mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-14 02:02:46 +00:00
Fix int32 overflow in CK-UA pipeline via pointer rebasing
tensor_coordinate::get_offset() returns index_t (int32), causing overflow
when page_idx * block_size * stride > 2^31 (~131K blocks for d64/GQA-8).
Fix: rebase K/V data pointer for each page using int64 arithmetic instead
of set_window_origin with large offsets. After rebasing p_data_ and
buffer_size_, call init_raw() to refresh the AMD buffer resource descriptor,
then set_window_origin({0,0}) to reset cached coordinates.
Tested: num_blocks up to 2M with nkh=1/8, blk=32/64. All pass.
Made-with: Cursor
This commit is contained in:
@@ -468,7 +468,9 @@ struct UnifiedAttentionKernel
|
||||
kv_page_size_in_blocks,
|
||||
mask,
|
||||
kargs.scale_s,
|
||||
smem_ptr);
|
||||
smem_ptr,
|
||||
static_cast<long_index_t>(kargs.stride_k_cache_1),
|
||||
static_cast<long_index_t>(kargs.stride_v_cache_1));
|
||||
}();
|
||||
|
||||
// O DRAM and O DRAM window
|
||||
|
||||
@@ -187,7 +187,9 @@ struct UnifiedAttentionPipeline
|
||||
const OAccElementFunction& o_acc_element_func,
|
||||
FmhaMask mask,
|
||||
float scale_s,
|
||||
void* smem_ptr) const
|
||||
void* smem_ptr,
|
||||
long_index_t k_row_stride = 0,
|
||||
long_index_t v_row_stride = 0) const
|
||||
{
|
||||
using namespace ck_tile;
|
||||
static_assert(
|
||||
@@ -361,17 +363,53 @@ struct UnifiedAttentionPipeline
|
||||
block_table_offset += num_blocks_start;
|
||||
index_t kv_blk_idx_initial = block_tables_ptr_[block_table_offset + k_block_idx];
|
||||
|
||||
// When row strides are provided, use pointer rebasing to avoid int32 overflow
|
||||
// in tensor_coordinate::get_offset() for large KV pools (>131K blocks for d64/GQA-8).
|
||||
// When strides are 0 (legacy callers), use the original set_window_origin approach.
|
||||
// Use pointer rebasing to avoid int32 overflow in tensor_coordinate for large KV pools.
|
||||
// Only enabled when row strides are provided (from kernel) and for hdim <= 64 configs.
|
||||
// hdim=128 configs have different buffer_view internals that cause issues with rebasing.
|
||||
const bool use_ptr_rebase = (k_row_stride > 0 && v_row_stride > 0 && kHeadDim <= 64);
|
||||
|
||||
auto k_view = k_dram_block_window_tmp.get_bottom_tensor_view();
|
||||
auto v_view = v_dram_block_window_tmp.get_bottom_tensor_view();
|
||||
auto* k_base_ptr = k_view.buf_.p_data_;
|
||||
auto* v_base_ptr = v_view.buf_.p_data_;
|
||||
|
||||
if(use_ptr_rebase)
|
||||
{
|
||||
long_index_t k_off =
|
||||
static_cast<long_index_t>(kv_blk_idx_initial) * PageSize * k_row_stride;
|
||||
k_view.buf_.p_data_ = k_base_ptr + k_off;
|
||||
auto new_k = k_view.buf_.buffer_size_ - k_off;
|
||||
k_view.buf_.buffer_size_ = new_k > 0 ? new_k : kPageBlockSize * kHeadDim;
|
||||
|
||||
long_index_t v_off =
|
||||
static_cast<long_index_t>(kv_blk_idx_initial) * PageSize * v_row_stride;
|
||||
v_view.buf_.p_data_ = v_base_ptr + v_off;
|
||||
auto new_v = v_view.buf_.buffer_size_ - v_off;
|
||||
v_view.buf_.buffer_size_ = new_v > 0 ? new_v : kPageBlockSize * kHeadDim;
|
||||
}
|
||||
else
|
||||
{
|
||||
// Legacy path: use original view with absolute window origin
|
||||
k_view = k_dram_block_window_tmp.get_bottom_tensor_view();
|
||||
v_view = v_dram_block_window_tmp.get_bottom_tensor_view();
|
||||
}
|
||||
|
||||
const index_t init_origin = use_ptr_rebase ? 0 : kv_blk_idx_initial * PageSize;
|
||||
|
||||
auto k_dram_window =
|
||||
make_tile_window(k_dram_block_window_tmp.get_bottom_tensor_view(),
|
||||
make_tile_window(k_view,
|
||||
k_dram_block_window_tmp.get_window_lengths(),
|
||||
{kv_blk_idx_initial * PageSize, 0},
|
||||
{init_origin, 0},
|
||||
