from typing import Optional import cutlass import cutlass.cute as cute """ This consolidates all the info related to sequence length. This is so that we can do all the gmem reads once at the beginning of each tile, rather than having to repeat these reads to compute various things like n_block_min, n_block_max, etc. """ class SeqlenInfo: def __init__( self, batch_idx: cutlass.Int32, seqlen_static: cutlass.Int32, cu_seqlens: Optional[cute.Tensor] = None, seqused: Optional[cute.Tensor] = None, ): self.offset = 0 if cutlass.const_expr(cu_seqlens is None) else cu_seqlens[batch_idx] if cutlass.const_expr(seqused is not None): self.seqlen = seqused[batch_idx] elif cutlass.const_expr(cu_seqlens is not None): self.seqlen = cu_seqlens[batch_idx + 1] - cu_seqlens[batch_idx] else: self.seqlen = seqlen_static class SeqlenInfoQK: def __init__( self, batch_idx: cutlass.Int32, seqlen_q_static: cutlass.Int32, seqlen_k_static: cutlass.Int32, mCuSeqlensQ: Optional[cute.Tensor] = None, mCuSeqlensK: Optional[cute.Tensor] = None, mSeqUsedQ: Optional[cute.Tensor] = None, mSeqUsedK: Optional[cute.Tensor] = None, ): self.offset_q = 0 if cutlass.const_expr(mCuSeqlensQ is None) else mCuSeqlensQ[batch_idx] self.offset_k = 0 if cutlass.const_expr(mCuSeqlensK is None) else mCuSeqlensK[batch_idx] if cutlass.const_expr(mSeqUsedQ is not None): self.seqlen_q = mSeqUsedQ[batch_idx] else: self.seqlen_q = ( seqlen_q_static if cutlass.const_expr(mCuSeqlensQ is None) else mCuSeqlensQ[batch_idx + 1] - self.offset_q ) if cutlass.const_expr(mSeqUsedK is not None): self.seqlen_k = mSeqUsedK[batch_idx] else: self.seqlen_k = ( seqlen_k_static if cutlass.const_expr(mCuSeqlensK is None) else mCuSeqlensK[batch_idx + 1] - self.offset_k ) self.has_cu_seqlens_q: int = mCuSeqlensQ is not None self.has_cu_seqlens_k: int = mCuSeqlensK is not None