Spaces:
Sleeping
Sleeping
fix chinese
Browse files
app.py
CHANGED
@@ -12,7 +12,7 @@ import tempfile
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# Initialize Firebase
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firebase_config = json.loads(os.environ.get('firebase_creds'))
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cred = credentials.Certificate(firebase_config)
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firebase_admin.initialize_app(cred)
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db = firestore.client()
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@@ -21,61 +21,18 @@ MODEL_NAME = "eleferrand/xlsr53_Amis"
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processor = Wav2Vec2Processor.from_pretrained(MODEL_NAME)
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model = AutoModelForCTC.from_pretrained(MODEL_NAME)
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# Language configuration
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LANGUAGE = {
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"en": {
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"title": "ASR Demo with Editable Transcription",
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"step1": "Step 1: Audio Upload & Transcription",
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"audio_input": "Audio Input",
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"transcribe_btn": "Transcribe Audio",
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"step2": "Step 2: Review & Edit Transcription",
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"original_text": "Original Transcription",
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"corrected_text": "Corrected Transcription",
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"transcription_placeholder": "Transcription will appear here...",
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"step3": "Step 3: User Information",
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"age_label": "Age",
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"native_speaker": "Native Amis Speaker",
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"step4": "Step 4: Save & Download",
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"save_btn": "Save Correction to Database",
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"save_status": "Save Status",
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"download_btn": "Download Results (ZIP)",
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"status_placeholder": "Status messages will appear here...",
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"toggle_lang": "中文/English"
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},
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"zh": {
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"title": "可編輯轉寫的語音辨識演示",
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"step1": "步驟一: 音頻上傳與轉寫",
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"audio_input": "音頻輸入",
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"transcribe_btn": "開始轉寫",
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"step2": "步驟二: 校對與編輯轉寫結果",
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"original_text": "原始轉寫結果",
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"corrected_text": "校正後文本",
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"transcription_placeholder": "轉寫結果將顯示在此處...",
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"step3": "步驟三: 用戶資訊",
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"age_label": "年齡",
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"native_speaker": "阿美族母語者",
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"step4": "步驟四: 保存與下載",
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"save_btn": "保存校正結果至數據庫",
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"save_status": "保存狀態",
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"download_btn": "下載結果(ZIP壓縮檔)",
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"status_placeholder": "狀態訊息將顯示在此處...",
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"toggle_lang": "English/中文"
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}
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}
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current_lang = gr.State(value="en")
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def transcribe(audio_file):
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try:
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audio, rate = librosa.load(audio_file, sr=16000)
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input_values = processor(audio, sampling_rate=16000, return_tensors="pt").input_values
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with torch.no_grad():
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logits = model(input_values).logits
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predicted_ids = torch.argmax(logits, dim=-1)
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transcription = processor.batch_decode(predicted_ids)[0]
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return transcription.replace("[UNK]", "")
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except Exception as e:
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return f"
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def transcribe_both(audio_file):
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start_time = datetime.now()
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@@ -105,23 +62,26 @@ def store_correction(original_transcription, corrected_transcription, audio_file
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}
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}
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db.collection('transcriptions').add(combined_data)
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return "Correction saved successfully!"
