Comments (2)
Thank you so much for the speedy response!
Unfortunately I'm looking for both static and runtime checking, so I'll probably have to go with something like:
import numpy as np
from jaxtyping import Array, Float
DataShape = "batch a b c"
DataNumPy = Float[np.ndarray, DataShape]
DataJax = Float[Array, DataShape]
x: DataNumPy = ...
y: DataJax = ...
Less elegant, but at least that should cover both static and runtime checking.
I'm not sure this is worth implementing as a feature if static checking won't work, so I'm closing the issue. But if I'm wrong and others are interested in this functionality, then please re-open and (time permitting) I'm happy to help with a PR.
Thank you for all of your work on the Jax ecosystem! Your libraries (including this one) have vastly improved my developer experience. 😄
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Ah, hmm. Yeah, the approach you're trying isn't possible at the moment.
Depending what you're after, it may be possible to make this work.
- If you want static type-checking, then I'm afraid this is a no-go. To the best of my knowledge, what you're trying to do is impossible within the limits of Python's static type system.
- If you want runtime type-checking, then this should be doable. We'd need to add a
_MetaAbstractArray.__getitem__
method that resolves type variables.
I'd be happy to accept a PR doing this. Alternatively, at least within your own code, you could use something like the following:
import numpy as np
from jaxtyping import Float
class Data:
def __class_getitem__(cls, item):
return Float[item, "batch a b c"]
def foo(x: Data[np.ndarray]): ...
which should work at runtime, but once again will not work with static type checkers.
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