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Block-wise attention forward pass without the full score matrix
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Implement scaled dot-product attention that processes queries and keys in blocks with a running softmax normalization, so the quadratic score matrix is never materialized. Reported on 1point3acres' Hugging Face bank; reconstructed in our own words.
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