# Copyright 2020 Huawei Technologies Co., Ltd # # 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. # ============================================================================ import numpy as np import pytest from mindspore import Tensor from mindspore.ops import composite as C import mindspore.nn as nn import mindspore.context as context class RepeatElementsNet(nn.Cell): def __init__(self, rep, axis): super(RepeatElementsNet, self).__init__() self.rep = rep self.axis = axis def construct(self, x): return C.repeat_elements(x, self.rep, self.axis) def repeat_elements(x, rep, axis): repeat_elements_net = RepeatElementsNet(rep, axis) return repeat_elements_net(Tensor(x.astype(np.int32))).asnumpy() @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_1d_one_element_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_1d_one_element_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1) ms_out = repeat_elements(a, 5, 0) np_out = a.repeat(5, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 513, 0) np_out = a.repeat(513, 0) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_1d_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(24) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_1d_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(24) ms_out = repeat_elements(a, 231, 0) np_out = a.repeat(231, 0) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_2d_one_element_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_2d_one_element_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1) ms_out = repeat_elements(a, 13, 0) np_out = a.repeat(13, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 13, 1) np_out = a.repeat(13, 1) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_2d_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(24).reshape(12, 2) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_2d_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(24).reshape(8, 3) ms_out = repeat_elements(a, 23, 0) np_out = a.repeat(23, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 23, 1) np_out = a.repeat(23, 1) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_3d_one_element_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_3d_one_element_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1) ms_out = repeat_elements(a, 43, 0) np_out = a.repeat(43, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 43, 1) np_out = a.repeat(43, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 43, 2) np_out = a.repeat(43, 2) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_3d_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(60).reshape(6, 2, 5) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_3d_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(60).reshape(3, 4, 5) ms_out = repeat_elements(a, 14, 0) np_out = a.repeat(14, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 14, 1) np_out = a.repeat(14, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 14, 2) np_out = a.repeat(14, 2) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_4d_one_element_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1, 1) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 3) np_out = a.repeat(1, 3) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_4d_one_element_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1, 1) ms_out = repeat_elements(a, 17, 0) np_out = a.repeat(17, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 17, 1) np_out = a.repeat(17, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 17, 2) np_out = a.repeat(17, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 17, 3) np_out = a.repeat(17, 3) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_4d_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(24).reshape(4, 3, 2, 1) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 3) np_out = a.repeat(1, 3) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_4d_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(24).reshape(2, 2, 2, 3) ms_out = repeat_elements(a, 23, 0) np_out = a.repeat(23, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 23, 1) np_out = a.repeat(23, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 23, 2) np_out = a.repeat(23, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 23, 3) np_out = a.repeat(23, 3) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_5d_one_element_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1, 1, 1) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 3) np_out = a.repeat(1, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 4) np_out = a.repeat(1, 4) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_5d_one_element_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1, 1, 1) ms_out = repeat_elements(a, 19, 0) np_out = a.repeat(19, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 19, 1) np_out = a.repeat(19, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 19, 2) np_out = a.repeat(19, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 19, 3) np_out = a.repeat(19, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 19, 4) np_out = a.repeat(19, 4) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_5d_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(224).reshape(8, 2, 1, 7, 2) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 3) np_out = a.repeat(1, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 4) np_out = a.repeat(1, 4) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_5d_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(224).reshape(1, 7, 4, 4, 2) ms_out = repeat_elements(a, 7, 0) np_out = a.repeat(7, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 7, 1) np_out = a.repeat(7, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 7, 2) np_out = a.repeat(7, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 7, 3) np_out = a.repeat(7, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 7, 4) np_out = a.repeat(7, 4) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_large_one_element_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1, 1, 1, 1, 1, 1) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 3) np_out = a.repeat(1, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 4) np_out = a.repeat(1, 4) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 5) np_out = a.repeat(1, 5) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 6) np_out = a.repeat(1, 6) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 7) np_out = a.repeat(1, 7) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_large_one_element_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1).reshape(1, 1, 1, 1, 1, 1, 1, 1) ms_out = repeat_elements(a, 42, 0) np_out = a.repeat(42, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 42, 1) np_out = a.repeat(42, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 42, 2) np_out = a.repeat(42, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 42, 3) np_out = a.repeat(42, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 42, 4) np_out = a.repeat(42, 4) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 42, 5) np_out = a.repeat(42, 5) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 42, 6) np_out = a.repeat(42, 6) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 42, 7) np_out = a.repeat(42, 7) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_large_rep_1(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1152).reshape(2, 3, 4, 8, 1, 1, 2, 3) ms_out = repeat_elements(a, 1, 0) np_out = a.repeat(1, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 1) np_out = a.repeat(1, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 2) np_out = a.repeat(1, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 3) np_out = a.repeat(1, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 4) np_out = a.repeat(1, 4) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 5) np_out = a.repeat(1, 5) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 6) np_out = a.repeat(1, 6) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 1, 7) np_out = a.repeat(1, 7) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_large_rep_many(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1152).reshape(4, 3, 4, 2, 1, 1, 4, 3) ms_out = repeat_elements(a, 4, 0) np_out = a.repeat(4, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 1) np_out = a.repeat(4, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 2) np_out = a.repeat(4, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 3) np_out = a.repeat(4, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 4) np_out = a.repeat(4, 4) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 5) np_out = a.repeat(4, 5) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 6) np_out = a.repeat(4, 6) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 7) np_out = a.repeat(4, 7) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_half(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(1152).astype(np.float16).reshape(4, 3, 4, 2, 1, 1, 4, 3) ms_out = repeat_elements(a, 4, 0) np_out = a.repeat(4, 0) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 1) np_out = a.repeat(4, 1) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 2) np_out = a.repeat(4, 2) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 3) np_out = a.repeat(4, 3) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 4) np_out = a.repeat(4, 4) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 5) np_out = a.repeat(4, 5) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 6) np_out = a.repeat(4, 6) np.testing.assert_array_equal(np_out, ms_out) ms_out = repeat_elements(a, 4, 7) np_out = a.repeat(4, 7) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_net_multi_use(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") rep = 3 axis = 4 repeat_elements_net = RepeatElementsNet(rep, axis) a = np.arange(64).reshape(2, 2, 2, 2, 2, 2) ms_out = repeat_elements_net(Tensor(a.astype(np.int32))).asnumpy() np_out = a.repeat(rep, axis) np.testing.assert_array_equal(np_out, ms_out) a = np.arange(128).reshape(2, 2, 4, 2, 2, 2) ms_out = repeat_elements_net(Tensor(a.astype(np.int32))).asnumpy() np_out = a.repeat(rep, axis) np.testing.assert_array_equal(np_out, ms_out) a = np.arange(18).reshape(1, 1, 3, 2, 3, 1) ms_out = repeat_elements_net(Tensor(a.astype(np.int32))).asnumpy() np_out = a.repeat(rep, axis) np.testing.assert_array_equal(np_out, ms_out) @pytest.mark.level0 @pytest.mark.platform_x86_gpu_training @pytest.mark.env_onecard def test_repeat_elements_invalid_input(): context.set_context(mode=context.GRAPH_MODE, device_target="GPU") a = np.arange(64).reshape(2, 2, 2, 2, 2, 2) with pytest.raises(ValueError): _ = repeat_elements(a, 0, 0) with pytest.raises(ValueError): _ = repeat_elements(a, 1, 6) with pytest.raises(ValueError): _ = repeat_elements(a, 1, -7)