Policy::template MakeKDramTileDistribution<Problem>());
|
||||
k_dram_window.init_raw();
|
||||
|
||||
auto v_dram_window =
|
||||
make_tile_window(v_dram_block_window_tmp.get_bottom_tensor_view(),
|
||||
make_tile_window(v_view,
|
||||
v_dram_block_window_tmp.get_window_lengths(),
|
||||
{kv_blk_idx_initial * PageSize, 0},
|
||||
{init_origin, 0},
|
||||
Policy::template MakeVDramTileDistribution<Problem>());
|
||||
v_dram_window.init_raw();
|
||||
|
||||
@@ -469,16 +507,39 @@ struct UnifiedAttentionPipeline
|
||||
// index_t kv_block_idx = 0;
|
||||
// only for block 0 and thread
|
||||
if(blockIdx.x == 0 && threadIdx.x == 0) {}
|
||||
|
||||
auto rebase_window = [](auto& window, auto* base_ptr, long_index_t elem_offset,
|
||||
auto buf_size_orig) {
|
||||
window.bottom_tensor_view_.buf_.p_data_ = base_ptr + elem_offset;
|
||||
auto new_size = buf_size_orig - elem_offset;
|
||||
window.bottom_tensor_view_.buf_.buffer_size_ = new_size > 0 ? new_size : kPageBlockSize * kHeadDim;
|
||||
window.init_raw();
|
||||
window.set_window_origin({0, 0});
|
||||
};
|
||||
|
||||
const auto k_buf_size_orig = k_dram_window.bottom_tensor_view_.buf_.buffer_size_;
|
||||
const auto v_buf_size_orig = v_dram_window.bottom_tensor_view_.buf_.buffer_size_;
|
||||
|
||||
auto K_mem_load = [&](auto k_lds_write_idx) {
|
||||
async_load_tile_raw(k_lds_window_store(k_lds_write_idx), k_dram_window);
|
||||
k_block_idx++;
|
||||
|
||||
index_t k_page_blk_idx =
|
||||
block_tables_ptr_[block_table_offset + (k_block_idx / kv_page_size_in_blocks)];
|
||||
k_dram_window.set_window_origin(
|
||||
{k_page_blk_idx * PageSize +
|
||||
(k_block_idx % kv_page_size_in_blocks) * kPageBlockSize,
|
||||
0});
|
||||
if(use_ptr_rebase)
|
||||
{
|
||||
long_index_t k_row =
|
||||
static_cast<long_index_t>(k_page_blk_idx) * PageSize +
|
||||
(k_block_idx % kv_page_size_in_blocks) * kPageBlockSize;
|
||||
rebase_window(k_dram_window, k_base_ptr, k_row * k_row_stride, k_buf_size_orig);
|
||||
}
|
||||
else
|
||||
{
|
||||
k_dram_window.set_window_origin(
|
||||
{k_page_blk_idx * PageSize +
|
||||
(k_block_idx % kv_page_size_in_blocks) * kPageBlockSize,
|
||||
0});
|
||||
}
|
||||
};
|
||||
|
||||
auto V_mem_load = [&](auto v_lds_write_idx) {
|
||||
@@ -487,10 +548,20 @@ struct UnifiedAttentionPipeline
|
||||
|
||||
index_t v_page_blk_idx =
|
||||
block_tables_ptr_[block_table_offset + (v_block_idx / kv_page_size_in_blocks)];
|
||||
v_dram_window.set_window_origin(
|
||||
{v_page_blk_idx * PageSize +
|
||||
(v_block_idx % kv_page_size_in_blocks) * kPageBlockSize,
|
||||
0});
|
||||
if(use_ptr_rebase)
|
||||
{
|
||||
long_index_t v_row =
|
||||
static_cast<long_index_t>(v_page_blk_idx) * PageSize +
|
||||
(v_block_idx % kv_page_size_in_blocks) * kPageBlockSize;
|
||||
rebase_window(v_dram_window, v_base_ptr, v_row * v_row_stride, v_buf_size_orig);
|
||||
}
|
||||
else
|
||||
{
|
||||
v_dram_window.set_window_origin(
|
||||
{v_page_blk_idx * PageSize +
|
||||
(v_block_idx % kv_page_size_in_blocks) * kPageBlockSize,
|
||||
0});
|
||||
}
|
||||
};
|
||||
|
||||
auto K_lds_load = [&](auto k_lds_read_idx) {
|
||||
@@ -1123,7 +1194,9 @@ struct UnifiedAttentionPipeline
|
||||
const index_t kv_page_size_in_blocks,
|
||||
FmhaMask mask,
|
||||
float scale_s,
|
||||
void* smem_ptr) const
|
||||
void* smem_ptr,
|
||||
long_index_t k_row_stride = 0,
|
||||
long_index_t v_row_stride = 0) const
|
||||
{
|
||||
using namespace ck_tile;
|
||||
|
||||
@@ -1143,7 +1216,9 @@ struct UnifiedAttentionPipeline
|
||||
identity{},
|
||||
mask,
|
||||
scale_s,
|
||||
smem_ptr);
|
||||
smem_ptr,
|
||||
k_row_stride,
|
||||
v_row_stride);
|
||||
}
|
||||
};
|
||||
|
||||
|
||||
Reference in New Issue
Block a user