// Copyright 2020 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" #include "layer_type.h" #include static int test_crop(const ncnn::Mat& a, int woffset, int hoffset, int doffset, int coffset, int outw, int outh, int outd, int outc, int woffset2, int hoffset2, int doffset2, int coffset2, int flag = 0) { ncnn::ParamDict pd; pd.set(0, woffset); pd.set(1, hoffset); pd.set(13, doffset); pd.set(2, coffset); pd.set(3, outw); pd.set(4, outh); pd.set(14, outd); pd.set(5, outc); pd.set(6, woffset2); pd.set(7, hoffset2); pd.set(15, doffset2); pd.set(8, coffset2); std::vector weights(0); int ret = test_layer("Crop", pd, weights, a, 0.001, flag); if (ret != 0) { fprintf(stderr, "test_crop failed a.dims=%d a=(%d %d %d %d) woffset=%d hoffset=%d doffset=%d coffset=%d outw=%d outh=%d outd=%d outc=%d woffset2=%d hoffset2=%d doffset2=%d coffset2=%d\n", a.dims, a.w, a.h, a.d, a.c, woffset, hoffset, doffset, coffset, outw, outh, outd, outc, woffset2, hoffset2, doffset2, coffset2); } return ret; } static int test_crop_0(const ncnn::Mat& a, int flag = 0) { return 0 || test_crop(a, 0, 0, 0, 0, -233, 0, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 11, 0, 0, 0, -233, 0, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 11, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 12, 0, 0, 0, 12, 0, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 16, 0, 0, 0, 16, 0, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 11, 0, 0, 0, -233, 0, 0, 0, 12, 0, 0, 0, flag) || test_crop(a, 12, 0, 0, 0, -233, 0, 0, 0, 16, 0, 0, 0, flag) || test_crop(a, 16, 0, 0, 0, -233, 0, 0, 0, 7, 0, 0, 0, flag); } static int test_crop_3(const ncnn::Mat& a, int flag = 0) { return 0 || test_crop(a, 0, 0, 0, 0, -233, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 0, -233, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 0, 11, 0, 0, -233, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 0, 12, 0, 0, -233, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 6, 12, 0, 0, -233, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 4, 8, 0, 0, -233, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 0, 5, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, 6, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 0, 4, -233, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 0, 11, 0, 0, -233, 12, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 0, 12, 0, 0, -233, 16, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 0, 8, 0, 0, -233, 7, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 5, 11, 0, 0, 4, 16, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 6, 12, 0, 0, 5, 7, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 4, 8, 0, 0, 6, 12, 0, 0, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 0, -233, -233, 0, 0, 5, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, -233, -233, 0, 0, 6, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 0, -233, -233, 0, 0, 4, 0, 0, 0, flag) || test_crop(a, 0, 11, 0, 0, -233, -233, 0, 0, 0, 12, 0, 0, flag) || test_crop(a, 0, 12, 0, 0, -233, -233, 0, 0, 0, 16, 0, 0, flag) || test_crop(a, 0, 8, 0, 0, -233, -233, 0, 0, 0, 7, 0, 0, flag) || test_crop(a, 5, 11, 0, 0, -233, -233, 0, 0, 4, 16, 0, 0, flag) || test_crop(a, 6, 12, 0, 0, -233, -233, 0, 0, 5, 7, 0, 0, flag) || test_crop(a, 4, 8, 0, 0, -233, -233, 0, 0, 6, 12, 0, 0, flag); } static int test_crop_6(const ncnn::Mat& a, int flag = 0) { return 0 || test_crop(a, 0, 0, 0, 0, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 5, 0, 0, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 4, 0, 0, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 12, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 5, 5, 0, 0, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 4, 0, 0, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 6, 0, 12, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 11, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 8, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 6, 0, 12, -233, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 0, 6, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, 4, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 0, 5, -233, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 5, 0, 0, -233, 4, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 6, 0, 0, -233, 5, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 4, 0, 0, -233, 6, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 11, -233, -233, 0, 7, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 12, -233, -233, 0, 12, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 8, -233, -233, 0, 16, 0, 0, 0, 0, flag) || test_crop(a, 5, 5, 0, 0, 4, 4, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 6, 0, 0, 6, 6, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 4, 0, 0, 5, 5, 0, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 5, 0, 11, -233, 6, 0, 12, 0, 0, 0, 0, flag) || test_crop(a, 0, 6, 0, 12, -233, 4, 0, 16, 0, 0, 0, 0, flag) || test_crop(a, 0, 4, 0, 8, -233, 5, 0, 7, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 11, 4, -233, 0, 16, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 12, 5, -233, 0, 7, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 8, 4, -233, 0, 12, 0, 0, 0, 0, flag) || test_crop(a, 5, 3, 0, 11, 6, 5, 0, 12, 0, 0, 0, 0, flag) || test_crop(a, 6, 4, 0, 12, 4, 4, 0, 16, 0, 0, 0, 0, flag) || test_crop(a, 4, 5, 0, 8, 5, 3, 0, 7, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 0, -233, -233, 0, -233, 4, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, -233, -233, 0, -233, 5, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 0, -233, -233, 0, -233, 6, 0, 0, 0, flag) || test_crop(a, 0, 5, 0, 0, -233, -233, 0, -233, 0, 5, 0, 0, flag) || test_crop(a, 0, 6, 0, 0, -233, -233, 0, -233, 0, 6, 0, 0, flag) || test_crop(a, 0, 4, 0, 0, -233, -233, 0, -233, 0, 4, 0, 0, flag) || test_crop(a, 0, 0, 0, 11, -233, -233, 0, -233, 0, 0, 0, 12, flag) || test_crop(a, 0, 0, 0, 12, -233, -233, 0, -233, 0, 0, 0, 16, flag) || test_crop(a, 0, 0, 0, 8, -233, -233, 0, -233, 0, 0, 0, 7, flag) || test_crop(a, 5, 4, 0, 0, -233, -233, 0, -233, 4, 2, 0, 0, flag) || test_crop(a, 6, 3, 0, 0, -233, -233, 0, -233, 5, 3, 0, 0, flag) || test_crop(a, 4, 2, 0, 0, -233, -233, 0, -233, 6, 4, 0, 0, flag) || test_crop(a, 0, 5, 0, 11, -233, -233, 0, -233, 0, 5, 0, 7, flag) || test_crop(a, 0, 6, 0, 12, -233, -233, 0, -233, 0, 6, 0, 12, flag) || test_crop(a, 0, 4, 0, 8, -233, -233, 0, -233, 0, 4, 0, 16, flag) || test_crop(a, 5, 0, 0, 11, -233, -233, 0, -233, 6, 0, 0, 12, flag) || test_crop(a, 6, 0, 0, 12, -233, -233, 0, -233, 4, 0, 0, 16, flag) || test_crop(a, 4, 0, 0, 8, -233, -233, 0, -233, 5, 0, 0, 7, flag) || test_crop(a, 5, 2, 0, 11, -233, -233, 0, -233, 4, 3, 0, 16, flag) || test_crop(a, 6, 3, 0, 12, -233, -233, 0, -233, 5, 4, 0, 7, flag) || test_crop(a, 4, 4, 0, 8, -233, -233, 0, -233, 6, 2, 0, 12, flag); } static int test_crop_9(const ncnn::Mat& a, int flag = 0) { return 0 || test_crop(a, 0, 0, 0, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 5, 0, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 4, 0, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 5, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 4, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 12, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 5, 5, 5, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 4, 4, 0, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 6, 6, 12, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 5, 11, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 4, 8, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 6, 6, 12, -233, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 0, 6, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, 5, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 0, 4, -233, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 5, 0, 0, -233, 4, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 6, 0, 0, -233, 5, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 4, 0, 0, -233, 6, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 5, 0, -233, -233, 6, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 6, 0, -233, -233, 4, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 4, 0, -233, -233, 5, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 11, -233, -233, -233, 7, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 12, -233, -233, -233, 12, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 0, 8, -233, -233, -233, 16, 0, 0, 0, 0, flag) || test_crop(a, 5, 2, 0, 0, 6, 5, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 3, 0, 0, 5, 6, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 4, 0, 0, 4, 4, -233, -233, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 3, 0, 2, -233, 5, -233, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 2, 0, 3, -233, 3, -233, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 4, 0, 4, -233, 4, -233, 0, 0, 0, 0, flag) || test_crop(a, 0, 5, 0, 11, -233, 1, -233, 12, 0, 0, 0, 0, flag) || test_crop(a, 0, 6, 0, 12, -233, 2, -233, 16, 0, 0, 0, 0, flag) || test_crop(a, 0, 4, 0, 8, -233, 3, -233, 7, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 4, 11, -233, -233, 3, 16, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 5, 12, -233, -233, 2, 7, 0, 0, 0, 0, flag) || test_crop(a, 0, 0, 6, 8, -233, -233, 1, 16, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 5, 11, 1, -233, 2, 16, 0, 0, 0, 0, flag) || test_crop(a, 6, 0, 6, 12, 2, -233, 3, 7, 0, 0, 0, 0, flag) || test_crop(a, 4, 0, 4, 8, 3, -233, 1, 16, 0, 0, 0, 0, flag) || test_crop(a, 4, 6, 3, 11, 2, 3, 4, 12, 0, 0, 0, 0, flag) || test_crop(a, 5, 5, 4, 12, 3, 4, 5, 16, 0, 0, 0, 0, flag) || test_crop(a, 6, 4, 2, 8, 4, 5, 6, 7, 0, 0, 0, 0, flag) || test_crop(a, 5, 0, 0, 0, -233, -233, -233, -233, 2, 0, 0, 0, flag) || test_crop(a, 6, 0, 0, 0, -233, -233, -233, -233, 3, 0, 0, 0, flag) || test_crop(a, 4, 0, 0, 0, -233, -233, -233, -233, 4, 0, 0, 0, flag) || test_crop(a, 0, 4, 0, 0, -233, -233, -233, -233, 0, 4, 0, 0, flag) || test_crop(a, 0, 3, 0, 0, -233, -233, -233, -233, 0, 3, 0, 0, flag) || test_crop(a, 0, 2, 0, 0, -233, -233, -233, -233, 0, 2, 0, 0, flag) || test_crop(a, 0, 0, 4, 0, -233, -233, -233, -233, 0, 0, 4, 0, flag) || test_crop(a, 0, 0, 5, 0, -233, -233, -233, -233, 0, 0, 2, 0, flag) || test_crop(a, 0, 0, 6, 0, -233, -233, -233, -233, 0, 0, 3, 0, flag) || test_crop(a, 0, 0, 0, 11, -233, -233, -233, -233, 0, 0, 0, 12, flag) || test_crop(a, 0, 0, 0, 12, -233, -233, -233, -233, 