cutlass/tools/profiler/src/cutlass_profiler.cu
2023-04-29 09:34:27 -04:00

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/***************************************************************************************************
* Copyright (c) 2017 - 2023 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,
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
/* \file
\brief Execution environment
*/
#include <iostream>
#include <stdexcept>
// Profiler includes
#include "cutlass_profiler.h"
#include "gemm_operation_profiler.h"
#include "rank_k_operation_profiler.h"
#include "rank_2k_operation_profiler.h"
#include "trmm_operation_profiler.h"
#include "symm_operation_profiler.h"
#include "conv2d_operation_profiler.h"
#include "conv3d_operation_profiler.h"
#include "sparse_gemm_operation_profiler.h"
/////////////////////////////////////////////////////////////////////////////////////////////////
namespace cutlass {
namespace profiler {
/////////////////////////////////////////////////////////////////////////////////////////////////
CutlassProfiler::CutlassProfiler(
Options const &options
):
options_(options) {
operation_profilers_.emplace_back(new GemmOperationProfiler(options));
operation_profilers_.emplace_back(new SparseGemmOperationProfiler(options));
operation_profilers_.emplace_back(new Conv2dOperationProfiler(options));
operation_profilers_.emplace_back(new Conv3dOperationProfiler(options));
operation_profilers_.emplace_back(new RankKOperationProfiler(options));
operation_profilers_.emplace_back(new Rank2KOperationProfiler(options));
operation_profilers_.emplace_back(new TrmmOperationProfiler(options));
operation_profilers_.emplace_back(new SymmOperationProfiler(options));
}
CutlassProfiler::~CutlassProfiler() {
}
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Execute the program
int CutlassProfiler::operator()() {
if (options_.cmdline.num_naked_args() > 0) {
std::cerr << "Unknown args: \n";
options_.cmdline.print_naked_args(std::cerr);
std::cerr << "\n\n\n";
print_usage_(std::cout);
return 1;
}
if (options_.about.help) {
if (options_.operation_kind == library::OperationKind::kInvalid) {
print_usage_(std::cout);
}
else {
for (auto & profiler : operation_profilers_) {
if (profiler->kind() == options_.operation_kind) {
profiler->print_usage(std::cout);
profiler->print_examples(std::cout);
return 0;
}
}
}
return 0;
}
else if (options_.about.version) {
options_.about.print_version(std::cout);
std::cout << std::endl;
return 0;
}
else if (options_.about.device_info) {
options_.device.print_device_info(std::cout);
return 0;
}
if (options_.execution_mode == ExecutionMode::kProfile ||
options_.execution_mode == ExecutionMode::kDryRun ||
options_.execution_mode == ExecutionMode::kTrace) {
// Profiles all operations
return profile_();
}
else if (options_.execution_mode == ExecutionMode::kEnumerate) {
// Enumerates all operations
enumerate_();
}
return 0;
}
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Enumerates all operations
void CutlassProfiler::enumerate_() {
}
/// Profiles all operations
int CutlassProfiler::profile_() {
int result = 0;
DeviceContext device_context;
// For all profilers
for (auto & profiler : operation_profilers_) {
if (options_.operation_kind == library::OperationKind::kInvalid ||
options_.operation_kind == profiler->kind()) {
result = profiler->profile_all(options_, library::Singleton::get().manifest, device_context);
if (result) {
return result;
}
}
}
return result;
}
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Prints all options
void CutlassProfiler::print_usage_(std::ostream &out) {
options_.print_usage(out);
out << "\nOperations:\n\n";
// For all profilers
for (auto & profiler : operation_profilers_) {
std::string kind_str = library::to_string(profiler->kind());
size_t kAlignment = 40;
size_t columns = 0;
if (kind_str.size() < kAlignment) {
columns = kAlignment - kind_str.size();
}
out << " " << kind_str << std::string(columns, ' ') << profiler->description() << "\n";
}
out << "\n\nFor details about a particular function, specify the function name with --help.\n\nExample:\n\n"
<< " $ cutlass_profiler --operation=Gemm --help\n\n"
<< " $ cutlass_profiler --operation=RankK --help\n\n"
<< " $ cutlass_profiler --operation=Trmm --help\n\n"
<< " $ cutlass_profiler --operation=Symm --help\n\n"
<< " $ cutlass_profiler --operation=Conv3d --help\n\n"
<< " $ cutlass_profiler --operation=Conv2d --help\n\n"
<< " $ cutlass_profiler --operation=SparseGemm --help\n\n"
;
}
/// Prints usage
void CutlassProfiler::print_options_(std::ostream &out) {
options_.print_options(out);
}
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Initializes the CUDA device
void CutlassProfiler::initialize_device_() {
cudaError_t result = cudaSetDevice(options_.device.device);
if (result != cudaSuccess) {
std::cerr << "Failed to set device.";
throw std::runtime_error("Failed to set device");
}
}
/////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace profiler
} // namespace cutlass
/////////////////////////////////////////////////////////////////////////////////////////////////