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Browse files- app.py +311 -0
- requirements.txt +4 -0
app.py
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| 1 |
+
# -*- coding: utf-8 -*-
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| 2 |
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# 財政部財政資訊中心 江信宗
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| 3 |
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| 4 |
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import gradio as gr
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import tempfile
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import subprocess
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from groq import Groq
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from zhconv_rs import zhconv
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from datetime import timedelta
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import os
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from pathlib import Path
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def check_ffmpeg():
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try:
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subprocess.run(["ffmpeg", "-version"], check=True, capture_output=True, text=True)
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print("FFmpeg is installed and working.")
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except subprocess.CalledProcessError:
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print("Error: FFmpeg is not installed or not working properly.")
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except FileNotFoundError:
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print("Error: FFmpeg is not installed or not in the system PATH.")
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| 21 |
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def format_time(seconds):
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td = timedelta(seconds=seconds)
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hours, remainder = divmod(td.seconds, 3600)
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minutes, seconds = divmod(remainder, 60)
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milliseconds = round(td.microseconds / 1000)
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return f"{hours:02d}:{minutes:02d}:{seconds:02d},{milliseconds:03d}"
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| 29 |
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def json_to_srt(segments):
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srt_lines = []
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for i, item in enumerate(segments, 1):
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start_time = format_time(item['start'])
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end_time = format_time(item['end'])
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text = zhconv(item['text'], "zh-tw")
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srt_lines.append(f"{i}\n{start_time} --> {end_time}\n{text}\n")
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| 36 |
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return "\n".join(srt_lines)
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| 38 |
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def validate_and_convert(file, Language, api_key):
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gr.Info("檔案上傳完成,開始轉換......")
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| 40 |
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try:
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| 41 |
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if not api_key:
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| 42 |
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os.remove(file.name)
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| 43 |
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gr.Warning("請輸入正確的 API Key!!")
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| 44 |
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return f"請輸入正確的 API Key!!"
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| 45 |
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if api_key == os.getenv("SPACE_ID"):
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| 46 |
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api_key = os.getenv("YOUR_API_KEY")
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| 47 |
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except Exception as e:
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| 48 |
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gr.Warning("請輸入正確的 API Key!!")
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| 49 |
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return f"請輸入正確的 API Key!!"
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| 50 |
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MAX_FILE_SIZE = 200 * 1024 * 1024 # 200MB
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| 51 |
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ALLOWED_EXTENSIONS = ['mp3', 'mp4', 'mpeg', 'm4a', 'wav', 'ogg', 'flac', 'webm', 'mpga']
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| 52 |
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if file is None:
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| 53 |
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return None, None, "沒有選擇文件", None, None
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| 54 |
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try:
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| 55 |
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file_path = Path(file.name)
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| 56 |
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if not file_path.exists():
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| 57 |
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return None, None, f"找不到上傳的檔案:{file.name}", None, None
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| 58 |
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file_extension = file_path.suffix[1:].lower()
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| 59 |
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if file_extension not in ALLOWED_EXTENSIONS:
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| 60 |
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return None, None, f"不支援的檔案類型!請上傳以下格式之一的檔案:{', '.join(ALLOWED_EXTENSIONS)}", None, None
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| 61 |
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file_size = file_path.stat().st_size
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| 62 |
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if file_size > MAX_FILE_SIZE:
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| 63 |
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return None, None, "檔案已超過200MB限制,請上傳較小的檔案。", None, None
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| 64 |
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show_info = file_size > 50 * 1024 * 1024
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| 65 |
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return convert_to_mp3(file, Language, api_key, show_info)
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| 66 |
+
except Exception as e:
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| 67 |
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return None, None, f"檔案處理錯誤:{str(e)}", None, None
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| 68 |
+
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| 69 |
+
def convert_to_mp3(file, Language, api_key, show_info):
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| 70 |
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temp_dir = tempfile.gettempdir()
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| 71 |
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input_path = file.name
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| 72 |
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output_path = os.path.join(temp_dir, "output.mp3")
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| 73 |
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command = f"ffmpeg -i \"{input_path}\" -acodec libmp3lame -b:a 48k -y \"{output_path}\""
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| 74 |
+
try:
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| 75 |
+
if show_info:
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| 76 |
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gr.Info("開始轉換為音檔,請稍候......")
