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1. Add alibi, sliding window, tahn softcap, prefixLM, and document_mask from attn_gym to benchmark. 2. Add comparison to different SDPA backends & FAv2, FAv3, FAKV. Dependent on https://github.com/pytorch/pytorch/pull/139639 Pull Request resolved: https://github.com/pytorch/pytorch/pull/139665 Approved by: https://github.com/drisspg