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re-enable clang-format by default (#3030)

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* re-enable clang-format by default

* fix clang format
This commit is contained in:
Illia Silin
2025-10-15 07:43:11 -07:00
committed by GitHub
parent bde5f26db3
commit 3348f01e6f
7 changed files with 126 additions and 124 deletions
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1
Jenkinsfile vendored
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@@ -1190,7 +1190,6 @@ pipeline {
when {
beforeAgent true
expression { env.SHOULD_RUN_CI.toBoolean() }
expression { params.RUN_CPPCHECK.toBoolean() }
}
parallel{
stage('Clang Format and Cppcheck') {

12
example/ck_tile/20_grouped_convolution/gemm_configs.hpp
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@@ -226,20 +226,20 @@ struct ConvTypeConfig;
template <>
struct ConvTypeConfig<ck_tile::half_t>
{
using InDataType = ck_tile::half_t;
using WeiDataType = ck_tile::half_t;
using InDataType = ck_tile::half_t;
using WeiDataType = ck_tile::half_t;
using AccDataType = float;
using OutDataType = ck_tile::half_t;
using OutDataType = ck_tile::half_t;
// ToDo: Add more bias config to support different categories of GEMM.
};
template <>
struct ConvTypeConfig<ck_tile::bf16_t, ck_tile::bf16_t, ck_tile::bf16_t>
{
using InDataType = ck_tile::bf16_t;
using WeiDataType = ck_tile::bf16_t;
using InDataType = ck_tile::bf16_t;
using WeiDataType = ck_tile::bf16_t;
using AccDataType = float;
using OutDataType = ck_tile::bf16_t;
using OutDataType = ck_tile::bf16_t;
};
template <typename T>

5
example/ck_tile/38_block_scale_gemm/gemm_quant_basic.cpp
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@@ -451,4 +451,7 @@ int run_gemm_example(int argc, char* argv[])
}
}
int main(int argc, char* argv[]) { return !run_gemm_example<GemmConfigPreshuffleB_Bquant_prefill>(argc, argv); }
int main(int argc, char* argv[])
{
return !run_gemm_example<GemmConfigPreshuffleB_Bquant_prefill>(argc, argv);
}

70
include/ck_tile/ops/grouped_convolution/kernel/grouped_convolution_backward_data_kernel.hpp
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@@ -44,13 +44,13 @@ struct GroupedConvBwdDataKernelArgs
CK_TILE_HOST GroupedConvBwdDataKernelArgs(const GroupedConvBwdDataHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -145,15 +145,15 @@ struct GroupedConvBwdDataKernelArgs
CK_TILE_HOST GroupedConvBwdDataKernelArgs(const GroupedConvBwdDataHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -161,13 +161,13 @@ struct GroupedConvBwdDataKernelArgs
static_cast<index_t>(args.output_spatial_lengths_[1])};
conv_filter_strides = {static_cast<index_t>(args.conv_filter_strides_[0]),
static_cast<index_t>(args.conv_filter_strides_[1])};
static_cast<index_t>(args.conv_filter_strides_[1])};
conv_filter_dilations = {static_cast<index_t>(args.conv_filter_dilations_[0]),
static_cast<index_t>(args.conv_filter_dilations_[1])};
input_left_pads = {static_cast<index_t>(args.input_left_pads_[0]),
static_cast<index_t>(args.input_left_pads_[1])};
static_cast<index_t>(args.input_left_pads_[1])};
input_right_pads = {static_cast<index_t>(args.input_right_pads_[0]),
static_cast<index_t>(args.input_right_pads_[1])};
static_cast<index_t>(args.input_right_pads_[1])};
k_batch = args.k_batch;
@@ -262,17 +262,17 @@ struct GroupedConvBwdDataKernelArgs
CK_TILE_HOST GroupedConvBwdDataKernelArgs(const GroupedConvBwdDataHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1]),
static_cast<index_t>(args.input_spatial_lengths_[2])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1]),
static_cast<index_t>(args.input_spatial_lengths_[2])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1]),
static_cast<index_t>(args.filter_spatial_lengths_[2])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1]),
static_cast<index_t>(args.filter_spatial_lengths_[2])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -281,17 +281,17 @@ struct GroupedConvBwdDataKernelArgs
static_cast<index_t>(args.output_spatial_lengths_[2])};
conv_filter_strides = {static_cast<index_t>(args.conv_filter_strides_[0]),
static_cast<index_t>(args.conv_filter_strides_[1]),
static_cast<index_t>(args.conv_filter_strides_[2])};
static_cast<index_t>(args.conv_filter_strides_[1]),
static_cast<index_t>(args.conv_filter_strides_[2])};
conv_filter_dilations = {static_cast<index_t>(args.conv_filter_dilations_[0]),
static_cast<index_t>(args.conv_filter_dilations_[1]),
static_cast<index_t>(args.conv_filter_dilations_[2])};
input_left_pads = {static_cast<index_t>(args.input_left_pads_[0]),
static_cast<index_t>(args.input_left_pads_[1]),
static_cast<index_t>(args.input_left_pads_[2])};
static_cast<index_t>(args.input_left_pads_[1]),
static_cast<index_t>(args.input_left_pads_[2])};
input_right_pads = {static_cast<index_t>(args.input_right_pads_[0]),
static_cast<index_t>(args.input_right_pads_[1]),
static_cast<index_t>(args.input_right_pads_[2])};
static_cast<index_t>(args.input_right_pads_[1]),
static_cast<index_t>(args.input_right_pads_[2])};
k_batch = args.k_batch;
@@ -387,8 +387,8 @@ struct GroupedConvBwdDataKernelArgs
static constexpr index_t MaxGroupedGemmGroupsNum = 128;
using ABCGridDescs = remove_cvref_t<decltype(
ConvToGemmTransformer{}.MakeABCGridDescriptor_A_K0_M_K1_B_K0_N_K1_C_M_N(1))>;
using ABCGridDescs = remove_cvref_t<
decltype(ConvToGemmTransformer{}.MakeABCGridDescriptor_A_K0_M_K1_B_K0_N_K1_C_M_N(1))>;
using AGridDescMK = remove_cvref_t<decltype(ABCGridDescs{}[number<0>{}])>;
using BGridDescNK = remove_cvref_t<decltype(ABCGridDescs{}[number<1>{}])>;

