XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1 | // Copyright (c) Facebook, Inc. and its affiliates. |
| 2 | // All rights reserved. |
| 3 | // |
| 4 | // Copyright 2019 Google LLC |
| 5 | // |
| 6 | // This source code is licensed under the BSD-style license found in the |
| 7 | // LICENSE file in the root directory of this source tree. |
| 8 | |
| 9 | #include <gtest/gtest.h> |
| 10 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 11 | #include "softmax-operator-tester.h" |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 12 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 13 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 14 | TEST(SOFTMAX_NC_Q8, single_class) { |
| 15 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 16 | .batch_size(1) |
| 17 | .channels(1) |
| 18 | .iterations(100) |
| 19 | .TestQ8(); |
| 20 | } |
| 21 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 22 | TEST(SOFTMAX_NC_Q8, two_classes) { |
| 23 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 24 | .batch_size(1) |
| 25 | .channels(2) |
| 26 | .iterations(100) |
| 27 | .TestQ8(); |
| 28 | } |
| 29 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 30 | TEST(SOFTMAX_NC_Q8, many_classes) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 31 | for (size_t channels = 3; channels < 100; channels++) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 32 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 33 | .batch_size(1) |
| 34 | .channels(channels) |
| 35 | .iterations(1) |
| 36 | .TestQ8(); |
| 37 | } |
| 38 | } |
| 39 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 40 | TEST(SOFTMAX_NC_Q8, cifar_classes) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 41 | // CIFAR-10 |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 42 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 43 | .batch_size(1) |
| 44 | .channels(10) |
| 45 | .iterations(15) |
| 46 | .TestQ8(); |
| 47 | // CIFAR-100 |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 48 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 49 | .batch_size(1) |
| 50 | .channels(100) |
| 51 | .iterations(15) |
| 52 | .TestQ8(); |
| 53 | } |
| 54 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 55 | TEST(SOFTMAX_NC_Q8, imagenet_classes) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 56 | // ImageNet-1K |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 57 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 58 | .batch_size(1) |
| 59 | .channels(1000) |
| 60 | .iterations(10) |
| 61 | .TestQ8(); |
| 62 | // ImageNet-1K+1 |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 63 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 64 | .batch_size(1) |
| 65 | .channels(1001) |
| 66 | .iterations(10) |
| 67 | .TestQ8(); |
| 68 | // ImageNet-22K |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 69 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 70 | .batch_size(1) |
| 71 | .channels(21841) |
| 72 | .iterations(10) |
| 73 | .TestQ8(); |
| 74 | } |
| 75 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 76 | TEST(SOFTMAX_NC_Q8, many_channels_with_input_scale) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 77 | for (size_t channels = 1; channels < 100; channels += 5) { |
| 78 | for (float input_scale = 1.0e-2f; input_scale < 1.0e+2f; input_scale *= 3.14159265f) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 79 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 80 | .batch_size(1) |
| 81 | .channels(channels) |
| 82 | .input_scale(input_scale) |
| 83 | .iterations(1) |
| 84 | .TestQ8(); |
| 85 | } |
| 86 | } |
| 87 | } |
| 88 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 89 | TEST(SOFTMAX_NC_Q8, many_channels_with_input_zero_point) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 90 | for (size_t channels = 1; channels < 100; channels += 5) { |
| 91 | for (int32_t input_zero_point = 0; input_zero_point <= 255; input_zero_point += 51) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 92 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 93 | .batch_size(1) |
| 94 | .channels(channels) |
| 95 | .input_zero_point(uint8_t(input_zero_point)) |
| 96 | .iterations(1) |
| 97 | .TestQ8(); |
| 98 | } |
| 99 | } |
| 100 | } |
| 101 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 102 | TEST(SOFTMAX_NC_Q8, small_batch) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 103 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 104 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 105 | .batch_size(3) |
| 106 | .channels(channels) |
| 107 | .iterations(3) |
| 108 | .TestQ8(); |
| 109 | } |
| 110 | } |
| 111 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 112 | TEST(SOFTMAX_NC_Q8, small_batch_with_input_stride) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 113 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 114 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 115 | .batch_size(3) |
| 116 | .channels(channels) |
| 117 | .input_stride(129) |
| 118 | .iterations(3) |
| 119 | .TestQ8(); |
| 120 | } |
| 121 | } |
| 122 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 123 | TEST(SOFTMAX_NC_Q8, small_batch_with_output_stride) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 124 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 125 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 126 | .batch_size(3) |
