Spaces:
Sleeping
Sleeping
test fix
Browse files
app.py
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@@ -1,29 +1,35 @@
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from transformers import Wav2Vec2Processor, Wav2Vec2ForCTC
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import torch
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import gradio as gr
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import librosa
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app.launch(share=True)
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from transformers import Wav2Vec2Processor, Wav2Vec2ForCTC
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import torch
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import gradio as gr
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import librosa
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import os
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import subprocess
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# Install system dependencies
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subprocess.run(["apt-get", "update"], check=True)
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subprocess.run(["apt-get", "install", "-y", "espeak"], check=True)
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# load model and processor
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processor = Wav2Vec2Processor.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft")
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model = Wav2Vec2ForCTC.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft")
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# define prediction function
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def audio2phoneme(audio_path):
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audio, sr = librosa.load(audio_path, sr=16000)
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input_values = processor(audio, return_tensors="pt", padding=True).input_values
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with torch.no_grad():
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logits = model(input_values).logits
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predicted_ids = torch.argmax(logits, dim=-1)
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transcription = processor.batch_decode(predicted_ids)
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return ' '.join(transcription)
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app = gr.Interface(
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fn=audio2phoneme,
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inputs=gr.Audio(sources=["upload","microphone"], type="filepath"),
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outputs=gr.Textbox(label="Phoneme Transcription", show_copy_button=True, show_label=True),
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description="Get phonemes from audio",
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title="Audio to Phoneme Transcription using facebook/wav2vec2-lv-60-espeak-cv",
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)
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# start space
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app.launch(share=True)
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