XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1 | // Copyright 2019 Google LLC |
| 2 | // |
| 3 | // This source code is licensed under the BSD-style license found in the |
| 4 | // LICENSE file in the root directory of this source tree. |
| 5 | |
| 6 | #include <gtest/gtest.h> |
| 7 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8 | #include "convolution-operator-tester.h" |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9 | |
| 10 | |
| 11 | /**************************** SPMM path ****************************/ |
| 12 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 13 | TEST(CONVOLUTION_NCHW_F32, 1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 14 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 15 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 16 | .input_size(27, 29) |
| 17 | .kernel_size(1, 1) |
| 18 | .group_input_channels(23) |
| 19 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 20 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 21 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 22 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 23 | } |
| 24 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 25 | TEST(CONVOLUTION_NCHW_F32, 1x1_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 26 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 27 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 28 | .input_size(27, 29) |
| 29 | .kernel_size(1, 1) |
| 30 | .group_input_channels(23) |
| 31 | .group_output_channels(19) |
| 32 | .sparsity(1.0f) |
| 33 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 34 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 35 | } |
| 36 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 37 | TEST(CONVOLUTION_NCHW_F32, 1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 38 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 39 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 40 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 41 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 42 | .kernel_size(1, 1) |
| 43 | .group_input_channels(23) |
| 44 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 45 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 46 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 47 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 48 | } |
| 49 | } |
| 50 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 51 | TEST(CONVOLUTION_NCHW_F32, 1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 52 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 53 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 54 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 55 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 56 | .kernel_size(1, 1) |
| 57 | .group_input_channels(23) |
| 58 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 59 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 60 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 61 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 62 | } |
| 63 | } |
| 64 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 65 | TEST(CONVOLUTION_NCHW_F32, 1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 66 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 67 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 68 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 69 | .input_size(27, 29) |
| 70 | .kernel_size(1, 1) |
| 71 | .group_input_channels(input_channels) |
| 72 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 73 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 74 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 75 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 76 | } |
| 77 | } |
| 78 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 79 | TEST(CONVOLUTION_NCHW_F32, 1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 80 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 81 | for (size_t output_channels = 1; output_channels < 19; output_channels *= 2) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 82 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 83 | .input_size(27, 29) |
| 84 | .kernel_size(1, 1) |
| 85 | .group_input_channels(23) |
| 86 | .group_output_channels(output_channels) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 87 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 88 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 89 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 90 | } |
| 91 | } |
| 92 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 93 | TEST(CONVOLUTION_NCHW_F32, 1x1_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 94 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 95 | .input_size(27, 29) |
| 96 | .kernel_size(1, 1) |
| 97 | .group_input_channels(23) |
| 98 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 99 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 100 | .qmin(128) |
| 101 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 102 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 103 | } |
| 104 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 105 | TEST(CONVOLUTION_NCHW_F32, 1x1_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 106 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 107 | .input_size(27, 29) |
| 108 | .kernel_size(1, 1) |
| 109 | .group_input_channels(23) |
| 110 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 111 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 112 | .qmax(128) |
| 113 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 114 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 115 | } |
| 116 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 117 | TEST(CONVOLUTION_NCHW_F32, 1x1_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 118 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 119 | .has_bias(false) |
| 120 | .input_size(27, 29) |
| 121 | .kernel_size(1, 1) |
| 122 | .group_input_channels(23) |
| 123 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 124 | .sparsity(0.5f) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 125 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 126 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 127 | } |
| 128 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 129 | /**************************** SPMM path, batched ****************************/ |
| 130 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 131 | TEST(CONVOLUTION_NCHW_F32, batched_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 132 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 133 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 134 | .batch_size(2) |
| 135 | .input_size(27, 29) |
| 136 | .kernel_size(1, 1) |
| 137 | .group_input_channels(23) |
| 138 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 139 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 140 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 141 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 142 | } |
| 143 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 144 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 145 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 146 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 147 | .batch_size(2) |
| 148 | .input_size(27, 29) |
| 149 | .kernel_size(1, 1) |
| 150 | .group_input_channels(23) |
| 151 | .group_output_channels(19) |
| 152 | .sparsity(1.0f) |
| 153 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 154 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 155 | } |
| 156 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 157 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 158 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 159 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 160 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 161 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 162 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 163 | .kernel_size(1, 1) |
| 164 | .group_input_channels(23) |
| 165 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 166 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 167 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 168 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 169 | } |
| 170 | } |
| 171 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 172 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 173 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 174 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 175 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 176 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 177 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 178 | .kernel_size(1, 1) |
| 179 | .group_input_channels(23) |
| 180 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 181 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 182 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 183 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 184 | } |
| 185 | } |
| 186 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 187 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 188 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 189 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 190 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 191 | .batch_size(2) |
| 192 | .input_size(27, 29) |
| 193 | .kernel_size(1, 1) |
| 194 | .group_input_channels(input_channels) |
| 195 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 196 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 197 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 198 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 199 | } |
| 200 | } |
| 201 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 202 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 203 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 204 | for (size_t output_channels = 1; output_channels < 19; output_channels *= 2) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 205 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 206 | .batch_size(2) |
| 207 | .input_size(27, 29) |
| 208 | .kernel_size(1, 1) |
| 209 | .group_input_channels(23) |
