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Reorganize project folders (#6)
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115
example/ck_tile/05_reduce/reduce.cpp
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115
example/ck_tile/05_reduce/reduce.cpp
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#include "ck_tile/host.hpp"
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#include "reduce.hpp"
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#include <cstring>
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auto create_args(int argc, char* argv[])
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{
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ck_tile::ArgParser arg_parser;
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arg_parser.insert("m", "3328", "m dimension")
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.insert("n", "4096", "n dimension")
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.insert("v", "1", "cpu validation or not")
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.insert("prec", "fp16", "precision")
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.insert("warmup", "5", "cold iter")
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.insert("repeat", "20", "hot iter");
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bool result = arg_parser.parse(argc, argv);
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return std::make_tuple(result, arg_parser);
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}
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template <typename DataType>
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bool run(const ck_tile::ArgParser& arg_parser)
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{
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using XDataType = DataType;
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using ComputeDataType = float;
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using YDataType = DataType;
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ck_tile::index_t m = arg_parser.get_int("m");
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ck_tile::index_t n = arg_parser.get_int("n");
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int do_validation = arg_parser.get_int("v");
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int warmup = arg_parser.get_int("warmup");
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int repeat = arg_parser.get_int("repeat");
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ck_tile::HostTensor<XDataType> x_host({m, n});
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ck_tile::HostTensor<YDataType> y_host_ref({m});
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ck_tile::HostTensor<YDataType> y_host_dev({m});
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ck_tile::FillUniformDistribution<XDataType>{-5.f, 5.f}(x_host);
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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 ReduceOp = ck_tile::ReduceOp::Add;
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using BlockWarps = ck_tile::sequence<4, 1>;
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using BlockTile = ck_tile::sequence<128, 128>;
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using WarpTile = ck_tile::sequence<32, 128>;
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using Vector = ck_tile::sequence<8, 8>;
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// cross warp-reduce
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// using BlockWarps = ck_tile::sequence<2, 2>;
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// using BlockTile = ck_tile::sequence<2, 1024>;
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// using WarpTile = ck_tile::sequence<1, 512>;
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// using Vector = ck_tile::sequence<1, 8>;
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constexpr ck_tile::index_t kBlockSize = 256;
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constexpr ck_tile::index_t kBlockPerCu = 1;
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ck_tile::index_t kGridSize = (m / BlockTile::at(ck_tile::number<0>{}));
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std::cout << "grid size " << kGridSize << std::endl;
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using Shape = ck_tile::Reduce2dShape<BlockWarps, BlockTile, WarpTile, Vector>;
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using Porblem =
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ck_tile::Reduce2dProblem<XDataType, ComputeDataType, YDataType, Shape, ReduceOp>;
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using Kernel = ck_tile::Reduce<Porblem>;
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float ave_time = launch_kernel(ck_tile::stream_config{nullptr, true, 0, warmup, repeat},
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ck_tile::make_kernel<kBlockSize, kBlockPerCu>(
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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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n));
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std::size_t num_btype = sizeof(XDataType) * m * n + sizeof(YDataType) * m;
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float gb_per_sec = num_btype / 1.E6 / ave_time;
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std::cout << "Perf: " << ave_time << " ms, " << gb_per_sec << " GB/s" << std::endl;
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bool pass = true;
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if(do_validation)
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{
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// reference
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ck_tile::reference_reduce<XDataType, ComputeDataType, YDataType>(
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x_host, y_host_ref, ReduceOp{});
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y_buf.FromDevice(y_host_dev.mData.data());
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pass = ck_tile::check_err(y_host_dev, y_host_ref);
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std::cout << "valid:" << (pass ? "y" : "n") << std::flush << std::endl;
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}
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return pass;
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}
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int main(int argc, char* argv[])
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{
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auto [result, arg_parser] = create_args(argc, argv);
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if(!result)
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return -1;
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const std::string data_type = arg_parser.get_str("prec");
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if(data_type == "fp16")
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{
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return run<ck_tile::half_t>(arg_parser) ? 0 : -2;
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}
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// else if(data_type == "bf16")
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// {
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// return run<ck_tile::bf16_t>(arg_parser) ? 0 : -2;
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// }
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}
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