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Avoids unnecessary HBM reads of unwritten dq_acc splits in the deterministic varlen bwd path, enabling torch::empty for the dq_acc workspace (caller change). - block_fmha_bwd_convert_dq.hpp: add zero-write operator() overload for fully mask-skipped Q-tiles; switch reduce loop from do-while → while so nsplits==1 is correct (was an OOB load + accumulate of garbage). - fmha_bwd_kernel.hpp: add mask kargs (mask_type, window_size_left/right) to FmhaBwdConvertQGradCommonKargs; in convert dispatch, compute valid K range via SimplifiedGenericAttentionMask and shift the dq_acc window origin to first_valid split so the pipelined reduce only reads bwd-written slots. - fmha_bwd.hpp: plumb mask params through fmha_bwd_convert_dq_create_kargs_and_grids for both batch and group MakeKargs overloads. - codegen/ops/fmha_bwd.py: per-d (M0, BlockSize) selection for convert_dq so convert M0 == bwd M0 (d=32→M0=32 BS=128, d=64→M0=32 BS=256, d>=128→M0=16 BS=256). Alignment is required because convert M0 > bwd M0 causes the convert tile to span multiple bwd sub-tiles, only some of which the bwd visits → garbage reads under torch::empty. Verified on MI355 with full test_flash_attn_varlen_deterministic sweep (1920 cases). Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>