Upload app.py with huggingface_hub
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app.py
CHANGED
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import gradio as gr
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import os
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from elevenlabs_stt import
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from whisper_stt import transcribe_audio_whisper
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from transcript_refiner import refine_transcript
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from utils import
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import logging
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# 設定日誌
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# 定義可用的 OpenAI 模型
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OPENAI_MODELS = {
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"gpt-4o": "gpt-4o",
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"gpt-4o-mini": "gpt-4o-mini",
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"o3-mini": "o3-mini",
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"o1-mini": "o1-mini"
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}
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# 模型設定和價格(USD per 1M tokens)
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MODEL_CONFIG = {
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"gpt-4o": {
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"display_name": "gpt-4o",
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"input": 2.50,
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"cached_input": 1.25,
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"output": 10.00
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},
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"gpt-4o-mini": {
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"display_name": "gpt-4o-mini",
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"input": 0.15,
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"cached_input": 0.075,
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"output": 0.60
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},
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"o1-mini": {
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"display_name": "o1-mini",
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"input": 1.10,
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"cached_input": 0.55,
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"output": 4.40
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},
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"o3-mini": {
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"display_name": "o3-mini",
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"input": 1.10,
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"cached_input": 0.55,
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"output": 4.40
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}
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}
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def process_audio(
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audio_file,
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transcription_service,
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openai_api_key,
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elevenlabs_api_key,
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openai_model,
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temperature,
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enable_diarization
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):
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"""處理音訊檔案並返回結果"""
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try:
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return "請提供有效的 OpenAI API 金鑰", "", "", 0, "NT$ 0.00"
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if transcription_service == "ElevenLabs" and (not elevenlabs_api_key or len(elevenlabs_api_key.strip()) < 20):
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return "請提供有效的 ElevenLabs API 金鑰", "", "", 0, "NT$ 0.00"
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# 初始化變數
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full_transcript = ""
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segment_path,
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model_name=whisper_model,
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language=language_code if language_mode == "指定語言" else None,
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initial_prompt=context_prompt
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)
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else:
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result = transcribe_audio_elevenlabs(
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api_key=elevenlabs_api_key,
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file_path=segment_path,
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diarize=enable_diarization
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)
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if result:
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full_transcript += result["text"] + "\n"
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os.remove(segment_path)
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else:
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# 直接轉錄
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if transcription_service == "Whisper":
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result = transcribe_audio_whisper(
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audio_file,
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model_name=whisper_model,
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language=language_code if language_mode == "指定語言" else None,
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initial_prompt=context_prompt
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)
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else:
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result = transcribe_audio_elevenlabs(
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api_key=elevenlabs_api_key,
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file_path=audio_file,
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diarize=enable_diarization
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)
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if result:
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full_transcript = result["text"]
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# 優化文字
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if full_transcript:
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refined = refine_transcript(
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raw_text=full_transcript,
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api_key=openai_api_key,
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model=openai_model,
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temperature=temperature,
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context=context_prompt
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)
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return "處理失敗", "", "", 0, "NT$ 0.00"
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except Exception as e:
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finally:
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# 清除敏感資訊
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with gr.
