Add atomic-free MOE GEMM implementation

- Add FusedMoeGemmTilePartitioner_NoAtomic: Forces single workgroup per expert
- Add FusedMoeGemmPipelineFlatmmPolicy_NoAtomic: Fixes alignment consistency
- Update API to use no-atomic approach when intermediate_size <= Block_N0

Eliminates atomic operations by ensuring each workgroup handles complete
expert computation without K-dimension splitting.
This commit is contained in:
Ali Nouri
2025-09-26 22:50:37 +00:00
parent fa8baf3ce6
commit 91317bdfe9
2 changed files with 112 additions and 0 deletions

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <stdexcept>
#include <string>
#include <cassert>
namespace ck_tile {
template <typename BlockShape_>
struct FusedMoeGemmTilePartitioner_NoAtomic
{
using BlockShape = ck_tile::remove_cvref_t<BlockShape_>;
static constexpr const char* name = "no_atomic";
CK_TILE_DEVICE auto operator()(ck_tile::index_t /*num_sorted_tiles*/,
ck_tile::index_t intermediate_size)
{
// Validate that workgroup can handle full intermediate dimension
// This eliminates the need for K-splitting and atomics
// Use intermediate_size in a way that compiler always recognizes
(void)intermediate_size; // Suppress unused parameter warning
// Runtime validation - this will always use the parameter
if (intermediate_size > BlockShape::Block_N0) {
// This forces the compiler to see intermediate_size as used
// In device code, we can't throw, so we use a device assert
#ifdef __CUDA_ARCH__
__trap(); // CUDA device trap
#elif defined(__HIP_DEVICE_COMPILE__)
__builtin_trap(); // HIP device trap
#else
assert(false && "intermediate_size too large for no-atomic approach");
#endif
}
// Key change: partition experts along token dimension only
// Each workgroup handles a full intermediate_size slice
index_t i_m = blockIdx.y; // Expert/token tile (since grid is dim3(1, ms, 1))
index_t i_n = blockIdx.x; // Will always be 0 since ns=1 (no K-splitting)
return ck_tile::make_tuple(i_m, i_n);
}
CK_TILE_HOST static constexpr auto GridSize(index_t max_tokens, index_t intermediate_size)
{
// Validate that workgroup can handle the full intermediate_size
// If this fails, consider using atomic approach or increasing Block_N0
if (intermediate_size > BlockShape::Block_N0) {
throw std::runtime_error("intermediate_size (" + std::to_string(intermediate_size) +
") > Block_N0 (" + std::to_string(BlockShape::Block_N0) +
"). Cannot use no-atomic approach.");
}
// Calculate grid dimensions
index_t ms = ck_tile::integer_divide_ceil(max_tokens, BlockShape::Block_M0);
// KEY FIX: Since each workgroup handles full intermediate_size,
// we only need 1 workgroup in the K dimension (no splitting)
index_t ns = 1; // No K-splitting - single workgroup handles entire intermediate_size
// Grid layout: dim3(K-splits=1, M-splits, 1)
// - blockIdx.x will always be 0 (single K-split)
// - blockIdx.y ranges from 0 to ms-1 (token tiles)
return dim3(ns, ms, 1);
}
};
} // namespace ck_tile

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include "ck_tile/ops/fused_moe/pipeline/fused_moegemm_pipeline_flatmm_policy.hpp"
namespace ck_tile {
// Fixed policy that maintains consistent alignment regardless of atomic setting
struct FusedMoeGemmPipelineFlatmmPolicy_NoAtomic : public FusedMoeGemmPipelineFlatmmPolicy
{
// Override GetAlignment_O to maintain consistent alignment
template <typename Problem>
CK_TILE_HOST_DEVICE static constexpr auto GetAlignment_O()
{
// FIXED: Always use the same alignment as atomic version
// This prevents memory access pattern changes when atomics are disabled
if constexpr(sizeof(typename Problem::ODataType) == 2) // BF16/FP16
{
return 2; // Same as atomic version
}
else if constexpr(sizeof(typename Problem::ODataType) == 4) // FP32
{
return 1; // Same as atomic version
}
else
{
// Fallback for other data types
return 16 / sizeof(typename Problem::ODataType);
}
}
// Note: All other functions inherited from base policy
// This ensures we only change the alignment behavior
};
} // namespace ck_tile