Comments (4)
Hessian and Jacobian are merged into main branch.
I will also add Hessian vector product and Jacobian vector product some time soon
from objax.
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
from objax.
I'm actually going to add support for Jacobian and Hessian pretty soon
from objax.
Amazing!
from objax.
Related Issues (20)
- Improve automatic variable tracing
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from objax.