Files
composable_kernel/example/ck_tile/01_fmha/mask.hpp
Anton Gorenko ec006bb8e0 [CK_TILE] Add gtests for FMHA (#2744)
* Improve random number generation

* use different seed for each input (Q, K, V...);
* use deterministic generation of:
  * seqstart_q/k (for group mode);
  * block_table (for paged-kvcahe);
  * cache_batch_idx (for kvcache);

* Extract arg_parser-related code from run functions to use them as tests

* Split examples into main programs and fmha runners, build instances separately

* Add dummy tests that use instances and runners

* Fix a missed corner case of f32->f8 conversion

When value if < min f8 denormal but > min f8 denormal / 2, it must be
rounded to min f8 denormal (i.e. 0b1), not to 0.

* Fix incorrect fp8 scales for P and O in validation code

DataTypeConfig was incorrectly compared with fp8_t.

* Add host generation of dropout random values and use it for validation

Previously host validation (reference_batched_dropout) used random
numbers generated by BlockDropout of the kernel, meaning that incorrect
generation on device (bad distribution, repeated numbers, too many zeros,
etc.) would not trigger any validation errors.

* Implement tests from smoke_test_bwd.sh

* Return result as enum to distinguish failure and missing instance

* Add tests for bwd features: bias, alibi, dropout

* Implement tests from smoke_test_fwd.sh

* Pass seqlen_q/k as vectors to fwd and bwd runners

* Add tests for fwd features: bias, alibi, dropout

* Add tests for pagedkv and splitkv

* Fix conditions when to use splitkv and pagedkv kernels

splitkv was executed only when use_kvcache which == (need_append_kvcache || use_cache_batch_idx || 0 < page_block_size).
In the SplitKV tests: the regular fwd kernel was executed if use_cache_batch_idx was not requested even when num_splitkv > 1.
In the AppendKV tests: the pagedkv kernel was executed but it often failed to find an instance.

* Add tests for appendkv

* Use is_v_rowmajor = true because there are no instances with column layout anymore

* Split public and private compile options for instances

Tests and examples need to know only about CK_TILE_FMHA_FWD_*_API.

* Improve parsing validation in bias and mask

* Pass bias as string for consistency with mask

* Catch parsing and other exceptions

* Add bwd test for deterministic flag

* Initialize fp8 tensors (-init=ufq) similarly to uf

* Fix splitkv/pagedkv invocation: use padded sk when seqlen_k_ptr is not null

seqlen_k cannot be used to determine padding when seqlen_k_ptr is
provided. The actual seqlen_k is taken from seqlen_k_ptr[b].
Even seqlen_k values (% bn0 == 0) use padded seqlen_k while seqlen_k_ptr
may contain arbitrary values.
In the example or tests this produces incorrect results with appendkv
(for example, -d=32 -s=1 -s_k=64 -s_knew=7 -vlayout=c -b=8).

* Fix use_pagedkv value when kvcache = true but page_block_size = 0

In this case block_table_ptr is nullptr which is accessed in the kernel.

* Clean up bwd tests

* Unify fwd tests for f16/bf16 and fp8

* Use better explicit instantiation declaration for fmha_bwd<2>

* Use the same seed for all tests, allow to override it with env variable

* Undo clang-format of one irrelevant file

For some reason my local clang-format-18 and the one in CI work differently.

* Do not build instances and tests on unsupported archs

* Build instance libraries as OBJECT library

* CI: Enable sccache for HIP

There are source files with LANGUAGE HIP, they need
-DCMAKE_HIP_COMPILER_LAUNCHER=sccache

* Add tests to REGRESSION_TESTS

* Fix OOB accesses in deterministic bwd due to incorrectly assumed kN0

The runner assumes kN0 = (hdim_q <= 128) ? 128 : 64 but there are
smaller tiles (for tr_load or fp32). This can create too small dq_acc_buf.

* Pass CK_TILE_FMHA_FWD_*_API as INTERFACE compile options

The instances don't actually depend on them, only examples and tests do.
Passing these definitions as INTERFACE allows to change FMHA_FWD_ENABLE_APIS
without recompiling instances that are already in ccache.

