// Copyright 2020 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" #include "layer_type.h" #include #define OP_TYPE_MAX 28 static int op_type = 0; static int test_unaryop(const ncnn::Mat& _a, int flag = 0) { ncnn::Mat a = _a; if (op_type == 2 || op_type == 3) { // large dynamic range for floor ceil for (int i = 0; i < a.total(); i++) { a[i] *= 1000; } } if (op_type == 5 || op_type == 6 || op_type == 8 || op_type == 17) { // value must be positive for sqrt rsqrt log Randomize(a, 0.001f, 2.f); } if (op_type == 25) { // value must be >= 1 for acosh Randomize(a, 1.001f, 2.f); } if (op_type == 11 || op_type == 12 || op_type == 13) { // smaller range for tan asin acos Randomize(a, -1.f, 1.f); } if (op_type == 26) { // keep away from +/-1 so bf16 input casting does not round into the singularity Randomize(a, -0.99f, 0.99f); } if (op_type == 27) { // leave margin above -1 for reduced precision log1p Randomize(a, -0.99f, 2.f); } #if __powerpc__ // nearbyintf produces wrong result in halfway cases, why ? // too troublesome to resolve the compiler or qemu problem // so just skip them --- nihui if (op_type == 18) { // drop 0.4 ~ 0.6 for (int i = 0; i < a.total(); i++) { float v = a[i]; float vv = fabs(v - (int)v); while (vv > 0.4f && vv < 0.6f) { v = RandomFloat(-15, 15); vv = fabs(v - (int)v); } a[i] = v; } } #else if (op_type == 18) { // exact halfway values round to even const float halfway[8] = {0.5f, 1.5f, 2.5f, 3.5f, -0.5f, -1.5f, -2.5f, -3.5f}; for (int i = 0; i < 8 && i < (int)a.total(); i++) { a[i] = halfway[i]; } } #endif // __powerpc__ ncnn::ParamDict pd; pd.set(0, op_type); std::vector weights(0); int ret = test_layer("UnaryOp", pd, weights, a, 0.001, flag); if (ret != 0) { fprintf(stderr, "test_unaryop failed a.dims=%d a=(%d %d %d %d) op_type=%d\n", a.dims, a.w, a.h, a.d, a.c, op_type); } return ret; } // cpu pack8/pack16 cases reuse the Vulkan pack4 path covered by the pack4 cases // keep the 1d sizes for dispatch boundary coverage static int test_unaryop_0() { return 0 || test_unaryop(RandomMat(11, 3, 2, 16), TEST_LAYER_DISABLE_GPU_TESTING) || test_unaryop(RandomMat(10, 2, 2, 12)) || test_unaryop(RandomMat(6, 1, 5, 13)); } static int test_unaryop_1() { return 0 || test_unaryop(RandomMat(11, 7, 16), TEST_LAYER_DISABLE_GPU_TESTING) || test_unaryop(RandomMat(10, 4, 12)) || test_unaryop(RandomMat(6, 5, 13)); } static int test_unaryop_2() { return 0 || test_unaryop(RandomMat(12, 16), TEST_LAYER_DISABLE_GPU_TESTING) || test_unaryop(RandomMat(10, 12)) || test_unaryop(RandomMat(14, 15)); } static int test_unaryop_3() { return 0 || test_unaryop(RandomMat(128)) || test_unaryop(RandomMat(12)) || test_unaryop(RandomMat(15)); } #if NCNN_VALIDATION static int test_unaryop_load_param() { ncnn::ParamDict base; if (test_layer_param(ncnn::LayerType::UnaryOp, base, 0) != 0) return -1; for (int i = 0; i <= 27; i++) { if (test_layer_param(ncnn::LayerType::UnaryOp, base, 0, i, 0) != 0) return -1; } const int invalid[] = {-1, 28, INT_MIN, INT_MAX}; for (int i = 0; i < 4; i++) { if (test_layer_param(ncnn::LayerType::UnaryOp, base, 0, invalid[i], -1) != 0) return -1; } return 0; } #endif // NCNN_VALIDATION int main() { SRAND(7767517); for (op_type = 0; op_type < OP_TYPE_MAX; op_type++) { int ret = 0 || test_unaryop_0() || test_unaryop_1() || test_unaryop_2() || test_unaryop_3(); if (ret != 0) return ret; } return 0 #if NCNN_VALIDATION || test_unaryop_load_param() #endif // NCNN_VALIDATION ; }