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https://github.com/ROCm/composable_kernel.git
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* feat: test setup for batched contraction (aka batched gemm multiple d e permute) * wip: device struct for WMMA batched contraction multiple d based on new gridwise op * feat: working batched contraction on RDNA, non-naive tensor descriptors for gridwise_gemm_wmma_cshuffle_v3, test setup for odd cases * fix: failure to resolve template parameters when calling new function overload * fix: passing reference type as parameter instead of underlying types * fix: merge error caused duplicate definitions * fix: make sure constness of template and parameters types match * fix: don't compile batched contraction test on unsupported architectures * feat: add example for new wmma implementation, and consolidate example code between platforms * style: return inline instead of with branch * chore: add extra assert on vector memory access sizes * chore: clean up some unused variables * fix: correct tail number calculation, added small cases and extra instances to the test * fix: properly support wave transfer by generating correct grid descriptors dependent on the transfer method
165 lines
5.2 KiB
C++
165 lines
5.2 KiB
C++
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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// SPDX-License-Identifier: MIT
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#include <cstdlib>
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#include <iostream>
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#include <initializer_list>
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#include <tuple>
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#include <vector>
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#include <gtest/gtest.h>
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#include "profiler/profile_batched_contraction_multiple_d_impl.hpp"
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static ck::index_t param_mask = 0xffff;
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static ck::index_t instance_index = -1;
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using F16 = ck::half_t;
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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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using Add = ck::tensor_operation::element_wise::Add;
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template <typename Tuple>
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class TestBatchedContraction : public ::testing::Test
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{
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using ADataType = std::tuple_element_t<0, Tuple>;
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using BDataType = std::tuple_element_t<1, Tuple>;
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using DsDataType = std::tuple_element_t<2, Tuple>;
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using EDataType = std::tuple_element_t<3, Tuple>;
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using AElementOp = std::tuple_element_t<4, Tuple>;
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using BElementOp = std::tuple_element_t<5, Tuple>;
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using CDEElementOp = std::tuple_element_t<6, Tuple>;
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static constexpr ck::index_t NumDimG = 1;
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static constexpr ck::index_t NumDimM = 2;
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static constexpr ck::index_t NumDimN = 3;
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static constexpr ck::index_t NumDimK = 1;
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protected:
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struct GemmParams
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{
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std::array<ck::index_t, NumDimG> Gs;
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std::array<ck::index_t, NumDimM> Ms;
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std::array<ck::index_t, NumDimN> Ns;
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std::array<ck::index_t, NumDimK> Ks;
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};
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bool bench_ = true;
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bool verify_ = true;
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bool do_log_ = true;
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int init_method_ = 1;
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std::vector<GemmParams> params;
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void Run()
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{
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bool pass = true;
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for(size_t i = 0; i < params.size(); i++)
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{
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if((param_mask & (1 << i)) == 0)
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{
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continue;
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}
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auto& param = params[i];
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pass = pass && ck::profiler::profile_batched_contraction_multiple_d_impl<NumDimG,
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NumDimM,
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NumDimN,
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NumDimK,
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ADataType,
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BDataType,
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DsDataType,
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EDataType,
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AElementOp,
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BElementOp,
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CDEElementOp>(
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verify_,
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init_method_,
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do_log_,
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bench_,
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param.Gs,
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param.Ms,
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param.Ns,
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param.Ks,
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instance_index,
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true);
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}
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EXPECT_TRUE(pass);
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}
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};
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// clang-format off
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using KernelTypes = ::testing::Types<
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std::tuple<F16, F16, ck::Tuple<F16>, F16, PassThrough, PassThrough, Add>
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>;
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// clang-format on
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TYPED_TEST_SUITE(TestBatchedContraction, KernelTypes);
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TYPED_TEST(TestBatchedContraction, BaseCase)
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{
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this->params = std::vector<typename TestFixture::GemmParams>{
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// Gs, Ms, Ns, Ks
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{{1}, {4, 128}, {4, 16, 32}, {256}},
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{{4}, {4, 128}, {4, 16, 32}, {256}},
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};
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this->Run();
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}
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TYPED_TEST(TestBatchedContraction, TinyCases)
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{
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this->params = std::vector<typename TestFixture::GemmParams>{
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// Gs, Ms, Ns, Ks
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{{1}, {1, 16}, {1, 1, 16}, {16}},
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{{2}, {4, 8}, {2, 2, 8}, {32}},
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};
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this->Run();
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}
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TYPED_TEST(TestBatchedContraction, PadM)
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{
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this->params = std::vector<typename TestFixture::GemmParams>{
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// Gs, Ms, Ns, Ks
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{{1}, {1, 130}, {2, 4, 32}, {256}},
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};
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this->Run();
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}
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// Disabled: Currently fails on the XDL instances
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TYPED_TEST(TestBatchedContraction, DISABLED_PadN)
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{
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this->params = std::vector<typename TestFixture::GemmParams>{
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// Gs, Ms, Ns, Ks
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{{1}, {1, 128}, {1, 1, 66}, {256}},
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};
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this->Run();
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}
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// Disabled: Currently fails on the WMMA and XDL instances
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TYPED_TEST(TestBatchedContraction, DISABLED_PadK)
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{
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this->params = std::vector<typename TestFixture::GemmParams>{
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// Gs, Ms, Ns, Ks
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{{1}, {1, 128}, {1, 1, 64}, {258}},
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};
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this->Run();
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}
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int main(int argc, char** argv)
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{
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testing::InitGoogleTest(&argc, argv);
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if(argc == 1) {}
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else if(argc == 3)
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{
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param_mask = strtol(argv[1], nullptr, 0);
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instance_index = atoi(argv[2]);
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}
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else
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{
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std::cout << "Usage of " << argv[0] << std::endl;
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std::cout << "Arg1,2: param_mask instance_index(-1 means all)" << std::endl;
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}
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return RUN_ALL_TESTS();
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}
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