// Copyright 2021 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" static int test_gelu(const ncnn::Mat& a, bool fast_gelu, int flag = 0) { ncnn::ParamDict pd; pd.set(0, fast_gelu ? 1 : 0); std::vector weights(0); int ret = test_layer("GELU", pd, weights, a, 0.001, flag); if (ret != 0) { fprintf(stderr, "test_gelu failed a.dims=%d a=(%d %d %d %d) fast_gelu=%s\n", a.dims, a.w, a.h, a.d, a.c, fast_gelu ? "true" : "false"); } 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_gelu_0() { return 0 || test_gelu(RandomMat(6, 7, 9, 32), false, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(6, 7, 9, 32), true, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(5, 6, 7, 24), false, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(5, 6, 7, 24), true, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(7, 8, 9, 12), false) || test_gelu(RandomMat(7, 8, 9, 12), true) || test_gelu(RandomMat(3, 4, 5, 13), false) || test_gelu(RandomMat(3, 4, 5, 13), true); } static int test_gelu_1() { return 0 || test_gelu(RandomMat(9, 7, 32), false, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(9, 7, 32), true, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(5, 7, 24), false, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(5, 7, 24), true, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(7, 9, 12), false) || test_gelu(RandomMat(7, 9, 12), true) || test_gelu(RandomMat(3, 5, 13), false) || test_gelu(RandomMat(3, 5, 13), true); } static int test_gelu_2() { return 0 || test_gelu(RandomMat(13, 32), false, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(13, 32), true, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(15, 24), false, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(15, 24), true, TEST_LAYER_DISABLE_GPU_TESTING) || test_gelu(RandomMat(17, 12), false) || test_gelu(RandomMat(17, 12), true) || test_gelu(RandomMat(19, 15), false) || test_gelu(RandomMat(19, 15), true); } static int test_gelu_3() { return 0 || test_gelu(RandomMat(128), false) || test_gelu(RandomMat(128), true) || test_gelu(RandomMat(124), false) || test_gelu(RandomMat(124), true) || test_gelu(RandomMat(127), false) || test_gelu(RandomMat(127), true) || test_gelu(RandomMat(120), false) || test_gelu(RandomMat(120), true); } static int test_gelu_4() { // large magnitude inputs, gelu(x) must be 0 for x << 0 and x for x >> 0 // fp16 arithmetic used to leak +0.022*|x| on the negative side (tanh_ps_f16 saturated at 1.044) return 0 || test_gelu(RandomMat(6, 7, 9, 32, -100.f, 100.f), false) || test_gelu(RandomMat(6, 7, 9, 32, -100.f, 100.f), true) || test_gelu(RandomMat(9, 7, 32, -100.f, 100.f), false) || test_gelu(RandomMat(9, 7, 32, -100.f, 100.f), true) || test_gelu(RandomMat(13, 32, -100.f, 100.f), false) || test_gelu(RandomMat(13, 32, -100.f, 100.f), true) || test_gelu(RandomMat(128, -100.f, 100.f), false) || test_gelu(RandomMat(128, -100.f, 100.f), true) || test_gelu(RandomMat(128, -2000.f, 2000.f), true); } static int test_gelu_5() { // finite fp16 inputs must not overflow when multiplying by 1 + tanh(...) const float values[] = {-65504.f, -40000.f, -32768.f, -32752.f, -1.f, -0.f, 0.f, 1.f, 32752.f, 32768.f, 40000.f, 65504.f}; ncnn::Mat a(128); ncnn::Mat b(127); for (int i = 0; i < a.w; i++) a[i] = values[i % 12]; for (int i = 0; i < b.w; i++) b[i] = values[i % 12]; return 0 || test_gelu(a, false) || test_gelu(a, true) || test_gelu(b, false) || test_gelu(b, true); } int main() { SRAND(7767517); return 0 || test_gelu_0() || test_gelu_1() || test_gelu_2() || test_gelu_3() || test_gelu_4() || test_gelu_5(); }