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How to Scale Fast Fourier Transforms to Exascale on Modern NVIDIA GPU Architectures

NVIDIA Developer Blog · published 12 December 2025

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https://www.nvidia.com/en-us/networking/quantum2/

nvidia.com

https://www.gromacs.org/

gromacs.org

https://doi.org/10.7554/eLife.76356

doi.org

https://docs.nvidia.com/cuda/cufftmp/

docs.nvidia.com

https://docs.nvidia.com/cuda/cufftmp/usage/nvshmem_and_cufftmp.html

docs.nvidia.com

https://github.com/NVIDIA/nvmath-python/blob/main/examples/distributed/fft/example01_numpy.py

github.com

https://pypi.org/project/nvidia-cufftmp-cu12/

pypi.org

https://anaconda.org/conda-forge/libcufftmp

anaconda.org

Elsewhere on developer.nvidia.com (5)

https://developer.nvidia.com/blog/multinode-multi-gpu-using-nvidia-cufftmp-ffts-at-scale/

developer.nvidia.com

https://developer.nvidia.com/blog/massively-improved-multi-node-nvidia-gpu-scalability-with-gromacs/

developer.nvidia.com

https://developer.nvidia.com/cufftmp-downloads

developer.nvidia.com

https://developer.nvidia.com/hpc-sdk-downloads

developer.nvidia.com

https://developer.nvidia.com/nvmath-python

developer.nvidia.com