[nnx] improve custom_vjp ergonomics #4489
Open
+48
−48
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What does this PR do?
Updates the signature of the
bwd
function toWhere each element in
*inputs
is either:nondiff_argnums
.State
object representing the gradient of state updates if the input is a graph node.None
for all (possibly nested) JAX Arrays.Previously
output_gradient
contained a(input_updates_gradient, true_output_gradient)
tuple, and*inputs
where only present if marked asnondiff_argnums
. This change makes theoutput_gradient
compatible with JAX while making*inputs
JAX incompatible instead.NOTE: consider following the Linen strategy of using
vjp
to compute the gradient wrt the desired params instead of always providing it. We would need to addnnx.vjp
for this.