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All rights reserved. * * Redistribution and use in source and binary forms, with or without modification, are permitted * provided that the following conditions are met: * * Redistributions of source code must retain the above copyright notice, this list of * conditions and the following disclaimer. * * 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. * * Neither the name of the NVIDIA CORPORATION 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 NVIDIA CORPORATION 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 TOR (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 #include #include #include // 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); 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 const *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>; ///////////////////////////////////////////////////////////////////////////////////////////////// } // namespace profiler } // namespace cutlass /////////////////////////////////////////////////////////////////////////////////////////////////