| 210 | .group_output_channels(output_channels) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 211 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 212 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 213 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 214 | } |
| 215 | } |
| 216 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 217 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_with_input_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 218 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 219 | .batch_size(2) |
| 220 | .input_size(27, 29) |
| 221 | .kernel_size(1, 1) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 222 | .input_channel_stride(25) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 223 | .group_input_channels(23) |
| 224 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 225 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 226 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 227 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 228 | } |
| 229 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 230 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_with_output_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 231 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 232 | .batch_size(2) |
| 233 | .input_size(27, 29) |
| 234 | .kernel_size(1, 1) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 235 | .output_channel_stride(21) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 236 | .group_input_channels(23) |
| 237 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 238 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 239 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 240 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 241 | } |
| 242 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 243 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 244 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 245 | .batch_size(2) |
| 246 | .input_size(27, 29) |
| 247 | .kernel_size(1, 1) |
| 248 | .group_input_channels(23) |
| 249 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 250 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 251 | .qmin(128) |
| 252 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 253 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 254 | } |
| 255 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 256 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 257 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 258 | .batch_size(2) |
| 259 | .input_size(27, 29) |
| 260 | .kernel_size(1, 1) |
| 261 | .group_input_channels(23) |
| 262 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 263 | .sparsity(0.5f) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 264 | .qmax(128) |
| 265 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 266 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 267 | } |
| 268 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 269 | TEST(CONVOLUTION_NCHW_F32, batched_1x1_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 270 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 271 | .has_bias(false) |
| 272 | .batch_size(2) |
| 273 | .input_size(27, 29) |
| 274 | .kernel_size(1, 1) |
| 275 | .group_input_channels(23) |
| 276 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 277 | .sparsity(0.5f) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 278 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 279 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 280 | } |
| 281 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 282 | /**************************** DConv 3x3c3s2 HWC->CHW path ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 283 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 284 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, 3x3c3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 285 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 286 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 287 | .input_size(27, 29) |
| 288 | .padding(1) |
| 289 | .kernel_size(3, 3) |
| 290 | .subsampling(2) |
| 291 | .group_input_channels(3) |
| 292 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 293 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 294 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 295 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 296 | } |
| 297 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 298 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, 3x3c3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 299 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 300 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 301 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 302 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 303 | .padding(1) |
| 304 | .kernel_size(3, 3) |
| 305 | .subsampling(2) |
| 306 | .group_input_channels(3) |
| 307 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 308 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 309 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 310 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 311 | } |
| 312 | } |
| 313 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 314 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, 3x3c3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 315 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 316 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 317 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 318 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 319 | .padding(1) |
| 320 | .kernel_size(3, 3) |
| 321 | .subsampling(2) |
| 322 | .group_input_channels(3) |
| 323 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 324 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 325 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 326 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 327 | } |
| 328 | } |
| 329 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 330 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, 3x3c3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 331 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 332 | for (size_t output_channels = 1; output_channels < 19; output_channels *= 2) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 333 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 334 | .input_size(27, 29) |
| 335 | .padding(1) |
| 336 | .kernel_size(3, 3) |
| 337 | .subsampling(2) |
| 338 | .group_input_channels(3) |
| 339 | .group_output_channels(output_channels) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 340 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 341 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 342 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 343 | } |
| 344 | } |
| 345 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 346 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, 3x3c3s2_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 347 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 348 | .input_size(27, 29) |
| 349 | .padding(1) |
| 350 | .kernel_size(3, 3) |
| 351 | .subsampling(2) |
| 352 | .group_input_channels(3) |
| 353 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 354 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 355 | .qmin(128) |
| 356 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 357 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 358 | } |
| 359 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 360 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, 3x3c3s2_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 361 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 362 | .input_size(27, 29) |
| 363 | .padding(1) |
| 364 | .kernel_size(3, 3) |
| 365 | .subsampling(2) |
| 366 | .group_input_channels(3) |
| 367 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 368 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 369 | .qmax(128) |
| 370 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 371 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 372 | } |
| 373 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 374 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, 3x3c3s2_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 375 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 376 | .has_bias(false) |
| 377 | .input_size(27, 29) |
| 378 | .padding(1) |
| 379 | .kernel_size(3, 3) |
| 380 | .subsampling(2) |
| 381 | .group_input_channels(3) |
| 382 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 383 | .force_nhwc_input(true) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 384 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 385 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 386 | } |
| 387 | |
Marat Dukhan | 1f29b80 | 2020-05-15 23:46:39 -0700 | [diff] [blame] | 388 | /**************************** DConv 3x3c3s2 HWC->CHW path, batched ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 389 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 390 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 391 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 392 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 393 | .batch_size(2) |
| 394 | .input_size(27, 29) |
| 395 | .padding(1) |
| 396 | .kernel_size(3, 3) |
| 397 | .subsampling(2) |
| 398 | .group_input_channels(3) |
| 399 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 400 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 401 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 402 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 403 | } |
| 404 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 405 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 406 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 407 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 408 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 409 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 410 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 411 | .padding(1) |
| 412 | .kernel_size(3, 3) |
| 413 | .subsampling(2) |
| 414 | .group_input_channels(3) |
| 415 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 416 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 417 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 418 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 419 | } |
