862 lines
35 KiB
Plaintext
862 lines
35 KiB
Plaintext
/***************************************************************************************************
|
|
* Copyright (c) 2017 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
|
* SPDX-License-Identifier: BSD-3-Clause
|
|
*
|
|
* Redistribution and use in source and binary forms, with or without
|
|
* modification, are permitted provided that the following conditions are met:
|
|
*
|
|
* 1. Redistributions of source code must retain the above copyright notice, this
|
|
* list of conditions and the following disclaimer.
|
|
*
|
|
* 2. Redistributions in binary form must reproduce the above copyright notice,
|
|
* this list of conditions and the following disclaimer in the documentation
|
|
* and/or other materials provided with the distribution.
|
|
*
|
|
* 3. Neither the name of the copyright holder nor the names of its
|
|
* contributors may be used to endorse or promote products derived from
|
|
* this software without specific prior written permission.
|
|
*
|
|
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
|
|
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
|
|
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
|
|
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
|
|
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
|
|
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
|
|
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
|
|
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
|
|
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
|
|
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
|
|
*
|
|
**************************************************************************************************/
|
|
/*! \file
|
|
\brief Tests for device-wide GEMM interface
|
|
*/
|
|
|
|
#include <iostream>
|
|
|
|
#include "cutlass/cutlass.h"
|
|
#include "cutlass/gemm/device/gemm.h"
|
|
#include "cutlass/numeric_types.h"
|
|
|
|
#include "../../common/cutlass_unit_test.h"
|
|
|
|
#include "cutlass/util/host_tensor.h"
|
|
#include "cutlass/util/tensor_view_io.h"
|
|
#include "cutlass/util/reference/host/tensor_fill.h"
|
|
#include "cutlass/util/reference/host/tensor_copy.h"
|
|
#include "cutlass/util/reference/host/tensor_compare.h"
|
|
#include "cutlass/util/reference/host/gemm.h"
|
|
|
|
#include "testbed.h"
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 1 x 1
|
|
// Threadblock: 8 x 32 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 8x32x8_8x32x1_2x4_4x8_1x1, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<8, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 1 x 1
|
|
// Threadblock: 16 x 32 x 8
|
|
CUTLASS_TEST_L0(SM50_device_qgemm_tt, 16x32x8_16x32x1_4x4_4x8_1x1, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 1 x 2
|
|
// Threadblock: 8 x 32 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 8x32x8_8x16x1_2x2_4x8_1x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<8, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 1 x 2
|
|
// Threadblock: 8 x 64 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 8x64x8_8x32x1_2x4_4x8_1x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<8, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 1 x 2
|
|
// Threadblock: 16 x 32 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 16x32x8_16x16x1_4x2_4x8_1x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 1 x 2
|
|
// Threadblock: 16 x 64 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 16x64x8_16x32x1_4x4_4x8_1x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<16, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 8 x 4
|
|
// Warps / Block: 1 x 2
|
|
// Threadblock: 32 x 32 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 32x32x8_32x16x1_4x4_8x4_1x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<32, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 1
|
|
// Threadblock: 32 x 32 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 32x32x8_16x32x1_4x4_4x8_2x1, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 2
|
|
// Threadblock: 16 x 32 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 16x32x8_8x16x1_2x2_4x8_2x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 2
|
|
// Threadblock: 16 x 64 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 16x64x8_8x32x1_2x4_4x8_2x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<16, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 2
|
|
// Threadblock: 32 x 32 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 32x32x8_16x16x1_4x2_4x8_2x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 2
|
|
// Threadblock: 32 x 64 x 8
|
|
CUTLASS_TEST_L0(SM50_device_qgemm_tt, 32x64x8_16x32x1_4x4_4x8_2x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 8 x 4
|
|
// Warps / Block: 2 x 2
|
|
// Threadblock: 64 x 32 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 64x32x8_32x16x1_4x4_8x4_2x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<32, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 4
|
|
// Threadblock: 16 x 64 x 16
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 16x64x16_8x16x1_2x2_4x8_2x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<16, 64, 16>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 16, 16>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 2
|
|
// Threads / Warp: 8 x 4
|
|
// Warps / Block: 2 x 4
|
|
// Threadblock: 32 x 32 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 32x32x8_16x8x1_2x2_8x4_2x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 4
|
|
// Threadblock: 32 x 64 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 32x64x8_16x16x1_4x2_4x8_2x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 2 x 4
|
|
// Threadblock: 32 x 128 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 32x128x8_16x32x1_4x4_4x8_2x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 128, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 8 x 4
|
|
// Warps / Block: 2 x 4
|
|
// Threadblock: 64 x 64 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 64x64x8_32x16x1_4x4_8x4_2x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<32, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 4 x 2
|
|
// Threadblock: 32 x 32 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 32x32x8_8x16x1_2x2_4x8_4x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 4 x 2
|
|
// Threadblock: 64 x 32 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 64x32x8_16x16x1_4x2_4x8_4x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 4 x 2
|
|
// Threadblock: 64 x 64 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 64x64x8_16x32x1_4x4_4x8_4x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 8 x 4
|
|
// Warps / Block: 4 x 2
|
|
// Threadblock: 128 x 32 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 128x32x8_32x16x1_4x4_8x4_4x2, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<128, 32, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<32, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 4 x 4
|
|
// Threadblock: 32 x 64 x 16
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 32x64x16_8x16x1_2x2_4x8_4x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 64, 16>;
|
|
using WarpShape = cutlass::gemm::GemmShape<8, 16, 16>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 2 x 2
|
|
// Threads / Warp: 8 x 4
|
|
// Warps / Block: 4 x 4
|
|
// Threadblock: 64 x 32 x 16
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 64x32x16_16x8x1_2x2_8x4_4x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 32, 16>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 2
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 4 x 4
|
|
// Threadblock: 64 x 64 x 8
|
|
CUTLASS_TEST_L2(SM50_device_qgemm_tt, 64x64x8_16x16x1_4x2_4x8_4x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 4 x 8
|
|
// Warps / Block: 4 x 4
|
|
// Threadblock: 64 x 128 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 64x128x8_16x32x1_4x4_4x8_4x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 128, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<16, 32, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Elements / Thread: 4 x 4
|
|
// Threads / Warp: 8 x 4
|
|
// Warps / Block: 4 x 4
|
|
// Threadblock: 128 x 64 x 8
|
|
CUTLASS_TEST_L1(SM50_device_qgemm_tt, 128x64x8_32x16x1_4x4_8x4_4x4, {
|
|
using precision = cutlass::Quaternion<float>;
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<128, 64, 8>;
|
|
using WarpShape = cutlass::gemm::GemmShape<32, 16, 8>;
|
|
|
|
static int const kEpilogueElementsPerAccess = 1;
|
|
using InstructionShape = cutlass::gemm::GemmShape<1, 1, 1>;
|
|
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
|
|
precision, kEpilogueElementsPerAccess, precision, precision>;
|
|
|
|
using Gemm = cutlass::gemm::device::Gemm<
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision, cutlass::layout::RowMajor,
|
|
precision,
|
|
cutlass::arch::OpClassSimt,
|
|
cutlass::arch::Sm50,
|
|
ThreadblockShape, WarpShape, InstructionShape,
|
|
EpilogueOutputOp,
|
|
cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
|
|
2 // Stages
|
|
>;
|
|
EXPECT_TRUE(test::gemm::device::TestAllGemmBasic<Gemm>());
|
|
} )
|
|
|