297 lines
8.7 KiB
Plaintext
297 lines
8.7 KiB
Plaintext
/***************************************************************************************************
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* Copyright (c) 2017 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* SPDX-License-Identifier: BSD-3-Clause
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions are met:
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*
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* 1. Redistributions of source code must retain the above copyright notice, this
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* list of conditions and the following disclaimer.
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*
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* 2. Redistributions in binary form must reproduce the above copyright notice,
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* this list of conditions and the following disclaimer in the documentation
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* and/or other materials provided with the distribution.
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*
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* 3. Neither the name of the copyright holder nor the names of its
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* contributors may be used to endorse or promote products derived from
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* this software without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
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* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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*
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**************************************************************************************************/
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/*! \file
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\brief Tests for device-wide GEMM interface
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*/
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#include <iostream>
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#include "../../common/cutlass_unit_test.h"
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#include "cutlass/cutlass.h"
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#include "cutlass/gemm/device/gemm.h"
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#include "cutlass/util/host_tensor.h"
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#include "cutlass/util/reference/host/gemm.h"
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#include "cutlass/util/reference/host/tensor_compare.h"
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#include "cutlass/util/reference/host/tensor_copy.h"
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#include "cutlass/util/reference/host/tensor_fill.h"
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#include "cutlass/util/tensor_view_io.h"
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#include "testbed.h"
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#if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)
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////////////////////////////////////////////////////////////////////////////////
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TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 32x64x8_32x64x1) {
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using Element = float;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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cutlass::layout::ColumnMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<32, 64, 8>,
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cutlass::gemm::GemmShape<32, 64, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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4
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>;
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
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}
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TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 64x64x8_32x64x1) {
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using Element = float;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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cutlass::layout::ColumnMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<64, 64, 8>,
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cutlass::gemm::GemmShape<32, 64, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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3
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>;
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
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}
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TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x128x8_32x64x1) {
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using Element = float;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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cutlass::layout::ColumnMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<128, 128, 8>,
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cutlass::gemm::GemmShape<32, 64, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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3
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>;
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
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}
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TEST(SM80_Device_Gemm_f32an_f32at_f32at_simt_f32, 128x128x8_32x64x1) {
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using Element = float;
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using LayoutA = cutlass::layout::AffineRank2ColumnMajor;
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using LayoutB = cutlass::layout::AffineRank2RowMajor;
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using LayoutC = cutlass::layout::AffineRankN<2>;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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LayoutA,
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Element,
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LayoutB,
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Element,
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LayoutC,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<128, 128, 8>,
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cutlass::gemm::GemmShape<32, 64, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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3
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>;
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typename LayoutA::Stride::Index stride_factor_A[] = {3, 4};
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typename LayoutB::Stride::Index stride_factor_B[] = {5, 6};
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typename LayoutC::Stride::Index stride_factor_C[] = {7, 8};
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>(stride_factor_A, stride_factor_B, stride_factor_C ));
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}
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TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 64x128x8_32x64x1) {
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using Element = float;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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cutlass::layout::ColumnMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<64, 128, 8>,
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cutlass::gemm::GemmShape<32, 64, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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3
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>;
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
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}
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TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x64x8_32x64x1) {
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using Element = float;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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cutlass::layout::ColumnMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<128, 64, 8>,
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cutlass::gemm::GemmShape<64, 32, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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3
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>;
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
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}
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TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x128x8_64x64x1) {
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using Element = float;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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cutlass::layout::ColumnMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<128, 128, 8>,
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cutlass::gemm::GemmShape<64, 64, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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3
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>;
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
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}
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TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x256x8_64x64x1) {
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using Element = float;
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using Gemm = cutlass::gemm::device::Gemm<
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Element,
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cutlass::layout::ColumnMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::layout::RowMajor,
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Element,
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cutlass::arch::OpClassSimt,
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cutlass::arch::Sm80,
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cutlass::gemm::GemmShape<128, 256, 8>,
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cutlass::gemm::GemmShape<64, 64, 8>,
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cutlass::gemm::GemmShape<1, 1, 1>,
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cutlass::epilogue::thread::LinearCombination<
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Element,
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1,
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Element,
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Element>,
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cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
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3
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>;
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EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
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}
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/////////////////////////////////////////////////////////////////////////////////////////////////
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#endif // #if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)
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/////////////////////////////////////////////////////////////////////////////////////////////////
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