#!/usr/bin/env python3 # Copyright (c) 2022-2023, NVIDIA CORPORATION. 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. """Client for BERT classifier sample server.""" import logging import numpy as np from pytriton.client import ModelClient logger = logging.getLogger("examples.huggingface_bert_jax.client") logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(name)s: %(message)s") init_timeout_s = 600 # increase default timeout to let model download from HF hub sequence = np.array([b"Hello, my dog is cute"]) logger.info(f"Input: {sequence}") logger.info("Sending request") with ModelClient("localhost", "BERT", init_timeout_s=init_timeout_s) as client: result_dict = client.infer_sample(sequence) for output_name, output_data in result_dict.items(): output_data = np.array2string(output_data, max_line_width=np.inf, separator=",").replace("\n", "") logger.info(f"{output_name}: {output_data}")