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https://github.com/ROCm/composable_kernel.git
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* add fp6 data-type and support sync/async dwordx3 load/store * clang-format * pre-commit * 1st commit * default mnk pass ut * fix a distrubution * fix * fix bdram distr * update * pass ut * improve perf * update * clean code * resolve copilot comment * reslove comment * clang-format --------- Co-authored-by: ZheWang <zhewan@amd.com>
245 lines
9.6 KiB
C++
245 lines
9.6 KiB
C++
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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// SPDX-License-Identifier: MIT
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#include <algorithm>
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#include <gtest/gtest.h>
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#include "ck_tile/host.hpp"
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#include "ck_tile/core.hpp"
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#include "ck_tile/host/kernel_launch.hpp"
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#include "test_copy.hpp"
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struct MemoryCopyParam
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{
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MemoryCopyParam(ck_tile::index_t m_, ck_tile::index_t n_, ck_tile::index_t warp_id_)
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: m(m_), n(n_), warp_id(warp_id_)
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{
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}
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ck_tile::index_t m;
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ck_tile::index_t n;
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ck_tile::index_t warp_id;
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};
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template <typename... Ts>
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struct type_list
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{
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};
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template <std::size_t Index, typename List>
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struct type_at;
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template <std::size_t Index, typename Head, typename... Tail>
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struct type_at<Index, type_list<Head, Tail...>> : type_at<Index - 1, type_list<Tail...>>
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{
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};
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template <typename Head, typename... Tail>
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struct type_at<0, type_list<Head, Tail...>>
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{
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using type = Head;
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};
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template <typename DataType, bool AsyncCopy = true>
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class TestCkTileMemoryCopy : public ::testing::TestWithParam<std::tuple<int, int, int>>
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{
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protected:
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void Run(const MemoryCopyParam& memcpy_params)
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{
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using XDataType = DataType;
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using YDataType = DataType;
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ck_tile::index_t m = memcpy_params.m;
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ck_tile::index_t n = memcpy_params.n;
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ck_tile::index_t warp_id = memcpy_params.warp_id;
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constexpr auto dword_bytes = 4;
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const ck_tile::index_t CpyCfg = std::is_same_v<DataType, ck_tile::pk_fp6x16_t> ? 1 : 0;
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ck_tile::HostTensor<XDataType> x_host({m, n});
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ck_tile::HostTensor<YDataType> y_host_dev({m, n});
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ck_tile::HostTensor<int8_t> host_init_buf({x_host.get_element_space_size_in_bytes()});
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std::cout << "input: " << x_host.mDesc << std::endl;
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std::cout << "output: " << y_host_dev.mDesc << std::endl;
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for(size_t i = 0; i < x_host.get_element_space_size_in_bytes(); i++)
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host_init_buf.mData[i] = i % 64;
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memcpy(x_host.mData.data(),
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host_init_buf.mData.data(),
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x_host.get_element_space_size_in_bytes());
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ck_tile::DeviceMem x_buf(x_host.get_element_space_size_in_bytes());
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ck_tile::DeviceMem y_buf(y_host_dev.get_element_space_size_in_bytes());
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x_buf.ToDevice(x_host.data());
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using BlockTileList = type_list<ck_tile::sequence<64, 8>, ck_tile::sequence<16, 96>>;
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using VectorList = type_list<ck_tile::sequence<1, dword_bytes / sizeof(DataType)>,
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ck_tile::sequence<1, 24>>;
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using BlockWaves = ck_tile::sequence<2, 1>;
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using BlockTile = type_at<CpyCfg, BlockTileList>::type;
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using WaveTile = type_at<CpyCfg, BlockTileList>::type;
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using Vector = type_at<CpyCfg, VectorList>::type;
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ck_tile::index_t kGridSize =
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ck_tile::integer_divide_ceil(m, BlockTile::at(ck_tile::number<0>{}));
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using Shape = ck_tile::TileCopyShape<BlockWaves, BlockTile, WaveTile, Vector>;
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using Problem = ck_tile::TileCopyProblem<DataType, Shape, AsyncCopy, CpyCfg>;
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using Kernel = ck_tile::TileCopy<Problem>;
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constexpr ck_tile::index_t kBlockSize = 128;
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constexpr ck_tile::index_t kBlockPerCu = 1;
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// when copy fp6x16 buffer, tread it as int8 buffer and recompute n-dim size.
