Commit
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3826574
1
Parent(s):
0707ec6
Create app.py
Browse files
app.py
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import whisper
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from pytube import YouTube
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from transformers import pipeline
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import gradio as gr
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import os
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model = whisper.load_model("base")
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summarizer = pipeline("summarization")
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def get_audio(url):
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yt = YouTube(url)
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video = yt.streams.filter(only_audio=True).first()
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out_file=video.download(output_path=".")
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base, ext = os.path.splitext(out_file)
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new_file = base+'.mp3'
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os.rename(out_file, new_file)
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a = new_file
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return a
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def get_text(url):
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result = model.transcribe(get_audio(url))
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return result['text']
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def get_summary(url):
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article = get_text(url)
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b = summarizer(article)
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b = b[0]['summary_text']
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return b
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with gr.Blocks() as demo:
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gr.Markdown("<h1><center>Youtube video transcription with OpenAI's Whisper</center></h1>")
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gr.Markdown("<center>Enter the link of any youtube video to get the transcription of the video and a summary of the video in the form of text.</center>")
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with gr.Tab('Get the transcription of any Youtube video'):
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with gr.Row():
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input_text_1 = gr.Textbox(placeholder='Enter the Youtube video URL', label='URL')
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output_text_1 = gr.Textbox(placeholder='Transcription of the video', label='Transcription')
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result_button_1 = gr.Button('Get Transcription')
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with gr.Tab('Summary of Youtube video'):
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with gr.Row():
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input_text = gr.Textbox(placeholder='Enter the Youtube video URL', label='URL')
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output_text = gr.Textbox(placeholder='Summary text of the Youtube Video', label='Summary')
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result_button = gr.Button('Get Summary')
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result_button.click(get_summary, inputs = input_text, outputs = output_text)
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result_button_1.click(get_text, inputs = input_text_1, outputs = output_text_1)
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demo.launch(debug=True)
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