Grouped batched attention + permute (#412)

* grouped attn without batch validates; now move toward grouped batched attn

* grouped batched attention

* working

* remove debug logging

clean up

clean up

* reintroduce g_ prefix back to host tensor variables

* format

* rename file

* restore old file

* rename

* consolidate padded/non-padded attention example

* harmonize padding specialization in attn examples
This commit is contained in:
Anthony Chang
2022-09-20 05:09:44 +08:00
committed by GitHub
parent 27858374ac
commit 9287b7c6b3
9 changed files with 1499 additions and 415 deletions

View File

@@ -486,4 +486,48 @@ __host__ __device__ bool DefaultValidCTileIndex(const CTileIdx& c_tile_idx,
return is_valid;
}
// This wrapper class is for grouped gemm where it subtracts blockIdx by a value so that the
// workgroups assigned to a given gemm problem have top index offsetted to range [0,
// grid_size_per_gemm]
template <typename UnderlyingBlockToCTileMap>
struct OffsettedBlockToCTileMap
{
using underlying_type = UnderlyingBlockToCTileMap;
OffsettedBlockToCTileMap(UnderlyingBlockToCTileMap block_to_ctile_map, index_t block_start)
{
block_to_ctile_map_ = block_to_ctile_map;
block_start_ = block_start;
}
template <typename TopIdx>
__host__ __device__ constexpr auto CalculateBottomIndex(const TopIdx& idx_top) const
{
return block_to_ctile_map_.CalculateBottomIndex(
make_multi_index(idx_top[Number<0>{}] - block_start_));
}
template <typename CTileIdx, typename CTileDim>
__host__ __device__ bool ValidCTileIndex(const CTileIdx& c_tile_idx,
const CTileDim& c_tile_dim) const
{
return block_to_ctile_map_.ValidCTileIndex(c_tile_idx, c_tile_dim);
}
template <typename CGridDesc_M_N>
__host__ bool CheckValidity(const CGridDesc_M_N& c_grid_desc_m_n) const
{
return block_to_ctile_map_.CheckValidity(c_grid_desc_m_n);
}
template <typename CGridDesc_M_N>
__host__ constexpr index_t CalculateGridSize(const CGridDesc_M_N& c_grid_desc_m_n) const
{
return block_to_ctile_map_.CalculateGridSize(c_grid_desc_m_n);
}
UnderlyingBlockToCTileMap block_to_ctile_map_;
index_t block_start_;
};
} // namespace ck