version 3
Browse files
app.py
CHANGED
@@ -1,48 +1,59 @@
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import gradio as gr
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import librosa
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import
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import tempfile
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import shutil
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from asr import transcribe, ASR_LANGUAGES, model
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from lid import identify, LID_EXAMPLES
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def safe_process_file(file_obj):
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try:
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audio, sr = librosa.load(temp_path)
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return audio, sr, safe_name
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except Exception as e:
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def transcribe_multiple_files(audio_files, lang, transcription):
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transcriptions = []
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for audio_file in audio_files:
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try:
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audio, sr, safe_name = safe_process_file(audio_file)
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result = transcribe(model, audio, lang, transcription)
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transcriptions.append(f"File: {safe_name}\nTranscription: {result}\n")
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except Exception as e:
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transcriptions.append(f"Error processing file: {str(e)}\n")
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return "\n".join(transcriptions)
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mms_transcribe = gr.Interface(
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fn=transcribe_multiple_files,
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inputs=[
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gr.File(label="Audio Files", file_count="multiple"),
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gr.Dropdown(
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label="Language",
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value=
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),
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gr.Textbox(label="Optional: Provide your own transcription"),
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],
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import gradio as gr
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import librosa
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import io
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from asr import transcribe, ASR_LANGUAGES, model
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from lid import identify, LID_EXAMPLES
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import logging
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# Set up logging
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logging.basicConfig(level=logging.DEBUG)
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logger = logging.getLogger(__name__)
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def safe_process_file(file_obj):
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try:
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logger.debug(f"Processing file: {file_obj.name}")
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file_content = file_obj.read()
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with io.BytesIO(file_content) as temp_file:
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logger.debug("Loading audio with librosa")
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audio, sr = librosa.load(temp_file)
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safe_name = f"audio_{hash(file_obj.name)}.wav"
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logger.debug(f"File processed successfully: {safe_name}")
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return audio, sr, safe_name
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except Exception as e:
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logger.error(f"Error processing file {file_obj.name}: {str(e)}")
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raise
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def transcribe_multiple_files(audio_files, lang, transcription):
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transcriptions = []
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for audio_file in audio_files:
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try:
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audio, sr, safe_name = safe_process_file(audio_file)
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logger.debug(f"Transcribing file: {safe_name}")
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logger.debug(f"Language selected: {lang}")
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logger.debug(f"User-provided transcription: {transcription}")
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result = transcribe(model, audio, lang, transcription)
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logger.debug(f"Transcription result: {result}")
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transcriptions.append(f"File: {safe_name}\nTranscription: {result}\n")
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except Exception as e:
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logger.error(f"Error in transcription process: {str(e)}")
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transcriptions.append(f"Error processing file: {str(e)}\n")
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return "\n".join(transcriptions)
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# Prepare language options for Dropdown
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language_options = [f"{k} ({v})" for k, v in ASR_LANGUAGES.items()]
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mms_transcribe = gr.Interface(
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fn=transcribe_multiple_files,
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inputs=[
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gr.File(label="Audio Files", file_count="multiple"),
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gr.Dropdown(
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choices=language_options,
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label="Language",
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value=language_options[0] if language_options else None,
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),
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gr.Textbox(label="Optional: Provide your own transcription"),
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],
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