Commit 0df8ed88 authored by Anthony Chang's avatar Anthony Chang
Browse files

roll out inter-wave loop scheduler to c-shuffle gemm variants

will gradually roll out to other applicable device ops when occasional reg spill is resolved
parent 9464c5ef
...@@ -14,6 +14,8 @@ namespace ck { ...@@ -14,6 +14,8 @@ namespace ck {
namespace tensor_operation { namespace tensor_operation {
namespace device { namespace device {
// Note: inter-wave loop scheduler is rolled out to c-shuffle version first. Becuase non c-shuffle
// version currently has compiler issues with register spill which further causes validation failures.
template <typename ALayout, template <typename ALayout,
typename BLayout, typename BLayout,
typename CLayout, typename CLayout,
...@@ -62,7 +64,8 @@ template <typename ALayout, ...@@ -62,7 +64,8 @@ template <typename ALayout,
index_t CShuffleBlockTransferScalarPerVector_NPerBlock, index_t CShuffleBlockTransferScalarPerVector_NPerBlock,
typename CReduceThreadClusterLengths_MPerBlock_NPerBlock, typename CReduceThreadClusterLengths_MPerBlock_NPerBlock,
index_t CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock, index_t CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock,
index_t CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock> index_t CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock,
LoopScheduler LoopSched = LoopScheduler::Interwave>
struct DeviceGemmReduce_Xdl_CShuffle : public DeviceGemmReduce<AElementwiseOperation, struct DeviceGemmReduce_Xdl_CShuffle : public DeviceGemmReduce<AElementwiseOperation,
BElementwiseOperation, BElementwiseOperation,
CElementwiseOperation, CElementwiseOperation,
...@@ -422,7 +425,8 @@ struct DeviceGemmReduce_Xdl_CShuffle : public DeviceGemmReduce<AElementwiseOpera ...@@ -422,7 +425,8 @@ struct DeviceGemmReduce_Xdl_CShuffle : public DeviceGemmReduce<AElementwiseOpera
CShuffleBlockTransferScalarPerVector_NPerBlock, CShuffleBlockTransferScalarPerVector_NPerBlock,
CReduceThreadClusterLengths_MPerBlock_NPerBlock, CReduceThreadClusterLengths_MPerBlock_NPerBlock,
CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock, CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock,
CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock>; CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock,
LoopSched>;
// Argument // Argument
struct Argument : public BaseArgument struct Argument : public BaseArgument
......
...@@ -14,6 +14,8 @@ namespace ck { ...@@ -14,6 +14,8 @@ namespace ck {
namespace tensor_operation { namespace tensor_operation {
namespace device { namespace device {
// Note: inter-wave loop scheduler is rolled out to c-shuffle version first. Becuase non c-shuffle
// version currently has compiler issues with register spill which further causes validation failures.
template <typename ALayout, template <typename ALayout,
typename BLayout, typename BLayout,
typename CLayout, typename CLayout,
...@@ -54,7 +56,8 @@ template <typename ALayout, ...@@ -54,7 +56,8 @@ template <typename ALayout,
index_t CShuffleMXdlPerWavePerShuffle, index_t CShuffleMXdlPerWavePerShuffle,
index_t CShuffleNXdlPerWavePerShuffle, index_t CShuffleNXdlPerWavePerShuffle,
typename CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock, typename CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
index_t CShuffleBlockTransferScalarPerVector_NPerBlock> index_t CShuffleBlockTransferScalarPerVector_NPerBlock,
LoopScheduler LoopSched = LoopScheduler::Interwave>
struct DeviceGemm_Xdl_CShuffle struct DeviceGemm_Xdl_CShuffle
: public DeviceGemm<AElementwiseOperation, BElementwiseOperation, CElementwiseOperation> : public DeviceGemm<AElementwiseOperation, BElementwiseOperation, CElementwiseOperation>
{ {
...@@ -375,7 +378,8 @@ struct DeviceGemm_Xdl_CShuffle ...@@ -375,7 +378,8 @@ struct DeviceGemm_Xdl_CShuffle
CShuffleMXdlPerWavePerShuffle, CShuffleMXdlPerWavePerShuffle,
CShuffleNXdlPerWavePerShuffle, CShuffleNXdlPerWavePerShuffle,
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock, CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
CShuffleBlockTransferScalarPerVector_NPerBlock>; CShuffleBlockTransferScalarPerVector_NPerBlock,
LoopSched>;
// Argument // Argument
struct Argument : public BaseArgument struct Argument : public BaseArgument
......