| 420 | } |
| 421 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 422 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 423 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 424 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 425 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 426 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 427 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 428 | .padding(1) |
| 429 | .kernel_size(3, 3) |
| 430 | .subsampling(2) |
| 431 | .group_input_channels(3) |
| 432 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 433 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 434 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 435 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 436 | } |
| 437 | } |
| 438 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 439 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 440 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 441 | for (size_t output_channels = 1; output_channels < 19; output_channels *= 2) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 442 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 443 | .batch_size(2) |
| 444 | .input_size(27, 29) |
| 445 | .padding(1) |
| 446 | .kernel_size(3, 3) |
| 447 | .subsampling(2) |
| 448 | .group_input_channels(3) |
| 449 | .group_output_channels(output_channels) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 450 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 451 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 452 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 453 | } |
| 454 | } |
| 455 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 456 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2_with_output_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 457 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 458 | .batch_size(2) |
| 459 | .input_size(27, 29) |
| 460 | .padding(1) |
| 461 | .kernel_size(3, 3) |
| 462 | .subsampling(2) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 463 | .output_channel_stride(21) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 464 | .group_input_channels(3) |
| 465 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 466 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 467 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 468 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 469 | } |
| 470 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 471 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 472 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 473 | .batch_size(2) |
| 474 | .input_size(27, 29) |
| 475 | .padding(1) |
| 476 | .kernel_size(3, 3) |
| 477 | .subsampling(2) |
| 478 | .group_input_channels(3) |
| 479 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 480 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 481 | .qmin(128) |
| 482 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 483 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 484 | } |
| 485 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 486 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 487 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 488 | .batch_size(2) |
| 489 | .input_size(27, 29) |
| 490 | .padding(1) |
| 491 | .kernel_size(3, 3) |
| 492 | .subsampling(2) |
| 493 | .group_input_channels(3) |
| 494 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 495 | .force_nhwc_input(true) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 496 | .qmax(128) |
| 497 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 498 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 499 | } |
| 500 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 501 | TEST(CONVOLUTION_NHWC2NCHW_OP_F32, batched_3x3c3s2_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 502 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 503 | .has_bias(false) |
| 504 | .batch_size(2) |
| 505 | .input_size(27, 29) |
| 506 | .padding(1) |
| 507 | .kernel_size(3, 3) |
| 508 | .subsampling(2) |
| 509 | .group_input_channels(3) |
| 510 | .group_output_channels(19) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 511 | .force_nhwc_input(true) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 512 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 513 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 514 | } |
| 515 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 516 | /**************************** DWCONV 3x3 path ****************************/ |
| 517 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 518 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 519 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 520 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 521 | .input_size(27, 29) |
| 522 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 523 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 524 | .groups(19) |
| 525 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 526 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 527 | } |
| 528 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 529 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 530 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 531 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 532 | .input_size(27, 29) |
| 533 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 534 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 535 | .groups(19) |
| 536 | .sparsity(1.0f) |
| 537 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 538 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 539 | } |
| 540 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 541 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 542 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 543 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 544 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 545 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 546 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 547 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 548 | .groups(19) |
| 549 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 550 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 551 | } |
| 552 | } |
| 553 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 554 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 555 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 556 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 557 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 558 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 559 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 560 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 561 | .groups(19) |
| 562 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 563 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 564 | } |
| 565 | } |
| 566 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 567 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 568 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 569 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 570 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 571 | .input_size(27, 29) |
| 572 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 573 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 574 | .groups(channels) |
| 575 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 576 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 577 | } |
| 578 | } |
| 579 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 580 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 581 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 582 | .input_size(27, 29) |
| 583 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 584 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 585 | .groups(19) |
| 586 | .qmin(128) |
| 587 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 588 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 589 | } |
| 590 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 591 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 592 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 593 | .input_size(27, 29) |
| 594 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 595 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 596 | .groups(19) |
| 597 | .qmax(128) |
| 598 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 599 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 600 | } |
| 601 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 602 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 603 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 604 | .has_bias(false) |
| 605 | .input_size(27, 29) |
| 606 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 607 | .padding(1) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 608 | .groups(19) |
| 609 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 610 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 611 | } |
| 612 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 613 | /**************************** DWCONV 3x3 path, batched ****************************/ |
| 614 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 615 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 616 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 617 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 618 | .batch_size(2) |
| 619 | .input_size(27, 29) |
| 620 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 621 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 622 | .groups(19) |
| 623 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 624 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 625 | } |
| 626 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 627 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 628 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 629 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 630 | .batch_size(2) |
| 631 | .input_size(27, 29) |
| 632 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 633 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 634 | .groups(19) |
| 635 | .sparsity(1.0f) |
