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Paddle/python/paddle/fluid/tests/unittests/test_dequantize_mkldnn_op.py

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# Copyright (c) 2018 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 __future__ import print_function
import unittest
import numpy as np
from op_test import OpTest
class TestDeQuantizeOp(OpTest):
def setUp(self):
self.op_type = 'dequantize'
self.scale = 2.0
self.input_size = [1, 1, 5, 5] #Naive nChw16c
self.data_type = 'int8'
self.set_scale()
self.set_data_type()
if self.data_type == 'int8':
input = (np.random.randint(0, 100, self.input_size) - 50
).astype(self.data_type)
output = (input * (1 / self.scale)).astype('float')
else:
input = (np.random.randint(0, 100,
self.input_size)).astype(self.data_type)
output = (input * (1 / self.scale)).astype('float')
self.inputs = {'Input': OpTest.np_dtype_to_fluid_dtype(input)}
self.outputs = {'Output': output}
self.attrs = {'Scale': self.scale, }
def test_check_output(self):
self.check_output()
def set_scale(self):
pass
def set_data_type(OpTest):
pass
class TestDeQuantizeOp1(TestDeQuantizeOp):
def set_scale(self):
self.scale = 1.5
def set_data_type(self):
self.data_type = 'int8'
class TestDeQuantizeOp2(TestDeQuantizeOp):
def set_scale(self):
self.scale = 0.8
def set_data_type(self):
self.data_type = 'uint8'
if __name__ == '__main__':
unittest.main()