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Add basic version of transcribing youtube video
Browse files- app.py +25 -4
- requirements.txt +1 -0
app.py
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@@ -1,15 +1,36 @@
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from transformers import pipeline
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import gradio as gr
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pipe = pipeline(model="Neprox/model")
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def transcribe(audio):
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return text
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iface = gr.Interface(
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fn=transcribe,
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inputs=
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outputs="text",
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title="Whisper Small Swedish",
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description="Realtime demo for Swedish speech recognition using a fine-tuned Whisper small model.",
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from transformers import pipeline
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import gradio as gr
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from pytube import YouTube
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from transformers import Dataset, Audio
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pipe = pipeline(model="Neprox/model")
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def transcribe(audio, url):
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if url:
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# Download YouTube video
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streams = YouTube(url).streams.filter(only_audio=True, file_extension='mp4')
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audio_fpath = streams.first().download()
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# TODO:
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# Process up to 10 minutes by segmenting into 30 second blocks
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# Use pyMovie for selecting time ranges
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# query every block individually
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# Annotate text with timestamps
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audio_dataset = Dataset.from_dict({"audio": [audio_fpath]}).cast_column("audio", Audio())
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text = pipe(audio_dataset[0]["audio"])
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return text
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else:
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text = pipe(audio)["text"]
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return text
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iface = gr.Interface(
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fn=transcribe,
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inputs=[
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gr.Audio(source="microphone", type="filepath")
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gr.Text(max_lines=1, placeholder="Enter YouTube Link with Swedish speech to be transcribed")
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],
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outputs="text",
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title="Whisper Small Swedish",
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description="Realtime demo for Swedish speech recognition using a fine-tuned Whisper small model.",
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requirements.txt
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@@ -4,3 +4,4 @@ librosa
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jiwer
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datasets
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torch
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jiwer
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datasets
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torch
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git+https://github.com/pytube/pytube
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