|
| 1 | +""" |
| 2 | +This is the extra gRPC server for outlines of LocalAI |
| 3 | +""" |
| 4 | +from concurrent import futures |
| 5 | +import argparse |
| 6 | +import os |
| 7 | +import signal |
| 8 | +import sys |
| 9 | +import time |
| 10 | + |
| 11 | +import backend_pb2 |
| 12 | +import backend_pb2_grpc |
| 13 | + |
| 14 | +import grpc |
| 15 | + |
| 16 | +import outlines.text.generate as generate |
| 17 | +import outlines.models as models |
| 18 | + |
| 19 | +_ONE_DAY_IN_SECONDS = 60 * 60 * 24 |
| 20 | + |
| 21 | +# If MAX_WORKERS are specified in the environment use it, otherwise default to 1 |
| 22 | +MAX_WORKERS = int(os.environ.get('PYTHON_GRPC_MAX_WORKERS', '1')) |
| 23 | + |
| 24 | +# Implement the BackendServicer class with the service methods |
| 25 | +class BackendServicer(backend_pb2_grpc.BackendServicer): |
| 26 | + """ |
| 27 | + BackendServicer is the class that implements the gRPC service |
| 28 | + """ |
| 29 | + def Health(self, request, context): |
| 30 | + return backend_pb2.Reply(message=bytes("OK", 'utf-8')) |
| 31 | + |
| 32 | + def LoadModel(self, request, context): |
| 33 | + try: |
| 34 | + # model should be name of the model, e.g. gpt2 |
| 35 | + if request.Model == "": |
| 36 | + return backend_pb2.Result(success=False, message="Model name is empty") |
| 37 | + # It includes cache of the model, we do not need to add cache here. |
| 38 | + self.model = models.transformers(request.Model) |
| 39 | + except Exception as err: |
| 40 | + return backend_pb2.Result(success=False, message=f"Unexpected {err=}, {type(err)=}") |
| 41 | + return backend_pb2.Result(message="Model loaded successfully", success=True) |
| 42 | + |
| 43 | + def Predict(self, request, context): |
| 44 | + try: |
| 45 | + output=generate.continuation(self.model, stop=[str(request.StopPrompts)])(str(request.Prompt)) |
| 46 | + except Exception as err: |
| 47 | + return backend_pb2.Result(success=False, message=f"Unexpected {err=}, {type(err)=}") |
| 48 | + return backend_pb2.Result(message=bytes(output, encoding='utf-8')) |
| 49 | + |
| 50 | +def serve(address): |
| 51 | + server = grpc.server(futures.ThreadPoolExecutor(max_workers=MAX_WORKERS)) |
| 52 | + backend_pb2_grpc.add_BackendServicer_to_server(BackendServicer(), server) |
| 53 | + server.add_insecure_port(address) |
| 54 | + server.start() |
| 55 | + print("Server started. Listening on: " + address, file=sys.stderr) |
| 56 | + |
| 57 | + # Define the signal handler function |
| 58 | + def signal_handler(sig, frame): |
| 59 | + print("Received termination signal. Shutting down...") |
| 60 | + server.stop(0) |
| 61 | + sys.exit(0) |
| 62 | + |
| 63 | + # Set the signal handlers for SIGINT and SIGTERM |
| 64 | + signal.signal(signal.SIGINT, signal_handler) |
| 65 | + signal.signal(signal.SIGTERM, signal_handler) |
| 66 | + |
| 67 | + try: |
| 68 | + while True: |
| 69 | + time.sleep(_ONE_DAY_IN_SECONDS) |
| 70 | + except KeyboardInterrupt: |
| 71 | + server.stop(0) |
| 72 | + |
| 73 | +if __name__ == "__main__": |
| 74 | + parser = argparse.ArgumentParser(description="Run the gRPC server.") |
| 75 | + parser.add_argument( |
| 76 | + "--addr", default="localhost:50051", help="The address to bind the server to." |
| 77 | + ) |
| 78 | + args = parser.parse_args() |
| 79 | + |
| 80 | + serve(args.addr) |
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