...@@ -79,9 +79,7 @@ struct GridwiseGemmPipeline_v1<1> ...@@ -79,9 +79,7 @@ struct GridwiseGemmPipeline_v1<1>
blockwise_gemm.Run(a_block_buf, b_block_buf, c_thread_buf); blockwise_gemm.Run(a_block_buf, b_block_buf, c_thread_buf);
#if !CK_EXPERIMENTAL_INTER_WAVE_SCHEDULING
block_sync_lds(); block_sync_lds();
#endif // !CK_EXPERIMENTAL_INTER_WAVE_SCHEDULING
a_blockwise_copy.MoveSrcSliceWindow(a_grid_desc, a_block_copy_step); a_blockwise_copy.MoveSrcSliceWindow(a_grid_desc, a_block_copy_step);
b_blockwise_copy.MoveSrcSliceWindow(b_grid_desc, b_block_copy_step); b_blockwise_copy.MoveSrcSliceWindow(b_grid_desc, b_block_copy_step);
...@@ -250,4 +248,112 @@ struct GridwiseGemmPipeline_v1<2> ...@@ -250,4 +248,112 @@ struct GridwiseGemmPipeline_v1<2>
} }
}; };
template <index_t NumPrefetch>
struct GridwiseGemmPipelineInterwave_v1;
template <>
struct GridwiseGemmPipelineInterwave_v1<1>
{
__host__ __device__ static constexpr bool IsSupported(index_t /* num_loop */) { return true; }
__host__ __device__ static constexpr bool CalculateHasMainLoop(index_t num_loop)
{
return num_loop > 1;
}
template <bool HasMainLoop,
typename AGridDesc,
typename ABlockDesc,
typename ABlockTransfer,
typename AGridBuffer,
typename ABlockBuffer,
typename ABlockTransferStep,
typename BGridDesc,
typename BBlockDesc,
typename BBlockTransfer,
typename BGridBuffer,
typename BBlockBuffer,
typename BBlockTransferStep,
typename BlockwiseGemm,
typename CThreadBuffer>
static __device__ void
Run(const AGridDesc& a_grid_desc,
const ABlockDesc& a_block_desc,
ABlockTransfer& a_blockwise_copy,
const AGridBuffer& a_grid_buf,
ABlockBuffer& a_block_buf,
const ABlockTransferStep& a_block_copy_step,
const BGridDesc& b_grid_desc,
const BBlockDesc& b_block_desc,
BBlockTransfer& b_blockwise_copy,
const BGridBuffer& b_grid_buf,
BBlockBuffer& b_block_buf,
const BBlockTransferStep& b_block_copy_step,
const BlockwiseGemm& blockwise_gemm,
CThreadBuffer& c_thread_buf,
index_t num_loop)
{
// preload data into LDS
a_blockwise_copy.RunRead(a_grid_desc, a_grid_buf);
b_blockwise_copy.RunRead(b_grid_desc, b_grid_buf);
a_blockwise_copy.MoveSrcSliceWindow(a_grid_desc, a_block_copy_step);
b_blockwise_copy.MoveSrcSliceWindow(b_grid_desc, b_block_copy_step);
// Initialize C
c_thread_buf.Clear();
a_blockwise_copy.RunWrite(a_block_desc, a_block_buf);
b_blockwise_copy.RunWrite(b_block_desc, b_block_buf);
// main body
if constexpr(HasMainLoop)
{
index_t i = 0;
do
{
a_blockwise_copy.RunRead(a_grid_desc, a_grid_buf);
block_sync_lds();
b_blockwise_copy.RunRead(b_grid_desc, b_grid_buf);
blockwise_gemm.Run(a_block_buf, b_block_buf, c_thread_buf);
// block_sync_lds(); // moved into blockwise_gemm
a_blockwise_copy.MoveSrcSliceWindow(a_grid_desc, a_block_copy_step);
b_blockwise_copy.MoveSrcSliceWindow(b_grid_desc, b_block_copy_step);
a_blockwise_copy.RunWrite(a_block_desc, a_block_buf);
b_blockwise_copy.RunWrite(b_block_desc, b_block_buf);
++i;
} while(i < (num_loop - 1));
}
// tail
{
block_sync_lds();
blockwise_gemm.Run(a_block_buf, b_block_buf, c_thread_buf);
}
}
};
template <index_t NumPrefetch,
bool HasMainLoop>
constexpr auto GridwiseGemmPipeline_v1_Selector()
{
if constexpr(LoopSched == LoopScheduler::Default)