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ck_tile::index_t cpy_n =
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CpyCfg == 1 ? n * sizeof(DataType) /
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(sizeof(int8_t) * ck_tile::numeric_traits<DataType>::PackedSize)
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: n;
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auto ms = launch_kernel(
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ck_tile::stream_config{nullptr, true},
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ck_tile::make_kernel<kBlockPerCu>(Kernel{},
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kGridSize,
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kBlockSize,
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0,
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static_cast<XDataType*>(x_buf.GetDeviceBuffer()),
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static_cast<YDataType*>(y_buf.GetDeviceBuffer()),
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m,
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cpy_n,
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warp_id));
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auto bytes = 2 * m * n * sizeof(DataType) / ck_tile::numeric_traits<DataType>::PackedSize;
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std::cout << "elapsed: " << ms << " (ms)" << std::endl;
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std::cout << (bytes * 1e-6 / ms) << " (GB/s)" << std::endl;
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// reference
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y_buf.FromDevice(y_host_dev.mData.data());
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bool pass = ck_tile::check_err(y_host_dev, x_host);
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EXPECT_TRUE(pass);
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}
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};
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class TestCkTileMemoryCopyF6x16Async : public TestCkTileMemoryCopy<ck_tile::pk_fp6x16_t, true>
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{
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};
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class TestCkTileMemoryCopyF6x16 : public TestCkTileMemoryCopy<ck_tile::pk_fp6x16_t, false>
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{
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};
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class TestCkTileMemoryCopyHalfAsync : public TestCkTileMemoryCopy<ck_tile::half_t>
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{
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};
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class TestCkTileMemoryCopyHalfSync : public TestCkTileMemoryCopy<ck_tile::half_t, false>
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{
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};
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class TestCkTileMemoryCopyFloatAsync : public TestCkTileMemoryCopy<float>
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{
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};
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class TestCkTileMemoryCopyFP8Async : public TestCkTileMemoryCopy<ck_tile::fp8_t>
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{
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};
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TEST_P(TestCkTileMemoryCopyF6x16, TestCorrectness)
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{
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auto [M, N, warp_id] = GetParam();
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this->Run({M, N, warp_id});
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}
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TEST_P(TestCkTileMemoryCopyF6x16Async, TestCorrectness)
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{
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auto [M, N, warp_id] = GetParam();
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this->Run({M, N, warp_id});
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}
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TEST_P(TestCkTileMemoryCopyHalfAsync, TestCorrectness)
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{
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auto [M, N, warp_id] = GetParam();
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this->Run({M, N, warp_id});
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}
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TEST_P(TestCkTileMemoryCopyHalfSync, TestCorrectness)
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{
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auto [M, N, warp_id] = GetParam();
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this->Run({M, N, warp_id});
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}
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TEST_P(TestCkTileMemoryCopyFloatAsync, TestCorrectness)
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{
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auto [M, N, warp_id] = GetParam();
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this->Run({M, N, warp_id});
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}
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TEST_P(TestCkTileMemoryCopyFP8Async, TestCorrectness)
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{
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auto [M, N, warp_id] = GetParam();
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this->Run({M, N, warp_id});
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}
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INSTANTIATE_TEST_SUITE_P(TestCkTileMemCopySuite,
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TestCkTileMemoryCopyF6x16,
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::testing::Values(std::tuple{32, 128, 0},
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std::tuple{64, 256, 0},
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std::tuple{32, 128, 1},
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std::tuple{64, 256, 1}));
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INSTANTIATE_TEST_SUITE_P(TestCkTileMemCopySuite,
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TestCkTileMemoryCopyF6x16Async,
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::testing::Values(std::tuple{32, 128, 0},
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std::tuple{64, 256, 0},
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std::tuple{32, 128, 1},
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std::tuple{64, 256, 1}));
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INSTANTIATE_TEST_SUITE_P(TestCkTileMemCopySuite,
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TestCkTileMemoryCopyHalfAsync,
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::testing::Values(std::tuple{64, 8, 0},
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std::tuple{63, 8, 0},
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std::tuple{63, 2, 0},
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std::tuple{127, 30, 0},
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std::tuple{64, 8, 1},
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std::tuple{63, 8, 1},
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std::tuple{63, 2, 1},
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std::tuple{127, 30, 1},
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std::tuple{16384, 16384, 0},
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std::tuple{16384, 16384, 1}));
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INSTANTIATE_TEST_SUITE_P(TestCkTileMemCopySuite,
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TestCkTileMemoryCopyHalfSync,
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::testing::Values(std::tuple{64, 8, 0},
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std::tuple{63, 8, 0},
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std::tuple{63, 2, 0},
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std::tuple{127, 30, 0},
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std::tuple{64, 8, 1},
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std::tuple{63, 8, 1},
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std::tuple{63, 2, 1},
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std::tuple{127, 30, 1},
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std::tuple{16384, 16384, 0},
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std::tuple{16384, 16384, 1}));
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INSTANTIATE_TEST_SUITE_P(TestCkTileMemCopySuite,
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TestCkTileMemoryCopyFloatAsync,
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::testing::Values(std::tuple{64, 8, 0},
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std::tuple{63, 8, 0},
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std::tuple{63, 2, 0},
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std::tuple{127, 30, 0},
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std::tuple{64, 8, 1},
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std::tuple{63, 8, 1},
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std::tuple{63, 2, 1},
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std::tuple{127, 30, 1},
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std::tuple{16384, 16384, 0},
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std::tuple{16384, 16384, 1}));
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INSTANTIATE_TEST_SUITE_P(TestCkTileMemCopySuite,
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TestCkTileMemoryCopyFP8Async,
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::testing::Values(std::tuple{64, 8, 0},
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std::tuple{63, 8, 0},
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std::tuple{63, 4, 0},
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std::tuple{127, 20, 0},
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std::tuple{64, 8, 1},
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std::tuple{63, 8, 1},
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std::tuple{63, 4, 1},
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std::tuple{127, 20, 1},
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std::tuple{16384, 16384, 0},
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std::tuple{16384, 16384, 1}));
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