| 636 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 637 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 638 | } |
| 639 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 640 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 641 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 642 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 643 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 644 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 645 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 646 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 647 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 648 | .groups(19) |
| 649 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 650 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 651 | } |
| 652 | } |
| 653 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 654 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 655 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 656 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 657 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 658 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 659 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 660 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 661 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 662 | .groups(19) |
| 663 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 664 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 665 | } |
| 666 | } |
| 667 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 668 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 669 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 670 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 671 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 672 | .batch_size(2) |
| 673 | .input_size(27, 29) |
| 674 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 675 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 676 | .groups(channels) |
| 677 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 678 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 679 | } |
| 680 | } |
| 681 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 682 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_with_input_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 683 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 684 | .batch_size(2) |
| 685 | .input_size(27, 29) |
| 686 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 687 | .padding(1) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 688 | .input_channel_stride(21) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 689 | .groups(19) |
| 690 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 691 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 692 | } |
| 693 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 694 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_with_output_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 695 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 696 | .batch_size(2) |
| 697 | .input_size(27, 29) |
| 698 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 699 | .padding(1) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 700 | .output_channel_stride(23) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 701 | .groups(19) |
| 702 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 703 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 704 | } |
| 705 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 706 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 707 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 708 | .batch_size(2) |
| 709 | .input_size(27, 29) |
| 710 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 711 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 712 | .groups(19) |
| 713 | .qmin(128) |
| 714 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 715 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 716 | } |
| 717 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 718 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 719 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 720 | .batch_size(2) |
| 721 | .input_size(27, 29) |
| 722 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 723 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 724 | .groups(19) |
| 725 | .qmax(128) |
| 726 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 727 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 728 | } |
| 729 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 730 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 731 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 732 | .has_bias(false) |
| 733 | .batch_size(2) |
| 734 | .input_size(27, 29) |
| 735 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 736 | .padding(1) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 737 | .groups(19) |
| 738 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 739 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 740 | } |
| 741 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 742 | /**************************** DWCONV 3x3 stride-2 path ****************************/ |
| 743 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 744 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 745 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 746 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 747 | .input_size(27, 29) |
| 748 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 749 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 750 | .subsampling(2) |
| 751 | .groups(19) |
| 752 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 753 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 754 | } |
| 755 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 756 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 757 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 758 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 759 | .input_size(27, 29) |
| 760 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 761 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 762 | .subsampling(2) |
| 763 | .groups(19) |
| 764 | .sparsity(1.0f) |
| 765 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 766 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 767 | } |
| 768 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 769 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 770 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 771 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 772 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 773 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 774 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 775 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 776 | .subsampling(2) |
| 777 | .groups(19) |
| 778 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 779 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 780 | } |
| 781 | } |
| 782 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 783 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 784 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 785 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 786 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 787 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 788 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 789 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 790 | .subsampling(2) |
| 791 | .groups(19) |
| 792 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 793 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 794 | } |
| 795 | } |
| 796 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 797 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 798 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 799 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 800 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 801 | .input_size(27, 29) |
| 802 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 803 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 804 | .subsampling(2) |
| 805 | .groups(channels) |
| 806 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 807 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 808 | } |
| 809 | } |
| 810 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 811 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 812 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 813 | .input_size(27, 29) |
| 814 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 815 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 816 | .subsampling(2) |
| 817 | .groups(19) |
| 818 | .qmin(128) |
| 819 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 820 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 821 | } |
| 822 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 823 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 824 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 825 | .input_size(27, 29) |
| 826 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 827 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 828 | .subsampling(2) |
| 829 | .groups(19) |
| 830 | .qmax(128) |
| 831 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 832 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 833 | } |
| 834 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 835 | TEST(CONVOLUTION_NCHW_F32, depthwise_3x3s2_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 836 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 837 | .has_bias(false) |
| 838 | .input_size(27, 29) |
| 839 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 840 | .padding(1) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 841 | .subsampling(2) |
| 842 | .groups(19) |
| 843 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 844 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 845 | } |
| 846 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 847 | /**************************** DWCONV 3x3 stride-2 path, batched ****************************/ |
| 848 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 849 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 850 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 851 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 852 | .batch_size(2) |
