// SPDX-License-Identifier: MIT // Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved. #include #include #include #include #include "ck/ck.hpp" #include "ck/tensor_operation/gpu/device/tensor_layout.hpp" #include "ck/library/utility/check_err.hpp" #include "ck/library/utility/convolution_parameter.hpp" namespace { class TestConvUtil : public ::testing::Test { public: void SetNDParams(std::size_t ndims, std::size_t s, std::size_t d, std::size_t p) { conv_params = ck::utils::conv::ConvParam(ndims, 2, 128, 192, 256, std::vector(ndims, 3), std::vector(ndims, 71), std::vector(ndims, s), std::vector(ndims, d), std::vector(ndims, p), std::vector(ndims, p)); } protected: // ------- default 2D ------- // input GNCHW {2, 128, 192, 71, 71}, // weights GKCYX {2, 256, 192, 3, 3}, // stride {s, s}, // dilations {d, d}, // padding {{p, p}, {p, p} ck::utils::conv::ConvParam conv_params; }; } // namespace TEST_F(TestConvUtil, ConvParamsGetOutputSpatialLengths1D) { ck::utils::CorrectnessValidator validator; // stride 2, dilation 1, pad 1 SetNDParams(1, 2, 1, 1); std::vector out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err( out_spatial_len, std::vector{36}, "Error: ConvParams 1D.")); // stride 1, dilation 1, pad 1 SetNDParams(1, 1, 1, 1); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err( out_spatial_len, std::vector{71}, "Error: ConvParams 1D stride {1}.")); // stride 2, dilation 1, pad 2 SetNDParams(1, 2, 1, 2); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err(out_spatial_len, std::vector{37}, "Error: ConvParams 1D padding left/right {2}.")); // stride 2, dilation 2, pad 2 SetNDParams(1, 2, 2, 2); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err( out_spatial_len, std::vector{36}, "Error: ConvParams 1D dilation {2}.")); // stride 3, dilation 2, pad 1 SetNDParams(1, 3, 2, 1); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE( validator.check_err(out_spatial_len, std::vector{23}, "Error: ConvParams 1D strides{3}, padding {1}, dilations {2}.")); } TEST_F(TestConvUtil, ConvParamsGetOutputSpatialLengths2D) { ck::utils::CorrectnessValidator validator; // stride 2, dilation 1, pad 1 SetNDParams(2, 2, 1, 1); std::vector out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err(out_spatial_len, std::vector{36, 36}, "Error: ConvParams 2D default constructor.")); // stride 1, dilation 1, pad 1 SetNDParams(2, 1, 1, 1); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err( out_spatial_len, std::vector{71, 71}, "Error: ConvParams 2D stride {1,1}.")); // stride 2, dilation 1, pad 2 SetNDParams(2, 2, 1, 2); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err(out_spatial_len, std::vector{37, 37}, "Error: ConvParams 2D padding left/right {2,2}.")); // stride 2, dilation 2, pad 2 SetNDParams(2, 2, 2, 2); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err( out_spatial_len, std::vector{36, 36}, "Error: ConvParams 2D dilation {2,2}.")); // stride 3, dilation 2, pad 1 SetNDParams(2, 3, 2, 1); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE( validator.check_err(out_spatial_len, std::vector{23, 23}, "Error: ConvParams 2D strides{3,3}, padding {1,1}, dilations {2,2}.")); } TEST_F(TestConvUtil, ConvParamsGetOutputSpatialLengths3D) { ck::utils::CorrectnessValidator validator; // stride 2, dilation 1, pad 1 SetNDParams(3, 2, 1, 1); std::vector out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err( out_spatial_len, std::vector{36, 36, 36}, "Error: ConvParams 3D.")); // stride 1, dilation 1, pad 1 SetNDParams(3, 1, 1, 1); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err(out_spatial_len, std::vector{71, 71, 71}, "Error: ConvParams 3D stride {1, 1, 1}.")); // stride 2, dilation 1, pad 2 SetNDParams(3, 2, 1, 2); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err(out_spatial_len, std::vector{37, 37, 37}, "Error: ConvParams 3D padding left/right {2, 2, 2}.")); // stride 2, dilation 2, pad 2 SetNDParams(3, 2, 2, 2); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err(out_spatial_len, std::vector{36, 36, 36}, "Error: ConvParams 3D dilation {2, 2, 2}.")); // stride 3, dilation 2, pad 1 SetNDParams(3, 3, 2, 1); out_spatial_len = conv_params.GetOutputSpatialLengths(); EXPECT_TRUE(validator.check_err( out_spatial_len, std::vector{23, 23, 23}, "Error: ConvParams 3D strides{3, 3, 3}, padding {1, 1, 1}, dilations {2, 2, 2}.")); }