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web_service_java.py
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# 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.web_service import WebService, Op
import logging
import numpy as np
from numpy import array
import sys
import base64
_LOGGER = logging.getLogger()
np.set_printoptions(threshold=sys.maxsize)
class UciOp(Op):
def init_op(self):
self.separator = ","
def preprocess(self, input_dicts, data_id, log_id):
"""
diff with web_server.py
javaclient input type is INDArray, restful request input is list.
this function simply reshape input to the Specified shape.
"""
(_, input_dict), = input_dicts.items()
_LOGGER.error("UciOp::preprocess >>> log_id:{}, input:{}".format(
log_id, input_dict))
proc_dict = {}
x_value = eval(input_dict["x"])
input_dict["x"] = x_value.reshape(1, 13)
return input_dict, False, None, ""
def postprocess(self, input_dicts, fetch_dict, data_id, log_id):
_LOGGER.info(
"UciOp::postprocess >>> data_id:{}, log_id:{}, fetch_dict:{}".
format(data_id, log_id, fetch_dict))
fetch_dict["price"] = str(fetch_dict["price"][0][0])
return fetch_dict, None, ""
class UciService(WebService):
def get_pipeline_response(self, read_op):
uci_op = UciOp(name="uci", input_ops=[read_op])
return uci_op
uci_service = UciService(name="uci")
uci_service.prepare_pipeline_config("config.yml")
uci_service.run_service()