| 853 | .input_size(27, 29) |
| 854 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 855 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 856 | .subsampling(2) |
| 857 | .groups(19) |
| 858 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 859 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 860 | } |
| 861 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 862 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 863 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 864 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 865 | .batch_size(2) |
| 866 | .input_size(27, 29) |
| 867 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 868 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 869 | .subsampling(2) |
| 870 | .groups(19) |
| 871 | .sparsity(1.0f) |
| 872 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 873 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 874 | } |
| 875 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 876 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 877 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 878 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 879 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 880 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 881 | .input_size(input_height, 29) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 882 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 883 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 884 | .subsampling(2) |
| 885 | .groups(19) |
| 886 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 887 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 888 | } |
| 889 | } |
| 890 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 891 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 892 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 893 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 894 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 895 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 896 | .input_size(27, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 897 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 898 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 899 | .subsampling(2) |
| 900 | .groups(19) |
| 901 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 902 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 903 | } |
| 904 | } |
| 905 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 906 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 907 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 908 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 909 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 910 | .batch_size(2) |
| 911 | .input_size(27, 29) |
| 912 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 913 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 914 | .subsampling(2) |
| 915 | .groups(channels) |
| 916 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 917 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 918 | } |
| 919 | } |
| 920 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 921 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_with_input_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 922 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 923 | .batch_size(2) |
| 924 | .input_size(27, 29) |
| 925 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 926 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 927 | .subsampling(2) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 928 | .input_channel_stride(21) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 929 | .groups(19) |
| 930 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 931 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 932 | } |
| 933 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 934 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_with_output_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 935 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 936 | .batch_size(2) |
| 937 | .input_size(27, 29) |
| 938 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 939 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 940 | .subsampling(2) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 941 | .output_channel_stride(23) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 942 | .groups(19) |
| 943 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 944 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 945 | } |
| 946 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 947 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 948 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 949 | .batch_size(2) |
| 950 | .input_size(27, 29) |
| 951 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 952 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 953 | .subsampling(2) |
| 954 | .groups(19) |
| 955 | .qmin(128) |
| 956 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 957 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 958 | } |
| 959 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 960 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 961 | ConvolutionOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 962 | .batch_size(2) |
| 963 | .input_size(27, 29) |
| 964 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 965 | .padding(1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 966 | .subsampling(2) |
| 967 | .groups(19) |
| 968 | .qmax(128) |
| 969 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 970 | .TestNCHWxF32(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 971 | } |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 972 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 973 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_3x3s2_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 974 | ConvolutionOperatorTester() |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 975 | .has_bias(false) |
| 976 | .batch_size(2) |
| 977 | .input_size(27, 29) |
| 978 | .kernel_size(3, 3) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 979 | .padding(1) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 980 | .subsampling(2) |
| 981 | .groups(19) |
| 982 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 983 | .TestNCHWxF32(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 984 | } |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 985 | |
| 986 | /**************************** DWCONV 5x5 path ****************************/ |
| 987 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 988 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 989 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 990 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 991 | .input_size(27, 29) |
| 992 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 993 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 994 | .groups(19) |
| 995 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 996 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 997 | } |
| 998 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 999 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1000 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1001 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1002 | .input_size(27, 29) |
| 1003 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1004 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1005 | .groups(19) |
| 1006 | .sparsity(1.0f) |
| 1007 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1008 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1009 | } |
| 1010 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1011 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1012 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1013 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1014 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1015 | .input_size(input_height, 29) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1016 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1017 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1018 | .groups(19) |
| 1019 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1020 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1021 | } |
| 1022 | } |
| 1023 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1024 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1025 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1026 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1027 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1028 | .input_size(27, input_width) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1029 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1030 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1031 | .groups(19) |
| 1032 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1033 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1034 | } |
| 1035 | } |
| 1036 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1037 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1038 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1039 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1040 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1041 | .input_size(27, 29) |
| 1042 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1043 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1044 | .groups(channels) |
| 1045 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1046 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1047 | } |
| 1048 | } |
| 1049 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1050 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1051 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1052 | .input_size(27, 29) |
| 1053 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1054 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1055 | .groups(19) |
| 1056 | .qmin(128) |
| 1057 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1058 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1059 | } |
| 1060 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1061 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1062 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1063 | .input_size(27, 29) |