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except Exception as e:
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return f"Error saving correction: {e}"
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def prepare_download(audio_file, original_transcription, corrected_transcription):
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if audio_file is None:
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return None
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tmp_zip = tempfile.NamedTemporaryFile(delete=False, suffix=".zip")
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tmp_zip.close()
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with zipfile.ZipFile(tmp_zip.name, "w") as zf:
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if os.path.exists(audio_file):
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zf.write(audio_file, arcname="audio.wav")
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orig_txt = "original_transcription.txt"
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with open(orig_txt, "w", encoding="utf-8") as f:
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f.write(original_transcription)
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zf.write(orig_txt, arcname="original_transcription.txt")
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os.remove(orig_txt)
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corr_txt = "corrected_transcription.txt"
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with open(corr_txt, "w", encoding="utf-8") as f:
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f.write(corrected_transcription)
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@@ -129,117 +89,116 @@ def prepare_download(audio_file, original_transcription, corrected_transcription
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os.remove(corr_txt)
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return tmp_zip.name
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new_lang = "zh" if lang == "en" else "en"
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lang_dict = LANGUAGE[new_lang]
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return [
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gr.Markdown.update(value=f"<h1 class='header'>{lang_dict['title']}</h1>"),
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gr.Markdown.update(value=f"### {lang_dict['step1']}"),
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gr.Audio.update(label=lang_dict['audio_input']),
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gr.Button.update(value=lang_dict['transcribe_btn']),
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gr.Markdown.update(value=f"### {lang_dict['step2']}"),
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gr.Textbox.update(label=lang_dict['original_text'], placeholder=lang_dict['transcription_placeholder']),
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gr.Textbox.update(label=lang_dict['corrected_text'], placeholder=lang_dict['transcription_placeholder']),
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gr.Markdown.update(value=f"### {lang_dict['step3']}"),
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gr.Slider.update(label=lang_dict['age_label']),
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gr.Checkbox.update(label=lang_dict['native_speaker']),
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gr.Markdown.update(value=f"### {lang_dict['step4']}"),
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gr.Button.update(value=lang_dict['save_btn']),
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gr.Textbox.update(label=lang_dict['save_status'], placeholder=lang_dict['status_placeholder']),
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gr.Button.update(value=lang_dict['download_btn']),
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gr.File.update(label=lang_dict['download_btn']),
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gr.Button.update(value=lang_dict['toggle_lang']),
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new_lang
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]
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with gr.Blocks(css="""
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.container {
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""") as demo:
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current_lang.render()
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with gr.Column(elem_classes="container"):
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title_md = gr.Markdown(elem_classes="header")
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lang_btn = gr.Button(LANGUAGE['en']['toggle_lang'], elem_classes="lang-toggle")
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# Step 1
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with gr.Column(elem_classes="section"):
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with gr.Row():
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audio_input = gr.Audio(
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proc_time_state = gr.State()
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# Step 2
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with gr.Column(elem_classes="section"):
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with gr.Row():
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original_text = gr.Textbox(
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# Step 3
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with gr.Column(elem_classes="section"):
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with gr.Row():
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age_input = gr.Slider(
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# Step 4
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with gr.Column(elem_classes="section"):
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with gr.Row(elem_classes="button-row"):
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save_button = gr.Button(variant="primary")
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save_status = gr.Textbox(
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with gr.Row(elem_classes="button-row"):
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download_button = gr.Button()
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download_output = gr.File()
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save_button.click(
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store_correction,
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inputs=[original_text, corrected_text, audio_input, proc_time_state, age_input, native_speaker_input],
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outputs=save_status
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)
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download_button.click(
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prepare_download,
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inputs=[audio_input, original_text, corrected_text],
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outputs=download_output
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)
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demo.load(
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toggle_language,
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inputs=current_lang,
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outputs=[
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title_md, step1_md, audio_input, transcribe_button,
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step2_md, original_text, corrected_text, step3_md,
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age_input, native_speaker_input, step4_md, save_button,
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save_status, download_button, download_output, lang_btn,
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current_lang
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]
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)
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demo.launch(share=True)
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# Initialize Firebase
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firebase_config = json.loads(os.environ.get('firebase_creds'))
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cred = credentials.Certificate(firebase_config) # Your Firebase JSON key file
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firebase_admin.initialize_app(cred)
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db = firestore.client()
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processor = Wav2Vec2Processor.from_pretrained(MODEL_NAME)
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model = AutoModelForCTC.from_pretrained(MODEL_NAME)
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def transcribe(audio_file):
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try:
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audio, rate = librosa.load(audio_file, sr=16000)
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input_values = processor(audio, sampling_rate=16000, return_tensors="pt").input_values
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with torch.no_grad():
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logits = model(input_values).logits
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predicted_ids = torch.argmax(logits, dim=-1)
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transcription = processor.batch_decode(predicted_ids)[0]
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return transcription.replace("[UNK]", "")
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except Exception as e:
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return f"处理文件错误: {e}"
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def transcribe_both(audio_file):
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start_time = datetime.now()
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}
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}
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db.collection('transcriptions').add(combined_data)
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return "校正保存成功! (Correction saved successfully!)"