* Fix formatting and names
2025-09-10 08:06:14 +05:00

168 lines
5.5 KiB
C++

// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <ostream>
#include <string>
#include "ck_tile/core.hpp"
#include "ck_tile/ops/fmha.hpp"
// keep this in sync with ck_tile::GenericAttentionMaskEnum
enum class mask_enum
{
no_mask = 0,
mask_top_left,
mask_bottom_right,
window_generic,
};
struct mask_info
{
mask_enum type;
ck_tile::index_t seqlen_q;
ck_tile::index_t seqlen_k;
ck_tile::index_t y, x;
ck_tile::index_t left, right; // FA style SWA left/right
void serialize(std::ostream& os) const
{
if(type == mask_enum::no_mask)
os << "n";
else if(type == mask_enum::mask_top_left)
os << "t(" << left << ":" << right << ")";
else if(type == mask_enum::mask_bottom_right)
os << "b(" << left << ":" << right << ")";
else
{
os << "g(" << y << ":" << x << ")";
}
}
static mask_info decode(std::string str, ck_tile::index_t seqlen_q, ck_tile::index_t seqlen_k)
{
ck_tile::index_t x_total = seqlen_k;
ck_tile::index_t y_total = seqlen_q;
mask_info tmp;
tmp.seqlen_q = seqlen_q;
tmp.seqlen_k = seqlen_k;
auto found_0 = str.find(':');
if(found_0 != std::string::npos)
{
std::string t = str.substr(0, found_0);
std::string v = str.substr(found_0 + 1);
if(t == "xt" || t == "xb")
{
// xformer style sliding window attn from top-left
ck_tile::index_t window_size = std::stoi(v);
ck_tile::index_t left_size = -1;
ck_tile::index_t right_size = 0;
if(window_size > 0)
{
left_size = window_size / 2;
right_size = window_size - 1 - left_size;
}
auto r = ck_tile::make_generic_attention_mask_coordinates_from_lr_window(
left_size, right_size, y_total, x_total, t == "xt");
tmp.type = t == "xt" ? mask_enum::mask_top_left : mask_enum::mask_bottom_right;
tmp.y = r.at(ck_tile::number<0>{});
tmp.x = r.at(ck_tile::number<1>{});
tmp.left = left_size;
tmp.right = right_size;
}
else if(t == "t" || t == "b" || t == "g")
{
auto found_1 = v.find(",");
if(found_1 == std::string::npos)
{
throw std::invalid_argument("invalid mask value: " + str);
}
ck_tile::index_t v0 = std::stoi(v.substr(0, found_1));
ck_tile::index_t v1 = std::stoi(v.substr(found_1 + 1));
if(t == "t")
{
tmp.type = mask_enum::mask_top_left;
auto r = ck_tile::make_generic_attention_mask_coordinates_from_lr_window(
v0, v1, y_total, x_total, true);
tmp.y = r.at(ck_tile::number<0>{});
tmp.x = r.at(ck_tile::number<1>{});
tmp.left = v0;
tmp.right = v1;
}
else if(t == "b")
{
tmp.type = mask_enum::mask_bottom_right;
auto r = ck_tile::make_generic_attention_mask_coordinates_from_lr_window(
v0, v1, y_total, x_total, false);
tmp.y = r.at(ck_tile::number<0>{});
tmp.x = r.at(ck_tile::number<1>{});
tmp.left = v0;
tmp.right = v1;
}
else if(t == "g")
{
tmp.type = mask_enum::window_generic;
tmp.y = v0;
tmp.x = v1;
tmp.left = v0; // TODO: don't use this?
tmp.right = v1;
}
}
else
{
throw std::invalid_argument("invalid mask value: " + str);
}
}
else if(str == "0")
{
tmp.type = mask_enum::no_mask;
}
else if(str == "1" || str == "t")
{
tmp.type = mask_enum::mask_top_left;
tmp.y = seqlen_q;
tmp.x = 1;
tmp.left = -1;
tmp.right = 0;
}
else if(str == "2" || str == "b")
{
tmp.type = mask_enum::mask_bottom_right;
tmp.y = seqlen_q;
tmp.x = seqlen_k - seqlen_q + 1;
tmp.left = -1;
tmp.right = 0;
}
else
{
throw std::invalid_argument("invalid mask value: " + str);
}
return tmp;
}
ck_tile::index_t get_unmaskarea() const
{
if(type == mask_enum::no_mask)
return seqlen_q * seqlen_k;
ck_tile::index_t area = 0;
for(ck_tile::index_t i_y = 0; i_y < seqlen_q; ++i_y)
{
ck_tile::index_t x_start = std::max(-y + i_y + 1, static_cast<ck_tile::index_t>(0));
ck_tile::index_t x_end = std::min(i_y + x, seqlen_k);
if(x_end > x_start)
{
area += (x_end - x_start);
}
}
return area;
}
friend std::ostream& operator<<(std::ostream& os, const mask_info& mi)
{
mi.serialize(os);
return os;
}
};