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https://github.com/ROCm/composable_kernel.git
synced 2026-06-05 20:55:59 +00:00
Reuse same implementation code for most of GEMM examples
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@@ -39,6 +39,7 @@ using DeviceGemmInstance = ck::tensor_operation::device::DeviceGemmDl
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using ReferenceGemmInstance = ck::tensor_operation::host::
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ReferenceGemm<ADataType, BDataType, CDataType, AccDataType, AElementOp, BElementOp, CElementOp>;
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#include "run_gemm_int4_example.inc"
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#define BUILD_INT4_EXAMPLE
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#include "run_gemm_example.inc"
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int main(int argc, char* argv[]) { return !run_gemm_int4_example(argc, argv); }
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int main(int argc, char* argv[]) { return !run_gemm_example(argc, argv); }
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@@ -40,6 +40,7 @@ using DeviceGemmInstance = ck::tensor_operation::device::DeviceGemm_Xdl_CShuffle
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using ReferenceGemmInstance = ck::tensor_operation::host::
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ReferenceGemm<ADataType, BDataType, CDataType, AccDataType, AElementOp, BElementOp, CElementOp>;
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#include "run_gemm_int4_example.inc"
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#define BUILD_INT4_EXAMPLE
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#include "run_gemm_example.inc"
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int main(int argc, char* argv[]) { return !run_gemm_int4_example(argc, argv); }
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int main(int argc, char* argv[]) { return !run_gemm_example(argc, argv); }
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@@ -5,6 +5,10 @@
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bool run_gemm(const ProblemSize& problem_size, const ExecutionConfig& config)
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{
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#ifdef CK_EXPERIMENTAL_BIT_INT_EXTENSION_INT4
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static_assert(sizeof(ck::int4_t) == sizeof(int8_t));
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#endif
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using namespace ck::literals;
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auto& [M, N, K, StrideA, StrideB, StrideC] = problem_size;
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@@ -59,18 +63,25 @@ bool run_gemm(const ProblemSize& problem_size, const ExecutionConfig& config)
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// do GEMM
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auto gemm = DeviceGemmInstance{};
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auto invoker = gemm.MakeInvoker();
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auto argument = gemm.MakeArgument(static_cast<ADataType*>(a_m_k_device_buf.GetDeviceBuffer()),
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static_cast<BDataType*>(b_k_n_device_buf.GetDeviceBuffer()),
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static_cast<CDataType*>(c_m_n_device_buf.GetDeviceBuffer()),
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M,
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N,
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K,
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StrideA,
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StrideB,
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StrideC,
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a_element_op,
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b_element_op,
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c_element_op);
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auto argument = gemm.MakeArgument(
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#ifdef BUILD_INT4_EXAMPLE
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static_cast<KernelADataType*>(a_m_k_device_buf.GetDeviceBuffer()),
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static_cast<KernelBDataType*>(b_k_n_device_buf.GetDeviceBuffer()),
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static_cast<KernelCDataType*>(c_m_n_device_buf.GetDeviceBuffer()),
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#else
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static_cast<ADataType*>(a_m_k_device_buf.GetDeviceBuffer()),
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static_cast<BDataType*>(b_k_n_device_buf.GetDeviceBuffer()),
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static_cast<CDataType*>(c_m_n_device_buf.GetDeviceBuffer()),
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#endif
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M,
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N,
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K,
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StrideA,
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StrideB,
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StrideC,
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a_element_op,
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b_element_op,
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c_element_op);
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if(!gemm.IsSupportedArgument(argument))
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{
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@@ -1,121 +0,0 @@
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// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
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#pragma once
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bool run_gemm_int4(const ProblemSize& problem_size, const ExecutionConfig& config)
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{
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using namespace ck::literals;
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auto& [M, N, K, StrideA, StrideB, StrideC] = problem_size;
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auto f_host_tensor_descriptor =
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[](std::size_t row, std::size_t col, std::size_t stride, auto layout) {
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if constexpr(std::is_same_v<decltype(layout), ck::tensor_layout::gemm::RowMajor>)
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{
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return HostTensorDescriptor({row, col}, {stride, 1_uz});
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}
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else
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{
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return HostTensorDescriptor({row, col}, {1_uz, stride});
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}
