import asyncio import logging import grpc import random from common.Settings import get_log_level, get_setting from common.proto.dbscanserving_pb2 import DetectionRequest, DetectionResponse, Sample from common.proto.dbscanserving_pb2_grpc import DetectorStub # For more channel options, please see https://grpc.io/grpc/core/group__grpc__arg__keys.html CHANNEL_OPTIONS = [('grpc.lb_policy_name', 'pick_first'), ('grpc.enable_retries', True), ('grpc.keepalive_timeout_ms', 10000)] # based on https://github.com/grpc/grpc/blob/master/examples/python/helloworld/async_greeter_client_with_options.py async def run(endpoint, service_id) -> None: async with grpc.aio.insecure_channel(target=endpoint, options=CHANNEL_OPTIONS) as channel: stub = DetectorStub(channel) # generate data alien_samples = random.randint(2, 20) request: DetectionRequest = DetectionRequest() request.num_samples = 300 + alien_samples request.num_features = 20 request.eps = 100.5 request.min_samples = 5 for _ in range(200): grpc_sample = Sample() for __ in range(20): grpc_sample.features.append(random.uniform(0., 10.)) request.samples.append(grpc_sample) for _ in range(100): grpc_sample = Sample() for __ in range(20): grpc_sample.features.append(random.uniform(50., 60.)) request.samples.append(grpc_sample) for _ in range(alien_samples): grpc_sample = Sample() for __ in range(20): grpc_sample.features.append(random.uniform(5000., 6000.)) request.samples.append(grpc_sample) # Timeout in seconds. # Please refer gRPC Python documents for more detail. https://grpc.io/grpc/python/grpc.html response: DetectionResponse = await stub.Detect(request, timeout=10) print("Greeter client received:", service_id) return service_id * 2 async def main_loop(): host = get_setting('DBSCANSERVINGSERVICE_SERVICE_HOST') port = get_setting('DBSCANSERVINGSERVICE_SERVICE_PORT_GRPC') endpoint = '{:s}:{:s}'.format(str(host), str(port)) ret = await asyncio.gather( run(endpoint, 1), run(endpoint, 2) ) print(ret) if __name__ == '__main__': logging.basicConfig() asyncio.run(main_loop())