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flash_attention_sliding_window_off_by_one
ai-agents-flash-attention-slid-when-using-flash-attention-with-a-sliding-window-a-e42c65ed
IFWhen using flash attention with a sliding window and causal masking, the window_size is set to (sliding_window, sliding_window) instead of accounting for the causal mask, leading to a total window of 2*sliding_window+1 instead of sliding_window+1.
THENSet flash_kwargs window_size to (sliding_window - 1, sliding_window) when use_sliding_windows is true. This ensures the left context is sliding_window-1 (combined with causal mask gives sliding_window left tokens including current) and right context is sliding_window (but masked by causal). Result matches non-flash implementations.
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