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AlexeyKurakin avatar AlexeyKurakin commented on May 18, 2024 2

Hessian and Jacobian are merged into main branch.
I will also add Hessian vector product and Jacobian vector product some time soon

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AlexeyKurakin avatar AlexeyKurakin commented on May 18, 2024

JAX provides Jacobian and Hessian functions, like the following:
https://jax.readthedocs.io/en/latest/_autosummary/jax.hessian.html#jax-hessian
https://jax.readthedocs.io/en/latest/_autosummary/jax.jacfwd.html#jax.jacfwd
https://jax.readthedocs.io/en/latest/_autosummary/jax.jacrev.html#jax.jacrev

So we can add Objax wrappers for these operations similarly to objax.Grad.
I would prefer to avoid putting anything more complicated than this.

You're welcome to make a pull request for these ops, it should be mostly similar to objax.Grad

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AlexeyKurakin avatar AlexeyKurakin commented on May 18, 2024

I'm actually going to add support for Jacobian and Hessian pretty soon

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gkaissis avatar gkaissis commented on May 18, 2024

Amazing!

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