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};
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Tensor<ADataType> a_m_k(f_host_tensor_descriptor(M, K, StrideA, ALayout{}));
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Tensor<BDataType> b_k_n(f_host_tensor_descriptor(K, N, StrideB, BLayout{}));
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switch(config.init_method)
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{
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case 0: break;
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case 1:
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ck::utils::FillUniformDistributionIntegerValue<ADataType>{-5.f, 5.f}(a_m_k.begin(),
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a_m_k.end());
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ck::utils::FillUniformDistributionIntegerValue<BDataType>{-5.f, 5.f}(b_k_n.begin(),
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b_k_n.end());
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break;
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default:
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ck::utils::FillUniformDistribution<ADataType>{-1.f, 1.f}(a_m_k.begin(), a_m_k.end());
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ck::utils::FillUniformDistribution<BDataType>{-1.f, 1.f}(b_k_n.begin(), b_k_n.end());
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}
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Tensor<CDataType> c_m_n_host_result(f_host_tensor_descriptor(M, N, StrideC, CLayout{}));
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Tensor<CDataType> c_m_n_device_result(f_host_tensor_descriptor(M, N, StrideC, CLayout{}));
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std::cout << "a_m_k: " << a_m_k.mDesc << std::endl;
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std::cout << "b_k_n: " << b_k_n.mDesc << std::endl;
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std::cout << "c_m_n: " << c_m_n_host_result.mDesc << std::endl;
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DeviceMem a_m_k_device_buf(sizeof(KernelADataType) * a_m_k.mDesc.GetElementSpaceSize());
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DeviceMem b_k_n_device_buf(sizeof(KernelBDataType) * b_k_n.mDesc.GetElementSpaceSize());
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DeviceMem c_m_n_device_buf(sizeof(KernelCDataType) *
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c_m_n_device_result.mDesc.GetElementSpaceSize());
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a_m_k_device_buf.ToDevice(a_m_k.mData.data());
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b_k_n_device_buf.ToDevice(b_k_n.mData.data());
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auto a_element_op = AElementOp{};
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auto b_element_op = BElementOp{};
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auto c_element_op = CElementOp{};
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// do GEMM
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auto gemm = DeviceGemmInstance{};
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auto invoker = gemm.MakeInvoker();
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auto argument =
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gemm.MakeArgument(static_cast<KernelADataType*>(a_m_k_device_buf.GetDeviceBuffer()),
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static_cast<KernelBDataType*>(b_k_n_device_buf.GetDeviceBuffer()),
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static_cast<KernelCDataType*>(c_m_n_device_buf.GetDeviceBuffer()),
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M,
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N,
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K,
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StrideA,
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StrideB,
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StrideC,
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a_element_op,
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b_element_op,
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c_element_op);
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if(!gemm.IsSupportedArgument(argument))
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{
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std::cerr << gemm.GetTypeString() << " does not support this problem" << std::endl;
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return false;
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}
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float ave_time = invoker.Run(argument, StreamConfig{nullptr, config.time_kernel});
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std::size_t flop = 2_uz * M * N * K;
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std::size_t num_btype = sizeof(KernelADataType) * M * K + sizeof(KernelBDataType) * K * N +
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sizeof(KernelCDataType) * M * N;
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float tflops = static_cast<float>(flop) / 1.E9 / ave_time;
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float gb_per_sec = num_btype / 1.E6 / ave_time;
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std::cout << "Perf: " << ave_time << " ms, " << tflops << " TFlops, " << gb_per_sec << " GB/s, "
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<< gemm.GetTypeString() << std::endl;
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c_m_n_device_buf.FromDevice(c_m_n_device_result.mData.data());
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if(config.do_verification)
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{
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auto ref_gemm = ReferenceGemmInstance{};
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auto ref_invoker = ref_gemm.MakeInvoker();
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auto ref_argument = ref_gemm.MakeArgument(
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a_m_k, b_k_n, c_m_n_host_result, a_element_op, b_element_op, c_element_op);
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ref_invoker.Run(ref_argument);
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return !ck::utils::check_err(c_m_n_device_result.mData, c_m_n_host_result.mData);
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}
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return true;
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}
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bool run_gemm_int4_example(int argc, char* argv[])
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{
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ProblemSize problem_size;
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ExecutionConfig config;
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return parse_cmd_args(argc, argv, problem_size, config) && run_gemm_int4(problem_size, config);
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}
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