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Commit 71254ddd authored by carlushuang's avatar carlushuang
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optimize multi-thread case by support not using LocalA/LocalB

parent dc536427
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Showing with 3241 additions and 2949 deletions
include/ck/tensor_operation/cpu/block/blockwise_gemm_avx2.hpp
View file @ 71254ddd
......@@ -41,6 +41,10 @@ struct BlockwiseGemmAvx2_MxN
using IndexB = MultiIndex<nDimB>;
using IndexC = MultiIndex<nDimC>;
using ASliceLengths = MultiIndex<nDimA>;
using BSliceLengths = MultiIndex<nDimB>;
using CSliceLengths = MultiIndex<nDimC>;
using ACoord = decltype(make_tensor_coordinate(ABlockDesc{}, IndexA{}));
using BCoord = decltype(make_tensor_coordinate(BBlockDesc{}, IndexB{}));
using CCoord = decltype(make_tensor_coordinate(CDesc{}, IndexC{}));
......@@ -89,6 +93,7 @@ struct BlockwiseGemmAvx2_MxN
return c_desc.GetTransforms()[Number<0>{}].GetUpperLengths()[Number<1>{}];
}
#if 0
static ck::index_t GetMPerBlock(const ABlockDesc& a_block_desc)
{
if constexpr(std::is_same<typename ThreadwiseGemm_Dispatch::MatrixALayout,
......@@ -134,6 +139,7 @@ struct BlockwiseGemmAvx2_MxN
b_block_desc.GetTransforms()[Number<0>{}].GetUpperLengths()[Number<2>{}];
}
}
#endif
static ck::index_t
GetABlockStartOffset(const ABlockDesc& a_block_desc, const index_t i_m, const index_t)
......@@ -175,14 +181,17 @@ struct BlockwiseGemmAvx2_MxN
static void Run(const ABlockDesc& a_block_desc,
const ABlockBuffer& a_block_buf,
const IndexA& /* a_origin */,
const ASliceLengths& a_slice_length,
const BBlockDesc& b_block_desc,
const BBlockBuffer& b_block_buf,
const IndexB& /* b_origin */,
const BSliceLengths& b_slice_length,
const CDesc& c_desc,
CBuffer& c_buf,
const IndexC& /* c_origin */,
const CSliceLengths& c_slice_length,
bool is_accumulate_c = true)
{
......@@ -192,9 +201,9 @@ struct BlockwiseGemmAvx2_MxN
// printf("lda:%d, ldb:%d, ldc:%d\n", lda, ldb, ldc);
const auto k_per_block = GetKPerBlock(a_block_desc);
const auto m_per_block = GetMPerBlock(a_block_desc);
const auto n_per_block = GetNPerBlock(b_block_desc);
const auto k_per_block = a_slice_length[Number<1>{}];
const auto m_per_block = c_slice_length[Number<0>{}];
const auto n_per_block = c_slice_length[Number<1>{}];
const auto m_per_thread = ThreadwiseGemm_Dispatch::ThreadMaxMr;
const auto n_per_thread = ThreadwiseGemm_Dispatch::ThreadMaxNr;
......@@ -206,6 +215,9 @@ struct BlockwiseGemmAvx2_MxN
param.alpha = 1.0f; // TODO
param.accmulate_c = is_accumulate_c ? 1 : 0;
// printf("xxx lda:%u, ldb:%u, ldc:%u, mpb:%u, npb:%u, kpb:%u\n", lda, ldb, ldc,
// m_per_block, n_per_block, k_per_block);
if constexpr(std::is_same<ThreadMNAccessOrder, ck::Sequence<0, 1>>::value)
{
for(ck::index_t i_m = 0; i_m < m_per_block; i_m += m_per_thread)
......
include/ck/tensor_operation/cpu/device/device_convnd_fwd_avx2_nhwc_kyxc_nhwk.hpp
View file @ 71254ddd
......@@ -107,22 +107,43 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
using ThreadwiseGemm_Dispatch = decltype(GetThreadwiseGemm_Dispatch());
static constexpr auto GetInputBlockDescriptor()
{
if constexpr(UseALocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, KPerBlock));
}
else
{
return AGridDesc{};
}
}
static constexpr auto GetWeightBlockDescriptor()
{
if constexpr(UseBLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(
math::integer_divide_ceil(NPerBlock, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
KPerBlock,
ThreadwiseGemm_Dispatch::MatrixBMinVectorSize));
}
else
{
return BGridDesc{};
}
}
static constexpr auto GetOutputBlockDescriptor()
{
if constexpr(UseCLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, NPerBlock));
}
else
{
return CGridDesc{};
}
}
static auto GetWeightTensorDescriptor(ck::index_t gemm_k, ck::index_t gemm_n)
{
......@@ -564,7 +585,7 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
AGridDesc,
decltype(GetInputBlockDescriptor()),
InElementwiseOperation,
false,
!UseALocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -575,7 +596,7 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
BGridDesc,
decltype(GetWeightBlockDescriptor()),
WeiElementwiseOperation,
false,
!UseBLocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -786,12 +807,23 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
}
if constexpr(GemmKSpecialization ==
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC)
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
if(!(arg.Conv_C_ % KPerBlock == 0))
return false;
}
if constexpr((!UseALocalBuffer || !UseBLocalBuffer) &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
// TODO: We can support this in the future, as long as figure out how to express tensor
// transform
return false;
}
// Gridwise GEMM size
return GridwiseGemm::CheckValidity(arg.a_grid_desc_, arg.b_grid_desc_, arg.c_grid_desc_);
}
......
