test_multi_process_client.py

# 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_client import Client
from paddle_serving_client.utils import MultiThreadRunner
import paddle


def single_func(idx, resource):
    client = Client()
    client.load_client_config(
        "./uci_housing_client/serving_client_conf.prototxt")
    client.connect(["127.0.0.1:9293", "127.0.0.1:9292"])
    test_reader = paddle.batch(
        paddle.reader.shuffle(
            paddle.dataset.uci_housing.test(), buf_size=500),
        batch_size=1)
    for data in test_reader():
        fetch_map = client.predict(feed={"x": data[0][0]}, fetch=["price"])
    return [[0]]


multi_thread_runner = MultiThreadRunner()
thread_num = 4
result = multi_thread_runner.run(single_func, thread_num, {})