mirror of
https://github.com/ROCm/composable_kernel.git
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* Optimize GEMM on MI200/300:
1. Add new blockwise gemm pipeline
2. Add irregular splitk intances
* clang format + typo fix
* Fix a bug
* initial commit
* Add more instances to irregular splitk
* blkgemm pipeline v1~4 prototype
* Sanity Checked. Known issue:
1. Poor performance of splitk
2. Register spill on blkgemmpipeline v3
* Sanity and Performance fix:
1. fix a bug related to sanity in grouped b2c mapping
2. fix a bug related to sanity and performance in splitk offset
* Sanity and API update:
1. Remove prefetch stage
2. Fix valid check bug
3, Add first gemm_universal instance into ckProfiler
* Add NN instances for gemm universal
* 1. Add NT instances for gemm_universal
2. Fix a bug about Kpadding in gemm_universal
* Fix a bug regarding padding Odd K number
* remove kernel print
* Fix KPadding bug...
* Update safety check
* another try to fix kpadding..
* Sanity checked
* new instances..
* clang format+typo fix
* remove clang format script's change
* Add non-hotloop compile option
* 1. Add fp16xfp8 example
2. pull packed convert f8 from pr1150
* Some miscs.. opt and fix
* Add pipeline description docs
* Split universal gemm instance library to cut profiler compiling time
* uncomment cmakefile
* Fix a bug caused by blockwise_gemm_pipe_v2
* reduce default splitk to 1
* Add 224x256x64 tile size
* update, including:
1. Experiment pipeline 5~7
2. Optimization for pipeline 4
3. Organized instance library
* temp save
* temp save
* Permuted lds layout, sanity and function checked
* clang format
* Move OOB check from RunRead to RunWrite, for better software pipeline.
TODO: agpr spill when NN layout
* clangformat
* A/B splitpipe scheduler for v3
* Fix two bugs
* bug fix
* fix a bug in oob check
* Example for mixed fp16_fp8 gemm
* Clean experimental code blocks
* Add mixed precision gemm into profiler
* tempsave
* optimize m/n major lds layout
* Add RRR GEMM mixed precision instances
* Optimize f8 matrix transpose
* Add test_gemm_universal
* A/B spilt schedule for blkpip v5
* Take ds_read2 into iglp scheduling scheme
* format
* fixed cmake
* Add llvm-option into CI cmake flag
---------
Co-authored-by: Jing Zhang <jizhan@amd.com>
[ROCm/composable_kernel commit: f83e9701e9]
223 lines
6.4 KiB
C++
223 lines
6.4 KiB
C++
// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
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#pragma once
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#include <cstdlib>
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#include <iostream>
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#include <initializer_list>
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#include <numeric>
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#include "ck/ck.hpp"
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#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
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#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
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#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
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#include "ck/utility/data_type.hpp"
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#include "ck/library/utility/check_err.hpp"
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#include "ck/library/utility/device_memory.hpp"
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#include "ck/library/utility/fill.hpp"
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#include "ck/library/utility/host_tensor.hpp"
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#include "ck/library/utility/host_tensor_generator.hpp"
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#include "ck/library/utility/literals.hpp"
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#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
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struct ProblemSize final
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{
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ck::index_t M = 3840;
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ck::index_t N = 4096;
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ck::index_t K = 4096;
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ck::index_t StrideA = 4096;
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ck::index_t StrideB = 4096;
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ck::index_t StrideC = 4096;
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};
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struct ProblemSizeStreamK final
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{
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ck::index_t M = 3840;
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ck::index_t N = 4096;
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ck::index_t K = 4096;
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ck::index_t StrideA = 4096;
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ck::index_t StrideB = 4096;
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ck::index_t StrideC = 4096;
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ck::index_t NumSKBlocks = -1;
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};
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struct ProblemSizeSplitK final
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{
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ck::index_t M = 3840;
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ck::index_t N = 4096;
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ck::index_t K = 4096;
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ck::index_t StrideA = 4096;
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ck::index_t StrideB = 4096;
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ck::index_t StrideC = 4096;
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ck::index_t KBatch = 1;
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};
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struct ExecutionConfig final
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{
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bool do_verification = true;
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int init_method = 2;
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bool time_kernel = false;
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};
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template <ck::index_t... Is>
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using S = ck::Sequence<Is...>;
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using Row = ck::tensor_layout::gemm::RowMajor;
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using Col = ck::tensor_layout::gemm::ColumnMajor;
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using PassThrough = ck::tensor_operation::element_wise::PassThrough;
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template <typename ProblemType>
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bool parse_cmd_args(int, char*[], ProblemType&, ExecutionConfig&)
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{
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return false;
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}
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template <>
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bool parse_cmd_args<ProblemSize>(int argc,
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char* argv[],
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ProblemSize& problem_size,
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ExecutionConfig& config)
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{
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if(argc == 1)
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{
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// use default case
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}
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else if(argc == 4)
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{
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config.do_verification = std::stoi(argv[1]);
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config.init_method = std::stoi(argv[2]);
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config.time_kernel = std::stoi(argv[3]);
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}
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else if(argc == 10)
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{
