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346 lines
13 KiB
C++
346 lines
13 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (C) 2022-2026 Advanced Micro Devices, Inc.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*
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*******************************************************************************/
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#pragma once
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#include "benchmark_stats.hpp"
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#include "efficiency_monitor.hpp"
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#include "hipblaslt_arguments.hpp"
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#include <fstream>
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#include <string>
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namespace ArgumentLogging
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{
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const double NA_value = -1.0; // invalid for time, GFlop, GB
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}
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void ArgumentModel_set_log_function_name(bool f);
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bool ArgumentModel_get_log_function_name();
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void ArgumentModel_log_performance(hipblaslt_internal_ostream& name_line,
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hipblaslt_internal_ostream& val_line);
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void ArgumentModel_log_efficiency(hipblaslt_internal_ostream& name_line,
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hipblaslt_internal_ostream& val_line,
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const Arguments& arg,
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const double hipblaslt_gflops);
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// ArgumentModel template has a variadic list of argument enums
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template <hipblaslt_argument... Args>
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class ArgumentModel
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{
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// Whether model has a particular parameter
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// TODO: Replace with C++17 fold expression ((Args == param) || ...)
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static constexpr bool has(hipblaslt_argument param)
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{
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for(auto x : {Args...})
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if(x == param)
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return true;
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return false;
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}
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public:
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void log_perf(hipblaslt_internal_ostream& name_line,
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hipblaslt_internal_ostream& val_line,
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const Arguments& arg,
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double gpu_us,
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double gflops,
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double gbytes,
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double cpu_us,
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double norm,
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double atol,
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double rtol,
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double max_ulp,
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double avg_ulp)
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{
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// requires enablement for frequency logging
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ArgumentModel_log_performance(name_line, val_line);
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constexpr bool has_batch_count = has(e_batch_count);
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int64_t batch_count = has_batch_count ? arg.batch_count : 1;
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// both gpu_us and cpu_us are per-call time
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double hipblaslt_gflops = hipblaslt_bench::rate_per_second(
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gflops * batch_count, gpu_us, ArgumentLogging::NA_value);
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double hipblaslt_GBps
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= hipblaslt_bench::rate_per_second(gbytes, gpu_us, ArgumentLogging::NA_value);
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// append performance fields
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if(gflops != ArgumentLogging::NA_value)
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{
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ArgumentModel_log_efficiency(name_line, val_line, arg, hipblaslt_gflops);
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name_line << ",hipblaslt-Gflops";
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val_line << "," << hipblaslt_gflops;
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}
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if(gbytes != ArgumentLogging::NA_value)
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{
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// GB/s not usually reported for non-memory bound functions
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name_line << ",hipblaslt-GB/s";
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val_line << "," << hipblaslt_GBps;
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}
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name_line << ",us";
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val_line << "," << gpu_us;
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if(arg.unit_check || arg.norm_check || arg.allclose_check || arg.ulp_check)
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{
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if(cpu_us != ArgumentLogging::NA_value)
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{
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if(gflops != ArgumentLogging::NA_value)
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{
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double cblas_gflops = gflops * batch_count / cpu_us * 1e6;
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name_line << ",CPU-Gflops";
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val_line << "," << cblas_gflops;
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}
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name_line << ",CPU-us";
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val_line << "," << cpu_us;
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}
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if(arg.norm_check)
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{
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if(norm != ArgumentLogging::NA_value)
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{
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name_line << ",norm_error";
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val_line << "," << norm;
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}
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}
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if(arg.allclose_check)
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{
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if(atol != ArgumentLogging::NA_value)
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{
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name_line << ",atol";
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if(atol == 1) // atol == init value
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val_line << ","
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<< "failed";
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else
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val_line << "," << atol;
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}
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if(rtol != ArgumentLogging::NA_value)
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{
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name_line << ",rtol";
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if(rtol == 1) // rtol == init value
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val_line << ","
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<< "failed";
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else
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val_line << "," << rtol;
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}
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}
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if(arg.ulp_check)
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{
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name_line << ",max_ulp_error";
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val_line << "," << max_ulp;
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name_line << ",avg_ulp_error";
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val_line << "," << avg_ulp;
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}
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}
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}
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void log_args(hipDataType Tc,
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hipblaslt_internal_ostream& str,
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size_t index,
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int32_t solution_index,
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std::string& solution_name,
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std::string& kernel_name,
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std::string& archName,
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std::string& cuNum,
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const Arguments& arg,
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uint32_t splitK,
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uint32_t wgm,
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double gpu_us,
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double gflops,
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double gbytes = ArgumentLogging::NA_value,
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double cpu_us = ArgumentLogging::NA_value,
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double norm = ArgumentLogging::NA_value,
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double atol = ArgumentLogging::NA_value,
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double rtol = ArgumentLogging::NA_value,
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double max_ulp = 0.0,
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double avg_ulp = 0.0,
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const hipblaslt_bench::TimingResult& timing = {})
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{
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hipblaslt_internal_ostream name_list;
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hipblaslt_internal_ostream value_list;
