
COMPRESS_DATA_PROMPT,
stop_tokens=["observation:", "task:", "action:", "thought:"],
max_tokens=2048,
seed=seed,
purpose=purpose,
task=task,
knowledge=new_history,
history=hist,
)
new_history = resp
print (resp)
out+=resp
e=e+chunk
s=s+chunk
'''
resp = run_gpt(
COMPRESS_DATA_PROMPT,
stop_tokens=["observation:", "task:", "action:", "thought:"],
max_tokens=2048,
seed=seed,
purpose=purpose,
task=task,
knowledge=new_history,
history=result,
)
'''
print ("final" + resp)
history = "result: {}\n".format(resp)
return history
def find_all(purpose,task,history, rss_url, result):
return_list=[]
#if action_input in query.tasks:
print (f"trying URL:: {rss_url}")
lod=""
try:
if rss_url != "" and rss_url != None:
#rawp = []
out = []
r = requests.get(f'{rss_url}')
if ".json" in rss_url:
lod = json.loads(r.text)
if ".xml" in rss_url:
lod = xmltodict.parse(r.content)
if ".rss" in rss_url:
lod = xmltodict.parse(r.content)
else:
try:
lod = xmltodict.parse(r.content)
except Exception as e:
history+=f"observation: could not complete RSS Search due to this error:\n{e}"
return "MAIN", None, history, task, result
rawp = lod
print(f'RAWP::\n{rawp}')
cnt=0
cnt+=len(rawp)
out.append(rawp)
out = str(out)
rl = len(out)
print(f'rl:: {rl}')
c=0
for i in str(out):
c +=1
print (f'c:: {c}')
if c > MAX_HISTORY:
print("compressing...")
rawp = compress_data(c,purpose,task,out,result)
else:
rawp = out
result += rawp
print (rawp)
print (f'out:: {out}')
history = "observation: the search results are:\n {}\n".format(rawp)
task = "compile report and return action: COMPLETE"
return "MAIN", None, history, task, result
else:
history += "observation: An Error occured\nI need to trigger a search using the following syntax:\naction: READ-RSS action_input=URL\n"
return "UPDATE-TASK", None, history, task, result
except Exception as e:
print (e)
history += "observation: I need to trigger a search using the following syntax:\naction: READ-RSS action_input=URL\n"
return "UPDATE-TASK", None, history, task, result
return "MAIN", None, history, task, result
"""
def find_rss():
lod=""
out_box=[]
yield [],[(None,"loading sources")]
with open ('feeds.json','r') as j:
cont = json.loads(j.read())
#print(cont)
for ea in cont:
#lod=""
print (ea['link'])
rss_url=ea['link']
link_box=[]
r = requests.get(f'{rss_url}')
if r.status_code == 200:
try:
if ".json" in rss_url:
lod = json.loads(r.text)
if ".xml" in rss_url:
lod = xmltodict.parse(r.content)
if ".rss" in rss_url:
lod = xmltodict.parse(r.content)
else:
try:
lod = xmltodict.parse(r.content)
except Exception as e:
lod=f'{rss_url} ::ERROR:: {e}'
except Exception as e:
lod=f'{rss_url} ::ERROR:: {e}'
else:
lod = f'{rss_url} ::ERROR::COULD NOT CONNECT:: {r.status_code}'
pass
try:
print(lod['rss']['channel']['item'][0].keys())
print(lod['rss'].keys())
for i,ea in enumerate(lod['rss']['channel']['item']):
r_link = ea['link']
r_title = ea['title']
r_description = ea['description']
"""
r_link = lod['rss']['channel']['item'][i]['link']
r_title = lod['rss']['channel']['item'][i]['title']
r_description = lod['rss']['channel']['item'][i]['description']"""
lods = {"title":r_title, "description":r_description,"link":r_link}
link_box.append(lods)
lod={lod['rss']['channel']['title']:link_box}
except Exception as e:
#print(f'{ea["source"]}')
#print(f'{ea["link"]}')
lod = f'{rss_url} ::ERROR:: {e}'
print(f'Exception::{e}')
print(f'Exception::{ea.keys()}')
out_box.append(lod)
return out_box,[(None,"loading sources")]
with gr.Blocks() as app:
cb = gr.Chatbot()
with gr.Row():
rss_search = gr.Textbox(label="Instructions")
search_btn=gr.Button("Send")
with gr.Row():
rss = gr.Textbox(label="rss")
btn = gr.Button("load rss")
r_btn=gr.Button("read")
with gr.Row():
out_json = gr.JSON()
fil = gr.Textbox()
r_btn.click(find_rss,None,[out_json,cb])
#r_btn.click(read_rss,None,[out_json,fil])
#search_btn.click(find_rss,rss_search,out_json)
#btn.click(get_rss,rss,out_json)
app.launch()