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https://github.com/ROCm/composable_kernel.git
synced 2026-05-02 12:41:26 +00:00
[CK Tile] gemm splitk two stage (#2697)
* Fix a typo * Use std::variant to call run_gemm_example_with_layouts with the available layout variant combinations * Use a unified run_gemm_example_prec_type for basic gemm and universal gemm * Factor out run_gemm_example_prec_type * Refactor argument parsing in gemm_splitk_two_stage_reduce.cpp * Parse arguments outside of create_args * Move the gemm operators to separate structs to facilitate their reuse * Move the invokers to separate files to facilitate their reuse * Rename the invoker files for consistency with the examples that use them * Add fp32 support to the elementwise examples, and produce an error message for unsupported types * Get rid of four unused variables * Make two variables const * Add support for different input-output type combinations in elementwise examples * Test support for different input and output types in elementwise examples * Add support for different operations in the elementwise unary tests * Add support for UnaryConvert in the elementwise unary tests * Add support for bf16 in elementwise examples, excluding unsupported type combinations * Make some operator parameters const in ElementWiseKernel * Remove some unnecessary include statements * Implement a two-stage GEMM that does a type conversion in the second stage using the elementwise kernel * Clear workspace instead of output when flushing the cache in SplitKTwoStageInvoker::gemm * Fix formatting issues reported by clang * Add back CK_TILE_USE_WMMA related changes * Use the right prec type for bf16 in the universal GEMM and two stage split K examples * Add some brackets * Add some brackets * Separate the clearing of the GEMM output memory from the cache flushing in the universal GEMM example * Separate the clearing of the GEMM output memory from the cache flushing in the split K two stage example * Fix formatting * No need to call SetZero on ws_m_n_dev_buf here, as clear_gemm_output now does this as part of the kernel preprocessing * Add fp16 data type to splitk two stage example * Add preprocessing with optional cache flushing and clearing of output for k_batch > 1 to the basic GEMM example
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@@ -5,6 +5,7 @@
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#include "ck_tile/ops/elementwise.hpp"
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#include "ck_tile/host/reference/reference_transpose.hpp"
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#include "json_dump.hpp"
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#include "elementwise_common.hpp"
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auto create_args(int argc, char* argv[])
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{
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@@ -32,10 +33,9 @@ bool run(const ck_tile::ArgParser& arg_parser)
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if(stride_in < 0)
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stride_in = N; // Dense input: stride for M dim is N
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std::string data_type = arg_parser.get_str("prec");
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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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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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if(stride_in < N)
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{
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@@ -161,12 +161,19 @@ int main(int argc, char* 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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try
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{
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return run<ck_tile::half_t>(arg_parser) ? 0 : -2;
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const auto prec_variant = string_to_datatype(arg_parser.get_str("prec"));
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return std::visit(
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[&](auto&& dt) -> int {
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using DataType = std::decay_t<decltype(dt)>;
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return run<DataType>(arg_parser);
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},
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prec_variant);
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}
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catch(const std::exception& e)
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{
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std::cerr << "Error: " << e.what() << std::endl;
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return -3;
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}
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std::cerr << "Unsupported data type: " << data_type << std::endl;
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return -3;
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}
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