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| 77 |
+
result = subprocess.run(command, shell=True, check=True, capture_output=True, text=True)
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| 78 |
+
if os.path.exists(output_path):
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| 79 |
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file_size = os.path.getsize(output_path)
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| 80 |
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if file_size > 25 * 1024 * 1024:
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| 81 |
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return None, None, "轉譯限制:MP3檔案大小不得超過25MB!", None, None
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| 82 |
+
if file_size > 5 * 1024 * 1024:
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| 83 |
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show_info = True
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| 84 |
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size_info = f"MP3 檔案大小: {file_size / 1024:.2f} KB"
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| 85 |
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transcription, transcription_text = transcribe_audio(output_path, Language, api_key, show_info)
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| 86 |
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if isinstance(transcription, list):
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| 87 |
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if show_info:
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| 88 |
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gr.Info("開始產製SRT字幕檔......")
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| 89 |
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srt_content = json_to_srt(transcription)
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| 90 |
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srt_file = create_srt_file(srt_content)
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| 91 |
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return file, output_path, size_info, transcription_text, srt_file
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| 92 |
+
else:
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| 93 |
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return file, output_path, size_info, transcription, None
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| 94 |
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else:
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| 95 |
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return None, None, "轉換失敗:輸出文件不存在", None, None
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| 96 |
+
except subprocess.CalledProcessError as e:
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| 97 |
+
error_message = f"轉換失敗:{str(e)}"
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| 98 |
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return None, None, error_message, None, None
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| 99 |
+
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| 100 |
+
def summarize_article(trans_text, api_key):
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| 101 |
+
try:
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| 102 |
+
if not api_key:
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| 103 |
+
api_key = os.getenv("YOUR_API_KEY")
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| 104 |
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client = Groq(api_key=api_key)
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| 105 |
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response = client.chat.completions.create(
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| 106 |
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model="llama-3.1-70b-versatile",
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| 107 |
+
messages=[
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| 108 |
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{"role": "system", "content": """
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| 109 |
+
你是一個精通繁體中文和臺灣用語的中文編輯。
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| 110 |
+
使用者會提供給你一段逐字稿,請協助我檢查錯字、修正標點符號的使用,盡可能保持原意不變、保留內容細節(例如故事、提到的數字和案例)的情況下,提供優化中文排版後所有的逐字稿內容。
|
| 111 |
+
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| 112 |
+
## 限制
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| 113 |
+
提供時請分成數個段落,並替這段落下個合適的標題,並依照以下限制輸出。而且無論如何,都要提供所有的逐字稿內容,請不要擅自刪減或總結成段落!
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| 114 |
+
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| 115 |
+
### 中文錯字修正範例
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| 116 |
+
1. 「罰還」改成「罰緩」
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| 117 |
+
2. 「巧巧」改成「悄悄」
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| 118 |
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3. 「辯試」改成「辨識」
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| 119 |
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4. 「規護」改成「歸戶」
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| 120 |
+
5. 「披頭」改成「劈頭」
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| 121 |
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6. 「查器」改成「查緝」
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| 122 |
+
|
| 123 |
+
### 中文排版&標點符號的使用原則
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| 124 |
+
1. 一律使用全形符號,例如用「」做引號,而不是 “”;用 "," 做為逗號,而不是 ","。
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| 125 |
+
2. 省略號是……(兩個英文省略號),不是。。。,也不是......(六個點)
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| 126 |
+
3. 中文與英文或數字之間需要增加半形空格。正確用法:「Apple 課程人數已經超過 2000 人了。」;錯誤用法:「Apple課程人數已經超過2000人了。」
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| 127 |
+
4. 遇到完整的英文整句、特殊名詞,其內容使用半形標點。正確用法:「賈伯斯說過:"Stay hungry, stay foolish."」;錯誤用法:「賈伯斯說過:"Stay hungry,stay foolish。”」
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| 128 |
+
5. 一律在中英文之間增加空格
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| 129 |
+
6. 在中文與數字之間增加空格
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| 130 |
+
7. 在數字與單位之間增加空格
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| 131 |
+
8. 全形標點與其他字符之間不加空格。
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| 132 |
+
|
| 133 |
+
### 其他限制
|
| 134 |
+
- 請注意,直接輸出結果給我,不需要有開頭招呼。
|
| 135 |
+
- 無論如何,都要提供所有的逐字稿內容,請不要擅自刪減或總結成段落!