include/ck/tensor_operation/cpu/device/device_convnd_fwd_avx2_nhwc_kyxck8_nhwk.hpp
View file @ 71254ddd
......@@ -106,24 +106,6 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K
using ThreadwiseGemm_Dispatch = decltype(GetThreadwiseGemm_Dispatch());
static constexpr auto GetInputBlockDescriptor()
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, KPerBlock));
}
static constexpr auto GetWeightBlockDescriptor()
{
return make_naive_tensor_descriptor_packed(make_tuple(
math::integer_divide_ceil(NPerBlock, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
KPerBlock,
ThreadwiseGemm_Dispatch::MatrixBMinVectorSize));
}
static constexpr auto GetOutputBlockDescriptor()
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, NPerBlock));
}
static auto GetWeightTensorDescriptor(ck::index_t gemm_k, ck::index_t gemm_n)
{
return make_naive_tensor_descriptor_packed(make_tuple(gemm_n / 8, gemm_k, 8));
......@@ -532,6 +514,45 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K
using BGridDesc = remove_cvref_t<decltype(ABCGridDescs{}[I1])>;
using CGridDesc = remove_cvref_t<decltype(ABCGridDescs{}[I2])>;
static constexpr auto GetInputBlockDescriptor()
{
if constexpr(UseALocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, KPerBlock));
}
else
{
return AGridDesc{};
}
}
static constexpr auto GetWeightBlockDescriptor()
{
if constexpr(UseBLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(
math::integer_divide_ceil(NPerBlock, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
KPerBlock,
ThreadwiseGemm_Dispatch::MatrixBMinVectorSize));
}
else
{
return BGridDesc{};
}
}
static constexpr auto GetOutputBlockDescriptor()
{
if constexpr(UseCLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, NPerBlock));
}
else
{
return CGridDesc{};
}
}
// static constexpr bool UseCLocalBuffer = false;
using AThreadwiseCopy =
......@@ -541,7 +562,7 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K
AGridDesc,
decltype(GetInputBlockDescriptor()),
InElementwiseOperation,
false,
!UseALocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -552,7 +573,7 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K
BGridDesc,
decltype(GetWeightBlockDescriptor()),
WeiElementwiseOperation,
false,
!UseBLocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -763,7 +784,9 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K
}
if constexpr(GemmKSpecialization ==
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC)
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
if(!(arg.Conv_C_ % KPerBlock == 0))
return false;
......@@ -772,6 +795,15 @@ struct DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K
if(!(arg.Conv_K_ % 8 == 0))
return false;
if constexpr(!UseALocalBuffer &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
// TODO: We can support this in the future, as long as figure out how to express tensor
// transform
return false;
}
// Gridwise GEMM size
return GridwiseGemm::CheckValidity(arg.a_grid_desc_, arg.b_grid_desc_, arg.c_grid_desc_);
}
......
include/ck/tensor_operation/cpu/device/device_convnd_fwd_bias_activation_add_avx2_nhwc_kyxc_nhwk.hpp
View file @ 71254ddd
......@@ -115,22 +115,43 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Outpu
using ThreadwiseGemm_Dispatch = decltype(GetThreadwiseGemm_Dispatch());
static constexpr auto GetInputBlockDescriptor()
{
if constexpr(UseALocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, KPerBlock));
}
else
{
return AGridDesc{};
}
}
static constexpr auto GetWeightBlockDescriptor()
{
if constexpr(UseBLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(
math::integer_divide_ceil(NPerBlock, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
KPerBlock,
ThreadwiseGemm_Dispatch::MatrixBMinVectorSize));
}
else
{
return BGridDesc{};
}
}
static constexpr auto GetOutputBlockDescriptor()
{
if constexpr(UseCLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, NPerBlock));
}
else
{
return CGridDesc{};
}
}
static auto GetWeightTensorDescriptor(ck::index_t gemm_k, ck::index_t gemm_n)
{
......@@ -586,7 +607,7 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Outpu
AGridDesc,
decltype(GetInputBlockDescriptor()),
InElementwiseOperation,
false,
!UseALocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -597,7 +618,7 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Outpu
BGridDesc,
decltype(GetWeightBlockDescriptor()),
WeiElementwiseOperation,
false,
!UseBLocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -843,12 +864,23 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Outpu
}
if constexpr(GemmKSpecialization ==
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC)
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
if(!(arg.Conv_C_ % KPerBlock == 0))
return false;
}
if constexpr((!UseALocalBuffer || !UseBLocalBuffer) &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
// TODO: We can support this in the future, as long as figure out how to express tensor
// transform
return false;
}
// Gridwise GEMM size
return GridwiseGemm::CheckValidity(arg.a_grid_desc_, arg.b_grid_desc_, arg.c_grid_desc_);
}
......
