Spaces:
Runtime error
Runtime error
Commit
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bcc3253
1
Parent(s):
921076a
Fix(app): init ASR model in background; add error handling; remove share=True
Browse files
app.py
CHANGED
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@@ -1,4 +1,6 @@
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import time
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import gradio as gr
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import librosa
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@@ -10,7 +12,7 @@ AUDIO_SECONDS_THRESHOLD = 2
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#pipe = pipeline("audio-classification", model="MIT/ast-finetuned-audioset-10-10-0.4593")
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prediction = [{"score": 1, "label": "recording..."}]
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from server_wrapper import process_chunk_from_bytes
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@@ -27,7 +29,13 @@ def streaming_recording_fn(stream, new_chunk):
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y = librosa.resample(y, orig_sr=sr, target_sr=TARGET_SAMPLE_RATE)
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if stream is not None:
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if (stream.shape[-1] / TARGET_SAMPLE_RATE) >= AUDIO_SECONDS_THRESHOLD:
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-
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file_name = f'./audio/{time.strftime("%Y%m%d_%H%M%S", time.localtime())}.wav'
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# # sf.write(file_name, stream, TARGET_SAMPLE_RATE)
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print(f"SAVE AUDIO: {file_name}")
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@@ -58,5 +66,13 @@ with gr.Blocks() as demo:
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["Streaming"])
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if __name__ == "__main__":
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-
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-
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import time
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import threading
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import os
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import gradio as gr
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import librosa
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#pipe = pipeline("audio-classification", model="MIT/ast-finetuned-audioset-10-10-0.4593")
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prediction = [{"score": 1, "label": "recording..."}]
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from server_wrapper import process_chunk_from_bytes, init_model
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y = librosa.resample(y, orig_sr=sr, target_sr=TARGET_SAMPLE_RATE)
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if stream is not None:
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if (stream.shape[-1] / TARGET_SAMPLE_RATE) >= AUDIO_SECONDS_THRESHOLD:
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try:
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prediction = process_chunk_from_bytes((stream * 32768).astype(np.int16).tobytes())
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except Exception as e:
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print(f"process_chunk_from_bytes failed: {e}")
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prediction = [{"score": 0.0, "label": "error"}]
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os.makedirs('./audio', exist_ok=True)
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file_name = f'./audio/{time.strftime("%Y%m%d_%H%M%S", time.localtime())}.wav'
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# # sf.write(file_name, stream, TARGET_SAMPLE_RATE)
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print(f"SAVE AUDIO: {file_name}")
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["Streaming"])
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if __name__ == "__main__":
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# Initialize the ASR model in a background thread to avoid blocking the UI startup.
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try:
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t = threading.Thread(target=init_model, daemon=True)
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t.start()
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print("Background model initialization started")
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except Exception as e:
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print(f"Failed to start background model init: {e}")
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# Do not use `share=True` inside Spaces; launch normally.
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demo.launch()
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