| 127 | .channels(channels) |
| 128 | .output_stride(117) |
| 129 | .iterations(3) |
| 130 | .TestQ8(); |
| 131 | } |
| 132 | } |
| 133 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 134 | TEST(SOFTMAX_NC_Q8, strided_batch_with_input_and_output_stride) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 135 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 136 | SoftMaxOperatorTester() |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 137 | .batch_size(3) |
| 138 | .channels(channels) |
| 139 | .input_stride(129) |
| 140 | .output_stride(117) |
| 141 | .iterations(3) |
| 142 | .TestQ8(); |
| 143 | } |
| 144 | } |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 145 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 146 | TEST(SOFTMAX_NC_F32, single_class) { |
| 147 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 148 | .batch_size(1) |
| 149 | .channels(1) |
| 150 | .iterations(100) |
| 151 | .TestF32(); |
| 152 | } |
| 153 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 154 | TEST(SOFTMAX_NC_F32, two_classes) { |
| 155 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 156 | .batch_size(1) |
| 157 | .channels(2) |
| 158 | .iterations(100) |
| 159 | .TestF32(); |
| 160 | } |
| 161 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 162 | TEST(SOFTMAX_NC_F32, many_classes) { |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 163 | for (size_t channels = 3; channels < 100; channels++) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 164 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 165 | .batch_size(1) |
| 166 | .channels(channels) |
| 167 | .iterations(1) |
| 168 | .TestF32(); |
| 169 | } |
| 170 | } |
| 171 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 172 | TEST(SOFTMAX_NC_F32, cifar_classes) { |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 173 | // CIFAR-10 |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 174 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 175 | .batch_size(1) |
| 176 | .channels(10) |
| 177 | .iterations(15) |
| 178 | .TestF32(); |
| 179 | // CIFAR-100 |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 180 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 181 | .batch_size(1) |
| 182 | .channels(100) |
| 183 | .iterations(15) |
| 184 | .TestF32(); |
| 185 | } |
| 186 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 187 | TEST(SOFTMAX_NC_F32, imagenet_classes) { |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 188 | // ImageNet-1K |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 189 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 190 | .batch_size(1) |
| 191 | .channels(1000) |
| 192 | .iterations(10) |
| 193 | .TestF32(); |
| 194 | // ImageNet-1K+1 |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 195 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 196 | .batch_size(1) |
| 197 | .channels(1001) |
| 198 | .iterations(10) |
| 199 | .TestF32(); |
| 200 | // ImageNet-22K |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 201 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 202 | .batch_size(1) |
| 203 | .channels(21841) |
| 204 | .iterations(10) |
| 205 | .TestF32(); |
| 206 | } |
| 207 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 208 | TEST(SOFTMAX_NC_F32, small_batch) { |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 209 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 210 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 211 | .batch_size(3) |
| 212 | .channels(channels) |
| 213 | .iterations(3) |
| 214 | .TestF32(); |
| 215 | } |
| 216 | } |
| 217 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 218 | TEST(SOFTMAX_NC_F32, small_batch_with_input_stride) { |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 219 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 220 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 221 | .batch_size(3) |
| 222 | .channels(channels) |
| 223 | .input_stride(129) |
| 224 | .iterations(3) |
| 225 | .TestF32(); |
| 226 | } |
| 227 | } |
| 228 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 229 | TEST(SOFTMAX_NC_F32, small_batch_with_output_stride) { |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 230 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 231 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 232 | .batch_size(3) |
| 233 | .channels(channels) |
| 234 | .output_stride(117) |
| 235 | .iterations(3) |
| 236 | .TestF32(); |
| 237 | } |
| 238 | } |
| 239 | |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 240 | TEST(SOFTMAX_NC_F32, strided_batch_with_input_and_output_stride) { |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 241 | for (size_t channels = 1; channels < 100; channels += 5) { |
Marat Dukhan | fd8e689 | 2020-01-27 15:25:25 -0800 | [diff] [blame] | 242 | SoftMaxOperatorTester() |
Marat Dukhan | 1edc454 | 2020-01-27 12:40:13 -0800 | [diff] [blame] | 243 | .batch_size(3) |
| 244 | .channels(channels) |
| 245 | .input_stride(129) |
| 246 | .output_stride(117) |
| 247 | .iterations(3) |
| 248 | .TestF32(); |
| 249 | } |
| 250 | } |