include/ck/tensor_operation/cpu/device/device_convnd_fwd_bias_activation_add_avx2_nhwc_kyxck8_nhwk.hpp
View file @ 71254ddd
......@@ -115,22 +115,43 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Ou
using ThreadwiseGemm_Dispatch = decltype(GetThreadwiseGemm_Dispatch());
static constexpr auto GetInputBlockDescriptor()
{
if constexpr(UseALocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, KPerBlock));
}
else
{
return AGridDesc{};
}
}
static constexpr auto GetWeightBlockDescriptor()
{
if constexpr(UseBLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(
math::integer_divide_ceil(NPerBlock, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
KPerBlock,
ThreadwiseGemm_Dispatch::MatrixBMinVectorSize));
}
else
{
return BGridDesc{};
}
}
static constexpr auto GetOutputBlockDescriptor()
{
if constexpr(UseCLocalBuffer)
{
return make_naive_tensor_descriptor_packed(make_tuple(MPerBlock, NPerBlock));
}
else
{
return CGridDesc{};
}
}
static auto GetWeightTensorDescriptor(ck::index_t gemm_k, ck::index_t gemm_n)
{
......@@ -563,7 +584,7 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Ou
AGridDesc,
decltype(GetInputBlockDescriptor()),
InElementwiseOperation,
false,
!UseALocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -574,7 +595,7 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Ou
BGridDesc,
decltype(GetWeightBlockDescriptor()),
WeiElementwiseOperation,
false,
!UseBLocalBuffer,
ConvForwardSpecialization,
GemmKSpecialization>;
......@@ -820,7 +841,9 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Ou
}
if constexpr(GemmKSpecialization ==
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC)
ConvolutionForwardGemmKSpecialization_t::NHWC_GemmKLoopOverC &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
if(!(arg.Conv_C_ % KPerBlock == 0))
return false;
......@@ -829,6 +852,15 @@ struct DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Ou
if(!(arg.Conv_K_ % 8 == 0))
return false;
if constexpr(!UseALocalBuffer &&
ConvForwardSpecialization !=
ConvolutionForwardSpecialization_t::Filter1x1Stride1Pad0)
{
// TODO: We can support this in the future, as long as figure out how to express tensor
// transform
return false;
}
// Gridwise GEMM size
return GridwiseGemm::CheckValidity(arg.a_grid_desc_, arg.b_grid_desc_, arg.c_grid_desc_);
}
......
include/ck/tensor_operation/cpu/grid/gridwise_gemm_avx2.hpp
View file @ 71254ddd
......@@ -80,7 +80,11 @@ struct GridwiseGemmAvx2_MxN
// static constexpr auto Avx2RegisterVector = 8; // 8 floats
static constexpr index_t MemAlignmentByte = 32; // 256bit
static auto GetABlockDescriptor(const ck::index_t m_per_blk, const ck::index_t k_per_blk)
static auto GetABlockDescriptor(const ck::index_t m_per_blk,
const ck::index_t k_per_blk,
const AGridDesc& a_grid_desc)
{
if constexpr(UseALocalBuffer)
{
if constexpr(std::is_same<typename ThreadwiseGemm_Dispatch::MatrixALayout,
ck::tensor_layout::gemm::RowMajor>::value)
......@@ -100,8 +104,17 @@ struct GridwiseGemmAvx2_MxN
return a_block_desc_k_m;
}
}
else
{
return a_grid_desc;
}
}
static auto GetBBlockDescriptor(const ck::index_t k_per_blk, const ck::index_t n_per_blk)
static auto GetBBlockDescriptor(const ck::index_t k_per_blk,
const ck::index_t n_per_blk,
const BGridDesc& b_grid_desc)
{
if constexpr(UseBLocalBuffer)
{
// n_per_blk should be 8x
if constexpr(std::is_same<typename ThreadwiseGemm_Dispatch::MatrixBLayout,
......@@ -115,13 +128,19 @@ struct GridwiseGemmAvx2_MxN
else
{
// B : N/8, K, N8
auto b_block_desc_n0_k_n1 = make_naive_tensor_descriptor_packed(make_tuple(
math::integer_divide_ceil(n_per_blk, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
auto b_block_desc_n0_k_n1 = make_naive_tensor_descriptor_packed(
make_tuple(math::integer_divide_ceil(
n_per_blk, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
k_per_blk,
ThreadwiseGemm_Dispatch::MatrixBMinVectorSize));
return b_block_desc_n0_k_n1;
}
}
else
{
return b_grid_desc;
}
}
static auto GetCBlockDescriptor(const ck::index_t m_per_blk,
const ck::index_t n_per_blk,
......@@ -262,10 +281,10 @@ struct GridwiseGemmAvx2_MxN
constexpr auto b_block_copy_dim = BGridDesc::GetNumOfDimension();
auto a_grid_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<const FloatA*>(p_a_grid), a_grid_desc.GetElementSpaceSize());
const_cast<FloatA*>(p_a_grid), a_grid_desc.GetElementSpaceSize());
auto b_grid_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<const FloatB*>(p_b_grid), b_grid_desc.GetElementSpaceSize());
const_cast<FloatB*>(p_b_grid), b_grid_desc.GetElementSpaceSize());
auto c_grid_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatC*>(p_c_grid), c_grid_desc.GetElementSpaceSize());
......@@ -274,8 +293,8 @@ struct GridwiseGemmAvx2_MxN
FloatA, // FloatA,
FloatB, // FloatB,
FloatC, // FloatC,
decltype(GetABlockDescriptor(m_per_block, k_per_block)), // ABlockDesc,
decltype(GetBBlockDescriptor(k_per_block, n_per_block)), // BBlockDesc,
decltype(GetABlockDescriptor(m_per_block, k_per_block, a_grid_desc)), // ABlockDesc,
decltype(GetBBlockDescriptor(k_per_block, n_per_block, b_grid_desc)), // BBlockDesc,
decltype(GetCBlockDescriptor(m_per_block, n_per_block, c_grid_desc)), // CBlockDesc,
KPerBlock, // KPerBlock,
ThreadwiseGemm_Dispatch, // ThreadwiseGemm_Dispatch,
......@@ -320,14 +339,14 @@ struct GridwiseGemmAvx2_MxN
auto a_threadwise_copy =
AThreadwiseCopy(a_grid_desc,
ck::make_zero_multi_index<a_block_copy_dim>(),
GetABlockDescriptor(m_per_block, k_per_block),
GetABlockDescriptor(m_per_block, k_per_block, a_grid_desc),