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config.do_verification = std::stoi(argv[1]);
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config.init_method = std::stoi(argv[2]);
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config.time_kernel = std::stoi(argv[3]);
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problem_size.M = std::stoi(argv[4]);
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problem_size.N = std::stoi(argv[5]);
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problem_size.K = std::stoi(argv[6]);
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problem_size.StrideA = std::stoi(argv[7]);
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problem_size.StrideB = std::stoi(argv[8]);
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problem_size.StrideC = std::stoi(argv[9]);
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}
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else
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{
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std::cerr << "arg1: verification (0=no, 1=yes)" << std::endl
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<< "arg2: initialization (0=no init, 1=integer value, 2=decimal value)"
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<< std::endl
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<< "arg3: time kernel (0=no, 1=yes)" << std::endl
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<< "arg4 to 9: M (256x), N(128x), K(32x), StrideA, StrideB, StrideC" << std::endl;
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return false;
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}
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return true;
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}
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template <>
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bool parse_cmd_args<ProblemSizeStreamK>(int argc,
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char* argv[],
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ProblemSizeStreamK& problem_size,
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ExecutionConfig& config)
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{
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if(argc == 1)
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{
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// use default case
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}
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else if(argc == 4)
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{
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config.do_verification = std::stoi(argv[1]);
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config.init_method = std::stoi(argv[2]);
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config.time_kernel = std::stoi(argv[3]);
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}
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else if(argc >= 10)
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{
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config.do_verification = std::stoi(argv[1]);
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config.init_method = std::stoi(argv[2]);
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config.time_kernel = std::stoi(argv[3]);
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problem_size.M = std::stoi(argv[4]);
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problem_size.N = std::stoi(argv[5]);
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problem_size.K = std::stoi(argv[6]);
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problem_size.StrideA = std::stoi(argv[7]);
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problem_size.StrideB = std::stoi(argv[8]);
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problem_size.StrideC = std::stoi(argv[9]);
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if(argc >= 11)
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{
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problem_size.NumSKBlocks = std::stoi(argv[10]);
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}
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}
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else
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{
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std::cerr << "arg1: verification (0=no, 1=yes)" << std::endl
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<< "arg2: initialization (0=no init, 1=integer value, 2=decimal value)"
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<< std::endl
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<< "arg3: time kernel (0=no, 1=yes)" << std::endl
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<< "arg4 to 9: M (256x), N(128x), K(32x), StrideA, StrideB, StrideC" << std::endl
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<< "arg10: NumSKBlocks(optional)" << std::endl;
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return false;
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}
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return true;
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}
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template <>
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bool parse_cmd_args<ProblemSizeSplitK>(int argc,
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char* argv[],
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ProblemSizeSplitK& problem_size,
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ExecutionConfig& config)
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{
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if(argc == 1)
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{
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// use default case
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}
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else if(argc == 4)
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{
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config.do_verification = std::stoi(argv[1]);
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config.init_method = std::stoi(argv[2]);
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config.time_kernel = std::stoi(argv[3]);
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}
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else if(argc >= 10)
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{
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config.do_verification = std::stoi(argv[1]);
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config.init_method = std::stoi(argv[2]);
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config.time_kernel = std::stoi(argv[3]);
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problem_size.M = std::stoi(argv[4]);
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problem_size.N = std::stoi(argv[5]);
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problem_size.K = std::stoi(argv[6]);
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problem_size.StrideA = std::stoi(argv[7]);
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problem_size.StrideB = std::stoi(argv[8]);
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problem_size.StrideC = std::stoi(argv[9]);
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if(argc >= 11)
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{
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problem_size.KBatch = std::stoi(argv[10]);
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}
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}
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else
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{
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std::cerr << "arg1: verification (0=no, 1=yes)" << std::endl
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<< "arg2: initialization (0=no init, 1=integer value, 2=decimal value)"
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<< std::endl
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<< "arg3: time kernel (0=no, 1=yes)" << std::endl
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<< "arg4 to 9: M (256x), N(128x), K(32x), StrideA, StrideB, StrideC" << std::endl
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<< "arg10: KBatch" << std::endl;
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return false;
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}
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return true;
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}
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