mpi4jax VS extending-jax

Compare mpi4jax vs extending-jax and see what are their differences.

mpi4jax

Zero-copy MPI communication of JAX arrays, for turbo-charged HPC applications in Python :zap: (by PhilipVinc)
Mpi Jax JIT Xla GPU parallel-computing high-performance-computing
Source Code
mpi4jax.readthedocs.io
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extending-jax

Extending JAX with custom C++ and CUDA code (by dfm)
Jax Xla Cuda
Source Code
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mpi4jax extending-jax
1 2
371 353
3.2% -
6.7 3.5
21 days ago 6 months ago
Python Python
MIT License MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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mpi4jax

Posts with mentions or reviews of mpi4jax. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-02-03.
  • [D] Jax (or other libraries) when not using GPUs/TPUs but CPUs.
    2 projects | /r/MachineLearning | 3 Feb 2021
    I've seen a couple of posts of folks using JAX for scientific computing (e.g. physics) workloads without much issue. The parallel primitives work just as well across multiple CPUs as they do on accelerators. If you're on a cluster, also worth looking into https://github.com/PhilipVinc/mpi4jax.

extending-jax

Posts with mentions or reviews of extending-jax. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-02-15.

What are some alternatives?

When comparing mpi4jax and extending-jax you can also consider the following projects:

horovod - Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

einops - Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)

Dask - Parallel computing with task scheduling

thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

Bulk - A modern interface for implementing bulk-synchronous parallel programs.

equinox - Elegant easy-to-use neural networks + scientific computing in JAX. https://docs.kidger.site/equinox/

devito - DSL and compiler framework for automated finite-differences and stencil computation

trax - Trax — Deep Learning with Clear Code and Speed

elegy - A High Level API for Deep Learning in JAX

mpi4jax vs horovod extending-jax vs einops mpi4jax vs Dask extending-jax vs thinc mpi4jax vs Bulk extending-jax vs equinox mpi4jax vs devito extending-jax vs trax mpi4jax vs einops extending-jax vs elegy