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* Copyright (c) 2017 - 2022 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 Defines a math function
*/
#pragma once
#include <vector>
#include <string>
#include <memory>
#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 "performance_result.h"
#include "performance_report.h"
#include "problem_space.h"
#include "debug.h"
/////////////////////////////////////////////////////////////////////////////////////////////////
namespace cutlass {
namespace profiler {
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Abstract base class for each math function
class OperationProfiler {
public:
protected:
//
// Data members
//
/// Top-level operation kind
library::OperationKind kind_;
/// Human readable description
std::string description_;
/// Arguments parsed from command line
ArgumentDescriptionVector arguments_;
/// List of providers used to verify and compare each result
ProviderVector verification_providers_;
/// Model performance result initailized by the operation profiler with workload statistics
/// and reasonable default state.
PerformanceResult model_result_;
/// Performance result vector constructed by profiling the operation
PerformanceResultVector results_;
public:
//
// Methods
//
/// Ctor
OperationProfiler();
OperationProfiler(
Options const &options,
library::OperationKind kind,
ArgumentDescriptionVector const &arguments = ArgumentDescriptionVector(),
ProviderVector const & verification_providers = ProviderVector());
/// Destructor
virtual ~OperationProfiler();
/// Obtains the operation kind
library::OperationKind kind() const { return kind_; }
/// Gets the schema description
std::string const &description() const;
/// Returns a reference to the arguments
ArgumentDescriptionVector const &arguments() const { return arguments_; }
public:
//
// Basic overrides
//
/// 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 =0;
/// Entry point to profile all operations in the manifest
virtual int profile_all(
Options const &options,
library::Manifest const &manifest,
DeviceContext &device_context);
public:
//
// Operation-specific phases of verification and profiling
//
/// 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) = 0;
/// 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) = 0;
/// 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) = 0;
/// 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) = 0;
public:
//
// Static helpers
//
/// Sleep for a given duration in ms
static void sleep(int sleep_duration);
/// Returns true if the current operation description satisfies the problem space
static bool satisfies(
library::OperationDescription const &op_desc,
ProblemSpace const &problem_space,
ProblemSpace::Problem const &problem);
/// Compares tensors for equality
static Disposition compare_tensors(
Options const &options,
DeviceAllocation &experimental,
DeviceAllocation &reference,
int64_t count = 0);
static void save_workspace(
DeviceContext &device_context,
Options const &options,
library::OperationDescription const &desc,
library::Provider provider,
library::Provider verification_provider = library::Provider::kInvalid);
/// Helper to set a performance result member
static void set_argument(
PerformanceResult &result,
char const *name,
ProblemSpace const &problem_space,
std::string const &value);
/// Helper to set a performance result member
static void set_argument(
PerformanceResult &result,
char const *name,
ProblemSpace const &problem_space,
int64_t value);
protected:
/// Sets operation description
static void initialize_result_(
PerformanceResult &result,
library::OperationDescription const &operation_desc,
ProblemSpace const &problem_space);
/// Method to profile an initialized CUTLASS operation
virtual Status profile_cutlass_(
double &runtime,
Options const &options,
library::Operation const *operation,
void *arguments,
void *host_workspace,
void *device_workspace);
private:
/// finds string matches filter_string in operation_name
bool find_string_matches_(
std::string const &filter_string,
std::string const &operation_name);
};
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Vector of owning operation profilers
using OperationProfilerVector = std::vector<std::unique_ptr<OperationProfiler>>;
/////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace profiler
} // namespace cutlass
/////////////////////////////////////////////////////////////////////////////////////////////////
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