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

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3.3 KiB

# 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
import paddle.fluid as fluid
from paddle.fluid import compiler, Program, program_guard, core
class TestUnbindOp(OpTest):
def initParameters(self):
pass
def outReshape(self):
pass
def setAxis(self):
pass
def setUp(self):
self._set_op_type()
self.dtype = self.get_dtype()
self.axis = 0
self.num = 3
self.initParameters()
#x = np.random.random((3, 2, 2)).astype(self.dtype)
x = np.arange(12).reshape(3, 2, 2).astype(self.dtype)
self.out = np.split(x, self.num, self.axis)
self.outReshape()
self.inputs = {'X': x}
self.attrs = {'axis': self.axis}
self.setAxis()
self.outputs = {'Out': [('out%d' % i, self.out[i]) \
for i in range(len(self.out))]}
def get_dtype(self):
return "float64"
def _set_op_type(self):
self.op_type = "unbind"
def test_check_output(self):
self.check_output()
def test_check_grad(self):
self.check_grad(['X'], ['out0', 'out1', 'out2'])
class TestUnbindOp1(TestUnbindOp):
def initParameters(self):
self.axis = 1
self.num = 2
def test_check_grad(self):
self.check_grad(['X'], ['out0', 'out1'])
def outReshape(self):
self.out[0] = self.out[0].reshape((3, 2))
self.out[1] = self.out[1].reshape((3, 2))
class TestUnbindOp2(TestUnbindOp):
def initParameters(self):
self.axis = 2
self.num = 2
def test_check_grad(self):
self.check_grad(['X'], ['out0', 'out1'])
def outReshape(self):
self.out[0] = self.out[0].reshape((3, 2))
self.out[1] = self.out[1].reshape((3, 2))
class TestUnbindOp3(TestUnbindOp):
def initParameters(self):
self.axis = 2
self.num = 2
def setAxis(self):
self.attrs = {'axis': -1}
def test_check_grad(self):
self.check_grad(['X'], ['out0', 'out1'])
def outReshape(self):
self.out[0] = self.out[0].reshape((3, 2))
self.out[1] = self.out[1].reshape((3, 2))
class TestUnbindOp4(TestUnbindOp):
def initParameters(self):
self.axis = 1
self.num = 2
def setAxis(self):
self.attrs = {'axis': -2}
def test_check_grad(self):
self.check_grad(['X'], ['out0', 'out1'])
def outReshape(self):
self.out[0] = self.out[0].reshape((3, 2))
self.out[1] = self.out[1].reshape((3, 2))
if __name__ == '__main__':
unittest.main()