|
| 136 |
+
|
| 137 |
+
## 輸出格式
|
| 138 |
+
**{總結後的段落重點}**
|
| 139 |
+
|
| 140 |
+
{文字段落內容}
|
| 141 |
+
|
| 142 |
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**{總結後的段落重點}**
|
| 143 |
+
|
| 144 |
+
{文字段落內容}
|
| 145 |
+
"""},
|
| 146 |
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{"role": "user", "content": trans_text}
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| 147 |
+
],
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| 148 |
+
temperature=0.2
|
| 149 |
+
)
|
| 150 |
+
return response.choices[0].message.content
|
| 151 |
+
except Exception as e:
|
| 152 |
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return f"總結失敗:{str(e)}"
|
| 153 |
+
|
| 154 |
+
def transcribe_audio(filename, Language, api_key, show_info):
|
| 155 |
+
try:
|
| 156 |
+
if not api_key:
|
| 157 |
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api_key = os.getenv("YOUR_API_KEY")
|
| 158 |
+
if show_info:
|
| 159 |
+
gr.Info("開始轉譯,請稍候......")
|
| 160 |
+
client = Groq(api_key=api_key)
|
| 161 |
+
language_dict = {"繁體中文": "zh", "English": "en", "German": "de", "Spanish": "es", "Russian": "ru", "Korean": "ko", "French": "fr", "Japanese": "ja", "Portuguese": "pt", "Turkish": "tr", "Polish": "pl", "Catalan": "ca", "Dutch": "nl", "Arabic": "ar", "Swedish": "sv", "Italian": "it", "Indonesian": "id", "Hindi": "hi", "Finnish": "fi", "Vietnamese": "vi", "Hebrew": "he", "Ukrainian": "uk", "Greek": "el", "Malay": "ms", "Czech": "cs", "Romanian": "ro", "Danish": "da", "Hungarian": "hu", "Tamil": "ta", "Norwegian": "no", "Thai": "th", "Urdu": "ur", "Croatian": "hr", "Bulgarian": "bg", "Lithuanian": "lt", "Latin": "la", "Maori": "mi", "Malayalam": "ml", "Welsh": "cy", "Slovak": "sk", "Telugu": "te", "Persian": "fa", "Latvian": "lv", "Bengali": "bn", "Serbian": "sr", "Azerbaijani": "az", "Slovenian": "sl", "Kannada": "kn", "Estonian": "et", "Macedonian": "mk", "Breton": "br", "Basque": "eu", "Icelandic": "is", "Armenian": "hy", "Nepali": "ne", "Mongolian": "mn", "Bosnian": "bs", "Kazakh": "kk", "Albanian": "sq", "Swahili": "sw", "Galician": "gl", "Marathi": "mr", "Punjabi": "pa", "Sinhala": "si", "Khmer": "km", "Shona": "sn", "Yoruba": "yo", "Somali": "so", "Afrikaans": "af", "Occitan": "oc", "Georgian": "ka", "Belarusian": "be", "Tajik": "tg", "Sindhi": "sd", "Gujarati": "gu", "Amharic": "am", "Yiddish": "yi", "Lao": "lo", "Uzbek": "uz", "Faroese": "fo", "Haitian creole": "ht", "Pashto": "ps", "Turkmen": "tk", "Nynorsk": "nn", "Maltese": "mt", "Sanskrit": "sa", "Luxembourgish": "lb", "Myanmar": "my", "Tibetan": "bo", "Tagalog": "tl", "Malagasy": "mg", "Assamese": "as", "Tatar": "tt", "Hawaiian": "haw", "Lingala": "ln", "Hausa": "ha", "Bashkir": "ba", "Javanese": "jw", "Sundanese": "su"}
|
| 162 |
+
selected_language = language_dict.get(Language)
|
| 163 |
+
selected_model = "distil-whisper-large-v3-en" if Language == "English" else "whisper-large-v3"
|
| 164 |
+
with open(filename, "rb") as file:
|
| 165 |
+
transcription = client.audio.transcriptions.create(
|
| 166 |
+
file=(filename, file.read()),
|
| 167 |
+
model=selected_model,
|
| 168 |
+
response_format="verbose_json",
|
| 169 |
+
language=selected_language,
|
| 170 |
+
temperature=0.0
|
| 171 |
+
)
|
| 172 |
+
if Language == "English":
|
| 173 |
+
summary = transcription.text
|
| 174 |
+
else:
|
| 175 |
+
full_text = zhconv(transcription.text, "zh-tw")
|
| 176 |
+
if show_info:
|
| 177 |
+
chunks = [full_text[i:i+1000] for i in range(0, len(full_text), 1000)]
|
| 178 |
+
summaries = []
|
| 179 |
+
for i, chunk in enumerate(chunks):
|
| 180 |
+
gr.Info(f"正在處理第 {i+1}/{len(chunks)} 部分...")
