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FFT Benchmarking Initiative

Innovative Computing Laboratory

University of Tennessee

About

The High Performance FFT (HPFFT) provides a framework for Fast Fourier Transform (FFT) benchmarks targeting exascale computing systems. It evaluates performance and scalability of distributed FFTs on different architectures. Furthermore, it analyzes the effect on applications that directly depend on FFTs. It can also stress and test the overall network of a supercomputer, give an indication on bisection bandwidth, noise, and other network and MPI collectives limitations that are of interest to many other ECP applications.

The current harness software puts together FFT libraries supporting distributed 3-D complex-to-complex and real-to-complex FFTs.

Publications

Setting up

Create a folder; e.g., Benchmarks_FFT, and install the FFT libraries to benchmark; or load them as modules.

-- Benchmarks_FFT
        |-- heFFTe
        |-- fftMPI
        |-- AccFFT
        |-- P3DFFT
        |-- FFTE
        |-- SWFFT
        |-- 2DECOMP&FFT
        |-- nb3dFFT
        |-- FFTW
        |-- FFTW++

Current libraries targeted by HPFFT:

Compilation

Next clone this repository and create build folder, and execute the cmake commands. In the following example, we install HPFFT with heFFTe and fftMPI backends:

mkdir build; cd $_
build/
cmake -DHPFFT_FFT_LIB_DIRS="/home/Benchmarks_FFT/fftmpi/src;/home/heffte/build/lib"
-DHPFFT_FFT_INCLUDE_DIRS="/home/Benchmarks_FFT/fftmpi/src;/home/heffte/build/include"
-DHPFFT_ENABLE_HEFFTE=ON -DHPFFT_ENABLE_FFTMPI=ON
-DMPI_DIR=/sw/openmpi/4.0.0/ .. 
make -j

List the lib and include folders of libraries to test, respectively, in HPFFT_FFT_LIB_DIRS and HPFFT_FFT_INCLUDE_DIRS.

Testing integration

Run tests as follows:

cd build/benchmarks
mpirun -n 2 ./test3D_CPU_C2C <library>
mpirun -n 2 ./test3D_CPU_R2C <library>

If HPFFT was build linked to GPU enabled libraries:

cd build/benchmarks
mpirun -n 2 ./test3D_GPU_C2C <gpu_library>
mpirun -n 2 ./test3D_GPU_R2C <gpu_library>

Running benchmarks

cd build/benchmarks
mpirun -n $NUM_RANKS ./test3D_C2C -lib <library> -backend <1D_backend> -size <nx> <ny> <nz> -pgrid <p> <q>

where library has to be replaced by one of the nine available libraries, provided user has it installed. Once a parallel FFT library has been correctly integrated to heFFTe, running these benchmarks should report a correct validation output.

Documentation

  • Installation and a Doxygen documentation will be available shortly.

Getting Help

For assistance with the HPFFT project, email [email protected] or start a GitHub issue.

Contributions are very welcome, please create a pull request.

Resources

  • Visit the HPFFT website for more information about the HeFFTe project.
  • Visit the ECP website to find out more about the DOE Exascale Computing Initiative.

Acknowledgments

This research was supported by the United States Exascale Computing Project.

License

Copyright (c) 2022, University of Tennessee
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
    * Redistributions of source code must retain the above copyright
      notice, this list of conditions and the following disclaimer.
    * 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.
    * Neither the name of the University of Tennessee 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 UNIVERSITY OF TENNESSEE 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.