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Duplicate from tomaseo2022/Whisper-Youtube

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Co-authored-by: Tomas Eo <[email protected]>

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  1. .gitattributes +31 -0
  2. LICENSE +201 -0
  3. README.md +13 -0
  4. app.py +59 -0
  5. requirements.txt +3 -0
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README.md ADDED
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+ ---
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+ title: Youtube Whisperer
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+ emoji: ⚡
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+ colorFrom: purple
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+ colorTo: yellow
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+ sdk: gradio
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+ sdk_version: 3.3.1
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+ app_file: app.py
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+ pinned: false
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+ duplicated_from: tomaseo2022/Whisper-Youtube
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+ ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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+ import gradio as gr
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+ import whisper
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+ from pytube import YouTube
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+
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+ loaded_model = whisper.load_model("base")
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+ current_size = 'base'
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+ def inference(link):
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+ yt = YouTube(link)
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+ path = yt.streams.filter(only_audio=True)[0].download(filename="audio.mp4")
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+ options = whisper.DecodingOptions(without_timestamps=True)
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+ results = loaded_model.transcribe(path)
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+ return results['text']
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+
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+ def change_model(size):
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+ if size == current_size:
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+ return
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+ loaded_model = whisper.load_model(size)
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+ current_size = size
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+
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+ def populate_metadata(link):
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+ yt = YouTube(link)
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+ return yt.thumbnail_url, yt.title
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+
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+ title=""
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+ description=""
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+ block = gr.Blocks()
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+ with block:
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+ gr.HTML(
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+ """
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+ <div style="text-align: center; max-width: 500px; margin: 0 auto;">
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+ <div>
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+ </div>
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+ </div>
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+ """
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+ )
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+ with gr.Group():
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+ with gr.Box():
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+ sz = gr.Dropdown(label="Model Size", choices=['base','small', 'medium', 'large'], value='base')
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+
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+ link = gr.Textbox(label="YouTube Link")
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+
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+ with gr.Row().style(mobile_collapse=False, equal_height=True):
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+ title = gr.Label(label="Video Title", placeholder="Title")
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+ img = gr.Image(label="Thumbnail")
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+ text = gr.Textbox(
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+ label="Transcription",
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+ placeholder="Transcription Output",
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+ lines=5)
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+ with gr.Row().style(mobile_collapse=False, equal_height=True):
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+ btn = gr.Button("Transcribe")
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+
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+ # Events
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+ btn.click(inference, inputs=[link], outputs=[text])
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+ link.change(populate_metadata, inputs=[link], outputs=[img, title])
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+ sz.change(change_model, inputs=[sz], outputs=[])
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+
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+ block.launch(debug=True)
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+
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+ demo = gr.Interface(css="footer {visibility: hidden}")
requirements.txt ADDED
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+ transformers
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+ git+https://github.com/openai/whisper.git
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+ pytube