#!/usr/bin/env python # Copyright (c) 2025 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. import argparse import pprint import sys from paddlex_hps_client import triton_request, utils from tritonclient import grpc as triton_grpc OUTPUT_IMAGE_PATH = "out.jpg" def main(): parser = argparse.ArgumentParser() parser.add_argument("--image", type=str, required=True) parser.add_argument("--no-visualization", action="store_true") parser.add_argument("--url", type=str, default="localhost:8001") args = parser.parse_args() client = triton_grpc.InferenceServerClient(args.url) input_ = {"image": utils.prepare_input_file(args.image)} if args.no_visualization: input_["visualize"] = False output = triton_request(client, "vehicle-attribute-recognition", input_) if output["errorCode"] != 0: print(f"Error code: {output['errorCode']}", file=sys.stderr) print(f"Error message: {output['errorMsg']}", file=sys.stderr) sys.exit(1) result = output["result"] utils.save_output_file(result["image"], OUTPUT_IMAGE_PATH) print(f"Output image saved at {OUTPUT_IMAGE_PATH}") print("\nDetected vehicles:") pprint.pp(result["vehicles"]) if __name__ == "__main__": main()