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Update app.py
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app.py
CHANGED
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@@ -59,21 +59,15 @@ def compute_snr(original, enhanced):
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return snr
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def vad_plot(y, sr, title):
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# webrtcvad requires 16-bit mono PCM, sample rate 16000, 10/20/30 ms chunks
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import webrtcvad
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import numpy as np
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vad = webrtcvad.Vad(2)
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if sr != 16000:
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import librosa
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y = librosa.resample(y, orig_sr=sr, target_sr=16000)
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sr = 16000
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frame_duration_ms = 30
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frame_size = int(sr * frame_duration_ms / 1000)
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# Pad signal to be multiple of frame_size
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if len(y) % frame_size != 0:
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pad_len = frame_size - (len(y) % frame_size)
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y = np.pad(y, (0, pad_len))
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@@ -85,11 +79,21 @@ def vad_plot(y, sr, title):
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pcm = (frame * 32767).astype(np.int16).tobytes()
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try:
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voiced.append(vad.is_speech(pcm, sr))
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except Exception
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print("VAD error:", e)
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voiced.append(False)
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def compute_pesq_mfcc_stoi(original_path, enhanced_path):
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sr = 16000
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return snr
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def vad_plot(y, sr, title):
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vad = webrtcvad.Vad(2)
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if sr != 16000:
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y = librosa.resample(y, orig_sr=sr, target_sr=16000)
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sr = 16000
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frame_duration_ms = 30
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frame_size = int(sr * frame_duration_ms / 1000)
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if len(y) % frame_size != 0:
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pad_len = frame_size - (len(y) % frame_size)
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y = np.pad(y, (0, pad_len))
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pcm = (frame * 32767).astype(np.int16).tobytes()
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try:
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voiced.append(vad.is_speech(pcm, sr))
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except Exception:
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voiced.append(False)
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# Plot the VAD decisions
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plt.figure(figsize=(10, 1.5))
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plt.plot(voiced, drawstyle='steps-mid')
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plt.title(title)
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plt.xlabel("Frame Index")
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plt.ylabel("Speech")
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plt.tight_layout()
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buf = io.BytesIO()
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plt.savefig(buf, format='png')
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plt.close()
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buf.seek(0)
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return buf
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def compute_pesq_mfcc_stoi(original_path, enhanced_path):
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sr = 16000
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