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except Exception as e:
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return f"保存失败: {e} (Error saving correction: {e})"
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def prepare_download(audio_file, original_transcription, corrected_transcription):
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if audio_file is None:
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return None
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tmp_zip = tempfile.NamedTemporaryFile(delete=False, suffix=".zip")
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tmp_zip.close()
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with zipfile.ZipFile(tmp_zip.name, "w") as zf:
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if os.path.exists(audio_file):
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zf.write(audio_file, arcname="audio.wav")
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orig_txt = "original_transcription.txt"
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with open(orig_txt, "w", encoding="utf-8") as f:
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f.write(original_transcription)
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zf.write(orig_txt, arcname="original_transcription.txt")
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os.remove(orig_txt)
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corr_txt = "corrected_transcription.txt"
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with open(corr_txt, "w", encoding="utf-8") as f:
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f.write(corrected_transcription)
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os.remove(corr_txt)
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return tmp_zip.name
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# 界面设计
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with gr.Blocks(css="""
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.container {
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max-width: 800px;
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margin: auto;
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padding: 20px;
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font-family: Arial, sans-serif;
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}
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.header {
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text-align: center;
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margin-bottom: 30px;
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}
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.section {
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margin-bottom: 30px;
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padding: 15px;
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border: 1px solid #ddd;
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border-radius: 8px;
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background-color: #f9f9f9;
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}
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.section h3 {
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margin-top: 0;
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margin-bottom: 15px;
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text-align: center;
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}
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.button-row {
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display: flex;
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justify-content: center;
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gap: 10px;
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flex-wrap: wrap;
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}
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@media (max-width: 600px) {
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.gradio-row {
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flex-direction: column;
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}
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}
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""") as demo:
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with gr.Column(elem_classes="container"):
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gr.Markdown("<h1 class='header'>阿美語轉錄與修正系統 (ASR Correction System)</h1>")
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with gr.Column(elem_classes="section"):
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gr.Markdown("### 步驟 1:音訊上傳與轉錄(Audio Upload & Transcription)")
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with gr.Row():
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audio_input = gr.Audio(
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sources=["upload", "microphone"],
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type="filepath",
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label="音訊輸入 (Audio Input)"
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)
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transcribe_button = gr.Button("轉錄音訊 (Transcribe Audio)", variant="primary")
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proc_time_state = gr.State()
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with gr.Column(elem_classes="section"):
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gr.Markdown("### 步驟 2:審閱與編輯轉錄 (Review & Edit Transcription)")
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with gr.Row():
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original_text = gr.Textbox(
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label="原始轉錄 (Original Transcription)",
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interactive=False,
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lines=5,
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placeholder="謄本將在此出現... (Transcription will appear here...)"
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)
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corrected_text = gr.Textbox(
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label="更正轉錄 (Corrected Transcription)",
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interactive=True,
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lines=5,
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placeholder="在此編輯轉錄... (Edit transcription here...)"
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)
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with gr.Column(elem_classes="section"):
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gr.Markdown("### 步驟 3:使用者資訊 (User Information)")
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with gr.Row():
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age_input = gr.Slider(
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minimum=0,
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maximum=100,
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step=1,
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label="年齡 (Age)",
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value=25
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)
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native_speaker_input = gr.Checkbox(
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label="以阿美語為母語? (Native Amis Speaker?)",
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value=True
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)
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with gr.Column(elem_classes="section"):
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gr.Markdown("### 步驟 4:儲存與下載 (Save & Download)")
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with gr.Row(elem_classes="button-row"):
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save_button = gr.Button("儲存更正 (Save Correction)", variant="primary")
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save_status = gr.Textbox(
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label="儲存狀態 (Save Status)",
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interactive=False,
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placeholder="狀態訊息會出現在這裡... (Status messages will appear here...)"
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)
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with gr.Row(elem_classes="button-row"):
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download_button = gr.Button("下載 ZIP 檔案 (Download ZIP)")
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download_output = gr.File(label="下載 ZIP 檔案 (Download ZIP)")
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transcribe_button.click(
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fn=transcribe_both,
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inputs=audio_input,
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outputs=[original_text, corrected_text, proc_time_state]
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)
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save_button.click(
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fn=store_correction,
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inputs=[original_text, corrected_text, audio_input, proc_time_state, age_input, native_speaker_input],
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outputs=save_status
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)
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+
download_button.click(
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+
fn=prepare_download,
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+
inputs=[audio_input, original_text, corrected_text],
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201 |
+
outputs=download_output
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202 |
+
)
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|
203 |
|
204 |
demo.launch(share=True)
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