Spaces:
Running
Running
Amlan-109
feat: Initial commit of LocalAI Amlan Edition with premium branding and personalization
750bbe6
| #!/usr/bin/env python3 | |
| """ | |
| 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 | |
| # If MAX_WORKERS are specified in the environment use it, otherwise default to 1 | |
| MAX_WORKERS = int(os.environ.get('PYTHON_GRPC_MAX_WORKERS', '1')) | |
| # Implement the BackendServicer class with the service methods | |
| 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) | |
| # Store the model name for use in transcription | |
| # Model name format: e.g., "moonshine/tiny" | |
| 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: | |
| # moonshine_onnx.transcribe returns a list of strings | |
| transcriptions = moonshine_onnx.transcribe(request.dst, self.model_name) | |
| # Combine all transcriptions into a single text | |
| if isinstance(transcriptions, list): | |
| text = " ".join(transcriptions) | |
| # Create segments for each transcription in the list | |
| for id, trans in enumerate(transcriptions): | |
| # Since moonshine doesn't provide timing info, we'll create a single segment | |
| # with id and text, using approximate timing | |
| resultSegments.append(backend_pb2.TranscriptSegment( | |
| id=id, | |
| start=0, | |
| end=0, | |
| text=trans | |
| )) | |
| else: | |
| # Handle case where it's not a list (shouldn't happen, but be safe) | |
| 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), # 50MB | |
| ('grpc.max_send_message_length', 50 * 1024 * 1024), # 50MB | |
| ('grpc.max_receive_message_length', 50 * 1024 * 1024), # 50MB | |
| ]) | |
| 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) | |
| # Define the signal handler function | |
| def signal_handler(sig, frame): | |
| print("Received termination signal. Shutting down...") | |
| server.stop(0) | |
| sys.exit(0) | |
| # Set the signal handlers for SIGINT and SIGTERM | |
| 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) | |