Attax is python library with implementations of some common adversarial attacks using JAX. For now this is a prototype at best and I refer you my other project, Foolbox, that also supports JAX and provides a well-tested suite of adversarial attacks.
pip install attaximport attax
from functools import partial
def predict(params, inputs):
# see https://github.com/google/jax
# ...
params = ... # model parameters
x = ... # input data
y = ... # labels
f = partial(predict, params)
x_adv = attax.pgd(f, x, y, epsilon=0.3)
print((f(x).argmax(axis=-1) == y).mean())
print((f(x_adv).argmax(axis=-1) == y).mean())
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