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hopper_fp8_commandline.hpp
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/***************************************************************************************************
* Copyright (c) 2023 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* 3. Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from
* this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
// Command line options parsing
template<typename RasterOrderOptions>
struct Options {
bool help = false;
float alpha = 1.f, beta = 0.f;
float scale_a = 1.f, scale_b = 1.f, scale_c = 1.f, scale_d = 1.f, scale_aux = 1.f;
bool device_scale = false;
bool save_aux = true;
bool save_amax = true;
int iterations = 1000;
int m = 1024, n = 512, k = 1024, l = 1;
RasterOrderOptions raster;
int swizzle;
// Parses the command line
void parse(int argc, char const **args) {
cutlass::CommandLine cmd(argc, args);
if (cmd.check_cmd_line_flag("help")) {
help = true;
return;
}
cmd.get_cmd_line_argument("m", m);
cmd.get_cmd_line_argument("n", n);
cmd.get_cmd_line_argument("k", k);
cmd.get_cmd_line_argument("l", l);
cmd.get_cmd_line_argument("alpha", alpha, 1.f);
cmd.get_cmd_line_argument("beta", beta, 0.f);
cmd.get_cmd_line_argument("scale_a", scale_a, 1.f);
cmd.get_cmd_line_argument("scale_b", scale_b, 1.f);
cmd.get_cmd_line_argument("scale_c", scale_c, 1.f);
cmd.get_cmd_line_argument("scale_d", scale_d, 1.f);
cmd.get_cmd_line_argument("scale_aux", scale_aux, 1.f);
cmd.get_cmd_line_argument("device_scale", device_scale, false);
cmd.get_cmd_line_argument("save_aux", save_aux, true);
cmd.get_cmd_line_argument("save_amax", save_amax, true);
cmd.get_cmd_line_argument("iterations", iterations);
char raster_char;
cmd.get_cmd_line_argument("raster", raster_char);
if (raster_char == 'N' || raster_char == 'n') {
raster = RasterOrderOptions::AlongN;
}
else if (raster_char == 'M' || raster_char == 'm') {
raster = RasterOrderOptions::AlongM;
}
else if (raster_char == 'H' || raster_char == 'h') {
raster = RasterOrderOptions::Heuristic;
}
cmd.get_cmd_line_argument("swizzle", swizzle, 1);
}
/// Prints the usage statement.
std::ostream & print_usage(std::ostream &out) const {
out << "54_fp8_hopper_warp_specialized_gemm\n\n"
<< " Hopper FP8 GEMM using a Warp Specialized kernel.\n\n"
<< "Options:\n\n"
<< " --help If specified, displays this usage statement\n\n"
<< " --m=<int> Sets the M extent of the GEMM\n"
<< " --n=<int> Sets the N extent of the GEMM\n"
<< " --k=<int> Sets the K extent of the GEMM\n"
<< " --l=<int> Sets the l extent (batch) of the GEMM\n"
<< " --alpha=<f32> Epilogue scalar alpha\n"
<< " --beta=<f32> Epilogue scalar beta\n"
<< " --scale_a=<f32> Scaling factor for A\n"
<< " --scale_b=<f32> Scaling factor for B\n"
<< " --scale_c=<f32> Scaling factor for C\n"
<< " --scale_d=<f32> Scaling factor for D (ignored for non-fp8 D)\n"
<< " --scale_aux=<f32> Scaling factor for the auxiliary tensor (ignored for non-fp8 aux)\n"
<< " --device_scale=<bool> Copy scalars to device memory before kernel launch (default: false)\n"
<< " --save_aux=<bool> Save the pre-activation as an auxiliary tensor (default: true)\n"
<< " --save_amax=<bool> Save the pre-scaled max absolute value of any fp8 outputs (aux and/or D) (default: true)\n"
<< " --raster=<char> CTA Rasterization direction (N for along N, M for along M, and H for heuristic)\n\n"
<< " --swizzle=<int> CTA Rasterization swizzle\n\n"
<< " --iterations=<int> Number of profiling iterations to perform.\n\n";
out
<< "\n\nExamples:\n\n"
<< "$ " << "54_fp8_hopper_warp_specialized_gemm" << " --m=1024 --n=512 --k=1024 --alpha=2 --beta=0.707 \n\n";
return out;
}
/// Compute performance in GFLOP/s
double gflops(double runtime_s) const
{
// Two flops per multiply-add
uint64_t flop = uint64_t(2) * m * n * k;
double gflop = double(flop) / double(1.0e9);
return gflop / runtime_s;
}
};