137 lines
4.2 KiB
Python
137 lines
4.2 KiB
Python
#!/usr/bin/env python3
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import vosk
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import sys
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import json
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import struct
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import numpy as np
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import soundfile as sf
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import tempfile
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import os
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from threading import Lock
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# Global recognizer with thread lock
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recognizer = None
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recognizer_lock = Lock()
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def initialize_vosk():
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global recognizer
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model_path = "vosk-model-small-en-us-0.15" # Update this path to your model
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if not os.path.exists(model_path):
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return {"success": False, "error": "Model not found"}
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try:
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vosk.SetLogLevel(-1)
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model = vosk.Model(model_path)
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recognizer = vosk.KaldiRecognizer(model, 16000)
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return {"success": True}
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except Exception as e:
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return {"success": False, "error": str(e)}
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def process_audio(audio_data, request_id):
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global recognizer
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if not recognizer:
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init_result = initialize_vosk()
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if not init_result["success"]:
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return {**init_result, "requestId": request_id}
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try:
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# Write to temp file
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with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as f:
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f.write(audio_data)
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temp_path = f.name
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try:
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# Read with soundfile
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data, samplerate = sf.read(temp_path, dtype='float32')
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# Convert to 16kHz if needed
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if samplerate != 16000:
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duration = len(data) / samplerate
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data = np.interp(
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np.linspace(0, len(data)-1, int(duration * 16000)),
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np.arange(len(data)),
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data
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)
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# Convert to 16-bit PCM
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data = (data * 32767).astype('int16')
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# Process with thread-safe recognizer
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with recognizer_lock:
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if recognizer.AcceptWaveform(data.tobytes()):
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text = json.loads(recognizer.Result()).get('text', '')
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is_final = True
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else:
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text = json.loads(recognizer.PartialResult()).get('partial', '')
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is_final = False
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return {
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"success": True,
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"text": text,
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"is_final": is_final,
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"requestId": request_id
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}
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finally:
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os.unlink(temp_path)
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except Exception as e:
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return {
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"success": False,
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"error": str(e),
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"requestId": request_id
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}
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def main():
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# Initialize Vosk
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init_result = initialize_vosk()
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if not init_result["success"]:
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error = json.dumps({
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"success": False,
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"error": init_result["error"],
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"requestId": 0
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}).encode()
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sys.stdout.buffer.write(struct.pack('>I', len(error)))
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sys.stdout.buffer.write(error)
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sys.stdout.buffer.flush()
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return
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while True:
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try:
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# Read message length (4 bytes)
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length_bytes = sys.stdin.buffer.read(4)
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if not length_bytes:
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break
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length = struct.unpack('>I', length_bytes)[0]
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# Read request ID (4 bytes)
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id_bytes = sys.stdin.buffer.read(4)
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if not id_bytes:
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break
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request_id = struct.unpack('>I', id_bytes)[0]
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# Read audio data
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audio_data = sys.stdin.buffer.read(length)
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if len(audio_data) != length:
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break
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# Process and send response
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result = process_audio(audio_data, request_id)
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response = json.dumps(result).encode()
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sys.stdout.buffer.write(struct.pack('>I', len(response)))
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sys.stdout.buffer.write(struct.pack('>I', request_id))
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sys.stdout.buffer.write(response)
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sys.stdout.buffer.flush()
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except Exception as e:
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error = json.dumps({
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"success": False,
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"error": str(e),
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"requestId": request_id if 'request_id' in locals() else 0
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}).encode()
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sys.stdout.buffer.write(struct.pack('>I', len(error)))
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sys.stdout.buffer.write(error)
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sys.stdout.buffer.flush()
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if __name__ == "__main__":
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main() |