|
| 181 |
+
chunk_summary = summarize_article(chunk, api_key)
|
| 182 |
+
summaries.append(chunk_summary.strip())
|
| 183 |
+
summary = "\n\n".join(summaries)
|
| 184 |
+
else:
|
| 185 |
+
summary = summarize_article(full_text, api_key)
|
| 186 |
+
return transcription.segments, summary.strip()
|
| 187 |
+
except Exception as e:
|
| 188 |
+
return f"轉譯失敗:{str(e)}"
|
| 189 |
+
|
| 190 |
+
def create_srt_file(srt_content):
|
| 191 |
+
with tempfile.NamedTemporaryFile(mode="w", delete=False, suffix=".srt", encoding="utf-8") as temp_file:
|
| 192 |
+
temp_file.write(srt_content)
|
| 193 |
+
return temp_file.name
|
| 194 |
+
|
| 195 |
+
def clear_inputs():
|
| 196 |
+
return None, None, None, None, None
|
| 197 |
+
|
| 198 |
+
custom_css = """
|
| 199 |
+
.center-aligned {
|
| 200 |
+
text-align: center !important;
|
| 201 |
+
color: #ff4081;
|
| 202 |
+
text-shadow: 2px 2px 4px rgba(0,0,0,0.1);
|
| 203 |
+
margin-bottom: 0 !important;
|
| 204 |
+
}
|
| 205 |
+
.gr-input, .gr-box, .gr-dropdown {
|
| 206 |
+
border-radius: 10px !important;
|
| 207 |
+
border: 2px solid #ff4081 !important;
|
| 208 |
+
margin: 0 !important;
|
| 209 |
+
}
|
| 210 |
+
.gr-input:focus, .gr-box:focus, .gr-dropdown:focus {
|
| 211 |
+
border-color: #f50057 !important;
|
| 212 |
+
box-shadow: 0 0 0 2px rgba(245,0,87,0.2) !important;
|
| 213 |
+
}
|
| 214 |
+
.file-background {
|
| 215 |
+
background-color: #B7E0FF !important;
|
| 216 |
+
padding: 15px !important;
|
| 217 |
+
border-radius: 10px !important;
|
| 218 |
+
margin: 0 !important;
|
| 219 |
+
height: auto;
|
| 220 |
+
}
|
| 221 |
+
.api-background {
|
| 222 |
+
background-color: #FFCFB3 !important;
|
| 223 |
+
padding: 15px !important;
|
| 224 |
+
border-radius: 10px !important;
|
| 225 |
+
margin: 0 !important;
|
| 226 |
+
}
|
| 227 |
+
.script-background {
|
| 228 |
+
background-color: #FEF9D9 !important;
|
| 229 |
+
padding: 15px !important;
|
| 230 |
+
border-radius: 10px !important;
|
| 231 |
+
margin: 0 !important;
|
| 232 |
+
}
|
| 233 |
+
.script-background textarea {
|
| 234 |
+
font-size: 18px !important;
|
| 235 |
+
background-color: #ffffff;
|
| 236 |
+
border: 1px solid #f0f8ff;
|
| 237 |
+
border-radius: 8px;
|
| 238 |
+
}
|
| 239 |
+
.srt-background {
|
| 240 |
+
background-color: #FFF4B5 !important;
|
| 241 |
+
padding: 5px !important;
|
| 242 |
+
border-radius: 10px !important;
|
| 243 |
+
margin: 0 !important;
|
| 244 |
+
}
|
| 245 |
+
.text-background {
|
| 246 |
+
padding: 5px !important;
|
| 247 |
+
border-radius: 10px !important;
|
| 248 |
+
border: 2px solid #B7E0FF !important;
|
| 249 |
+
margin: 0 !important;
|
| 250 |
+
}
|
| 251 |
+
.clear-button {
|
| 252 |
+
border-radius: 10px !important;
|
| 253 |
+
background-color: #333333 !important;
|
| 254 |
+
color: white !important;
|
| 255 |
+
font-weight: bold !important;
|
| 256 |
+
transition: all 0.3s ease !important;
|
| 257 |
+
}
|
| 258 |
+
.clear-button:hover {
|
| 259 |
+
background-color: #000000 !important;
|
| 260 |
+
transform: scale(1.05);
|
| 261 |
+
}
|
| 262 |
+
"""
|
| 263 |
+
|
| 264 |
+
with gr.Blocks(theme=gr.themes.Monochrome(), css=custom_css) as demo:
|
| 265 |
+
gr.Markdown("""
|
| 266 |
+
# 📝 凊彩歐北寫 - 財政部財政資訊中心 🎵
|
| 267 |
+
> ### **※ 玩轉聲音魅力,開拓更多可能性,自動生成 Note-taking Record,系統布署:江信宗,LLM:<a href="https://huggingface.co/openai/whisper-large-v3" style="color: black;">Whisper large-v3</a>。**<br>依據 <a href="https://www.youtube.com/static?template=terms&hl=zh-Hant" style="color: black;">YouTube 的服務條款(ToS)</a>,請自行明確取得 YouTube 著作權人授權後再上傳影片進行轉譯!
