[core] Refactor hub attn kernels #12475
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What does this PR do?
Refactors how we load the attention kernels from the Hub.
Currently, when a user specifies the
DIFFUSERS_ENABLE_HUB_KERNELS
env var, we always download the supported kernel. Currently, we have FA3, but we have ongoing PRs that support FA and SAGE: #12387 and #12439. So, we will download ALL of them even when they're not required. This is not good.This PR makes it so that only the relevant kernel gets downloaded without breaking
torch.compile
compliance (fullgraph and no recompilation triggers).Cc: @MekkCyber