0, 0, 0, 16, flag) || test_crop(a, 0, 0, 0, 8, -233, -233, -233, -233, 0, 0, 0, 7, flag) || test_crop(a, 5, 3, 0, 0, -233, -233, -233, -233, 5, 2, 0, 0, flag) || test_crop(a, 6, 4, 0, 0, -233, -233, -233, -233, 3, 3, 0, 0, flag) || test_crop(a, 4, 4, 0, 0, -233, -233, -233, -233, 2, 5, 0, 0, flag) || test_crop(a, 0, 4, 0, 11, -233, -233, -233, -233, 0, 3, 0, 7, flag) || test_crop(a, 0, 3, 0, 12, -233, -233, -233, -233, 0, 4, 0, 12, flag) || test_crop(a, 0, 2, 0, 8, -233, -233, -233, -233, 0, 5, 0, 16, flag) || test_crop(a, 0, 4, 4, 0, -233, -233, -233, -233, 0, 4, 1, 0, flag) || test_crop(a, 0, 5, 5, 0, -233, -233, -233, -233, 0, 2, 2, 0, flag) || test_crop(a, 0, 2, 6, 0, -233, -233, -233, -233, 0, 1, 3, 0, flag) || test_crop(a, 3, 0, 0, 11, -233, -233, -233, -233, 3, 0, 0, 12, flag) || test_crop(a, 4, 0, 0, 12, -233, -233, -233, -233, 4, 0, 0, 16, flag) || test_crop(a, 5, 0, 0, 8, -233, -233, -233, -233, 2, 0, 0, 7, flag) || test_crop(a, 0, 4, 4, 11, -233, -233, -233, -233, 0, 4, 4, 12, flag) || test_crop(a, 0, 5, 5, 12, -233, -233, -233, -233, 0, 4, 4, 16, flag) || test_crop(a, 0, 6, 6, 8, -233, -233, -233, -233, 0, 3, 3, 7, flag) || test_crop(a, 1, 1, 1, 11, -233, -233, -233, -233, 1, 1, 1, 16, flag) || test_crop(a, 2, 2, 2, 12, -233, -233, -233, -233, 2, 2, 2, 7, flag) || test_crop(a, 3, 3, 3, 8, -233, -233, -233, -233, 3, 3, 3, 12, flag); } static ncnn::Mat param_int_array(int size, int value) { ncnn::Mat m(size); int* p = m; for (int i = 0; i < size; i++) p[i] = value; return m; } #if NCNN_VALIDATION static int test_crop_load_param() { ncnn::ParamDict base; base.set(9, param_int_array(1, 0)); base.set(10, param_int_array(1, 1)); base.set(11, param_int_array(1, 0)); if (test_layer_param(ncnn::LayerType::Crop, base, 0) || test_layer_param(ncnn::LayerType::Crop, base, 11, ncnn::Mat(0), 0)) return -1; { ncnn::ParamDict pd = base; pd.set(11, ncnn::Mat(0)); pd.set(9, ncnn::Mat(0)); pd.set(10, ncnn::Mat(0)); if (test_layer_param(ncnn::LayerType::Crop, pd, 0) != 0) return -1; } ncnn::Mat missing_data(0); missing_data.w = 1; return 0 || test_layer_param(ncnn::LayerType::Crop, base, 9, missing_data, -1) || test_layer_param(ncnn::LayerType::Crop, base, 10, missing_data, -1) || test_layer_param(ncnn::LayerType::Crop, base, 11, missing_data, -1) || test_layer_param(ncnn::LayerType::Crop, base, 11, ncnn::Mat(1, (size_t)1u), -1) || test_layer_param(ncnn::LayerType::Crop, base, 11, ncnn::Mat(1, 2), -1) || test_layer_param(ncnn::LayerType::Crop, base, 11, 1.f, -1) || test_layer_param(ncnn::LayerType::Crop, base, 11, param_int_array(5, 1), -1) || test_layer_param(ncnn::LayerType::Crop, base, 11, param_int_array(1, INT_MIN), -1) || test_layer_param(ncnn::LayerType::Crop, base, 9, param_int_array(2, 0), -1); } #endif // NCNN_VALIDATION // the 36-channel cases retain Vulkan pack4 crops; keep all 1d packing cases int main() { SRAND(776757); return 0 || test_crop_0(RandomMat(112)) || test_crop_0(RandomMat(126)) || test_crop_0(RandomMat(127)) || test_crop_3(RandomMat(20, 48), TEST_LAYER_DISABLE_GPU_TESTING) || test_crop_3(RandomMat(15, 36)) || test_crop_3(RandomMat(16, 33)) || test_crop_6(RandomMat(20, 20, 48), TEST_LAYER_DISABLE_GPU_TESTING) || test_crop_6(RandomMat(15, 15, 36)) || test_crop_6(RandomMat(16, 16, 33)) || test_crop_9(RandomMat(20, 20, 20, 48), TEST_LAYER_DISABLE_GPU_TESTING) || test_crop_9(RandomMat(15, 15, 15, 36)) || test_crop_9(RandomMat(16, 16, 16, 33)) #if NCNN_VALIDATION || test_crop_load_param() #endif // NCNN_VALIDATION ; }