ck::make_zero_multi_index<a_block_copy_dim>(),
AElementwiseOperation{});
auto b_threadwise_copy =
BThreadwiseCopy(b_grid_desc,
ck::make_zero_multi_index<b_block_copy_dim>(),
GetBBlockDescriptor(k_per_block, n_per_block),
GetBBlockDescriptor(k_per_block, n_per_block, b_grid_desc),
ck::make_zero_multi_index<b_block_copy_dim>(),
BElementwiseOperation{});
......@@ -338,21 +357,27 @@ struct GridwiseGemmAvx2_MxN
ck::make_zero_multi_index<2>(),
CElementwiseOperation{});
DeviceAlignedMemCPU a_block_mem(m_per_block * k_per_block * sizeof(FloatA),
DeviceAlignedMemCPU a_block_mem(
UseALocalBuffer ? m_per_block * k_per_block * sizeof(FloatA) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU b_block_mem(k_per_block * n_per_block * sizeof(FloatB),
DeviceAlignedMemCPU b_block_mem(
UseBLocalBuffer ? k_per_block * n_per_block * sizeof(FloatB) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU c_block_mem(
UseCLocalBuffer ? (m_per_block * n_per_block * sizeof(FloatC)) : 0,
MemAlignmentByte);
auto a_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf),
a_block_mem.mMemSize / sizeof(FloatA));
UseALocalBuffer ? reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf)
: const_cast<FloatA*>(p_a_grid),
UseALocalBuffer ? a_block_mem.mMemSize / sizeof(FloatA)
: a_grid_desc.GetElementSpaceSize());
auto b_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf),
b_block_mem.mMemSize / sizeof(FloatB));
UseBLocalBuffer ? reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf)
: const_cast<FloatB*>(p_b_grid),
UseBLocalBuffer ? b_block_mem.mMemSize / sizeof(FloatB)
: b_grid_desc.GetElementSpaceSize());
auto c_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
UseCLocalBuffer ? reinterpret_cast<FloatC*>(c_block_mem.mpDeviceBuf)
......@@ -395,8 +420,8 @@ struct GridwiseGemmAvx2_MxN
{
ck::index_t kc_size = ck::math::min(GemmK - i_kc, k_per_block);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size, a_grid_desc);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size, b_grid_desc);
a_threadwise_copy.RunRead(a_grid_desc,
a_grid_buf,
......@@ -412,12 +437,17 @@ struct GridwiseGemmAvx2_MxN
blockwise_gemm.Run(a_block_desc,
a_block_buf,
make_zero_multi_index<a_block_copy_dim>(),
GetASliceLength(mc_size, kc_size),
b_block_desc,
b_block_buf,
make_zero_multi_index<b_block_copy_dim>(),
GetBSliceLength(kc_size, nc_size),
c_block_desc,
c_block_buf,
make_zero_multi_index<2>(),
GetCSliceLength(mc_size, nc_size),
i_kc != 0);
if((i_kc + k_per_block) < GemmK)
......@@ -450,14 +480,14 @@ struct GridwiseGemmAvx2_MxN
auto a_threadwise_copy =
AThreadwiseCopy(a_grid_desc,
ck::make_zero_multi_index<a_block_copy_dim>(),
GetABlockDescriptor(m_per_block, k_per_block),
GetABlockDescriptor(m_per_block, k_per_block, a_grid_desc),
ck::make_zero_multi_index<a_block_copy_dim>(),
AElementwiseOperation{});
auto b_threadwise_copy =
BThreadwiseCopy(b_grid_desc,
ck::make_zero_multi_index<b_block_copy_dim>(),
GetBBlockDescriptor(k_per_block, n_per_block),
GetBBlockDescriptor(k_per_block, n_per_block, b_grid_desc),
ck::make_zero_multi_index<b_block_copy_dim>(),
BElementwiseOperation{});
......@@ -468,21 +498,27 @@ struct GridwiseGemmAvx2_MxN
ck::make_zero_multi_index<2>(),
CElementwiseOperation{});
DeviceAlignedMemCPU a_block_mem(m_per_block * k_per_block * sizeof(FloatA),
DeviceAlignedMemCPU a_block_mem(
UseALocalBuffer ? m_per_block * k_per_block * sizeof(FloatA) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU b_block_mem(k_per_block * n_per_block * sizeof(FloatB),
DeviceAlignedMemCPU b_block_mem(
UseBLocalBuffer ? k_per_block * n_per_block * sizeof(FloatB) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU c_block_mem(
UseCLocalBuffer ? (m_per_block * n_per_block * sizeof(FloatC)) : 0,
MemAlignmentByte);
auto a_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf),
a_block_mem.mMemSize / sizeof(FloatA));
UseALocalBuffer ? reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf)
: const_cast<FloatA*>(p_a_grid),
UseALocalBuffer ? a_block_mem.mMemSize / sizeof(FloatA)
: a_grid_desc.GetElementSpaceSize());
auto b_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf),
b_block_mem.mMemSize / sizeof(FloatB));
UseBLocalBuffer ? reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf)
: const_cast<FloatB*>(p_b_grid),
UseBLocalBuffer ? b_block_mem.mMemSize / sizeof(FloatB)
: b_grid_desc.GetElementSpaceSize());
auto c_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
UseCLocalBuffer ? reinterpret_cast<FloatC*>(c_block_mem.mpDeviceBuf)
......@@ -503,7 +539,7 @@ struct GridwiseGemmAvx2_MxN
{
ck::index_t kc_size = ck::math::min(GemmK - i_kc, k_per_block);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size, a_grid_desc);
a_threadwise_copy.RunRead(a_grid_desc,
a_grid_buf,
a_block_desc,
......@@ -519,7 +555,7 @@ struct GridwiseGemmAvx2_MxN
ck::math::min(GemmN - i_nc, n_per_block); // TODO: nc need be 8x
nc_size = math::integer_least_multiple(
nc_size, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size, b_grid_desc);
b_threadwise_copy.RunRead(b_grid_desc,
b_grid_buf,
......@@ -543,12 +579,18 @@ struct GridwiseGemmAvx2_MxN
blockwise_gemm.Run(a_block_desc,
a_block_buf,
make_zero_multi_index<a_block_copy_dim>(),
GetASliceLength(mc_size, kc_size),
b_block_desc,
b_block_buf,
make_zero_multi_index<b_block_copy_dim>(),
GetBSliceLength(kc_size, nc_size),
c_block_desc,
c_block_buf,
make_zero_multi_index<2>(),
GetCSliceLength(mc_size, nc_size),
i_kc != 0);
if((i_nc + n_per_block) < GemmN)
......
