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https://github.com/ROCm/composable_kernel.git
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Addition of the derived structs for the new Stream-K TilePartitioner
There are 2 derived structs based on whether Stream-K is persistent or not. If it's persistent that means that both the data parallel and Stream-K sections are data parallel. If it's non-persistent that means that only the Stream-K section is persistent, while the data parallel section will have separate workgroups allocated for it. Both structs will have a template argument for Persistent. The 2 derived classes will inherit common variables and functions from the Stream-K TilePartitioner base class. There are additional variables for the differing data parallel sections that will be added to each derived class, that are in charge of the indexing/bookkeeping for the data parallel sections. The only additional function that will differ between the 2 structs is GridSize(), as the non-persistent will allocate extra workgroups for data parallel. Unit tests for the derived structs are included.
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@@ -10,6 +10,8 @@
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#include "ck_tile/core.hpp"
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#include "ck_tile/ops/common.hpp"
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#include <format>
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#include <iostream>
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namespace ck_tile {
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@@ -810,4 +812,5 @@ struct StreamKTilePartitioner
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uint32_t M_, N_, K_;
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uint32_t num_tile_m_, num_tile_n_, num_tile_k_;
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};
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} // namespace ck_tile
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@@ -202,6 +202,117 @@ struct StreamKTilePartitionerBase
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index_t n_;
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};
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/**
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* @brief Template for the Stream-K tile partitioner derived struct.
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*
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* This partitioner is responsible for mapping workgroups to tiles in the C tensor
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* for the Stream-K algorithm. This struct is derived from
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* StreamKTilePartitionerBase<BlockGemmShapeType, ReductionStrategy>. Behavior of the
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* StreamKTilePartitioner based on persistency will be in the template specializations.
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*
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* @tparam BlockGemmShapeType A class providing basic GEMM parameters.
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* @tparam ReductionStrategy An enum that defines the reduction strategy for the results in the C
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* Tensor.
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* @tparam Persistent A bool that indicates whether to use a Persistent approach
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*/
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy, bool Persistent>
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struct StreamKTilePartitioner_v2;
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/**
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* @brief Persistent Stream-K tile partitioner derived struct.
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*
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* This partitioner is responsible for mapping workgroups to tiles in the C tensor
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* for the Stream-K algorithm when using a Persistent approach where no extra workgroups
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* are allocated for data parallel.
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*
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* @tparam BlockGemmShapeType A class providing basic GEMM parameters.
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* @tparam ReductionStrategy An enum that defines the reduction strategy for the results in the C
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* Tensor.
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*/
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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struct StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, true>
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: StreamKTilePartitionerBase<BlockGemmShapeType, ReductionStrategy>
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{
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StreamKTilePartitioner_v2(ck_tile::index_t m,
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ck_tile::index_t n,
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ck_tile::index_t k,
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ck_tile::index_t grid);
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public:
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/**
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* @brief Calculates the launching grid size for the Stream-K kernel. In the Persistent
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* case, no extra workgroups are allocated for the data parallel section, making the grid
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* size num_cu * occupancy.
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*
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* @return dim_3 The launching grid size for the kernel.
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*/
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CK_TILE_HOST auto grid_size() const noexcept -> dim3;
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CK_TILE_HOST_DEVICE index_t get_dp_tiles_per_cta() const noexcept;
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CK_TILE_HOST_DEVICE index_t get_extra_dp_tiles() const noexcept;
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protected:
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/**
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* @brief The total number of DP tiles per workgroup.
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*/
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int dp_tiles_per_cta_;
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/**
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* @brief The total number of DP tiles left over when dp_tiles is not evenly divisible by grid.
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*/
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int extra_dp_tiles_;
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};
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/**
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* @brief Non-Persistent Stream-K tile partitioner derived struct.
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*
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* This partitioner is responsible for mapping workgroups to tiles in the C tensor
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* for the Stream-K algorithm when using a Non-Persistent approach where extra workgroups
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* are allocated for the data parallel section.
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*
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* @tparam BlockGemmShapeType A class providing basic GEMM parameters.
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* @tparam ReductionStrategy An enum that defines the reduction strategy for the results in the C
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* Tensor.