| 1064 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1065 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1066 | .groups(19) |
| 1067 | .qmax(128) |
| 1068 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1069 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1070 | } |
| 1071 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1072 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1073 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1074 | .has_bias(false) |
| 1075 | .input_size(27, 29) |
| 1076 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1077 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1078 | .groups(19) |
| 1079 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1080 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1081 | } |
| 1082 | |
| 1083 | /**************************** DWCONV 5x5 path, batched ****************************/ |
| 1084 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1085 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1086 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1087 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1088 | .batch_size(2) |
| 1089 | .input_size(27, 29) |
| 1090 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1091 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1092 | .groups(19) |
| 1093 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1094 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1095 | } |
| 1096 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1097 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1098 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1099 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1100 | .batch_size(2) |
| 1101 | .input_size(27, 29) |
| 1102 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1103 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1104 | .groups(19) |
| 1105 | .sparsity(1.0f) |
| 1106 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1107 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1108 | } |
| 1109 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1110 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1111 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1112 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1113 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1114 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1115 | .input_size(input_height, 29) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1116 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1117 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1118 | .groups(19) |
| 1119 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1120 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1121 | } |
| 1122 | } |
| 1123 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1124 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1125 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1126 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1127 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1128 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1129 | .input_size(27, input_width) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1130 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1131 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1132 | .groups(19) |
| 1133 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1134 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1135 | } |
| 1136 | } |
| 1137 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1138 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1139 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1140 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1141 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1142 | .batch_size(2) |
| 1143 | .input_size(27, 29) |
| 1144 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1145 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1146 | .groups(channels) |
| 1147 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1148 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1149 | } |
| 1150 | } |
| 1151 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1152 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_with_input_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1153 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1154 | .batch_size(2) |
| 1155 | .input_size(27, 29) |
| 1156 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1157 | .padding(2) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 1158 | .input_channel_stride(21) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1159 | .groups(19) |
| 1160 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1161 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1162 | } |
| 1163 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1164 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_with_output_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1165 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1166 | .batch_size(2) |
| 1167 | .input_size(27, 29) |
| 1168 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1169 | .padding(2) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 1170 | .output_channel_stride(23) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1171 | .groups(19) |
| 1172 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1173 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1174 | } |
| 1175 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1176 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1177 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1178 | .batch_size(2) |
| 1179 | .input_size(27, 29) |
| 1180 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1181 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1182 | .groups(19) |
| 1183 | .qmin(128) |
| 1184 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1185 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1186 | } |
| 1187 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1188 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1189 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1190 | .batch_size(2) |
| 1191 | .input_size(27, 29) |
| 1192 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1193 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1194 | .groups(19) |
| 1195 | .qmax(128) |
| 1196 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1197 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1198 | } |
| 1199 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1200 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1201 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1202 | .has_bias(false) |
| 1203 | .batch_size(2) |
| 1204 | .input_size(27, 29) |
| 1205 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1206 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1207 | .groups(19) |
| 1208 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1209 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1210 | } |
| 1211 | |
| 1212 | /**************************** DWCONV 5x5 stride-2 path ****************************/ |
| 1213 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1214 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1215 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1216 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1217 | .input_size(27, 29) |
| 1218 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1219 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1220 | .subsampling(2) |
| 1221 | .groups(19) |
| 1222 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1223 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1224 | } |
| 1225 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1226 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1227 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1228 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1229 | .input_size(27, 29) |
| 1230 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1231 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1232 | .subsampling(2) |
| 1233 | .groups(19) |
| 1234 | .sparsity(1.0f) |
| 1235 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1236 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1237 | } |
| 1238 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1239 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1240 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1241 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1242 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1243 | .input_size(input_height, 29) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1244 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1245 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1246 | .subsampling(2) |
| 1247 | .groups(19) |
| 1248 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1249 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1250 | } |
| 1251 | } |
| 1252 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1253 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1254 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1255 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1256 | ConvolutionOperatorTester() |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1257 | .input_size(27, input_width) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1258 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1259 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1260 | .subsampling(2) |
| 1261 | .groups(19) |
| 1262 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1263 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1264 | } |
| 1265 | } |
| 1266 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1267 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1268 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1269 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1270 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1271 | .input_size(27, 29) |
| 1272 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1273 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1274 | .subsampling(2) |
| 1275 | .groups(channels) |