include/ck/tensor_operation/cpu/grid/gridwise_gemm_bias_activation_add_avx2.hpp
View file @ 71254ddd
......@@ -96,7 +96,11 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
// static constexpr auto Avx2RegisterVector = 8; // 8 floats
static constexpr index_t MemAlignmentByte = 32; // 256bit
static auto GetABlockDescriptor(const ck::index_t m_per_blk, const ck::index_t k_per_blk)
static auto GetABlockDescriptor(const ck::index_t m_per_blk,
const ck::index_t k_per_blk,
const AGridDesc& a_grid_desc)
{
if constexpr(UseALocalBuffer)
{
if constexpr(std::is_same<typename ThreadwiseGemm_Dispatch::MatrixALayout,
ck::tensor_layout::gemm::RowMajor>::value)
......@@ -116,8 +120,17 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
return a_block_desc_k_m;
}
}
else
{
return a_grid_desc;
}
}
static auto GetBBlockDescriptor(const ck::index_t k_per_blk, const ck::index_t n_per_blk)
static auto GetBBlockDescriptor(const ck::index_t k_per_blk,
const ck::index_t n_per_blk,
const BGridDesc& b_grid_desc)
{
if constexpr(UseBLocalBuffer)
{
// n_per_blk should be 8x
if constexpr(std::is_same<typename ThreadwiseGemm_Dispatch::MatrixBLayout,
......@@ -131,13 +144,19 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
else
{
// B : N/8, K, N8
auto b_block_desc_n0_k_n1 = make_naive_tensor_descriptor_packed(make_tuple(
math::integer_divide_ceil(n_per_blk, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
auto b_block_desc_n0_k_n1 = make_naive_tensor_descriptor_packed(
make_tuple(math::integer_divide_ceil(
n_per_blk, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize),
k_per_blk,
ThreadwiseGemm_Dispatch::MatrixBMinVectorSize));
return b_block_desc_n0_k_n1;
}
}
else
{
return b_grid_desc;
}
}
static auto GetCBlockDescriptor(const ck::index_t m_per_blk,
const ck::index_t n_per_blk,
......@@ -282,10 +301,10 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
constexpr auto b_block_copy_dim = BGridDesc::GetNumOfDimension();
auto a_grid_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<const FloatA*>(p_a_grid), a_grid_desc.GetElementSpaceSize());
const_cast<FloatA*>(p_a_grid), a_grid_desc.GetElementSpaceSize());
auto b_grid_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<const FloatB*>(p_b_grid), b_grid_desc.GetElementSpaceSize());
const_cast<FloatB*>(p_b_grid), b_grid_desc.GetElementSpaceSize());
auto c_grid_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatC*>(p_c_grid), c_grid_desc.GetElementSpaceSize());
......@@ -300,8 +319,8 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
FloatA, // FloatA,
FloatB, // FloatB,
FloatC, // FloatC,
decltype(GetABlockDescriptor(m_per_block, k_per_block)), // ABlockDesc,
decltype(GetBBlockDescriptor(k_per_block, n_per_block)), // BBlockDesc,
decltype(GetABlockDescriptor(m_per_block, k_per_block, a_grid_desc)), // ABlockDesc,
decltype(GetBBlockDescriptor(k_per_block, n_per_block, b_grid_desc)), // BBlockDesc,
decltype(GetCBlockDescriptor(m_per_block, n_per_block, c_grid_desc)), // CBlockDesc,
KPerBlock, // KPerBlock,
ThreadwiseGemm_Dispatch, // ThreadwiseGemm_Dispatch,
......@@ -346,14 +365,14 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
auto a_threadwise_copy =
AThreadwiseCopy(a_grid_desc,
ck::make_zero_multi_index<a_block_copy_dim>(),
GetABlockDescriptor(m_per_block, k_per_block),
GetABlockDescriptor(m_per_block, k_per_block, a_grid_desc),
ck::make_zero_multi_index<a_block_copy_dim>(),
AElementwiseOperation{});
auto b_threadwise_copy =
BThreadwiseCopy(b_grid_desc,
ck::make_zero_multi_index<b_block_copy_dim>(),
GetBBlockDescriptor(k_per_block, n_per_block),
GetBBlockDescriptor(k_per_block, n_per_block, b_grid_desc),
ck::make_zero_multi_index<b_block_copy_dim>(),
BElementwiseOperation{});
......@@ -364,21 +383,27 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
ck::make_zero_multi_index<2>(),
CElementwiseOperation{});
DeviceAlignedMemCPU a_block_mem(m_per_block * k_per_block * sizeof(FloatA),
DeviceAlignedMemCPU a_block_mem(
UseALocalBuffer ? m_per_block * k_per_block * sizeof(FloatA) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU b_block_mem(k_per_block * n_per_block * sizeof(FloatB),
DeviceAlignedMemCPU b_block_mem(
UseBLocalBuffer ? k_per_block * n_per_block * sizeof(FloatB) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU c_block_mem(
UseCLocalBuffer ? (m_per_block * n_per_block * sizeof(FloatC)) : 0,
MemAlignmentByte);
auto a_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf),
a_block_mem.mMemSize / sizeof(FloatA));
UseALocalBuffer ? reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf)
: const_cast<FloatA*>(p_a_grid),
