// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2020 THL A29 Limited, a Tencent company. All rights reserved. // // Licensed under the BSD 3-Clause License (the "License"); you may not use this file except // in compliance with the License. You may obtain a copy of the License at // // https://opensource.org/licenses/BSD-3-Clause // // Unless required by applicable law or agreed to in writing, software distributed // under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR // CONDITIONS OF ANY KIND, either express or implied. See the License for the // specific language governing permissions and limitations under the License. #include "layer/pooling.h" #include "testutil.h" static int test_pooling(int w, int h, int c, int pooling_type, int kernel, int stride, int pad, int global_pooling, int pad_mode, int avgpool_count_include_pad, int adaptive_pooling, int out_w) { ncnn::Mat a = RandomMat(w, h, c); ncnn::ParamDict pd; pd.set(0, pooling_type); // pooling_type pd.set(1, kernel); // kernel_w pd.set(2, stride); // stride_w pd.set(3, pad); // pad_w pd.set(4, global_pooling); // global_pooling pd.set(5, pad_mode); // pad_mode pd.set(6, avgpool_count_include_pad); // avgpool_count_include_pad pd.set(7, adaptive_pooling); // adaptive_pooling pd.set(8, out_w); // out_w std::vector weights(0); int ret = test_layer("Pooling", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_pooling failed w=%d h=%d c=%d pooling_type=%d kernel=%d stride=%d pad=%d global_pooling=%d pad_mode=%d avgpool_count_include_pad=%d adaptive_pooling=%d out_w=%d\n", w, h, c, pooling_type, kernel, stride, pad, global_pooling, pad_mode, avgpool_count_include_pad, adaptive_pooling, out_w); } return ret; } static int test_pooling_0() { static const int ksp[11][3] = { {2, 1, 0}, {2, 2, 0}, {3, 1, 0}, {3, 2, 1}, {4, 1, 0}, {4, 2, 1}, {5, 1, 0}, {5, 2, 2}, {7, 1, 0}, {7, 2, 1}, {7, 3, 2}, }; for (int i = 0; i < 11; i++) { int ret = 0 || test_pooling(9, 7, 1, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0) || test_pooling(9, 7, 2, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0) || test_pooling(9, 7, 3, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 2, 0, 0, 0) || test_pooling(9, 7, 4, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 3, 0, 0, 0) || test_pooling(9, 7, 7, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0) || test_pooling(9, 7, 8, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0) || test_pooling(9, 7, 15, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 2, 0, 0, 0) || test_pooling(9, 7, 16, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 3, 0, 0, 0); if (ret != 0) return -1; } return 0; } static int test_pooling_1() { static const int ksp[11][3] = { {2, 1, 0}, {2, 2, 0}, {3, 1, 0}, {3, 2, 1}, {4, 1, 0}, {4, 2, 1}, {5, 1, 0}, {5, 2, 2}, {7, 1, 0}, {7, 2, 1}, {7, 3, 2}, }; for (int i = 0; i < 11; i++) { int ret = 0 || test_pooling(9, 7, 1, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0) || test_pooling(9, 7, 2, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0) || test_pooling(9, 7, 3, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 1, 0, 0) || test_pooling(9, 7, 4, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0) || test_pooling(9, 7, 7, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0) || test_pooling(9, 7, 8, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 1, 0, 0) || test_pooling(9, 7, 12, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 2, 1, 0, 0) || test_pooling(9, 7, 15, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0) || test_pooling(9, 7, 16, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0) || test_pooling(9, 7, 64, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 3, 1, 0, 0); if (ret != 0) return -1; } return 0; } static int test_pooling_2() { return 0 || test_pooling(2, 5, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(5, 2, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(3, 6, 3, 0, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(6, 3, 3, 1, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(4, 4, 4, 0, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(6, 4, 4, 1, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(8, 7, 8, 0, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(7, 8, 8, 1, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(11, 13, 16, 0, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(13, 11, 16, 1, 1, 1, 0, 1, 0, 0, 0, 0) || test_pooling(48, 48, 4, 0, 2, 2, 0, 0, 0, 0, 0, 0) || test_pooling(48, 48, 15, 0, 2, 2, 1, 0, 0, 0, 0, 0); } // adaptive avg pool static int test_pooling_3() { return 0 || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 7) || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 8) || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 7) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 8) || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 9) || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 1) || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 3) || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 5) || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 7) || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 9) || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 11) || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 13) || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 2) || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 4) || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 6) || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 8) || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 10) || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 12); } // adaptive max pool static int test_pooling_4() { return 0 || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 7) || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 8) || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 1) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 2) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 3) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 4) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 5) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 6) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 7) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 8) || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 9) || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 1) || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 3) || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 5) || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 7) || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 9) || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 11) || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 13) || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 2) || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 4) || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 6) || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 8) || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 10) || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 12); } int main() { SRAND(7767517); return 0 || test_pooling_0() || test_pooling_1() || test_pooling_2() || test_pooling_3() || test_pooling_4(); }