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Grunnur, a base layer for GPGPU

pypi package License Docs Coverage Code style: black

What's with the name?

"Grunnur" means "foundation" in Icelandic.

What does it do?

Grunnur is a thin layer on top of PyCUDA and PyOpenCL that makes it easier to write platform-agnostic programs. It is a reworked cluda submodule of Reikna, extracted into a separate module.

Warning: The current version is not very stable and the public API is subject to change as I'm transferring the functionality from Reikna and extending it to support multi-GPU configurations. Bug reports are welcome, and especially welcome are any suggestions about the public API.

Main features

  • For the majority of cases, allows one to write platform-independent code.
  • Simple usage of multiple GPUs (in particular, no need to worry about context switching for CUDA).
  • A way to split kernel code into modules with dependencies between them (see Modules and Snippets).
  • Various mathematical functions (with complex numbers support) organized as modules.
  • Static kernels, where you can use global/local shapes with any kinds of dimensions without worrying about assembling array indices from blockIdx and gridIdx.
  • A temporary buffer manager that can pack several virtual buffers into the same physical one depending on the declared dependencies between them.