test_unbind_op.py

#   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()