UseALocalBuffer ? a_block_mem.mMemSize / sizeof(FloatA)
: a_grid_desc.GetElementSpaceSize());
auto b_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf),
b_block_mem.mMemSize / sizeof(FloatB));
UseBLocalBuffer ? reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf)
: const_cast<FloatB*>(p_b_grid),
UseBLocalBuffer ? b_block_mem.mMemSize / sizeof(FloatB)
: b_grid_desc.GetElementSpaceSize());
auto c_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
UseCLocalBuffer ? reinterpret_cast<FloatC*>(c_block_mem.mpDeviceBuf)
......@@ -428,8 +453,8 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
{
ck::index_t kc_size = ck::math::min(GemmK - i_kc, k_per_block);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size, a_grid_desc);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size, b_grid_desc);
a_threadwise_copy.RunRead(a_grid_desc,
a_grid_buf,
......@@ -445,12 +470,18 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
blockwise_gemm.Run(a_block_desc,
a_block_buf,
make_zero_multi_index<a_block_copy_dim>(),
GetASliceLength(mc_size, kc_size),
b_block_desc,
b_block_buf,
make_zero_multi_index<b_block_copy_dim>(),
GetBSliceLength(kc_size, nc_size),
c_block_desc,
c_block_buf,
make_zero_multi_index<2>(),
GetCSliceLength(mc_size, nc_size),
i_kc != 0);
if((i_kc + k_per_block) < GemmK)
......@@ -487,14 +518,14 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
auto a_threadwise_copy =
AThreadwiseCopy(a_grid_desc,
ck::make_zero_multi_index<a_block_copy_dim>(),
GetABlockDescriptor(m_per_block, k_per_block),
GetABlockDescriptor(m_per_block, k_per_block, a_grid_desc),
ck::make_zero_multi_index<a_block_copy_dim>(),
AElementwiseOperation{});
auto b_threadwise_copy =
BThreadwiseCopy(b_grid_desc,
ck::make_zero_multi_index<b_block_copy_dim>(),
GetBBlockDescriptor(k_per_block, n_per_block),
GetBBlockDescriptor(k_per_block, n_per_block, b_grid_desc),
ck::make_zero_multi_index<b_block_copy_dim>(),
BElementwiseOperation{});
......@@ -505,21 +536,27 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
ck::make_zero_multi_index<2>(),
CElementwiseOperation{});
DeviceAlignedMemCPU a_block_mem(m_per_block * k_per_block * sizeof(FloatA),
DeviceAlignedMemCPU a_block_mem(
UseALocalBuffer ? m_per_block * k_per_block * sizeof(FloatA) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU b_block_mem(k_per_block * n_per_block * sizeof(FloatB),
DeviceAlignedMemCPU b_block_mem(
UseBLocalBuffer ? k_per_block * n_per_block * sizeof(FloatB) : 0,
MemAlignmentByte);
DeviceAlignedMemCPU c_block_mem(
UseCLocalBuffer ? (m_per_block * n_per_block * sizeof(FloatC)) : 0,
MemAlignmentByte);
auto a_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf),
a_block_mem.mMemSize / sizeof(FloatA));
UseALocalBuffer ? reinterpret_cast<FloatA*>(a_block_mem.mpDeviceBuf)
: const_cast<FloatA*>(p_a_grid),
UseALocalBuffer ? a_block_mem.mMemSize / sizeof(FloatA)
: a_grid_desc.GetElementSpaceSize());
auto b_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf),
b_block_mem.mMemSize / sizeof(FloatB));
UseBLocalBuffer ? reinterpret_cast<FloatB*>(b_block_mem.mpDeviceBuf)
: const_cast<FloatB*>(p_b_grid),
UseBLocalBuffer ? b_block_mem.mMemSize / sizeof(FloatB)
: b_grid_desc.GetElementSpaceSize());
auto c_block_buf = ck::cpu::make_dynamic_buffer<ck::AddressSpaceEnum::Global>(
UseCLocalBuffer ? reinterpret_cast<FloatC*>(c_block_mem.mpDeviceBuf)
......@@ -540,7 +577,7 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
{
ck::index_t kc_size = ck::math::min(GemmK - i_kc, k_per_block);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size);
auto a_block_desc = GetABlockDescriptor(mc_size, kc_size, a_grid_desc);
a_threadwise_copy.RunRead(a_grid_desc,
a_grid_buf,
a_block_desc,
......@@ -556,7 +593,7 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
ck::math::min(GemmN - i_nc, n_per_block); // TODO: nc need be 8x
nc_size = math::integer_least_multiple(
nc_size, ThreadwiseGemm_Dispatch::MatrixBMinVectorSize);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size);
auto b_block_desc = GetBBlockDescriptor(kc_size, nc_size, b_grid_desc);
b_threadwise_copy.RunRead(b_grid_desc,
b_grid_buf,
......@@ -590,12 +627,18 @@ struct GridwiseGemmBiasActivationAddAvx2_MxN
blockwise_gemm.Run(a_block_desc,
a_block_buf,
make_zero_multi_index<a_block_copy_dim>(),
GetASliceLength(mc_size, kc_size),
b_block_desc,
b_block_buf,
make_zero_multi_index<b_block_copy_dim>(),
GetBSliceLength(kc_size, nc_size),
c_block_desc,
c_block_buf,
make_zero_multi_index<2>(),
GetCSliceLength(mc_size, nc_size),
i_kc != 0);
if((i_nc + n_per_block) < GemmN)
......