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name_list << "[" << index << "]:";
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value_list << " ";
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if(ArgumentModel_get_log_function_name())
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{
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auto delim = ",";
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name_list << "function" << delim;
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value_list << arg.function << delim;
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}
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// Output (name, value) pairs to name_list and value_list
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auto print = [&, delim = ""](const char* name, auto&& value) mutable {
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name_list << delim << name;
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value_list << delim << value;
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delim = ",";
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};
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#if __cplusplus >= 201703L
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// C++17
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//(ArgumentsHelper::apply<Args>(print, arg, T{}), ...);
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switch(Tc)
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{
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case HIP_R_32F:
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(ArgumentsHelper::apply<Args>(print, arg, float{}), ...);
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break;
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case HIP_R_64F:
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(ArgumentsHelper::apply<Args>(print, arg, double{}), ...);
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break;
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case HIP_C_32F:
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(ArgumentsHelper::apply<Args>(print, arg, std::complex<float>{}), ...);
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break;
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case HIP_C_64F:
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(ArgumentsHelper::apply<Args>(print, arg, std::complex<double>{}), ...);
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break;
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case HIP_R_16F:
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(ArgumentsHelper::apply<Args>(print, arg, hipblasLtHalf{}), ...);
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break;
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case HIP_R_32I:
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(ArgumentsHelper::apply<Args>(print, arg, int32_t{}), ...);
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break;
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default:
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hipblaslt_cerr << "Error type in log_args" << std::endl;
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(ArgumentsHelper::apply<Args>(print, arg, float{}), ...);
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break;
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}
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#else
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// C++14. TODO: Remove when C++17 is used
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//(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, T{}), 0)...};
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switch(Tc)
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{
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case HIP_R_32F:
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(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, float{}), 0)...};
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break;
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case HIP_R_64F:
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(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, double{}), 0)...};
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break;
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case HIP_C_32F:
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(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, std::complex<float>{}), 0)...};
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break;
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case HIP_C_64F:
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(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, std::complex<double>{}), 0)...};
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break;
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case HIP_R_16F:
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(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, hipblasLtHalf{}), 0)...};
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break;
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case HIP_R_32I:
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(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, int32_t{}), 0)...};
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break;
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default:
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hipblaslt_cerr << "Error type in log_args" << std::endl;
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(void)(int[]){(ArgumentsHelper::apply<Args>{}()(print, arg, float{}), 0)...};
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break;
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}
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#endif
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// Additional name and value list
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if(splitK > 0)
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print("splitK", splitK);
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if(wgm > 0)
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print("wgm", wgm);
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// Printing rotating buffer even if it is set to default value
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print("rotating_buffer", arg.rotating);
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// Printing flush even if it is set to default value
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print("flush", arg.flush);
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// Printing use_gpu_timer even if it is set to default value
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print("use_gpu_timer", arg.use_gpu_timer);
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if(arg.timing)
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log_perf(name_list,
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value_list,
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arg,
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gpu_us,
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gflops,
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gbytes,
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cpu_us,
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norm,
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atol,
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rtol,
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max_ulp,
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avg_ulp);
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// Adaptive-timing distribution columns ("us"/Gflops above are the median).
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// Emitted only when the adaptive path ran, so the fixed-count line carries
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// no trailing columns.
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if(arg.timing && timing.adaptive)
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{
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const char* status = !timing.noise_active ? "-"
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: timing.converged ? "converged"
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: timing.stable ? "stable"
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: "noisy";
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print("batch", timing.batch);
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print("samples", timing.samples);
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print("hot_iters", timing.hot_iters);
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print("mean_us", timing.mean_us);
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print("min_us", timing.min_us);
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print("cv", timing.cv);
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print("rel_iqr", timing.rel_iqr);
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print("status", status);
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}
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if(archName != "")
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{
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auto delim = ",";
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name_list << delim << "solution_index";
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value_list << delim << solution_index;
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const char* tuningEnv = getenv("HIPBLASLT_TUNING_FILE");
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std::string tuningPath = tuningEnv;
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std::ofstream file(tuningPath, std::ios::app);
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std::string name_list_str = name_list.str();
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std::string value_list_str = value_list.str();
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name_list_str.erase(0, std::string("[" + std::to_string(index) + "]:").length());
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if(ArgumentModel_get_log_function_name())
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{
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name_list_str.erase(0, std::string("function,").length());
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value_list_str.erase(0, std::string(arg.function).length() + 1);
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}
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file << " " << name_list_str << delim << "gcnArchName" << delim << "CUs"
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<< std::endl;
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file << value_list_str << delim << archName << delim << cuNum << std::endl;
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}
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str << name_list << "\n" << value_list << std::endl;
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if(solution_name != "")
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{
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str << " --Solution index: " << solution_index << "\n"
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<< " --Solution name: " << solution_name << "\n"
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<< " --kernel name: " << kernel_name << std::endl;
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}
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}
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};
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