cutlass/tools/profiler/src/reduction_operation_profiler.h

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/***************************************************************************************************
* Copyright (c) 2017 - 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* SPDX-License-Identifier: BSD-3-Clause
*
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* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
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* 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 Defines profiling functionality for reduction operation
*/
#pragma once
#include <vector>
#include <string>
#include <memory>
#include <algorithm>
#include <unordered_map>
// CUTLASS Library includes
#include "cutlass/library/library.h"
#include "cutlass/library/util.h"
#include "cutlass/library/manifest.h"
// Profiler includes
#include "options.h"
#include "device_context.h"
#include "operation_profiler.h"
#include "performance_result.h"
#include "problem_space.h"
#if CUTLASS_ENABLE_CUDNN
#include "cudnn_helpers.h"
#endif //#if CUTLASS_ENABLE_CUDNN
#include "debug.h"
/////////////////////////////////////////////////////////////////////////////////////////////////
namespace cutlass {
namespace profiler {
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Abstract base class for each math function
class ReductionOperationProfiler : public OperationProfiler {
public:
/// Workspace used
struct ReductionWorkspace {
/// Conv device allocations
DeviceAllocation *Workspace;
DeviceAllocation *Source;
DeviceAllocation *Destination;
DeviceAllocation *Reference;
/// Library configuration and arguments
library::ReductionConfiguration configuration;
library::ReductionArguments arguments;
/// Buffer used for the cutlass operations' host workspace
std::vector<uint8_t> host_workspace;
/// Buffer used for the cutlass operations' device workspace
DeviceAllocation device_workspace;
//
// Methods
//
ReductionWorkspace():
Workspace(nullptr), Source(nullptr), Destination(nullptr), Reference(nullptr) { }
};
protected:
//
// Data members
//
/// Reduction problem obtained from problem space
MatrixCoord problem_;
/// Device memory allocations
ReductionWorkspace conv_workspace_;
public:
//
// Methods
//
/// Ctor
ReductionOperationProfiler(Options const &options);
/// Destructor
virtual ~ReductionOperationProfiler();
/// Prints usage statement for the math function
virtual void print_usage(std::ostream &out) const;
/// Prints examples
virtual void print_examples(std::ostream &out) const;
/// Extracts the problem dimensions
virtual Status initialize_configuration(
Options const &options,
PerformanceReport &report,
DeviceContext &device_context,
library::Operation const *operation,
ProblemSpace const &problem_space,
ProblemSpace::Problem const &problem);
/// Initializes workspace
virtual Status initialize_workspace(
Options const &options,
PerformanceReport &report,
DeviceContext &device_context,
library::Operation const *operation,
ProblemSpace const &problem_space,
ProblemSpace::Problem const &problem);
/// Verifies CUTLASS against references
virtual bool verify_cutlass(
Options const &options,
PerformanceReport &report,
DeviceContext &device_context,
library::Operation const *operation,
ProblemSpace const &problem_space,
ProblemSpace::Problem const &problem);
/// Measures performance results
virtual bool profile(
Options const &options,
PerformanceReport &report,
DeviceContext &device_context,
library::Operation const *operation,
ProblemSpace const &problem_space,
ProblemSpace::Problem const &problem);
};
/////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace profiler
} // namespace cutlass
/////////////////////////////////////////////////////////////////////////////////////////////////