candle-flash-attn-v1/kernels/fmha/mask.h (38 lines of code) (raw):

/****************************************************************************** * Copyright (c) 2011-2021, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in the * documentation and/or other materials provided with the distribution. * * Neither the name of the NVIDIA CORPORATION nor the * names of its contributors may be used to endorse or promote products * derived from this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE * DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE FOR ANY * DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND * ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * ******************************************************************************/ #pragma once namespace fmha { template<typename Cta_tile, bool Is_causal=false> struct Mask { using Mma_tile = fmha::Hmma_tile<Cta_tile>; template<typename BInfo> __device__ Mask(const BInfo &binfo, int tidx, const int loop_step_idx_ = 0) : actual_seqlen_k(binfo.actual_seqlen_k - loop_step_idx_ * Cta_tile::N) , loop_step_idx(loop_step_idx_) { const int warp = tidx / Cta_tile::THREADS_PER_WARP; const int lane = tidx % Cta_tile::THREADS_PER_WARP; static_assert(Cta_tile::WARPS_K == 1, ""); // find the warp in the Cta tile const int warp_n = (warp / Cta_tile::WARPS_M); const int warp_m = (warp % Cta_tile::WARPS_M); // decompose warp into 8x4 tile const int quad = lane / 4; const int tid = (lane % 4) * 2; row = warp_m * 16 + quad; col = warp_n * 16 + tid; } inline __device__ bool is_valid(const int mi, const int ni, const int ii, const int jj) const { // ii and jj iterate over the 2x4 fragment // const int current_col = (Is_causal ? loop_step_idx * Cta_tile::N : 0) + ni * Mma_tile::N_PER_MMA_PER_CTA + col + (jj & 2) * 4 + (jj & 1); const int current_col = ni * Mma_tile::N_PER_MMA_PER_CTA + col + (jj & 2) * 4 + (jj & 1); const int current_row = row_offset + ii * 8; const bool col_valid = current_col < actual_seqlen_k; // const bool col_valid = (ni * Mma_tile::N_PER_MMA_PER_CTA + col + (jj & 2) * 4 + (jj & 1)) < actual_seqlen_k; //&& (row + mi * Mma_tile::M_PER_MMA_PER_CTA + ii * 8) < actual_seqlen_k; // bool all_valid = Is_causal ? col_valid && (current_col + loop_step_idx * Cta_tile::N <= current_row) : col_valid; // if ((threadIdx.x == 0) && (blockIdx.x == 0) && (blockIdx.y == 0) && (blockIdx.z == 1)) { // printf("current_col=%d, current_row=%d, actual_seqlen_k=%d, col_valid=%d, all_valid=%d\n", current_col, current_row, actual_seqlen_k, col_valid, all_valid); // } return Is_causal ? col_valid && (current_col + loop_step_idx * Cta_tile::N <= current_row) : col_valid; // return row_valid && col_valid; } //BERT Mask: if upper left is invalid, none are valid inline __device__ bool any_valid(const int mi, const int ni) const { return is_valid(mi, ni, 0, 0) || is_valid(mi, ni, 1, 0); } inline __device__ void load(const int it) { row_offset = it * Cta_tile::M + row; } int row_offset; int row; int col; const int loop_step_idx; const int actual_seqlen_k; }; } // namespace fmha