| 1276 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1277 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1278 | } |
| 1279 | } |
| 1280 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1281 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1282 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1283 | .input_size(27, 29) |
| 1284 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1285 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1286 | .subsampling(2) |
| 1287 | .groups(19) |
| 1288 | .qmin(128) |
| 1289 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1290 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1291 | } |
| 1292 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1293 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1294 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1295 | .input_size(27, 29) |
| 1296 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1297 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1298 | .subsampling(2) |
| 1299 | .groups(19) |
| 1300 | .qmax(128) |
| 1301 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1302 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1303 | } |
| 1304 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1305 | TEST(CONVOLUTION_NCHW_F32, depthwise_5x5s2_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1306 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1307 | .has_bias(false) |
| 1308 | .input_size(27, 29) |
| 1309 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1310 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1311 | .subsampling(2) |
| 1312 | .groups(19) |
| 1313 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1314 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1315 | } |
| 1316 | |
| 1317 | /**************************** DWCONV 5x5 stride-2 path, batched ****************************/ |
| 1318 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1319 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1320 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1321 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1322 | .batch_size(2) |
| 1323 | .input_size(27, 29) |
| 1324 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1325 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1326 | .subsampling(2) |
| 1327 | .groups(19) |
| 1328 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1329 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1330 | } |
| 1331 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1332 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_zero_weights) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1333 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1334 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1335 | .batch_size(2) |
| 1336 | .input_size(27, 29) |
| 1337 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1338 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1339 | .subsampling(2) |
| 1340 | .groups(19) |
| 1341 | .sparsity(1.0f) |
| 1342 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1343 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1344 | } |
| 1345 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1346 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1347 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1348 | for (size_t input_height = 25; input_height <= 31; input_height++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1349 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1350 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1351 | .input_size(input_height, 29) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1352 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1353 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1354 | .subsampling(2) |
| 1355 | .groups(19) |
| 1356 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1357 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1358 | } |
| 1359 | } |
| 1360 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1361 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1362 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1363 | for (size_t input_width = 27; input_width <= 33; input_width++) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1364 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1365 | .batch_size(2) |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1366 | .input_size(27, input_width) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1367 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1368 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1369 | .subsampling(2) |
| 1370 | .groups(19) |
| 1371 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1372 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1373 | } |
| 1374 | } |
| 1375 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1376 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_varying_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1377 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1378 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1379 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1380 | .batch_size(2) |
| 1381 | .input_size(27, 29) |
| 1382 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1383 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1384 | .subsampling(2) |
| 1385 | .groups(channels) |
| 1386 | .iterations(1) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1387 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1388 | } |
| 1389 | } |
| 1390 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1391 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_with_input_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1392 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1393 | .batch_size(2) |
| 1394 | .input_size(27, 29) |
| 1395 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1396 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1397 | .subsampling(2) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 1398 | .input_channel_stride(21) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1399 | .groups(19) |
| 1400 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1401 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1402 | } |
| 1403 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1404 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_with_output_stride) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1405 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1406 | .batch_size(2) |
| 1407 | .input_size(27, 29) |
| 1408 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1409 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1410 | .subsampling(2) |
Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 1411 | .output_channel_stride(23) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1412 | .groups(19) |
| 1413 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1414 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1415 | } |
| 1416 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1417 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_with_qmin) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1418 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1419 | .batch_size(2) |
| 1420 | .input_size(27, 29) |
| 1421 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1422 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1423 | .subsampling(2) |
| 1424 | .groups(19) |
| 1425 | .qmin(128) |
| 1426 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1427 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1428 | } |
| 1429 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1430 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_with_qmax) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1431 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1432 | .batch_size(2) |
| 1433 | .input_size(27, 29) |
| 1434 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1435 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1436 | .subsampling(2) |
| 1437 | .groups(19) |
| 1438 | .qmax(128) |
| 1439 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1440 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1441 | } |
| 1442 | |
Marat Dukhan | 6aa7e04 | 2020-05-09 13:40:41 -0700 | [diff] [blame] | 1443 | TEST(CONVOLUTION_NCHW_F32, batched_depthwise_5x5s2_without_bias) { |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1444 | ConvolutionOperatorTester() |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1445 | .has_bias(false) |
| 1446 | .batch_size(2) |
| 1447 | .input_size(27, 29) |
| 1448 | .kernel_size(5, 5) |
Erich Elsen | eda9c11 | 2020-05-11 04:40:25 -0700 | [diff] [blame] | 1449 | .padding(2) |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1450 | .subsampling(2) |
| 1451 | .groups(19) |
| 1452 | .iterations(3) |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1453 | .TestNCHWxF32(); |
Marat Dukhan | a99918a | 2019-11-15 14:40:12 -0800 | [diff] [blame] | 1454 | } |
Marat Dukhan | 3303271 | 2020-06-18 11:06:04 -0700 | [diff] [blame] | 1455 | |
| 1456 | /**************************** DWCONV 3x3 path ****************************/ |
| 1457 | |
| 1458 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 3x3) { |
| 1459 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1460 | ConvolutionOperatorTester() |
| 1461 | .depthwise_layout(true) |
| 1462 | .input_size(27, 29) |
| 1463 | .kernel_size(3, 3) |
| 1464 | .padding(1) |
| 1465 | .groups(19) |
| 1466 | .iterations(3) |
| 1467 | .TestNCHWxF32(); |
| 1468 | } |
| 1469 | |
| 1470 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 3x3_varying_channels) { |
| 1471 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1472 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1473 | ConvolutionOperatorTester() |
| 1474 | .depthwise_layout(true) |
| 1475 | .input_size(27, 29) |
| 1476 | .kernel_size(3, 3) |
| 1477 | .padding(1) |
| 1478 | .groups(channels) |
| 1479 | .iterations(1) |
| 1480 | .TestNCHWxF32(); |
| 1481 | } |
| 1482 | } |
| 1483 | |
| 1484 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 3x3_without_bias) { |
| 1485 | ConvolutionOperatorTester() |
| 1486 | .depthwise_layout(true) |
| 1487 | .has_bias(false) |
| 1488 | .input_size(27, 29) |
| 1489 | .kernel_size(3, 3) |
