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Create app.py
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app.py
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import gradio as gr
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from tqdm import tqdm
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from transformers import pipeline
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from IPython.display import YouTubeVideo
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from youtube_transcript_api import YouTubeTranscriptApi
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def video2Summarizer(link):
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youtube_video = link
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video_id = youtube_video.split('=')[1]
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transcript = YouTubeTranscriptApi.get_transcript(video_id)
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result = ""
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for i in transcript:
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result += ' ' + i['text']
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summarizer = pipeline('summarization')
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num_iters = int(len(result)/1000)
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summarized_text = []
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for i in tqdm(range(0, num_iters + 1)):
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start = 0
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start = i * 1000
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end = (i + 1) * 1000
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out = summarizer(result[start:end])
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out = out[0]
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out = out['summary_text']
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summarized_text.append(out)
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return summarized_text
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iface = gr.Interface(fn = video2Summarizer,
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inputs = 'text',
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outputs = gr.outputs.Textbox(label = "Summarized output"),
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title = 'Video To Text Summarizer',
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description = 'Just give the url of the YouTube video, then the app will give you the summarized format of the video in 5 to 10 Min, its based on the video length what you have given. Use this example and try to run the same example by clicking that',
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examples = [['https://www.youtube.com/watch?v=kEN2Omq9mwk']]
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)
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iface.launch(inline = False)
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