Grouped conv backward data GKCYX support (#2029)

* Grouped conv backward data GKCYX support

* profiler

* Converter

* split instances
This commit is contained in:
Bartłomiej Kocot
2025-04-01 22:24:38 +02:00
committed by GitHub
parent ec742908bd
commit 8c0ab61ece
37 changed files with 1286 additions and 198 deletions

View File

@@ -93,6 +93,119 @@ __global__ void
}
}
template <typename GridwiseElementwiseFunctorA,
typename GridwiseElementwiseFunctorB,
typename InAGridDescTuple,
typename InBGridDescTuple,
typename OutAGridDescTuple,
typename OutBGridDescTuple,
typename InADataTypePointerTuple,
typename InBDataTypePointerTuple,
typename OutADataTypePointerTuple,
typename OutBDataTypePointerTuple,
typename Block2TileMapA,
typename Block2TileMapB,
typename ElementwiseOperation,
index_t NumInputsA,
index_t NumInputsB,
index_t NumOutputsA,
index_t NumOutputsB>
__global__ void
#if CK_USE_LAUNCH_BOUNDS
__launch_bounds__(CK_MAX_THREAD_PER_BLOCK, CK_MIN_BLOCK_PER_CU)
#endif
kernel_elementwise_batched_dual(
const InAGridDescTuple in_grid_desc_tuple_a,
const InBGridDescTuple in_grid_desc_tuple_b,
const OutAGridDescTuple out_grid_desc_tuple_a,
const OutBGridDescTuple out_grid_desc_tuple_b,
const InADataTypePointerTuple p_in_global_tuple_a,
const InBDataTypePointerTuple p_in_global_tuple_b,
const OutADataTypePointerTuple p_out_global_tuple_a,
const OutBDataTypePointerTuple p_out_global_tuple_b,
const Block2TileMapA block_2_tile_map_a,
const Block2TileMapB block_2_tile_map_b,
const ElementwiseOperation elementwise_op,
const index_t a_grid_size,
const index_t batch_count_a,
const index_t batch_count_b,
const std::array<index_t, NumInputsA> input_batch_strides_a,
const std::array<index_t, NumInputsB> input_batch_strides_b,
const std::array<index_t, NumOutputsA> output_batch_strides_a,
const std::array<index_t, NumOutputsB> output_batch_strides_b)
{
static_assert(InAGridDescTuple::Size() == NumInputsA &&
InADataTypePointerTuple::Size() == NumInputsA);
static_assert(OutAGridDescTuple::Size() == NumOutputsA &&
OutADataTypePointerTuple::Size() == NumOutputsA);
static_assert(InBGridDescTuple::Size() == NumInputsB &&
InBDataTypePointerTuple::Size() == NumInputsB);
static_assert(OutBGridDescTuple::Size() == NumOutputsB &&
OutBDataTypePointerTuple::Size() == NumOutputsB);
const index_t block_id = __builtin_amdgcn_readfirstlane(get_block_1d_id());
if(block_id < a_grid_size)
{
const index_t num_blocks_per_batch =
__builtin_amdgcn_readfirstlane(a_grid_size / batch_count_a);
const index_t g_idx = __builtin_amdgcn_readfirstlane(block_id / num_blocks_per_batch);
InADataTypePointerTuple p_in_global_with_offset_tuple;
OutADataTypePointerTuple p_out_global_with_offset_tuple;
static_for<0, InADataTypePointerTuple::Size(), 1>{}([&](auto i) {
p_in_global_with_offset_tuple(i) =
p_in_global_tuple_a.At(i) +
type_convert<long_index_t>(input_batch_strides_a[i]) * g_idx;
});
static_for<0, OutADataTypePointerTuple::Size(), 1>{}([&](auto i) {
p_out_global_with_offset_tuple(i) =
p_out_global_tuple_a.At(i) +
type_convert<long_index_t>(output_batch_strides_a[i]) * g_idx;
});
GridwiseElementwiseFunctorA::Run(in_grid_desc_tuple_a,
out_grid_desc_tuple_a,
p_in_global_with_offset_tuple,
p_out_global_with_offset_tuple,
block_2_tile_map_a,
elementwise_op,
block_id);
}
else
{
const index_t num_blocks_per_batch =
__builtin_amdgcn_readfirstlane((get_grid_size() - a_grid_size) / batch_count_b);
const index_t g_idx =
__builtin_amdgcn_readfirstlane((block_id - a_grid_size) / num_blocks_per_batch);
InBDataTypePointerTuple p_in_global_with_offset_tuple;
OutBDataTypePointerTuple p_out_global_with_offset_tuple;
static_for<0, InBDataTypePointerTuple::Size(), 1>{}([&](auto i) {
p_in_global_with_offset_tuple(i) =
p_in_global_tuple_b.At(i) +
type_convert<long_index_t>(input_batch_strides_b[i]) * g_idx;
});
static_for<0, OutBDataTypePointerTuple::Size(), 1>{}([&](auto i) {
p_out_global_with_offset_tuple(i) =
p_out_global_tuple_b.At(i) +
type_convert<long_index_t>(output_batch_strides_b[i]) * g_idx;
});
GridwiseElementwiseFunctorB::Run(in_grid_desc_tuple_b,
out_grid_desc_tuple_b,
p_in_global_with_offset_tuple,
p_out_global_with_offset_tuple,
block_2_tile_map_b,
elementwise_op,
block_id - a_grid_size);
}
}
template <typename GridwiseElementwiseFunctor,
typename InGridDescTuple,
typename OutGridDescTuple,