| 1490 | .padding(1) |
| 1491 | .groups(19) |
| 1492 | .iterations(3) |
| 1493 | .TestNCHWxF32(); |
| 1494 | } |
| 1495 | |
| 1496 | /**************************** DWCONV 3x3 path, batched ****************************/ |
| 1497 | |
| 1498 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_3x3) { |
| 1499 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1500 | ConvolutionOperatorTester() |
| 1501 | .depthwise_layout(true) |
| 1502 | .batch_size(2) |
| 1503 | .input_size(27, 29) |
| 1504 | .kernel_size(3, 3) |
| 1505 | .padding(1) |
| 1506 | .groups(19) |
| 1507 | .iterations(3) |
| 1508 | .TestNCHWxF32(); |
| 1509 | } |
| 1510 | |
| 1511 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_3x3_varying_channels) { |
| 1512 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1513 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1514 | ConvolutionOperatorTester() |
| 1515 | .depthwise_layout(true) |
| 1516 | .batch_size(2) |
| 1517 | .input_size(27, 29) |
| 1518 | .kernel_size(3, 3) |
| 1519 | .padding(1) |
| 1520 | .groups(channels) |
| 1521 | .iterations(1) |
| 1522 | .TestNCHWxF32(); |
| 1523 | } |
| 1524 | } |
| 1525 | |
| 1526 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_3x3_without_bias) { |
| 1527 | ConvolutionOperatorTester() |
| 1528 | .depthwise_layout(true) |
| 1529 | .has_bias(false) |
| 1530 | .batch_size(2) |
| 1531 | .input_size(27, 29) |
| 1532 | .kernel_size(3, 3) |
| 1533 | .padding(1) |
| 1534 | .groups(19) |
| 1535 | .iterations(3) |
| 1536 | .TestNCHWxF32(); |
| 1537 | } |
| 1538 | |
| 1539 | /**************************** DWCONV 3x3 stride-2 path ****************************/ |
| 1540 | |
| 1541 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 3x3s2) { |
| 1542 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1543 | ConvolutionOperatorTester() |
| 1544 | .depthwise_layout(true) |
| 1545 | .input_size(27, 29) |
| 1546 | .kernel_size(3, 3) |
| 1547 | .padding(1) |
| 1548 | .subsampling(2) |
| 1549 | .groups(19) |
| 1550 | .iterations(3) |
| 1551 | .TestNCHWxF32(); |
| 1552 | } |
| 1553 | |
| 1554 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 3x3s2_varying_channels) { |
| 1555 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1556 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1557 | ConvolutionOperatorTester() |
| 1558 | .depthwise_layout(true) |
| 1559 | .input_size(27, 29) |
| 1560 | .kernel_size(3, 3) |
| 1561 | .padding(1) |
| 1562 | .subsampling(2) |
| 1563 | .groups(channels) |
| 1564 | .iterations(1) |
| 1565 | .TestNCHWxF32(); |
| 1566 | } |
| 1567 | } |
| 1568 | |
| 1569 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 3x3s2_without_bias) { |
| 1570 | ConvolutionOperatorTester() |
| 1571 | .depthwise_layout(true) |
| 1572 | .has_bias(false) |
| 1573 | .input_size(27, 29) |
| 1574 | .kernel_size(3, 3) |
| 1575 | .padding(1) |
| 1576 | .subsampling(2) |
| 1577 | .groups(19) |
| 1578 | .iterations(3) |
| 1579 | .TestNCHWxF32(); |
| 1580 | } |
| 1581 | |
| 1582 | /**************************** DWCONV 3x3 stride-2 path, batched ****************************/ |
| 1583 | |
| 1584 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_3x3s2) { |
| 1585 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1586 | ConvolutionOperatorTester() |
| 1587 | .depthwise_layout(true) |
| 1588 | .batch_size(2) |
| 1589 | .input_size(27, 29) |
| 1590 | .kernel_size(3, 3) |
| 1591 | .padding(1) |
| 1592 | .subsampling(2) |
| 1593 | .groups(19) |
| 1594 | .iterations(3) |
| 1595 | .TestNCHWxF32(); |
| 1596 | } |
| 1597 | |
| 1598 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_3x3s2_varying_channels) { |
| 1599 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1600 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1601 | ConvolutionOperatorTester() |
| 1602 | .depthwise_layout(true) |
| 1603 | .batch_size(2) |
| 1604 | .input_size(27, 29) |
| 1605 | .kernel_size(3, 3) |
| 1606 | .padding(1) |
| 1607 | .subsampling(2) |
| 1608 | .groups(channels) |
| 1609 | .iterations(1) |
| 1610 | .TestNCHWxF32(); |
| 1611 | } |
| 1612 | } |
| 1613 | |
| 1614 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_3x3s2_without_bias) { |
| 1615 | ConvolutionOperatorTester() |
| 1616 | .depthwise_layout(true) |
| 1617 | .has_bias(false) |
| 1618 | .batch_size(2) |
| 1619 | .input_size(27, 29) |
| 1620 | .kernel_size(3, 3) |
| 1621 | .padding(1) |
| 1622 | .subsampling(2) |
| 1623 | .groups(19) |
| 1624 | .iterations(3) |
| 1625 | .TestNCHWxF32(); |
| 1626 | } |
| 1627 | |
| 1628 | /**************************** DWCONV 5x5 path ****************************/ |
| 1629 | |
| 1630 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 5x5) { |
| 1631 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1632 | ConvolutionOperatorTester() |
| 1633 | .depthwise_layout(true) |
| 1634 | .input_size(27, 29) |
| 1635 | .kernel_size(5, 5) |
| 1636 | .padding(2) |
| 1637 | .groups(19) |
| 1638 | .iterations(3) |
| 1639 | .TestNCHWxF32(); |
| 1640 | } |
| 1641 | |
| 1642 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 5x5_varying_channels) { |
| 1643 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1644 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1645 | ConvolutionOperatorTester() |
| 1646 | .depthwise_layout(true) |
| 1647 | .input_size(27, 29) |
| 1648 | .kernel_size(5, 5) |
| 1649 | .padding(2) |
| 1650 | .groups(channels) |
| 1651 | .iterations(1) |
| 1652 | .TestNCHWxF32(); |
| 1653 | } |
| 1654 | } |
| 1655 | |
| 1656 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 5x5_without_bias) { |
| 1657 | ConvolutionOperatorTester() |
| 1658 | .depthwise_layout(true) |
| 1659 | .has_bias(false) |
| 1660 | .input_size(27, 29) |
| 1661 | .kernel_size(5, 5) |
| 1662 | .padding(2) |
| 1663 | .groups(19) |
| 1664 | .iterations(3) |
| 1665 | .TestNCHWxF32(); |
| 1666 | } |
| 1667 | |
| 1668 | /**************************** DWCONV 5x5 path, batched ****************************/ |
| 1669 | |
| 1670 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_5x5) { |
| 1671 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1672 | ConvolutionOperatorTester() |
| 1673 | .depthwise_layout(true) |
| 1674 | .batch_size(2) |
| 1675 | .input_size(27, 29) |
| 1676 | .kernel_size(5, 5) |
| 1677 | .padding(2) |
| 1678 | .groups(19) |
| 1679 | .iterations(3) |
| 1680 | .TestNCHWxF32(); |
| 1681 | } |
| 1682 | |
| 1683 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_5x5_varying_channels) { |
| 1684 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1685 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1686 | ConvolutionOperatorTester() |
| 1687 | .depthwise_layout(true) |
| 1688 | .batch_size(2) |
| 1689 | .input_size(27, 29) |
| 1690 | .kernel_size(5, 5) |
| 1691 | .padding(2) |
| 1692 | .groups(channels) |
| 1693 | .iterations(1) |
| 1694 | .TestNCHWxF32(); |
| 1695 | } |
| 1696 | } |
| 1697 | |
| 1698 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_5x5_without_bias) { |
| 1699 | ConvolutionOperatorTester() |
| 1700 | .depthwise_layout(true) |
| 1701 | .has_bias(false) |
| 1702 | .batch_size(2) |
| 1703 | .input_size(27, 29) |
| 1704 | .kernel_size(5, 5) |
| 1705 | .padding(2) |
| 1706 | .groups(19) |
| 1707 | .iterations(3) |
| 1708 | .TestNCHWxF32(); |
| 1709 | } |
| 1710 | |
| 1711 | /**************************** DWCONV 5x5 stride-2 path ****************************/ |
| 1712 | |
| 1713 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 5x5s2) { |
| 1714 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1715 | ConvolutionOperatorTester() |
| 1716 | .depthwise_layout(true) |
| 1717 | .input_size(27, 29) |
| 1718 | .kernel_size(5, 5) |
| 1719 | .padding(2) |
| 1720 | .subsampling(2) |
| 1721 | .groups(19) |
| 1722 | .iterations(3) |
| 1723 | .TestNCHWxF32(); |
| 1724 | } |
| 1725 | |
| 1726 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 5x5s2_varying_channels) { |
| 1727 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1728 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1729 | ConvolutionOperatorTester() |
| 1730 | .depthwise_layout(true) |
| 1731 | .input_size(27, 29) |
| 1732 | .kernel_size(5, 5) |
| 1733 | .padding(2) |
| 1734 | .subsampling(2) |
| 1735 | .groups(channels) |
| 1736 | .iterations(1) |
| 1737 | .TestNCHWxF32(); |
| 1738 | } |
| 1739 | } |
| 1740 | |
| 1741 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, 5x5s2_without_bias) { |
| 1742 | ConvolutionOperatorTester() |
| 1743 | .depthwise_layout(true) |
| 1744 | .has_bias(false) |
| 1745 | .input_size(27, 29) |
| 1746 | .kernel_size(5, 5) |
| 1747 | .padding(2) |
| 1748 | .subsampling(2) |
| 1749 | .groups(19) |
| 1750 | .iterations(3) |
| 1751 | .TestNCHWxF32(); |
| 1752 | } |
| 1753 | |
| 1754 | /**************************** DWCONV 5x5 stride-2 path, batched ****************************/ |
| 1755 | |
| 1756 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_5x5s2) { |
| 1757 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1758 | ConvolutionOperatorTester() |
| 1759 | .depthwise_layout(true) |
| 1760 | .batch_size(2) |
| 1761 | .input_size(27, 29) |
| 1762 | .kernel_size(5, 5) |
| 1763 | .padding(2) |
| 1764 | .subsampling(2) |
| 1765 | .groups(19) |
| 1766 | .iterations(3) |
| 1767 | .TestNCHWxF32(); |
| 1768 | } |
| 1769 | |
| 1770 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_5x5s2_varying_channels) { |
| 1771 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1772 | for (size_t channels = 1; channels <= 16; channels *= 4) { |
| 1773 | ConvolutionOperatorTester() |
| 1774 | .depthwise_layout(true) |
| 1775 | .batch_size(2) |
| 1776 | .input_size(27, 29) |
| 1777 | .kernel_size(5, 5) |
| 1778 | .padding(2) |
| 1779 | .subsampling(2) |
| 1780 | .groups(channels) |
| 1781 | .iterations(1) |
| 1782 | .TestNCHWxF32(); |
| 1783 | } |
| 1784 | } |
| 1785 | |
| 1786 | TEST(DEPTHWISE_CONVOLUTION_NCHW_F32, batched_5x5s2_without_bias) { |
| 1787 | ConvolutionOperatorTester() |
| 1788 | .depthwise_layout(true) |
| 1789 | .has_bias(false) |
| 1790 | .batch_size(2) |
| 1791 | .input_size(27, 29) |
| 1792 | .kernel_size(5, 5) |
| 1793 | .padding(2) |
| 1794 | .subsampling(2) |
| 1795 | .groups(19) |
| 1796 | .iterations(3) |
| 1797 | .TestNCHWxF32(); |
| 1798 | } |