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Conzel avatar Conzel commented on August 22, 2024

Hey!

Currently, we do not support convolution for multiple images, but this can easily be emulated by using a for loop as you said (possibly with rayon for better performance). This does not make performance suffer in any way on CPU, Pytorch also implements convolution simply as a for-loop over the batch dimension. We might want to offer this with another function to keep a similar interface to Pytorch.

i64 is currently not supported, only Floats. But thinking about it, we can definitely do this in the near future, as we only need to really require that the types used in the convolutions support add and multiply. It might take a few weeks, as at the moment, we are still focussed on making transposed convolutions sufficiently fast for realistic use cases.

Thanks for your input!

from convolutions-rs.

amyzx avatar amyzx commented on August 22, 2024

Thanks for your reply. Looking forward to your progress on this work in the future!

from convolutions-rs.

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