1017 lines
48 KiB
Plaintext
1017 lines
48 KiB
Plaintext
/***************************************************************************************************
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* Copyright (c) 2017-2020, NVIDIA CORPORATION. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without modification, are permitted
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* provided that the following conditions are met:
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* * Redistributions of source code must retain the above copyright notice, this list of
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* conditions and the following disclaimer.
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* * Redistributions in binary form must reproduce the above copyright notice, this list of
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* conditions and the following disclaimer in the documentation and/or other materials
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* provided with the distribution.
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* * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
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* to endorse or promote products derived from this software without specific prior written
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* permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
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* IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
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* FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
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* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
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* OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
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* STRICT LIABILITY, OR TOR (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 Unit tests for thread-level GEMM
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*/
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#include "mma_pipelined_testbed.h"
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/////////////////////////////////////////////////////////////////////////////////////////////////
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// sgemm_NT
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/////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(SM50_sgemm, sgemm_nt_32x64x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<32, 64, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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float, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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float, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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float, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass,
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(32, 64, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 1, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_sgemm, sgemm_nt_64x64x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<64, 64, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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float, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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float, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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float, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(64, 64, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 2, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_sgemm, sgemm_nt_32x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<32, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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float, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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float, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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float, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(32, 128, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 2, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_sgemm, sgemm_nt_64x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<64, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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float, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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float, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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float, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(64, 128, 16);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 4, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_sgemm, sgemm_nt_128x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<128, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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float, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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float, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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float, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(128, 128, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 8, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(),
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problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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/////////////////////////////////////////////////////////////////////////////////////////////////
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// dgemm_NN
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/////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(SM50_dgemm, dgemm_nt_32x64x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<32, 64, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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double, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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double, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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double, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(32, 64, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 1, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_dgemm, dgemm_nt_64x64x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<64, 64, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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double, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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double, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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double, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(64, 64, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 2, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_dgemm, dgemm_nt_32x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<32, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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double, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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double, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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double, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(32, 128, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 2, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_dgemm, dgemm_nt_64x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<64, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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double, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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double, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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double, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(64, 128, 16);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 4, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_dgemm, dgemm_nt_128x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<128, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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double, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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double, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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double, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(128, 128, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 8, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(),
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problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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/////////////////////////////////////////////////////////////////////////////////////////////////
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// igemm_NN
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/////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(SM50_igemm, igemm_nt_32x64x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<32, 64, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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int, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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int, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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int, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(32, 64, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 1, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_igemm, igemm_nt_64x64x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<64, 64, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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int, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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int, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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int, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(64, 64, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 2, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_igemm, igemm_nt_32x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<32, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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int, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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int, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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|
int, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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|
2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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|
>;
|
|
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cutlass::gemm::GemmCoord problem_size(32, 128, 48);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 2, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_igemm, igemm_nt_64x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<64, 128, 8>, // ThreadblockShape,
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
|
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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int, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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int, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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int, // ElementC,
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cutlass::layout::RowMajor, // LayoutC,
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cutlass::arch::OpClassSimt, // OpClass
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2, // Stages,
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cutlass::arch::OpMultiplyAdd // Operator,
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>;
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cutlass::gemm::GemmCoord problem_size(64, 128, 16);
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float alpha = 1.f;
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float beta = 0.0f;
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dim3 grid(1, 1);
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dim3 block(32, 4, 1);
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test::gemm::threadblock::Testbed<MmaCore>(
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problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
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.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
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}
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TEST(SM50_igemm, igemm_nt_128x128x8_32x64x1) {
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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cutlass::gemm::GemmShape<128, 128, 8>, // ThreadblockShape,
|
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cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
|
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cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
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int, // ElementA,
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cutlass::layout::ColumnMajor, // LayoutA,
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int, // ElementB,
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cutlass::layout::RowMajor, // LayoutB,
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int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 128, 48);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(),
|
|
problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
// hgemm_NN
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM50_hgemm, hgemm_nt_32x64x8_32x64x1) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<32, 64, 8>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
|
|
cutlass::half_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
cutlass::half_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
cutlass::half_t, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(32, 64, 48);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM50_hgemm, hgemm_nt_64x64x8_32x64x1) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 8>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
|
|
cutlass::half_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
cutlass::half_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
cutlass::half_t, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 48);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 2, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM50_hgemm, hgemm_nt_32x128x8_32x64x1) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<32, 128, 8>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
|
|
cutlass::half_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
cutlass::half_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
cutlass::half_t, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(32, 128, 48);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 2, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM50_hgemm, hgemm_nt_64x128x8_32x64x1) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 128, 8>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
|
|
cutlass::half_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
cutlass::half_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
cutlass::half_t, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 128, 16);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 4, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM50_hgemm, hgemm_nt_128x128x8_32x64x1) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<128, 128, 8>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<32, 64, 8>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 1>, // InstructionShape,
|
|
cutlass::half_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
cutlass::half_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
cutlass::half_t, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 128, 48);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(),
|
|
problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
// igemm_NT DP4A
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_64x64x16_64x64x4) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_64x64x32_64x64x4) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 32>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 32>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 4096);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_64x64x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_128x64x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<128, 64, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 64, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 2, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_128x128x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<128, 128, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 128, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 4, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_256x128x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<256, 256, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<128, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(256, 256, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_128x256x64_64x64x16) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<128, 256, 64>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 64>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 256, 64);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nt_256x128x64_64x64x16) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<256, 128, 64>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 64>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::RowMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(256, 128, 64);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_tn_64x64x16_64x64x4) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_tn_64x64x32_64x64x4) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 32>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 32>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 4096);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_tn_64x64x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
TEST(SM61_igemm, igemm_int8_tn_128x64x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<128, 64, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 64, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 2, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_tn_128x128x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<128, 128, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 128, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 4, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_tn_256x128x16_64x64x8) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<256, 256, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<128, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(256, 256, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_tn_128x256x64_64x64x16) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<128, 256, 64>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 64>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(128, 256, 64);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_tn_256x128x64_64x64x16) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<256, 128, 64>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 64>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::RowMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(256, 128, 64);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 8, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|
|
TEST(SM61_igemm, igemm_int8_nn_64x64x16_64x64x4) {
|
|
using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // ThreadblockShape,
|
|
cutlass::gemm::GemmShape<64, 64, 16>, // WarpShape,
|
|
cutlass::gemm::GemmShape<1, 1, 4>, // InstructionShape,
|
|
int8_t, // ElementA,
|
|
cutlass::layout::ColumnMajor, // LayoutA,
|
|
int8_t, // ElementB,
|
|
cutlass::layout::ColumnMajor, // LayoutB,
|
|
int, // ElementC,
|
|
cutlass::layout::RowMajor, // LayoutC,
|
|
cutlass::arch::OpClassSimt, // OpClass
|
|
2, // Stages,
|
|
cutlass::arch::OpMultiplyAdd // Operator,
|
|
>;
|
|
|
|
cutlass::gemm::GemmCoord problem_size(64, 64, 32);
|
|
float alpha = 1.f;
|
|
float beta = 0.0f;
|
|
dim3 grid(1, 1);
|
|
dim3 block(32, 1, 1);
|
|
test::gemm::threadblock::Testbed<MmaCore>(
|
|
problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta)
|
|
.run(grid, block, cutlass::Distribution::Uniform, cutlass::Distribution::Uniform);
|
|
}
|
|
|