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In addition, we also leveraged higher order ops, PyTorch’s autograd to automatically generate the backwards pass, as well as vmap to automatically apply score_mod for creating the BlockMask
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https://pytorch.org/blog/flexattention/
You can no longer try out a new attention variant by writing a few PyTorch operators – you often need to write a new custom kernel