Upload app.py
Browse files
app.py
ADDED
@@ -0,0 +1,124 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
import re
|
3 |
+
import json
|
4 |
+
import requests
|
5 |
+
import gradio as gr
|
6 |
+
|
7 |
+
HF_TOKEN = "hf_你的Token這邊要換掉"
|
8 |
+
|
9 |
+
task_options = ["重點整理", "問答", "翻譯"]
|
10 |
+
|
11 |
+
MODEL_URLS = {
|
12 |
+
"重點整理": {
|
13 |
+
"翻譯": "https://api-inference.huggingface.co/models/Helsinki-NLP/opus-mt-en-zh",
|
14 |
+
"摘要": "https://api-inference.huggingface.co/models/csebuetnlp/mT5_multilingual_XLSum"
|
15 |
+
},
|
16 |
+
"問答": "https://api-inference.huggingface.co/models/luhua/chinese_pretrain_mrc_roberta_wwm_ext_large",
|
17 |
+
"翻譯": "https://api-inference.huggingface.co/models/Helsinki-NLP/opus-mt-en-zh"
|
18 |
+
}
|
19 |
+
|
20 |
+
def clean_rtf(text):
|
21 |
+
text = re.sub(r"\'.", "", text)
|
22 |
+
text = re.sub(r"\[a-z]+[0-9]* ?", "", text)
|
23 |
+
text = re.sub(r"[{}]", "", text)
|
24 |
+
return text.strip()
|
25 |
+
|
26 |
+
def run_model(task, text, question=None):
|
27 |
+
headers = {
|
28 |
+
"Authorization": f"Bearer {HF_TOKEN}",
|
29 |
+
"Content-Type": "application/json"
|
30 |
+
}
|
31 |
+
|
32 |
+
if task == "重點整理":
|
33 |
+
translation_payload = {"inputs": text}
|
34 |
+
translation_url = MODEL_URLS["重點整理"]["翻譯"]
|
35 |
+
translation_response = requests.post(translation_url, headers=headers, json=translation_payload)
|
36 |
+
|
37 |
+
if translation_response.status_code != 200:
|
38 |
+
return "❌ 翻譯失敗:" + translation_response.text
|
39 |
+
|
40 |
+
try:
|
41 |
+
translated_text = translation_response.json()[0]['translation_text']
|
42 |
+
except Exception as e:
|
43 |
+
return f"❌ 翻譯結果解析錯誤:{str(e)}"
|
44 |
+
|
45 |
+
summarization_payload = {"inputs": f"summarize: {translated_text}"}
|
46 |
+
summarization_url = MODEL_URLS["重點整理"]["摘要"]
|
47 |
+
summarization_response = requests.post(summarization_url, headers=headers, json=summarization_payload)
|
48 |
+
|
49 |
+
if summarization_response.status_code != 200:
|
50 |
+
return "❌ 摘要失敗:" + summarization_response.text
|
51 |
+
|
52 |
+
try:
|
53 |
+
summary_text = summarization_response.json()[0]['summary_text']
|
54 |
+
except Exception as e:
|
55 |
+
return f"❌ 摘要結果解析錯誤:{str(e)}"
|
56 |
+
|
57 |
+
return summary_text
|
58 |
+
|
59 |
+
elif task == "問答":
|
60 |
+
if not question:
|
61 |
+
return "❌ 請輸入問題"
|
62 |
+
|
63 |
+
qa_payload = {
|
64 |
+
"inputs": {
|
65 |
+
"question": question,
|
66 |
+
"context": text
|
67 |
+
}
|
68 |
+
}
|
69 |
+
qa_url = MODEL_URLS["問答"]
|
70 |
+
qa_response = requests.post(qa_url, headers=headers, json=qa_payload)
|
71 |
+
|
72 |
+
if qa_response.status_code != 200:
|
73 |
+
return "❌ 問答失敗:" + qa_response.text
|
74 |
+
|
75 |
+
try:
|
76 |
+
answer = qa_response.json().get("answer", "⚠️ 找不到答案")
|
77 |
+
trans_payload = {"inputs": answer}
|
78 |
+
trans_url = MODEL_URLS["翻譯"]
|
79 |
+
trans_response = requests.post(trans_url, headers=headers, json=trans_payload)
|
80 |
+
if trans_response.status_code == 200:
|
81 |
+
return trans_response.json()[0]['translation_text']
|
82 |
+
else:
|
83 |
+
return answer
|
84 |
+
except Exception as e:
|
85 |
+
return f"❌ 回答解析錯誤:{str(e)}"
|
86 |
+
|
87 |
+
elif task == "翻譯":
|
88 |
+
translation_payload = {"inputs": text}
|
89 |
+
translation_url = MODEL_URLS["翻譯"]
|
90 |
+
translation_response = requests.post(translation_url, headers=headers, json=translation_payload)
|
91 |
+
|
92 |
+
if translation_response.status_code != 200:
|
93 |
+
return "❌ 翻譯失敗:" + translation_response.text
|
94 |
+
|
95 |
+
try:
|
96 |
+
return translation_response.json()[0]['translation_text']
|
97 |
+
except Exception as e:
|
98 |
+
return f"❌ 翻譯結果解析錯誤:{str(e)}"
|
99 |
+
|
100 |
+
else:
|
101 |
+
return "❌ 不支援的任務"
|
102 |
+
|
103 |
+
with gr.Blocks() as demo:
|
104 |
+
gr.Markdown("# 🌐 多功能語言處理器(繁體中文)\n支援:重點整理(英文→中)、問答、翻譯(英翻中)")
|
105 |
+
|
106 |
+
with gr.Row():
|
107 |
+
task = gr.Dropdown(choices=task_options, label="請選擇任務")
|
108 |
+
|
109 |
+
with gr.Row():
|
110 |
+
text_input = gr.Textbox(lines=10, label="輸入文章 / 內容")
|
111 |
+
|
112 |
+
with gr.Row():
|
113 |
+
question_input = gr.Textbox(label="問題(問答任務用)", placeholder="選擇問答任務時必填")
|
114 |
+
|
115 |
+
with gr.Row():
|
116 |
+
output = gr.Textbox(lines=5, label="輸出結果")
|
117 |
+
|
118 |
+
with gr.Row():
|
119 |
+
run_button = gr.Button("執行")
|
120 |
+
|
121 |
+
run_button.click(fn=run_model, inputs=[task, text_input, question_input], outputs=output)
|
122 |
+
|
123 |
+
if __name__ == "__main__":
|
124 |
+
demo.launch()
|