{
return GridwiseGemmPipeline_v1<NumPrefetch>{};
}
else if constexpr(LoopSched == LoopScheduler::Interwave)
{
return GridwiseGemmPipelineInterwave_v1<NumPrefetch>{};
}
}
} // namespace ck } // namespace ck
...@@ -134,7 +134,8 @@ template <typename FloatAB, ...@@ -134,7 +134,8 @@ template <typename FloatAB,
index_t CShuffleBlockTransferScalarPerVector_NPerBlock, index_t CShuffleBlockTransferScalarPerVector_NPerBlock,
typename CReduceThreadClusterLengths_MPerBlock_NPerBlock, typename CReduceThreadClusterLengths_MPerBlock_NPerBlock,
index_t CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock, index_t CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock,
index_t CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock> index_t CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock,
LoopScheduler LoopSched = LoopScheduler::Default>
struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1 struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
{ {
static constexpr auto I0 = Number<0>{}; static constexpr auto I0 = Number<0>{};
...@@ -473,8 +474,8 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1 ...@@ -473,8 +474,8 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
constexpr index_t KPack = math::max( constexpr index_t KPack = math::max(
math::lcm(AK1, BK1), MfmaSelector<FloatAB, MPerXdl, NPerXdl>::selected_mfma.k_per_blk); math::lcm(AK1, BK1), MfmaSelector<FloatAB, MPerXdl, NPerXdl>::selected_mfma.k_per_blk);
auto blockwise_gemm = auto blockwise_gemm = BlockwiseGemmXdlops_k0mk1_k0nk1_m0n0m1n1m2m3m4n2_Selector<
BlockwiseGemmXdlops_k0mk1_k0nk1_m0n0m1n1m2m3m4n2_v1<BlockSize, BlockSize,
FloatAB, FloatAB,
FloatGemmAcc, FloatGemmAcc,
decltype(a_block_desc_ak0_m_ak1), decltype(a_block_desc_ak0_m_ak1),
...@@ -483,7 +484,8 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1 ...@@ -483,7 +484,8 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
NPerXdl, NPerXdl,
MXdlPerWave, MXdlPerWave,
NXdlPerWave, NXdlPerWave,
KPack>{}; KPack,
LoopSched>();
auto c_thread_buf = blockwise_gemm.GetCThreadBuffer(); auto c_thread_buf = blockwise_gemm.GetCThreadBuffer();
...@@ -502,11 +504,14 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1 ...@@ -502,11 +504,14 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
constexpr auto b_block_slice_copy_step = make_multi_index(KPerBlock / BK1, 0, 0); constexpr auto b_block_slice_copy_step = make_multi_index(KPerBlock / BK1, 0, 0);
// gridwise GEMM pipeline // gridwise GEMM pipeline
const auto gridwise_gemm_pipeline =
GridwiseGemmPipeline_v1_Selector<NumGemmKPrefetchStage, LoopSched>();
const index_t num_k_block_main_loop = __builtin_amdgcn_readfirstlane( const index_t num_k_block_main_loop = __builtin_amdgcn_readfirstlane(
(a_grid_desc_ak0_m_ak1.GetLength(I0) * a_grid_desc_ak0_m_ak1.GetLength(I2)) / (a_grid_desc_ak0_m_ak1.GetLength(I0) * a_grid_desc_ak0_m_ak1.GetLength(I2)) /
KPerBlock); KPerBlock);
GridwiseGemmPipe::template Run<HasMainKBlockLoop>(a_grid_desc_ak0_m_ak1, gridwise_gemm_pipeline.Run<HasMainKBlockLoop>(a_grid_desc_ak0_m_ak1,
a_block_desc_ak0_m_ak1, a_block_desc_ak0_m_ak1,
a_blockwise_copy, a_blockwise_copy,
a_grid_buf, a_grid_buf,
......
