_copy_page_indices_kernel(
page_indices,
block_table,
block_table_stride,
cu_num_blocks,
BLOCK_SIZE: constexpr,
)
Copy block table rows into a flat page_indices buffer using indptr. Avoids blocking boolean mask indexing (tensor[mask]) which has data-dependent output size and forces sync. This is the same kernel as introduced in backends/flashinfer.py.
Source code in vllm/v1/attention/backends/mla/rocm_aiter_mla.py
| @triton.jit
def _copy_page_indices_kernel(
page_indices,
block_table,
block_table_stride,
cu_num_blocks,
BLOCK_SIZE: tl.constexpr,
):
"""Copy block table rows into a flat page_indices buffer using indptr.
Avoids blocking boolean mask indexing (tensor[mask]) which has
data-dependent output size and forces sync.
This is the same kernel as introduced in backends/flashinfer.py.
"""
req_idx = tl.program_id(0)
row_ptr = block_table + req_idx * block_table_stride
start_idx = tl.load(cu_num_blocks + req_idx)
end_idx = tl.load(cu_num_blocks + req_idx + 1)
num_blocks = end_idx - start_idx
offset = tl.arange(0, BLOCK_SIZE)
for i in tl.range(0, num_blocks, BLOCK_SIZE):
block_ids = tl.load(row_ptr + i + offset, mask=i + offset < num_blocks)
tl.store(
page_indices + start_idx + i + offset,
block_ids,
mask=i + offset < num_blocks,
)
|