1906 lines
82 KiB
Plaintext
1906 lines
82 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 Unit tests for thread-level GEMM
|
|
*/
|
|
|
|
#include "../../common/cutlass_unit_test.h"
|
|
|
|
#include "cutlass/aligned_buffer.h"
|
|
#include "cutlass/half.h"
|
|
|
|
#include "cutlass/gemm/warp/default_mma_tensor_op.h"
|
|
|
|
#include "cutlass/core_io.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_compare.h"
|
|
#include "cutlass/util/reference/host/gemm.h"
|
|
|
|
#include "testbed.h"
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_64x64x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_64x32x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_32x32x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_32x16x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_16x16x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_64x64x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_64x32x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_32x32x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_32x16x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_16x16x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_64x64x16_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_64x32x16_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_32x32x16_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_32x16x16_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_16x16x16_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_64x64x32_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_64x32x32_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_32x32x32_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_32x16x32_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_16x16x32_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x32_64x64x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x32_32x32x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f16, 16x16x32_16x16x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 16>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<16, 16, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f16, 32x32x32_32x32x32_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 32, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x64_64x64x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x64_32x32x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = cutlass::half_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x16_64x64x16_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x16_32x32x16_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x32_64x64x32_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x32_32x32x32_16x8x8) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_tn, tf32_round_128x128x32_64x64x32_16x8x8) {
|
|
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = float;
|
|
using ElementC = float;
|
|
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::TransformTestbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_nt, tf32_round_128x128x32_64x64x32_16x8x8) {
|
|
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = float;
|
|
using ElementC = float;
|
|
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::TransformTestbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 32> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_16x16x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x16x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x32x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x32x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x64x64_16x8x16) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_16x16x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x16x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x32x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x32x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x64x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 32>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_64x64x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_64x32x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_32x32x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_32x16x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_16x16x64_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 64> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_64x64x128_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_64x32x128_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_32x32x128_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_32x16x128_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_16x16x128_16x8x32) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
|
|
using Element = int8_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_64x64x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_64x32x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_32x32x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_32x16x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_16x16x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 128>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_64x64x256_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 256>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 256> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_64x32x256_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 256>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 256> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_32x32x256_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 256>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 256> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_32x16x256_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 256>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 256> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_16x16x256_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 256>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 256>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 256> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_64x64x512_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 512>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 512> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_64x32x512_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 512>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 512> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_32x32x512_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 512>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 512> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_32x16x512_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 512>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 512> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_16x16x512_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 512>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 512>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 512> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_64x64x1024_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 1024>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 1024> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_64x32x1024_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 1024>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 1024> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_32x32x1024_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 1024>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 1024> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_32x16x1024_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 1024>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 1024> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_16x16x1024_16x8x256) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 1024>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
|
|
using Element = cutlass::uint1b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 1024>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 1024> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f64, 16x16x4_16x16x4_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 4>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<16, 16, 4> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f64, 32x16x4_32x16x4_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 4>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 16, 4> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f64, 32x32x4_32x32x4_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 4>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 32, 4> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_congruous_f64, 32x64x4_32x64x4_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 64, 4>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
|
|
using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 64, 4> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 16x16x16_16x16x16_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<16, 16, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 32x32x16_32x32x16_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 32, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 64x32x16_64x32x16_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<64, 32, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 32x64x16_32x64x16_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 64, 16>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 64, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_16x16x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_32x16x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_32x32x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_64x32x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_64x64x128_16x8x64) {
|
|
using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
|
|
using Element = cutlass::int4b_t;
|
|
using ElementC = int;
|
|
using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
|
|
cutlass::sizeof_bits<Element>::value, 64>;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<128, 128, 128> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_canonical_f64_row_col, 32x32x8_64x32x8_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 4>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::RowMajor;
|
|
using LayoutB = cutlass::layout::ColumnMajor;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 32, 8> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_canonical_f64_col_row, 32x32x8_64x32x8_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 4>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
|
|
using Element = double;
|
|
using ElementC = double;
|
|
using LayoutA = cutlass::layout::ColumnMajor;
|
|
using LayoutB = cutlass::layout::RowMajor;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 32, 8> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_canonical_tf32_row_col, 32x32x8_64x32x8_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 8>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::RowMajor;
|
|
using LayoutB = cutlass::layout::ColumnMajor;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 32, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_warp_gemm_tensor_op_canonical_tf32_col_row, 32x32x8_64x32x8_8x8x4) {
|
|
using Shape = cutlass::gemm::GemmShape<32, 32, 8>;
|
|
using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
|
|
using Element = cutlass::tfloat32_t;
|
|
using ElementC = float;
|
|
using LayoutA = cutlass::layout::ColumnMajor;
|
|
using LayoutB = cutlass::layout::RowMajor;
|
|
|
|
using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
|
|
Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
|
|
cutlass::layout::RowMajor>::Type;
|
|
|
|
test::gemm::warp::Testbed<MmaTensorOp,
|
|
cutlass::gemm::GemmShape<32, 32, 16> >()
|
|
.run();
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
#endif // if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)
|
|
|
|
|