Adding seed and offset pointer support to the philox random number generator. (#1523)

* Adding seed and offset pointer support to the philox random number generator.

* Separating seed and offset pointer checks with different condition statements.

* Changes include, adding support for device seed and offset pointers, union is used to store seed/offset values and device pointers to minimize device SGPRs.

* Correcting a typo in the readme file

* Re-format files using remod.py

* Use STL type for API parameters

* Use simpler struct design for drop_seed & drop_offset

* Undo unnecessary changes

* Sync kargs style for fmha_fwd.hpp/.cpp

* Use templated union to reduce code

* Use structured binding to make code more readable

---------

Co-authored-by: Sudhir Kylasa <sukylasa@amd.com>
Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
This commit is contained in:
kylasa
2024-10-04 11:48:47 -07:00
committed by GitHub
parent b545de175a
commit c24fae2346
7 changed files with 205 additions and 34 deletions

View File

@@ -122,6 +122,9 @@ auto create_args(int argc, char* argv[])
.insert("p_drop", "0", "0~1 probability of dropout")
.insert("drop_seed", "1", "seed for random number generator")
.insert("drop_offset", "0", "offset for random number generator")
.insert("drop_prefs",
"0",
"seed and offset values are present on GPU; 0 - host, 1 - device/GPU")
.insert("timer", "gpu", "gpu:gpu timer, cpu:cpu timer")
.insert(
"rotary_dim", "0", "RoPE rotary dimension. rotary_dim <= 0 means not apply RoPE at all")
@@ -442,6 +445,8 @@ bool run(const ck_tile::ArgParser& arg_parser)
float p_drop = arg_parser.get_float("p_drop");
uint64_t drop_seed = arg_parser.get_uint64("drop_seed");
uint64_t drop_offset = arg_parser.get_uint64("drop_offset");
bool drop_prefs = arg_parser.get_bool("drop_prefs");
if(p_drop < 0.0f || p_drop > 1.0f)
{
std::cerr << "The value of p_drop should be 0~1" << std::endl;
@@ -756,6 +761,8 @@ bool run(const ck_tile::ArgParser& arg_parser)
need_append_kvcache ? cache_seqlen_ks.size() * sizeof(int32_t) : 0);
ck_tile::DeviceMem rotary_cos_buf(rotary_cos_host.get_element_space_size_in_bytes());
ck_tile::DeviceMem rotary_sin_buf(rotary_sin_host.get_element_space_size_in_bytes());
ck_tile::DeviceMem drop_seed_buf(drop_prefs ? sizeof(uint64_t) : 0);
ck_tile::DeviceMem drop_offset_buf(drop_prefs ? sizeof(uint64_t) : 0);
ck_tile::DeviceMem randval_buf(randval_host.get_element_space_size_in_bytes());
ck_tile::DeviceMem alibi_slope_buf(alibi_slope_host.get_element_space_size_in_bytes());
ck_tile::DeviceMem block_table_buf(block_table_host.get_element_space_size_in_bytes());
@@ -774,6 +781,8 @@ bool run(const ck_tile::ArgParser& arg_parser)
cache_seqlen_k_buf.ToDevice(need_append_kvcache ? cache_seqlen_ks.data() : nullptr);
rotary_cos_buf.ToDevice(rotary_cos_host.data());
rotary_sin_buf.ToDevice(rotary_sin_host.data());
drop_seed_buf.ToDevice(drop_prefs ? &drop_seed : nullptr);
drop_offset_buf.ToDevice(drop_prefs ? &drop_offset : nullptr);
alibi_slope_buf.ToDevice(alibi_slope_host.data());
block_table_buf.ToDevice(block_table_host.data());
cache_batch_idx_buf.ToDevice(cache_batch_idx_host.data());
@@ -1013,9 +1022,17 @@ bool run(const ck_tile::ArgParser& arg_parser)
args.nhead_stride_randval = nhead_stride_randval;
args.batch_stride_randval = batch_stride_randval;
args.p_drop = p_drop;
args.s_randval = s_randval;
args.drop_seed_offset = std::tie(drop_seed, drop_offset);
args.p_drop = p_drop;
args.s_randval = s_randval;
if(drop_prefs)
{
args.drop_seed_offset = std::make_pair(drop_seed_buf.GetDeviceBuffer(),
drop_offset_buf.GetDeviceBuffer());
}
else
{
args.drop_seed_offset = std::make_pair(drop_seed, drop_offset);
}
}
else if constexpr(std::is_same_v<fmha_fwd_splitkv_args, std::decay_t<decltype(args)>>)
{