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Building an Efficient DataLoader in JAX: From Scratch to Production

  • JAX is a powerful framework for numerical computing, but lacks an efficient DataLoader
  • The author built jax-dataloaders, a solution for handling batched and shuffled datasets in JAX
  • Challenges in building the DataLoader include functional programming preference and efficient data movement
  • jax-dataloaders is JAX-native, supports batching, shuffling, and multi-GPU, and is lightweight and simple to use

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