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type="filepath"
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)
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# API 金鑰
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with gr.Group():
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gr.Markdown("""### API 金鑰設定
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> **安全提示:**
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> - API 金鑰僅在當前處理中使用,不會被儲存
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> - 每次使用需重新輸入以確保安全性
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> - 請勿與他人分享您的 API 金鑰
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""")
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openai_key = gr.Textbox(
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label="OpenAI API 金鑰",
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type="password",
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placeholder="sk-...",
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value="",
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every=None # 確保不會被快取
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)
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elevenlabs_key = gr.Textbox(
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label="ElevenLabs API 金鑰",
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type="password",
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placeholder="輸入您的 ElevenLabs API 金鑰",
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value="",
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every=None # 確保不會被快取
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)
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# 模型選擇
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with gr.Group():
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gr.Markdown("### 模型設定")
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service = gr.Radio(
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choices=["Whisper", "ElevenLabs"],
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label="轉錄服務",
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value="Whisper"
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)
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whisper_model_choice = gr.Dropdown(
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choices=["tiny", "base", "small", "medium", "large"],
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label="Whisper 模型",
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value="small"
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)
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openai_model_choice = gr.Dropdown(
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choices=list(OPENAI_MODELS.keys()),
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label="OpenAI 模型",
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value="o3-mini"
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)
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# 語言設定
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with gr.Group():
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gr.Markdown("### 語言設定")
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lang_mode = gr.Radio(
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choices=["自動偵測", "指定語言", "混合語言"],
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label="語言模式",
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value="自動偵測"
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)
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lang_code = gr.Textbox(
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label="語言代碼",
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placeholder="例如:zh-tw",
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visible=False
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)
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# 其他設定
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with gr.Group():
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gr.Markdown("### 其他設定")
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context = gr.Textbox(
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label="背景���示詞",
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placeholder="輸入相關背景資訊",
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lines=3
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)
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temp = gr.Slider(
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minimum=0,
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maximum=1,
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value=0.5,
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label="創意程度"
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)
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diarize = gr.Checkbox(
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label="啟用說話者辨識",
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value=False
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)
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# 處理按鈕
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process_btn = gr.Button("處理音訊", variant="primary")
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with gr.
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label="優化後的文字",
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lines=10
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)
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summary_text = gr.Textbox(
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label="文字摘要",
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lines=5
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)
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label="
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)
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token_count,
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cost_display
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]
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)
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# 作者資訊
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gr.Markdown("""
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### Created by
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**Tseng Yao Hsien**
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Endocrinologist
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Tungs' Taichung MetroHarbor Hospital
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""")
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app.launch(share=True)
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import gradio as gr
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import os
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from elevenlabs_stt import transcribe_audio_elevenlabs
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from whisper_stt import transcribe_audio_whisper
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from transcript_refiner import refine_transcript
