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https://github.com/ROCm/composable_kernel.git
synced 2026-06-06 05:28:37 +00:00
fix moe pipeline and change to compute tile
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@@ -140,14 +140,14 @@ using DeviceOpInstance = ck::tensor_operation::device::DeviceGemmMultiD_Xdl_CShu
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// clang-format off
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< Row, Col, DsLayout, ELayout, A0DataType, B0DataType, DsDataType, EDataType, AccDataType, CShuffleDataType,
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AElementOp, BElementOp, CDEElementOp, GemmSpec, 256,
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32, 128, 128,
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128, 128, 128,
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16, 16,
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32, 32,
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1, 1,
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4, 1,
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S<8, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 0,
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S<8, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 0,
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1, 1, S<1, 32, 1, 8>, S<8, 8, 1>,
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ck::BlockGemmPipelineScheduler::Intrawave, ck::BlockGemmPipelineVersion::v2, FP8>;
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ck::BlockGemmPipelineScheduler::Intrawave, ck::BlockGemmPipelineVersion::v3, FP8>;
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// clang-format on
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int main(int argc, char* argv[])
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@@ -185,8 +185,8 @@ int main(int argc, char* argv[])
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ck::index_t N = 4096;
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ck::index_t K = 4096;
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ck::index_t experts = 8;
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ck::index_t sorted_tile_num = 6;
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ck::index_t valid_tile_num = 6;
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ck::index_t sorted_tile_num = 18;
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ck::index_t valid_tile_num = 16;
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ck::index_t sorted_size = sorted_tile_num * MPerBlock;
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ck::index_t valid_size = valid_tile_num * MPerBlock;
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ck::index_t tokens = 128;
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@@ -237,10 +237,10 @@ int main(int argc, char* argv[])
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// max_token_id.mData = {valid_size, 0, 2, 3, 4, 6, 8, 10, 12, 13};
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// int eids[] = {0, 0, 1, 2, 3, 3, 4, 4, 5, 5, 6, 7, 7, 3, 3, 3};
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max_token_id.mData = {valid_size, 0, 1, 2, 3, 4, 5, 6, 7, 8};
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int eids[] = {0, 1, 2, 3, 4, 5, 6, 7, 3, 3, 3}; // {2, 1, 1, 2, 2, 2, 1, 2}
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// int eids[] = {0, 1, 2, 3, 4, 5, 6, 7, 3, 3, 3}; // {2, 1, 1, 2, 2, 2, 1, 2}
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for(int i = 0; i < sorted_tile_num; i++)
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{
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expert_ids.mData[i] = eids[i];
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expert_ids.mData[i] = i / ((valid_tile_num + experts - 1) / experts);
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}
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if(tokens * topk > valid_size)
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{
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@@ -186,7 +186,9 @@ struct GridwiseMoeGemm
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math::max(math::lcm(AK1Number, BK1Number), mfma_selector::selected_mfma.k_per_blk);
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static constexpr index_t KLane =
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mfma_selector::GetKPerXdlops() / mfma_selector::GetK1PerXdlops();
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static constexpr index_t KRepeat = KPerBlock / KLane / KPack;
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static constexpr index_t KGroup = mfma_selector::selected_mfma.k_per_blk == 32 ? 2 : 1;
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static constexpr index_t KRepeat = KPerBlock / KLane / (KPack / KGroup);
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static constexpr index_t NLane = NPerXdl;
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static constexpr index_t NWave = NPerBlock / NPerXdl / NXdlPerWave;
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// static constexpr index_t NumTokens = 1;
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@@ -246,7 +248,7 @@ struct GridwiseMoeGemm
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}
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__host__ __device__ static auto CalculateBK0Shuffled(index_t K)
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{
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return math::integer_divide_ceil(K, KLane * KPack);
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return math::integer_divide_ceil(K, KLane * KPack / KGroup);
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}
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__host__ __device__ static auto CalculateKPadded(index_t K)
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@@ -388,7 +390,7 @@ struct GridwiseMoeGemm
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__host__ __device__ static auto MakeBGridDescriptor_Preshuffled(index_t N0, index_t K0)
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{
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constexpr index_t NkSwizzleNumber = Number<warpSize * KPack>{};
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constexpr index_t NkSwizzleNumber = Number<warpSize * KPack / KGroup>{};
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return make_naive_tensor_descriptor(
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make_tuple(N0 / NWave, NWave, K0, NkSwizzleNumber),
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make_tuple(NWave * K0 * NkSwizzleNumber, K0 * NkSwizzleNumber, NkSwizzleNumber, I1));
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@@ -1297,7 +1299,7 @@ struct GridwiseMoeGemm
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make_multi_index(n_block_data_idx_on_grid,
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get_warp_local_1d_id() % NWave,
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0,
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KPack * (get_thread_local_1d_id() % warpSize)));
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KPack / KGroup * (get_thread_local_1d_id() % warpSize)));
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// LDS allocation for A and B: be careful of alignment
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// Cast after lds
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@@ -1804,7 +1806,7 @@ struct GridwiseMoeGemm
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make_multi_index(n_block_data_idx_on_grid,
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get_warp_local_1d_id() % NWave,
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0,
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KPack * (get_thread_local_1d_id() % warpSize)));
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KPack / KGroup * (get_thread_local_1d_id() % warpSize)));
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// LDS allocation for A and B: be careful of alignment
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// Cast after lds
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