1077 lines
45 KiB
Plaintext
Executable File
1077 lines
45 KiB
Plaintext
Executable File
/***************************************************************************************************
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* Copyright (c) 2017-2021, 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 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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#include "testbed_gemv.h"
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/////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcr_fp32_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 1;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcr_fp32_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 2;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcr_fp32_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 8;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcr_fp32_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x64x27x4096_1x8x1x64_1x1x1x64_rcr_alpha_fp32_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 27, 4096);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 1>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 1>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size, -0.5f);
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}
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TEST(SM50_batched_gemv, 1x64x27x4096_1x8x1x64_1x1x1x64_rcr_alpha_beta_fp32_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 27, 4096);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 1>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 1>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size, 4.5f, -0.5f);
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}
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TEST(SM50_batched_gemv, 1x64x24x4096_1x8x4x64_1x1x4x64_rcr_alpha_beta_fp16_fp16)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 24, 4096);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, cutlass::half_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size, cutlass::half_t(4.5f), cutlass::half_t(-0.5f));
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}
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///
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TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcr_fp16_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 1;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcr_fp16_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 2;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcr_fp16_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 8;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcr_fp16_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, float,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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///
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TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcr_fp16_fp16)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 1;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, cutlass::half_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcr_fp16_fp16)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 2;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, cutlass::half_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcr_fp16_fp16)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 8;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, cutlass::half_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcr_fp16_fp16)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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cutlass::half_t, float, cutlass::half_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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///
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TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcr_i8_i32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 1;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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int8_t, int32_t, int32_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcr_i8_i32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 2;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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int8_t, int32_t, int32_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcr_i8_i32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 8;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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int8_t, int32_t, int32_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcr_i8_i32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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int8_t, int32_t, int32_t,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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kBatchTileSize>(problem_size);
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}
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/////////////
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TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_crc_fp32_fp32)
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 1;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_crc_fp32_fp32)
|
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{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
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|
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 2;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
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float, float, float,
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cutlass::layout::ColumnMajor,
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
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kBatchTileSize>(problem_size);
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}
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TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_crc_fp32_fp32)
|
|
{
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cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
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static int const kBatchTileSize = 8;
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test::gemm::kernel::batched_gemv_kernel_test<
|
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ThreadBlockShape,
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ThreadShape,
|
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float, float, float,
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cutlass::layout::ColumnMajor,
|
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cutlass::layout::RowMajor,
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cutlass::layout::ColumnMajor,
|
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kBatchTileSize>(problem_size);
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}
|
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|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_crc_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
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using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
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using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
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static int const kBatchTileSize = 64;
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test::gemm::kernel::batched_gemv_kernel_test<
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ThreadBlockShape,
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ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
///
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_crc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 1;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_crc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 2;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_crc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 8;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_crc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
///
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_crc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 1;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_crc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 2;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_crc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 8;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_crc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
///
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_crc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 1;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_crc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 2;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_crc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 8;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_crc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x27x4096_1x8x1x64_1x1x1x64_crc_alpha_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 27, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 1>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size, -0.5f);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x27x4096_1x8x1x64_1x1x1x64_crc_alpha_beta_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 27, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 1>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size, 4.5f, -0.5f);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x24x4096_1x8x4x64_1x1x4x64_crc_alpha_beta_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 24, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size, cutlass::half_t(4.5f), cutlass::half_t(-0.5f));
|
|
}
|
|
|
|
/////////////
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcc_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 1;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcc_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 2;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcc_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 8;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcc_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
///
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 1;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 2;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 8;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcc_fp16_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
///
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 1;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
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|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 2;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 8;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcc_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
///
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x1_1x64x4x1_1x4x4x1_rcc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 1);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 1;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x64x4_1x64x4x2_1x4x4x2_rcc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 64, 4);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 2;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x256x256x64_1x64x4x8_1x4x4x8_rcc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 256, 256, 64);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 64, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 4, 4>;
|
|
static int const kBatchTileSize = 8;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x7x256x4096_1x8x4x64_1x1x4x64_rcc_i8_i32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 7, 256, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
int8_t, int32_t, int32_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x27x4096_1x8x1x64_1x1x1x64_rcc_alpha_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 27, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 1>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size, -0.5f);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x27x4096_1x8x1x64_1x1x1x64_rcc_alpha_beta_fp32_fp32)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 27, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 1>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
float, float, float,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size, 4.5f, -0.5f);
|
|
}
|
|
|
|
TEST(SM50_batched_gemv, 1x64x24x4096_1x8x4x64_1x1x4x64_rcc_alpha_beta_fp16_fp16)
|
|
{
|
|
cutlass::gemm::BatchedGemmCoord problem_size(1, 64, 24, 4096);
|
|
|
|
using ThreadBlockShape = cutlass::gemm::GemmShape<1, 8, 4>;
|
|
using ThreadShape = cutlass::gemm::GemmShape<1, 1, 4>;
|
|
static int const kBatchTileSize = 64;
|
|
|
|
test::gemm::kernel::batched_gemv_kernel_test<
|
|
ThreadBlockShape,
|
|
ThreadShape,
|
|
cutlass::half_t, float, cutlass::half_t,
|
|
cutlass::layout::RowMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
cutlass::layout::ColumnMajor,
|
|
kBatchTileSize>(problem_size, cutlass::half_t(4.5f), cutlass::half_t(-0.5f));
|
|
}
|