223 lines
10 KiB
Plaintext
223 lines
10 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 grouped GEMM problem visitors
|
|
*/
|
|
|
|
#include <iostream>
|
|
|
|
#include "../../common/cutlass_unit_test.h"
|
|
#include "cutlass/cutlass.h"
|
|
|
|
#include "cutlass/gemm/gemm.h"
|
|
#include "cutlass/gemm/kernel/gemm_grouped.h"
|
|
#include "cutlass/gemm/kernel/default_gemm_grouped.h"
|
|
#include "cutlass/gemm/device/gemm_grouped.h"
|
|
|
|
#include "testbed_grouped_scheduler.h"
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
// Run a series of tests on the testbed
|
|
template <typename Testbed>
|
|
void run_tests() {
|
|
for (int scale_factor : {8, 16, 32, 64}) {
|
|
for (int threadblock_count : {54, 108, 216, 324, 432}) {
|
|
for (int problems : {1, 27, 180, 300}) {
|
|
Testbed testbed;
|
|
testbed.run(problems, threadblock_count, scale_factor);
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p128_t128, 64x64x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
static int const kNumPrefetch = 128;
|
|
static int const kThreadCount = 128;
|
|
static bool const kTranspose = false;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p128_t128_transpose, 64x64x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
static int const kNumPrefetch = 128;
|
|
static int const kThreadCount = 128;
|
|
static bool const kTranspose = true;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p256_t256, 64x64x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
static int const kNumPrefetch = 256;
|
|
static int const kThreadCount = 256;
|
|
static bool const kTranspose = false;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p256_t128, 64x64x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 64, 32>;
|
|
static int const kNumPrefetch = 256;
|
|
static int const kThreadCount = 128;
|
|
static bool const kTranspose = false;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p256_t256, 64x32x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 32, 32>;
|
|
static int const kNumPrefetch = 256;
|
|
static int const kThreadCount = 256;
|
|
static bool const kTranspose = false;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p256_t256_transpose, 64x32x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<64, 32, 32>;
|
|
static int const kNumPrefetch = 256;
|
|
static int const kThreadCount = 256;
|
|
static bool const kTranspose = true;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p256_t256, 32x64x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 64, 32>;
|
|
static int const kNumPrefetch = 256;
|
|
static int const kThreadCount = 256;
|
|
static bool const kTranspose = false;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(SM80_Device_GemmGroupedScheduler_p256_t256_transpose, 32x64x32) {
|
|
using ThreadblockShape = cutlass::gemm::GemmShape<32, 64, 32>;
|
|
static int const kNumPrefetch = 256;
|
|
static int const kThreadCount = 256;
|
|
static bool const kTranspose = true;
|
|
|
|
using Testbed = test::gemm::device::TestbedGroupedGemmScheduler<
|
|
ThreadblockShape,
|
|
kNumPrefetch,
|
|
kThreadCount,
|
|
kTranspose,
|
|
// List of GroupScheduleModes to compare. List must contain at least two.
|
|
cutlass::gemm::kernel::GroupScheduleMode::kDeviceOnly,
|
|
cutlass::gemm::kernel::GroupScheduleMode::kHostPrecompute>;
|
|
run_tests<Testbed>();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
#endif // #if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|