kernels/fmha/mask.h (38 lines of code) (raw):
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#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