include/ck/tensor_operation/cpu/thread/threadwise_tensor_slice_transfer_avx2_specialization.hpp
View file @ 71254ddd
......@@ -519,7 +519,7 @@ struct ThreadwiseTensorSliceTransferAvx2Specialization_ConvFwd_In_NHWC
template <typename SrcBuffer, typename DstBuffer, typename SliceLengths>
void RunRead(const SrcDesc& src_desc,
const SrcBuffer& src_buf,
SrcBuffer& src_buf,
const DstDesc& dst_desc,
DstBuffer& dst_buf,
const SliceLengths& slice_length)
......@@ -917,14 +917,15 @@ struct ThreadwiseTensorSliceTransferAvx2Specialization_ConvFwd_Wei_KYXC
template <typename SrcBuffer, typename DstBuffer, typename SliceLengths>
void RunRead(const SrcDesc&,
const SrcBuffer& src_buf,
SrcBuffer& src_buf,
const DstDesc& dst_desc,
DstBuffer& dst_buf,
const SliceLengths& slice_length)
{
if constexpr(BypassTransfer)
{
// TODO: weight NHWC not support this
// KYXC weigh should not support this
dst_buf.p_data_ = reinterpret_cast<float*>(src_buf.p_data_) + src_offset;
}
else
{
......@@ -1132,12 +1133,15 @@ struct ThreadwiseTensorSliceTransferAvx2Specialization_ConvFwd_Wei_KYXCK8
template <typename SrcBuffer, typename DstBuffer, typename SliceLengths>
void RunRead(const SrcDesc&,
const SrcBuffer& src_buf,
SrcBuffer& src_buf,
const DstDesc& dst_desc,
DstBuffer& dst_buf,
const SliceLengths& slice_length)
{
if constexpr(BypassTransfer) {}
if constexpr(BypassTransfer)
{
dst_buf.p_data_ = reinterpret_cast<float*>(src_buf.p_data_) + src_offset;
}
else
{
const ck::index_t n0_per_block = slice_length[Number<0>{}];
......
library/src/tensor_operation_instance/cpu/conv2d_fwd/device_conv2d_fwd_avx2_nhwc_kyxc_nhwk_instance.cpp
View file @ 71254ddd
......@@ -47,121 +47,138 @@ static constexpr auto LoopOver_MNK = ck::tensor_operation::cpu::device::LoopOver
static constexpr auto LoopOver_MKN = ck::tensor_operation::cpu::device::LoopOver_MKN;
// clang-format off
#define DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(a_elem_op, b_elem_op, c_elem_op, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf) \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf>
#define DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(a_elem_op, b_elem_op, c_elem_op, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, c_local_buf) \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true, true, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true, true, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true, true, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, false, true, c_local_buf>, \
\
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true, true, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true, true, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true, true, c_local_buf>, \
DeviceConvNDFwdAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, false, true, c_local_buf>
// clang-format on
using device_conv2d_fwd_avx2_nhwc_kyxc_nhwk_f32_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 128, 256, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 128, 256, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 240, 128, 4, 24, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 256, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 240, 128, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 256, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 768, 320, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 896, 352, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 1024, 416, 128, 6, 16, true, true, false)>;
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 768, 320, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 896, 352, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 1024, 416, 128, 6, 16, false)>;
// clang-format on
// use this in single thread, but gemm_n is not multiple of 8
using device_conv2d_fwd_avx2_nhwc_kyxc_nhwk_f32_local_c_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 128, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 128, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 240, 128, 4, 24, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 240, 128, 4, 24, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 768, 320, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 896, 352, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 1024, 416, 128, 6, 16, true, true, true)>;
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 768, 320, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 896, 352, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 1024, 416, 128, 6, 16, true)>;
// clang-format on
// use this in multi thread environment (need local C buffer to avoid cache coherence, although some
// time no local c is better...)
using device_conv2d_fwd_avx2_nhwc_kyxc_nhwk_f32_mt_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 48, 24, 128, 4, 24, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 72, 16, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 72, 32, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 96, 32, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 96, 64, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 120, 32, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 120, 64, 128, 6, 16, true, true, true),
// DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 128, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 240, 128, 4, 24, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 768, 320, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 896, 352, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 1024, 416, 128, 6, 16, true, true, true)>;
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 24, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 32, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 40, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 48, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 48, 48, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 56, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 72, 16, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 72, 16, 256, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 72, 32, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 72, 32, 256, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 96, 32, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 96, 64, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 120, 32, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 120, 64, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 128, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 240, 128, 4, 24, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 512, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 768, 320, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 896, 352, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 1024, 416, 128, 6, 16, true)>;
// clang-format on
using device_conv2d_fwd_avx2_nhwc_kyxc_nhwk_f32_relu_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 64, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 128, 256, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 64, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 128, 256, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 240, 128, 4, 24, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 256, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 240, 128, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 256, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 768, 320, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 896, 352, 128, 6, 16, true, true, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 1024, 416, 128, 6, 16, true, true, false)>;
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 768, 320, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 896, 352, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 1024, 416, 128, 6, 16, false)>;
// clang-format on
// use this in single thread, but gemm_n is not multiple of 8
using device_conv2d_fwd_avx2_nhwc_kyxc_nhwk_f32_local_c_relu_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 64, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 128, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 64, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 128, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 240, 128, 4, 24, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 240, 128, 4, 24, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 768, 320, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 896, 352, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 1024, 416, 128, 6, 16, true, true, true)>;
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 768, 320, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 896, 352, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 1024, 416, 128, 6, 16, true)>;
// clang-format on
// use this in multi thread environment (need local C buffer to avoid cache coherence, although some
// time no local c is better...)