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*/
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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struct StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, false>
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: StreamKTilePartitionerBase<BlockGemmShapeType, ReductionStrategy>
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{
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StreamKTilePartitioner_v2(ck_tile::index_t m,
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ck_tile::index_t n,
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ck_tile::index_t k,
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ck_tile::index_t grid);
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public:
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/**
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* @brief Calculates the launching grid size for the Stream-K kernel. In the Non-Persistent
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* case, extra workgroups are allocated for the data parallel section, making the grid
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* size the total number of Stream-K and data parallel workgroups.
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*
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* @return dim_3 The launching grid size for the kernel.
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*/
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CK_TILE_HOST auto grid_size() const noexcept -> dim3;
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CK_TILE_HOST_DEVICE index_t get_dp_ctas() const noexcept;
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CK_TILE_HOST_DEVICE index_t get_dp_start_block_idx() const noexcept;
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CK_TILE_HOST_DEVICE index_t get_sk_start_block_idx() const noexcept;
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protected:
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/**
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* @brief The total number of DP workgroups.
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*/
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int dp_ctas_;
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/**
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* @brief The index that starts the DP workgroups, always 0 in our implementation.
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*/
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int dp_start_block_idx_;
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/**
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* @brief The index that starts the Stream-K workgroups, set to the number of dp_tiles.
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*/
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int sk_start_block_idx_;
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};
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} // namespace ck_tile
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#include "streamk_gemm_tile_partitioner_impl.hpp"
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@@ -211,4 +211,91 @@ StreamKTilePartitionerBase<BlockGemmShapeType, ReductionStrategy>::get_n() const
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return n_;
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy, bool Persistent>
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struct StreamKTilePartitioner_v2;
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// child class for Persistent Tile Partitioner
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, true>::StreamKTilePartitioner_v2(
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ck_tile::index_t m, ck_tile::index_t n, ck_tile::index_t k, ck_tile::index_t grid)
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: StreamKTilePartitionerBase<BlockGemmShapeType, ReductionStrategy>(m, n, k, grid)
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{ // inherit from base constructor
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dp_tiles_per_cta_ = this->dp_tiles_ / this->grid_;
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extra_dp_tiles_ = this->dp_tiles_ % this->grid_;
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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CK_TILE_HOST auto
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, true>::grid_size() const noexcept
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-> dim3
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{
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if(extra_dp_tiles_ == 0)
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{
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return dim3(this->grid_, 1, 1);
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}
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else
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{
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return dim3(this->num_tiles_, 1, 1);
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}
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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CK_TILE_HOST_DEVICE index_t
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, true>::get_dp_tiles_per_cta()
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const noexcept
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{
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return dp_tiles_per_cta_;
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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CK_TILE_HOST_DEVICE index_t
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, true>::get_extra_dp_tiles()
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const noexcept
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{
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return extra_dp_tiles_;
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}
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// child class for Non-Persistent Tile Partitioner
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, false>::StreamKTilePartitioner_v2(
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ck_tile::index_t m, ck_tile::index_t n, ck_tile::index_t k, ck_tile::index_t grid)
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: StreamKTilePartitionerBase<BlockGemmShapeType, ReductionStrategy>(m, n, k, grid)
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{ // inherit from base constructor
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dp_ctas_ = this->dp_tiles_;
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dp_start_block_idx_ = 0;
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sk_start_block_idx_ = this->dp_tiles_;
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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CK_TILE_HOST auto
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, false>::grid_size() const noexcept
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-> dim3
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{
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return dim3(dp_ctas_ + this->get_sk_ctas(), 1, 1);
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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CK_TILE_HOST_DEVICE index_t
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, false>::get_dp_ctas()
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const noexcept
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{
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return dp_ctas_;
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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CK_TILE_HOST_DEVICE index_t
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, false>::get_dp_start_block_idx()
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const noexcept
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{
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return dp_start_block_idx_;
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}
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template <typename BlockGemmShapeType, StreamKReductionStrategy ReductionStrategy>
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CK_TILE_HOST_DEVICE index_t
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StreamKTilePartitioner_v2<BlockGemmShapeType, ReductionStrategy, false>::get_sk_start_block_idx()
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const noexcept
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{
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return sk_start_block_idx_;
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}
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} // namespace ck_tile
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