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Parallel Training of Neural Networks with JAX

This repository trains a simple neural network multiple times (with different seed values) on the same device (using JAX). It is largely a reimplementation of Parallel Training JAX by Will Whitney, except this notebook uses haiku and optax instead of flax.

Installation

The following packages are required to run the notebook:

  • JAX (jax)
  • Haiku (dm-haiku)
  • Optax (optax)

All of the dependencies can be installed using pip from the requirements.txt file:

pip install -r requirements.txt

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A reimplementation of Parallel DNN Training in JAX by Will Whitney using haiku and optax.

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