using device_conv2d_fwd_avx2_nhwc_kyxc_nhwk_f32_mt_relu_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 48, 24, 128, 4, 24, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 72, 16, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 72, 32, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 96, 32, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 96, 64, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 120, 32, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 120, 64, 128, 6, 16, true, true, true),
// DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 128, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 240, 128, 4, 24, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 256, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 768, 320, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 896, 352, 128, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 1024, 416, 128, 6, 16, true, true, true)>;
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 24, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 32, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 40, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 48, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 48, 48, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 56, 24, 256, 4, 24, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 72, 16, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 72, 16, 256, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 72, 32, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 72, 32, 256, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 96, 32, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 96, 64, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 120, 32, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 120, 64, 128, 6, 16, false),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 256, 128, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 128, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 240, 128, 4, 24, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 512, 256, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 768, 320, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 896, 352, 128, 6, 16, true),
DEVICE_CONV2D_FWD_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, Relu, 1024, 416, 128, 6, 16, true)>;
// clang-format on
void add_device_conv2d_fwd_avx2_nhwc_kyxc_nhwk(std::vector<DeviceConvFwdPtr<PT, PT, PT>>& instances)
......
library/src/tensor_operation_instance/cpu/conv2d_fwd_bias_activation_add/device_conv2d_bias_activation_add_avx2_nhwc_kyxc_nhwk_instance.cpp
View file @ 71254ddd
......@@ -40,68 +40,77 @@ static constexpr auto LoopOver_MNK = ck::tensor_operation::cpu::device::LoopOver
static constexpr auto LoopOver_MKN = ck::tensor_operation::cpu::device::LoopOver_MKN;
// clang-format off
#define DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(a_elem_op, b_elem_op, c_elem_op, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m) \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>
#define DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(a_elem_op, b_elem_op, c_elem_op, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, c_local_buf, bias_along_m) \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, false, true , c_local_buf, bias_along_m>, \
\
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, false, true , c_local_buf, bias_along_m>
// clang-format on
using device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxc_nhwk_f32_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, true, false, false)>;
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, false, false)>;
// clang-format on
// use this in single thread, but gemm_n is not multiple of 8
using device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxc_nhwk_f32_local_c_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, true, true, false)>;
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, false)>;
// clang-format on
// use this in multi thread environment (need local C buffer to avoid cache coherence, although some
// time no local c is better...)
using device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxc_nhwk_f32_mt_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 48, 24, 128, 4, 24, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 72, 16, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 72, 32, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 96, 32, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 96, 64, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 120, 32, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 120, 64, 128, 6, 16, true, true, true, false),
// DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, true, true, false)>;
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 24, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 32, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 40, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 48, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 48, 48, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 56, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 72, 16, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 72, 16, 256, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 72, 32, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 72, 32, 256, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 96, 32, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 96, 64, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 120, 32, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 120, 64, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXC_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, false)>;
// clang-format on
void add_device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxc_nhwk(
......
library/src/tensor_operation_instance/cpu/conv2d_fwd_bias_activation_add/device_conv2d_bias_activation_add_avx2_nhwc_kyxck8_nhwk_instance.cpp
View file @ 71254ddd
......@@ -40,69 +40,81 @@ static constexpr auto LoopOver_MNK = ck::tensor_operation::cpu::device::LoopOver
static constexpr auto LoopOver_MKN = ck::tensor_operation::cpu::device::LoopOver_MKN;
// clang-format off
#define DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(a_elem_op, b_elem_op, c_elem_op, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m) \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, a_local_buf, b_local_buf, c_local_buf, bias_along_m>
#define DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(a_elem_op, b_elem_op, c_elem_op, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, c_local_buf, bias_along_m) \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, false, false, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MNK, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , false, c_local_buf, bias_along_m>, \
\
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , true , c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwd1x1S1P0, GemmKLoopOverC , LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, false, false, c_local_buf, bias_along_m>, \
DeviceConvNDFwdBiasActivationAddAvx2_Input_N_Hi_Wi_C_Weight_K_Y_X_C_K8_Output_N_Ho_Wo_K<float , float , float, float , float, a_elem_op, b_elem_op, c_elem_op, ConvFwdDefault, DefaultGemmKLoop, LoopOver_MKN, 2, m_per_block, n_per_block, k_per_block, m_per_thread, n_per_thread, true , false, c_local_buf, bias_along_m>
// clang-format on
using device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxck8_nhwk_f32_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, true, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, true, false, false)>;
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, false, false)>;
// clang-format on
// use this in single thread, but gemm_n is not multiple of 8
using device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxck8_nhwk_f32_local_c_instances =
std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 64, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, true, true, false)>;
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, false)>;
// clang-format on
// use this in multi thread environment (need local C buffer to avoid cache coherence, although some
// time no local c is better...)
using device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxck8_nhwk_f32_mt_instances = std::tuple<
// clang-format off
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 48, 24, 128, 4, 24, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 72, 16, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 72, 32, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 96, 32, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 96, 64, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 120, 32, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 120, 64, 128, 6, 16, true, true, true, false),
// DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, PT, 256, 128, 64, 6, 16, true, true, true),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, true, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, true, true, false)>;
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 24, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 32, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 40, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 48, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 48, 48, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 56, 24, 256, 4, 24, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 72, 16, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 72, 16, 256, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 72, 32, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 72, 32, 256, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 96, 32, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 96, 64, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 120, 32, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 120, 64, 128, 6, 16, false, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 256, 128, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 128, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 240, 128, 4, 24, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 512, 256, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 768, 320, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 896, 352, 128, 6, 16, true, false),
DEVICE_CONV2D_FWD_BAA_AVX2_NHWC_KYXCK8_NHWK_F32(PT, PT, AddReluAdd, 1024, 416, 128, 6, 16, true, false)>;
// clang-format on
void add_device_conv2d_fwd_bias_activation_add_avx2_nhwc_kyxck8_nhwk(
......
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