Update app.py
Browse files
app.py
CHANGED
@@ -2,25 +2,39 @@ import gradio as gr
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import os
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from transformers import pipeline
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# Load ASR pipeline
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asr = pipeline(task="automatic-speech-recognition", model="distil-whisper/distil-small.en")
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#
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if audio_file is None:
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return "Error: No audio file provided."
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try:
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except Exception as e:
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return f"Error: {str(e)}"
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# Create Gradio interface
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iface = gr.Interface(
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fn=
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inputs=gr.Audio(type="filepath"), #
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outputs=
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)
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# Get port safely (default to 7860 if not set)
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import os
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from transformers import pipeline
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# Load ASR (Speech-to-Text) pipeline
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asr = pipeline(task="automatic-speech-recognition", model="distil-whisper/distil-small.en")
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# Load Summarization model
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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# Function to transcribe and summarize
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def transcribe_and_summarize(audio_file):
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if audio_file is None:
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return "Error: No audio file provided.", ""
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try:
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# Transcribe audio
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transcription_result = asr(audio_file)
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transcribed_text = transcription_result['text']
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# Summarize the transcribed text
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summary_result = summarizer(transcribed_text, max_length=100, min_length=30, do_sample=False)
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summarized_text = summary_result[0]['summary_text']
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return transcribed_text, summarized_text
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except Exception as e:
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return f"Error: {str(e)}", ""
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# Create Gradio interface
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iface = gr.Interface(
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fn=transcribe_and_summarize,
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inputs=gr.Audio(type="filepath"), # Accepts an audio file
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outputs=[
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gr.Textbox(label="Transcribed Text"),
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gr.Textbox(label="Summarized Text")
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]
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)
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# Get port safely (default to 7860 if not set)
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