# Copyright 2021-2023 H2020 TeraFlow (https://www.teraflow-h2020.eu/) # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import grpc, logging from common.tools.client.RetryDecorator import retry, delay_exponential from dbscanserving.proto.dbscanserving_pb2 import DetectionRequest, DetectionResponse from dbscanserving.proto.dbscanserving_pb2_grpc import DetectorStub LOGGER = logging.getLogger(__name__) MAX_RETRIES = 15 DELAY_FUNCTION = delay_exponential(initial=0.01, increment=2.0, maximum=5.0) RETRY_DECORATOR = retry(max_retries=MAX_RETRIES, delay_function=DELAY_FUNCTION, prepare_method_name='connect') class DbscanServingClient: def __init__(self, address, port): self.endpoint = '{:s}:{:s}'.format(str(address), str(port)) LOGGER.debug('Creating channel to {:s}...'.format(str(self.endpoint))) self.channel = None self.stub = None self.connect() LOGGER.debug('Channel created') def connect(self): self.channel = grpc.insecure_channel(self.endpoint) self.stub = DetectorStub(self.channel) def close(self): if(self.channel is not None): self.channel.close() self.channel = None self.stub = None @RETRY_DECORATOR def Detect(self, request : DetectionRequest) -> DetectionResponse: LOGGER.debug('Detect request: {:s}'.format(str(request))) response = self.stub.Detect(request) LOGGER.debug('Detect result: {:s}'.format(str(response))) return response