#include #include #include #include #include "gtest/gtest.h" #include "data_type.hpp" #include "element_wise_operation.hpp" #include "ck/library/utility/conv_util.hpp" #include "conv_util.hpp" namespace { template bool test_conv2d_nhwc_instances(const std::vector& conv_ptrs) { using namespace std::placeholders; using namespace ck::utils; conv::ConvParams params; params.num_dim_spatial_ = 2; params.filter_spatial_lengths_ = std::vector{3, 3}; params.input_spatial_lengths_ = std::vector{71, 71}; params.conv_filter_strides_ = std::vector{2, 2}; params.conv_filter_dilations_ = std::vector{1, 1}; params.input_left_pads_ = std::vector{1, 1}; params.input_right_pads_ = std::vector{1, 1}; conv::ConvFwdOpInstance conv_instance(params); auto reference_conv_fwd_fun = std::bind(conv::run_reference_convolution_forward<2, T, T, T>, params, _1, _2, _3); OpInstanceRunEngine run_engine(conv_instance, reference_conv_fwd_fun); return run_engine.Test(conv_ptrs); } } // anonymous namespace TEST(Conv2DFwdNHWC, TestConv2D) { using namespace std::placeholders; using namespace ck::utils; ck::utils::conv::ConvParams params; params.N_ = 2; params.K_ = 16; params.C_ = 4; params.input_spatial_lengths_ = std::vector{16, 16}; params.conv_filter_strides_ = std::vector{1, 1}; std::vector conv_ptrs; test::conv::get_test_convolution_fwd_instance<2>(conv_ptrs); conv::ConvFwdOpInstance conv_instance(params); auto reference_conv_fwd_fun = std::bind( conv::run_reference_convolution_forward<2, float, float, float>, params, _1, _2, _3); OpInstanceRunEngine run_engine(conv_instance, reference_conv_fwd_fun); run_engine.SetAtol(1e-5); run_engine.SetRtol(1e-4); EXPECT_TRUE(run_engine.Test(conv_ptrs)); } TEST(Conv2DFwdNHWC, Bf16Instances) { EXPECT_TRUE(test_conv2d_nhwc_instances( ck::utils::conv::ConvolutionFwdInstances::Get<2>())); } TEST(Conv2DFwdNHWC, F16Instances) { EXPECT_TRUE(test_conv2d_nhwc_instances( ck::utils::conv::ConvolutionFwdInstances::Get<2>())); } TEST(Conv2DFwdNHWC, BF32Instances) { EXPECT_TRUE(test_conv2d_nhwc_instances( ck::utils::conv::ConvolutionFwdInstances::Get<2>())); } TEST(Conv2DFwdNHWC, F32Instances) { EXPECT_TRUE(test_conv2d_nhwc_instances( ck::utils::conv::ConvolutionFwdInstances::Get<2>())); } TEST(Conv2DFwdNHWC, Int8Instances) { EXPECT_TRUE(test_conv2d_nhwc_instances( ck::utils::conv::ConvolutionFwdInstances::Get<2>())); }