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For this, the best place to start would be autodidax, which is a stripped-down version of JAX's transformation system built from scratch. In particular, the autodidax implementation of vmap is here: https://jax.readthedocs.io/en/latest/autodidax.html#vectorized-batching-with-vmap

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@PaulScemama
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