Hacking ck_tile fmha Dropout facility (#1344)

* Add NullBlockDropout to be used when kHasDropout is false

* Change to BlockDropout::Run() for forward to reduce conditional checkings

* Re-format files

---------

Co-authored-by: PoYen, Chen <PoYen.Chen@amd.com>
This commit is contained in:
Qianfeng
2024-06-19 10:37:22 +08:00
committed by GitHub
parent 8faec23cb4
commit 1973903f49
4 changed files with 79 additions and 46 deletions

View File

@@ -8,6 +8,20 @@
namespace ck_tile {
struct NullBlockDropout
{
template <typename BlockGemm, bool IsFwd = true, typename RandValDramBlockWindowTmp>
__host__ __device__ static constexpr auto
MakeRandvalDramWindow(RandValDramBlockWindowTmp& randval_dram_block_window_tmp,
index_t seqlen_qk_start)
{
(void)randval_dram_block_window_tmp;
(void)seqlen_qk_start;
return make_null_tile_window(make_tuple(number<0>{}, number<0>{}));
}
};
struct BlockDropout
{
CK_TILE_HOST_DEVICE BlockDropout(index_t i_batch,
@@ -195,6 +209,42 @@ struct BlockDropout
MakeRandValLdsShuffleTileDistribution<BlockGemm>());
const int start_m0_idx = randval_dram_window.get_window_origin().at(number<0>{});
if(is_store_randval)
{
static_for<0, kMPerBlock / kMPerStep, 1>{}([&](auto i_m0) {
static_for<0, kNPerBlock / kNPerStep, 1>{}([&](auto i_n0) {
int block_row_start = (start_m0_idx / WG::kM) + (i_m0 * MWarp) + get_warp_id();
int block_col_start = (start_n0_idx / WG::kN) + i_n0;
uint2 rowcol = make_uint2(block_row_start, block_col_start);
// generate random number
uint8_t random_uint8_t[16];
ph.get_random_16x8(random_uint8_t,
reinterpret_cast<unsigned long long&>(rowcol));
constexpr auto randval_dist_generated_spans =
decltype(randval_dist_generated)::get_distributed_spans();
int i_random_idx = 0;
sweep_tile_span(randval_dist_generated_spans[number<0>{}], [&](auto idx0) {
sweep_tile_span(randval_dist_generated_spans[number<1>{}], [&](auto idx1) {
constexpr auto i_j_idx = ck_tile::make_tuple(idx0, idx1);
randval_dist_generated(i_j_idx) = random_uint8_t[i_random_idx++];
});
});
// save to LDS
store_tile(randval_lds_window, randval_dist_generated);
block_sync_lds();
// read from LDS to register
auto randval = load_tile(randval_lds_read_window);
// save to Global
const auto randval_store = cast_tile<RandValOutputDataType>(randval);
store_tile(randval_dram_window, randval_store);
move_tile_window(randval_dram_window, {0, kNPerStep});
});
move_tile_window(randval_dram_window, {kMPerStep, -kNPerBlock});
});
move_tile_window(randval_dram_window, {-kMPerBlock, kNPerBlock});
};
static_for<0, kMPerBlock / kMPerStep, 1>{}([&](auto i_m0) {
static_for<0, kNPerBlock / kNPerStep, 1>{}([&](auto i_n0) {
int block_row_start = (start_m0_idx / WG::kM) + (i_m0 * MWarp) + get_warp_id();
@@ -232,23 +282,8 @@ struct BlockDropout
: PComputeDataType(0);
});
});
// save to Global
if(is_store_randval)
{
const auto randval_store = cast_tile<RandValOutputDataType>(randval);
store_tile(randval_dram_window, randval_store);
move_tile_window(randval_dram_window, {0, kNPerStep});
}
});
if(is_store_randval)
{
move_tile_window(randval_dram_window, {kMPerStep, -kNPerBlock});
}
});
if(is_store_randval)
{
move_tile_window(randval_dram_window, {-kMPerBlock, kNPerBlock});
}
}
template <typename BlockGemm,