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Runtime error
UtpaL2102
commited on
Commit
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ea23c90
1
Parent(s):
ca6e3e7
Add application file
Browse files
app.py
ADDED
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import torch
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from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor, pipeline
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import gradio as gr
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# Load model and processor
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model_id = "sanket003/whisper-darpg"
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model = AutoModelForSpeechSeq2Seq.from_pretrained(
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model_id, torch_dtype=torch.float32, low_cpu_mem_usage=False, use_safetensors=True
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)
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processor = AutoProcessor.from_pretrained(model_id)
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# Define the pipeline
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pipe = pipeline(
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"automatic-speech-recognition",
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model=model,
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tokenizer=processor.tokenizer,
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feature_extractor=processor.feature_extractor,
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torch_dtype=torch.float32,
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generate_kwargs={"language": "english"},
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return_timestamps=True
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)
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# Define the Gradio interface function
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def transcribe_audio(audio, file):
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if audio:
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result = pipe(audio)
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elif file:
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result = pipe(file)
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else:
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result = {"text": "No input provided."}
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return result["text"]
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# Gradio interface
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iface = gr.Interface(
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title="Transforming Speech into Text",
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fn=transcribe_audio,
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inputs=[
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gr.Audio(source="microphone", type="filepath", label="Record from Microphone"),
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gr.File(type="filepath", label="Upload Audio File"),
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],
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outputs=["textbox"],
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description="Choose either microphone input or upload an audio file.",
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)
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# Run the app
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if __name__ == "__main__":
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iface.launch(share=True, debug=True)
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