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https://github.com/ROCm/composable_kernel.git
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[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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@@ -1,11 +1,11 @@
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// SPDX-License-Identifier: MIT
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// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
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#include "ck_tile/core/arch/arch.hpp"
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#include "ck_tile/host.hpp"
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#include "ck_tile/ops/elementwise.hpp"
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#include "ck_tile/host/reference/reference_elementwise.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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@@ -14,7 +14,8 @@ auto create_args(int argc, char* argv[])
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.insert("n", "1024", "n dimension")
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.insert("stride", "-1", "stride per row, if -1 then equal to n")
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.insert("v", "1", "cpu validation or not")
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.insert("prec", "fp16", "precision")
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.insert("x_prec", "fp16", "input precision, fp16/bf16/fp32")
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.insert("y_prec", "fp16", "output precision, fp16/bf16/fp32")
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.insert("warmup", "10", "cold iter")
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.insert("repeat", "50", "hot iter")
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.insert("json", "0", "0: No Json, 1: Dump Results in Json format")
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@@ -24,7 +25,10 @@ auto create_args(int argc, char* 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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// XDataType: Data type of the input tensors.
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// ComputeDataType: Data type used for intermediate computations (often float for precision).
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// YDataType: Data type of the output tensor.
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template <typename XDataType, typename YDataType>
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bool run(const ck_tile::ArgParser& arg_parser)
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{
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ck_tile::index_t M = arg_parser.get_int("m");
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@@ -34,25 +38,18 @@ bool run(const ck_tile::ArgParser& arg_parser)
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// If stride is negative (default -1), set it to N, assuming a dense row-major layout.
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if(stride < 0)
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stride = 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 < N)
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{
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throw std::runtime_error("stride must be >= N");
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}
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// Define type aliases for clarity.
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// XDataType: Data type of the input tensors.
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// ComputeDataType: Data type used for intermediate computations (often float for precision).
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// YDataType: Data type of the output tensor.
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// XElementwiseOperation: The specific elementwise operation to perform (e.g., Add, Mul).
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using XDataType = DataType;
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using ComputeDataType =
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float; // Using float for intermediate calculations can improve numerical stability.
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using YDataType = DataType;
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using XElementwiseOperation = ck_tile::element_wise::Add;
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// 1. Initialize the input data on the host (CPU).
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@@ -219,11 +216,22 @@ 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 x_prec_variant = string_to_datatype(arg_parser.get_str("x_prec"));
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const auto y_prec_variant = string_to_datatype(arg_parser.get_str("y_prec"));
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return std::visit(
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[&](auto&& x_dt, auto&& y_dt) -> int {
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using XDataType = std::decay_t<decltype(x_dt)>;
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using YDataType = std::decay_t<decltype(y_dt)>;
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return run<XDataType, YDataType>(arg_parser);
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},
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x_prec_variant,
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y_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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return -3;
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}
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