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from utils import calculate_tokens_and_cost, OPENAI_MODELS, MODEL_PRICES
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def process_audio(
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audio_file,
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openai_api_key,
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elevenlabs_api_key,
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service_choice,
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openai_model,
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language,
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speaker_detection=False,
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creativity=0.5
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):
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try:
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if not openai_api_key or len(openai_api_key) < 20:
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return "請輸入有效的 OpenAI API 金鑰", "", "", ""
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if service_choice == "ElevenLabs" and (not elevenlabs_api_key or len(elevenlabs_api_key) < 20):
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return "請輸入有效的 ElevenLabs API 金鑰", "", "", ""
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# 音訊轉文字
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if service_choice == "ElevenLabs":
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transcript = transcribe_audio_elevenlabs(
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audio_file,
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elevenlabs_api_key,
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language=language,
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speaker_detection=speaker_detection
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)
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else: # Whisper
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transcript = transcribe_audio_whisper(
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audio_file,
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language=language
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)
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# 優化文字
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refined_text = refine_transcript(
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transcript,
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openai_api_key,
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openai_model,
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creativity
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)
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# 計算 token 和費用
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tokens_info, cost_info = calculate_tokens_and_cost(
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transcript,
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refined_text,
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openai_model
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)
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return transcript, refined_text, tokens_info, cost_info
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except Exception as e:
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return f"錯誤:{str(e)}", "", "", ""
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finally:
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# 清除敏感資訊
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if 'openai_api_key' in locals():
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del openai_api_key
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if 'elevenlabs_api_key' in locals():
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del elevenlabs_api_key
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# 創建 Gradio 介面
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with gr.Blocks() as demo:
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gr.Markdown("# 音訊轉文字與優化系統")
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with gr.Row():
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with gr.Column():
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| 72 |
+
audio_input = gr.Audio(
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| 73 |
+
label="上傳音訊檔案",
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| 74 |
+
type="filepath"
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+
)
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|
| 76 |
|
| 77 |
+
with gr.Row():
|
| 78 |
+
openai_key = gr.Textbox(
|
| 79 |
+
label="OpenAI API 金鑰",
|
| 80 |
+
placeholder="輸入您的 OpenAI API 金鑰",
|
| 81 |
+
type="password",
|
| 82 |
+
value="",
|
| 83 |
+
every=None
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|
| 84 |
)
|
| 85 |
+
elevenlabs_key = gr.Textbox(
|
| 86 |
+
label="ElevenLabs API 金鑰",
|
| 87 |
+
placeholder="輸入您的 ElevenLabs API 金鑰(如果使用 ElevenLabs)",
|
| 88 |
+
type="password",
|
| 89 |
+
value="",
|
| 90 |
+
every=None
|
| 91 |
)
|
| 92 |
+
|
| 93 |
+
service = gr.Radio(
|
| 94 |
+
choices=["Whisper", "ElevenLabs"],
|
| 95 |
+
label="選擇轉錄服務",
|
| 96 |
+
value="Whisper"
|
| 97 |
+
)
|
| 98 |
+
|
| 99 |
+
model = gr.Dropdown(
|
| 100 |
+
choices=list(OPENAI_MODELS.keys()),
|
| 101 |
+
label="選擇 OpenAI 模型",
|
| 102 |
+
value="gpt-3.5-turbo"
|
| 103 |
+
)
|
| 104 |
+
|
| 105 |
+
language = gr.Textbox(
|
| 106 |
+
label="語言(可選)",
|
| 107 |
+
placeholder="輸入語言代碼,例如:zh-TW、en、ja",
|
| 108 |
+
value=""
|
| 109 |
+
)
|
| 110 |
+
|
| 111 |
+
speaker = gr.Checkbox(
|
| 112 |
+
label="啟用說話者辨識(僅限 ElevenLabs)",
|
| 113 |
+
value=False
|
| 114 |
+
)
|
| 115 |
+
|
| 116 |
+
creativity = gr.Slider(
|
| 117 |
+
minimum=0,
|
| 118 |
+
maximum=1,
|
| 119 |
+
value=0.5,
|
| 120 |
+
label="創意程度"
|
| 121 |
+
)
|
| 122 |
+
|
| 123 |
+
process_btn = gr.Button("處理音訊")
|
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|
| 124 |
|
| 125 |
+
with gr.Column():
|
| 126 |
+
original_output = gr.Textbox(
|
| 127 |
+
label="原始轉錄文字",
|
| 128 |
+
lines=10
|
| 129 |
+
)
|
| 130 |
+
refined_output = gr.Textbox(
|
| 131 |
+
label="優化後文字",
|
| 132 |
+
lines=10
|
| 133 |
+
)
|
| 134 |
+
token_info = gr.Textbox(
|
| 135 |
+
label="Token 使用資訊",
|
| 136 |
+
lines=3
|
| 137 |
+
)
|
| 138 |
+
cost_info = gr.Textbox(
|
| 139 |
+
label="費用資訊",
|
| 140 |
+
lines=3
|
| 141 |
+
)
|
| 142 |
+
|
| 143 |
+
gr.Markdown("""
|
| 144 |
+
### 安全性說明
|
| 145 |
+
- API 金鑰僅在當前處理中使用
|
| 146 |
+
- 不會儲存任何敏感資訊
|
| 147 |
+
- 每次使用需重新輸入 API 金鑰
|
| 148 |
+
""")
|
| 149 |
+
|
| 150 |
+
# 設定處理函數
|
| 151 |
+
process_btn.click(
|
| 152 |
+
fn=process_audio,
|
| 153 |
+
inputs=[
|
| 154 |
+
audio_input,
|
| 155 |
+
openai_key,
|
| 156 |
+
elevenlabs_key,
|
| 157 |
+
service,
|
| 158 |
+
model,
|
| 159 |
+
language,
|
| 160 |
+
speaker,
|
| 161 |
+
creativity
|
| 162 |
+
],
|
| 163 |
+
outputs=[
|
| 164 |
+
original_output,
|
| 165 |
+
refined_output,
|
| 166 |
+
token_info,
|
| 167 |
+
cost_info
|
| 168 |
+
]
|
| 169 |
+
)
|
| 170 |
|
| 171 |
+
# 啟動應用程式
|
| 172 |
+
demo.launch()
|
|
|