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fbcb979
1
Parent(s):
c31f0fe
Create app.py
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app.py
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import gradio as gr
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import torch
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from transformers import pipeline
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import soundfile as sf
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import tempfile
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import shutil
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import os
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import librosa
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import time
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def resample_to_16k(audio, orig_sr):
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y_resampled = librosa.resample(y=audio, orig_sr=orig_sr, target_sr = 16000)
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return y_resampled
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def transcribe(audio,):
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sr,y = audio
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y = y.astype(np.float32)
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y /= np.max(np.abs(y))
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y_resampled = resample_to_16k(y, sr)
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with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as temp_audio:
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temp_audio_path = temp_audio.name
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sf.write(temp_audio_path, y_resampled, 16000)
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command = f"""main.exe -m 'I:\\ASR\\Whisper CPP\\SubGen\\whisper_blas_bin_v1_3_0\\models\\ggml-model-whisper-small.en.bin' -osrt -f '{temp_audio_path}' -nt"""
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start_time = time.time()
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result = subprocess.run(command, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
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end_time = time.time()
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print("Output",result.stdout)
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print("Error",result.stderr)
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transcription = result.stdout
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print(transcription)
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print("--------------------------")
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print(f"Execution time: {end_time - start_time} seconds")
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return transcription
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