...@@ -107,7 +107,8 @@ template <typename FloatAB, ...@@ -107,7 +107,8 @@ template <typename FloatAB,
index_t CShuffleMXdlPerWavePerShuffle, index_t CShuffleMXdlPerWavePerShuffle,
index_t CShuffleNXdlPerWavePerShuffle, index_t CShuffleNXdlPerWavePerShuffle,
typename CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock, typename CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
index_t CShuffleBlockTransferScalarPerVector_NPerBlock> index_t CShuffleBlockTransferScalarPerVector_NPerBlock,
LoopScheduler LoopSched = LoopScheduler::Default>
struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1 struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
{ {
static constexpr auto I0 = Number<0>{}; static constexpr auto I0 = Number<0>{};
...@@ -416,8 +417,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1 ...@@ -416,8 +417,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
constexpr index_t KPack = math::max( constexpr index_t KPack = math::max(
math::lcm(AK1, BK1), MfmaSelector<FloatAB, MPerXdl, NPerXdl>::selected_mfma.k_per_blk); math::lcm(AK1, BK1), MfmaSelector<FloatAB, MPerXdl, NPerXdl>::selected_mfma.k_per_blk);
auto blockwise_gemm = auto blockwise_gemm = BlockwiseGemmXdlops_k0mk1_k0nk1_m0n0m1n1m2m3m4n2_Selector<
BlockwiseGemmXdlops_k0mk1_k0nk1_m0n0m1n1m2m3m4n2_v1<BlockSize, BlockSize,
FloatAB, FloatAB,
FloatGemmAcc, FloatGemmAcc,
decltype(a_block_desc_ak0_m_ak1), decltype(a_block_desc_ak0_m_ak1),
...@@ -426,7 +427,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1 ...@@ -426,7 +427,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
NPerXdl, NPerXdl,
MXdlPerWave, MXdlPerWave,
NXdlPerWave, NXdlPerWave,
KPack>{}; KPack,
LoopSched>();
auto c_thread_buf = blockwise_gemm.GetCThreadBuffer(); auto c_thread_buf = blockwise_gemm.GetCThreadBuffer();
...@@ -445,11 +447,14 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1 ...@@ -445,11 +447,14 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
constexpr auto b_block_slice_copy_step = make_multi_index(KPerBlock / BK1, 0, 0); constexpr auto b_block_slice_copy_step = make_multi_index(KPerBlock / BK1, 0, 0);
// gridwise GEMM pipeline // gridwise GEMM pipeline
const auto gridwise_gemm_pipeline =
GridwiseGemmPipeline_v1_Selector<NumGemmKPrefetchStage, LoopSched>();
const index_t num_k_block_main_loop = __builtin_amdgcn_readfirstlane( const index_t num_k_block_main_loop = __builtin_amdgcn_readfirstlane(
(a_grid_desc_ak0_m_ak1.GetLength(I0) * a_grid_desc_ak0_m_ak1.GetLength(I2)) / (a_grid_desc_ak0_m_ak1.GetLength(I0) * a_grid_desc_ak0_m_ak1.GetLength(I2)) /
KPerBlock); KPerBlock);
GridwiseGemmPipe::template Run<HasMainKBlockLoop>(a_grid_desc_ak0_m_ak1, gridwise_gemm_pipeline.Run<HasMainKBlockLoop>(a_grid_desc_ak0_m_ak1,
a_block_desc_ak0_m_ak1, a_block_desc_ak0_m_ak1,
a_blockwise_copy, a_blockwise_copy,
a_grid_buf, a_grid_buf,
......
...@@ -7,6 +7,12 @@ ...@@ -7,6 +7,12 @@
namespace ck { namespace ck {
enum struct LoopScheduler
{
Default,
Interwave,
};
enum struct MfmaInstr enum struct MfmaInstr
{ {
mfma_f32_32x32x1xf32 = 0, mfma_f32_32x32x1xf32 = 0,
......
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