|
| 268 |
+
""", elem_classes="center-aligned")
|
| 269 |
+
with gr.Row():
|
| 270 |
+
file_input = gr.File(
|
| 271 |
+
label="上傳影片或音訊檔",
|
| 272 |
+
file_count="single",
|
| 273 |
+
elem_classes="file-background"
|
| 274 |
+
)
|
| 275 |
+
with gr.Column():
|
| 276 |
+
api_key_input = gr.Textbox(label="輸入您的 API Key", type="password", placeholder="API authentication key", elem_classes="api-background")
|
| 277 |
+
Language = gr.Dropdown(
|
| 278 |
+
choices = ["繁體中文","English","Japanese","Korean","German","French","Spanish","Arabic","Italian","Portuguese","Thai","Vietnamese","Malay","Indonesian","Hindi","Bengali","Russian"],
|
| 279 |
+
value="繁體中文",
|
| 280 |
+
label="媒體檔之音訊語言",
|
| 281 |
+
interactive=True,
|
| 282 |
+
elem_classes="api-background"
|
| 283 |
+
)
|
| 284 |
+
output_audio = gr.Audio(label="轉換後的 MP3", type="filepath", elem_classes="script-background")
|
| 285 |
+
with gr.Row():
|
| 286 |
+
srt_file_output = gr.File(label="下載 SRT 字幕檔", elem_classes="srt-background")
|
| 287 |
+
output_text = gr.Textbox(label="音訊檔案大小", elem_classes="script-background")
|
| 288 |
+
clear_button = gr.Button("清除", elem_classes="clear-button")
|
| 289 |
+
gr.HTML(
|
| 290 |
+
"""
|
| 291 |
+
<span style="font-size: 20px; color: black; font-weight:bold;">歡迎將轉譯結果製作為</span><a href="https://huggingface.co/spaces/Jiangxz/Generated_Podcast" style="font-size: 20px; color: red; font-weight:bold;">財資歐北共 Podcast</a><span style="font-size: 20px; color: black;"> ,</span><span style="font-size: 20px; color: black;">而重點總結及RAG知識問答推薦使用 </span><a href="https://notebooklm.google.com" style="font-size: 20px; color: red;">Google NotebookLM</a><span style="font-size: 20px; color: black;"> 更佳。</span>
|
| 292 |
+
"""
|
| 293 |
+
)
|
| 294 |
+
transcription_text = gr.Markdown(label="語音轉譯結果", elem_classes="text-background")
|
| 295 |
+
file_input.upload(
|
| 296 |
+
fn=validate_and_convert,
|
| 297 |
+
inputs=[file_input, Language, api_key_input],
|
| 298 |
+
outputs=[file_input, output_audio, output_text, transcription_text, srt_file_output]
|
| 299 |
+
)
|
| 300 |
+
clear_button.click(
|
| 301 |
+
fn=clear_inputs,
|
| 302 |
+
inputs=[],
|
| 303 |
+
outputs=[file_input, output_audio, output_text, transcription_text, srt_file_output]
|
| 304 |
+
)
|
| 305 |
+
|
| 306 |
+
if __name__ == "__main__":
|
| 307 |
+
check_ffmpeg()
|
| 308 |
+
if "SPACE_ID" in os.environ:
|
| 309 |
+
demo.queue().launch()
|
| 310 |
+
else:
|
| 311 |
+
demo.queue().launch(share=True, show_api=False)
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio
|
| 2 |
+
groq
|
| 3 |
+
opencc-python-reimplemented
|
| 4 |
+
zhconv_rs
|