# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # 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. from paddle_serving_server_gpu.web_service import WebService import sys import os import base64 from image_reader import ImageReader class ImageService(WebService): """ preprocessing function for image classification """ def preprocess(self, feed={}, fetch=[]): reader = ImageReader() if "image" not in feed: raise ("feed data error!") sample = base64.b64decode(feed["image"]) img = reader.process_image(sample) res_feed = {} res_feed["image"] = img.reshape(-1) return res_feed, fetch image_service = ImageService(name="image") image_service.load_model_config(sys.argv[1]) gpu_ids = os.environ["CUDA_VISIBLE_DEVICES"] gpus = [int(x) for x in gpu_ids.split(",")] image_service.set_gpus(gpus) image_service.prepare_server( workdir=sys.argv[2], port=int(sys.argv[3]), device="gpu") image_service.run_server()