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tl;dr: `torch.cat` is not in-place, instead use pre-allocated buffers
Kv-cache
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On bottlenecks in attention, kv caching, long-context decoding, attention variants, and how DeepSeek MLA came to be. Part 1 of the FlashMLA blog series.