test_stack_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 op_test import OpTest
import numpy as np
import unittest


class TestStackOpBase(OpTest):
    def initDefaultParameters(self):
        self.num_inputs = 4
        self.input_dim = (5, 6, 7)
        self.axis = 0
        self.dtype = 'float32'

    def initParameters(self):
        pass

    def get_x_names(self):
        x_names = []
        for i in range(self.num_inputs):
            x_names.append('x{}'.format(i))
        return x_names

    def setUp(self):
        self.initDefaultParameters()
        self.initParameters()
        self.op_type = 'stack'
        self.x = []
        for i in range(self.num_inputs):
            self.x.append(
                np.random.random(size=self.input_dim).astype(self.dtype))

        tmp = []
        x_names = self.get_x_names()
        for i in range(self.num_inputs):
            tmp.append((x_names[i], self.x[i]))

        self.inputs = {'X': tmp}
        self.outputs = {'Y': np.stack(self.x, axis=self.axis)}
        self.attrs = {'axis': self.axis}

    def test_check_output(self):
        self.check_output()

    def test_check_grad(self):
        self.check_grad(self.get_x_names(), 'Y')


class TestStackOp1(TestStackOpBase):
    def initParameters(self):
        self.num_inputs = 16


class TestStackOp2(TestStackOpBase):
    def initParameters(self):
        self.num_inputs = 20


class TestStackOp3(TestStackOpBase):
    def initParameters(self):
        self.axis = -1


class TestStackOp4(TestStackOpBase):
    def initParameters(self):
        self.axis = -4


class TestStackOp5(TestStackOpBase):
    def initParameters(self):
        self.axis = 1


class TestStackOp6(TestStackOpBase):
    def initParameters(self):
        self.axis = 3


if __name__ == '__main__':
    unittest.main()