/*************************************************************************************************** * Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without modification, are permitted * provided that the following conditions are met: * * Redistributions of source code must retain the above copyright notice, this list of * conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright notice, this list of * conditions and the following disclaimer in the documentation and/or other materials * provided with the distribution. * * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used * to endorse or promote products derived from this software without specific prior written * permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ #include "cutlass/wmma_matrix.h" #if defined(CUTLASS_USE_WMMA_API) #include "cutlass_unit_test.h" #include "cutlass/gemm/gemm.h" #include "cutlass/gemm/wmma_gemm_traits.h" #include "tools/test/unit/gemm/gemm_testbed.h" #include "tools/test/unit/gemm/run_gemm.h" //////////////////////////////////////////////////////////////////////////////////////////////////// TEST(WmmaGemm_16x16x32_f16, wmma_gemm_36x36x16_nn) { /* this wmmaTraits requires leading dim to be divisible by 4 */ typedef cutlass::gemm::WmmaGemmTraits< cutlass::MatrixLayout::kColumnMajor, cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<32, 16, 16>, half, half, half, cutlass::gemm::LinearScaling, half, typename cutlass::gemm::WmmaGemmAccumulatorsPerWarp >::Shape, typename cutlass::Shape<16, 16, 16>, 4, /*kScalarsPerLdgA_*/ 4, /*kScalarsPerLdgB_*/ 4, /*KScalarsPerLdsA_*/ 4, /*KScalarsPerLdsB_*/ 4 / sizeof(half), /*kScalarsPerLdgCAndStgD_*/ 4 / sizeof(half), /*kScalarsPerStsD_*/ 4 / sizeof(half) /*kScalarsPerLdsD_*/ > WmmaGemmTraits; run_gemm(36, 36, 64); } //////////////////////////////////////////////////////////////////////////////////////////////////// TEST(WmmaGemm_16x16x32_f16, wmma_gemm_36x36x16_nt) { /* this wmmaTraits requires leading dim to be divisible by 4 */ typedef cutlass::gemm::WmmaGemmTraits< cutlass::MatrixLayout::kColumnMajor, cutlass::MatrixLayout::kRowMajor, cutlass::Shape<32, 16, 16>, half, half, half, cutlass::gemm::LinearScaling, half, typename cutlass::gemm::WmmaGemmAccumulatorsPerWarp >::Shape, typename cutlass::Shape<16, 16, 16>, 4, /*kScalarsPerLdgA_*/ 4, /*kScalarsPerLdgB_*/ 4, /*KScalarsPerLdsA_*/ 4, /*KScalarsPerLdsB_*/ 4 / sizeof(half), /*kScalarsPerLdgCAndStgD_*/ 4 / sizeof(half), /*kScalarsPerStsD_*/ 4 / sizeof(half) /*kScalarsPerLdsD_*/ > WmmaGemmTraits; run_gemm(36, 36, 64); } //////////////////////////////////////////////////////////////////////////////////////////////////// TEST(WmmaGemm_16x16x32_f16, wmma_gemm_36x36x16_tn) { /* this wmmaTraits requires leading dim to be divisible by 4 */ typedef cutlass::gemm::WmmaGemmTraits< cutlass::MatrixLayout::kRowMajor, cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<32, 16, 16>, half, half, half, cutlass::gemm::LinearScaling, half, typename cutlass::gemm::WmmaGemmAccumulatorsPerWarp >::Shape, typename cutlass::Shape<16, 16, 16>, 4, /*kScalarsPerLdgA_*/ 4, /*kScalarsPerLdgB_*/ 4, /*KScalarsPerLdsA_*/ 4, /*KScalarsPerLdsB_*/ 4 / sizeof(half), /*kScalarsPerLdgCAndStgD_*/ 4 / sizeof(half), /*kScalarsPerStsD_*/ 4 / sizeof(half) /*kScalarsPerLdsD_*/ > WmmaGemmTraits; run_gemm(36, 36, 64); } //////////////////////////////////////////////////////////////////////////////////////////////////// TEST(WmmaGemm_16x16x32_f16, wmma_gemm_36x36x16_tt) { /* this wmmaTraits requires leading dim to be divisible by 4 */ typedef cutlass::gemm::WmmaGemmTraits< cutlass::MatrixLayout::kRowMajor, cutlass::MatrixLayout::kRowMajor, cutlass::Shape<32, 16, 16>, half, half, half, cutlass::gemm::LinearScaling, half, typename cutlass::gemm::WmmaGemmAccumulatorsPerWarp >::Shape, typename cutlass::Shape<16, 16, 16>, 4, /*kScalarsPerLdgA_*/ 4, /*kScalarsPerLdgB_*/ 4, /*KScalarsPerLdsA_*/ 4, /*KScalarsPerLdsB_*/ 4 / sizeof(half), /*kScalarsPerLdgCAndStgD_*/ 4 / sizeof(half), /*kScalarsPerStsD_*/ 4 / sizeof(half) /*kScalarsPerLdsD_*/ > WmmaGemmTraits; run_gemm(36, 36, 64); } //////////////////////////////////////////////////////////////////////////////////////////////////// #endif