| |
| """ |
| This is an extra gRPC server of LocalAI for Moonshine transcription |
| """ |
| from concurrent import futures |
| import time |
| import argparse |
| import signal |
| import sys |
| import os |
| import backend_pb2 |
| import backend_pb2_grpc |
| import moonshine_onnx |
|
|
| import grpc |
|
|
|
|
| _ONE_DAY_IN_SECONDS = 60 * 60 * 24 |
|
|
| |
| MAX_WORKERS = int(os.environ.get('PYTHON_GRPC_MAX_WORKERS', '1')) |
|
|
| |
| class BackendServicer(backend_pb2_grpc.BackendServicer): |
| """ |
| BackendServicer is the class that implements the gRPC service |
| """ |
| def Health(self, request, context): |
| return backend_pb2.Reply(message=bytes("OK", 'utf-8')) |
| |
| def LoadModel(self, request, context): |
| try: |
| print("Preparing models, please wait", file=sys.stderr) |
| |
| |
| self.model_name = request.Model |
| print(f"Model name set to: {self.model_name}", file=sys.stderr) |
| except Exception as err: |
| return backend_pb2.Result(success=False, message=f"Unexpected {err=}, {type(err)=}") |
| return backend_pb2.Result(message="Model loaded successfully", success=True) |
|
|
| def AudioTranscription(self, request, context): |
| resultSegments = [] |
| text = "" |
| try: |
| |
| transcriptions = moonshine_onnx.transcribe(request.dst, self.model_name) |
| |
| |
| if isinstance(transcriptions, list): |
| text = " ".join(transcriptions) |
| |
| for id, trans in enumerate(transcriptions): |
| |
| |
| resultSegments.append(backend_pb2.TranscriptSegment( |
| id=id, |
| start=0, |
| end=0, |
| text=trans |
| )) |
| else: |
| |
| text = str(transcriptions) |
| resultSegments.append(backend_pb2.TranscriptSegment( |
| id=0, |
| start=0, |
| end=0, |
| text=text |
| )) |
| except Exception as err: |
| print(f"Unexpected {err=}, {type(err)=}", file=sys.stderr) |
| return backend_pb2.TranscriptResult(segments=[], text="") |
|
|
| return backend_pb2.TranscriptResult(segments=resultSegments, text=text) |
|
|
| def serve(address): |
| server = grpc.server(futures.ThreadPoolExecutor(max_workers=MAX_WORKERS), |
| options=[ |
| ('grpc.max_message_length', 50 * 1024 * 1024), |
| ('grpc.max_send_message_length', 50 * 1024 * 1024), |
| ('grpc.max_receive_message_length', 50 * 1024 * 1024), |
| ]) |
| backend_pb2_grpc.add_BackendServicer_to_server(BackendServicer(), server) |
| server.add_insecure_port(address) |
| server.start() |
| print("Server started. Listening on: " + address, file=sys.stderr) |
|
|
| |
| def signal_handler(sig, frame): |
| print("Received termination signal. Shutting down...") |
| server.stop(0) |
| sys.exit(0) |
|
|
| |
| signal.signal(signal.SIGINT, signal_handler) |
| signal.signal(signal.SIGTERM, signal_handler) |
|
|
| try: |
| while True: |
| time.sleep(_ONE_DAY_IN_SECONDS) |
| except KeyboardInterrupt: |
| server.stop(0) |
|
|
| if __name__ == "__main__": |
| parser = argparse.ArgumentParser(description="Run the gRPC server.") |
| parser.add_argument( |
| "--addr", default="localhost:50051", help="The address to bind the server to." |
| ) |
| args = parser.parse_args() |
|
|
| serve(args.addr) |
|
|
|
|