70
include/ck_tile/ops/grouped_convolution/kernel/grouped_convolution_backward_weight_kernel.hpp
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@@ -40,13 +40,13 @@ struct GroupedConvBwdWeightKernelArgs
CK_TILE_HOST GroupedConvBwdWeightKernelArgs(const GroupedConvBwdWeightHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -109,15 +109,15 @@ struct GroupedConvBwdWeightKernelArgs
CK_TILE_HOST GroupedConvBwdWeightKernelArgs(const GroupedConvBwdWeightHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -125,13 +125,13 @@ struct GroupedConvBwdWeightKernelArgs
static_cast<index_t>(args.output_spatial_lengths_[1])};
conv_filter_strides = {static_cast<index_t>(args.conv_filter_strides_[0]),
static_cast<index_t>(args.conv_filter_strides_[1])};
static_cast<index_t>(args.conv_filter_strides_[1])};
conv_filter_dilations = {static_cast<index_t>(args.conv_filter_dilations_[0]),
static_cast<index_t>(args.conv_filter_dilations_[1])};
input_left_pads = {static_cast<index_t>(args.input_left_pads_[0]),
static_cast<index_t>(args.input_left_pads_[1])};
static_cast<index_t>(args.input_left_pads_[1])};
input_right_pads = {static_cast<index_t>(args.input_right_pads_[0]),
static_cast<index_t>(args.input_right_pads_[1])};
static_cast<index_t>(args.input_right_pads_[1])};
k_batch = args.k_batch;
@@ -185,17 +185,17 @@ struct GroupedConvBwdWeightKernelArgs
CK_TILE_HOST GroupedConvBwdWeightKernelArgs(const GroupedConvBwdWeightHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1]),
static_cast<index_t>(args.input_spatial_lengths_[2])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1]),
static_cast<index_t>(args.input_spatial_lengths_[2])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1]),
static_cast<index_t>(args.filter_spatial_lengths_[2])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1]),
static_cast<index_t>(args.filter_spatial_lengths_[2])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -204,17 +204,17 @@ struct GroupedConvBwdWeightKernelArgs
static_cast<index_t>(args.output_spatial_lengths_[2])};
conv_filter_strides = {static_cast<index_t>(args.conv_filter_strides_[0]),
static_cast<index_t>(args.conv_filter_strides_[1]),
static_cast<index_t>(args.conv_filter_strides_[2])};
static_cast<index_t>(args.conv_filter_strides_[1]),
static_cast<index_t>(args.conv_filter_strides_[2])};
conv_filter_dilations = {static_cast<index_t>(args.conv_filter_dilations_[0]),
static_cast<index_t>(args.conv_filter_dilations_[1]),
static_cast<index_t>(args.conv_filter_dilations_[2])};
input_left_pads = {static_cast<index_t>(args.input_left_pads_[0]),
static_cast<index_t>(args.input_left_pads_[1]),
static_cast<index_t>(args.input_left_pads_[2])};
static_cast<index_t>(args.input_left_pads_[1]),
static_cast<index_t>(args.input_left_pads_[2])};
input_right_pads = {static_cast<index_t>(args.input_right_pads_[0]),
static_cast<index_t>(args.input_right_pads_[1]),
static_cast<index_t>(args.input_right_pads_[2])};
static_cast<index_t>(args.input_right_pads_[1]),
static_cast<index_t>(args.input_right_pads_[2])};
k_batch = args.k_batch;
@@ -257,8 +257,8 @@ struct GroupedConvBwdWeightKernelArgs
GemmBatch = args.G_;
}
using ABCGridDescs = remove_cvref_t<decltype(
ConvToGemmTransformer{}.MakeABCGridDescriptor_A_K0_M_K1_B_K0_N_K1_C_M_N())>;
using ABCGridDescs = remove_cvref_t<
decltype(ConvToGemmTransformer{}.MakeABCGridDescriptor_A_K0_M_K1_B_K0_N_K1_C_M_N())>;
using AGridDescKM = remove_cvref_t<decltype(ABCGridDescs{}[number<0>{}])>;
using BGridDescKN = remove_cvref_t<decltype(ABCGridDescs{}[number<1>{}])>;

84
include/ck_tile/ops/grouped_convolution/kernel/grouped_convolution_forward_kernel.hpp
View File

@@ -41,13 +41,13 @@ struct GroupedConvFwdKernelArgs
CK_TILE_HOST GroupedConvFwdKernelArgs(const GroupedConvFwdHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -124,15 +124,15 @@ struct GroupedConvFwdKernelArgs
CK_TILE_HOST GroupedConvFwdKernelArgs(const GroupedConvFwdHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -140,13 +140,13 @@ struct GroupedConvFwdKernelArgs
static_cast<index_t>(args.output_spatial_lengths_[1])};
conv_filter_strides = {static_cast<index_t>(args.conv_filter_strides_[0]),
static_cast<index_t>(args.conv_filter_strides_[1])};
static_cast<index_t>(args.conv_filter_strides_[1])};
conv_filter_dilations = {static_cast<index_t>(args.conv_filter_dilations_[0]),
static_cast<index_t>(args.conv_filter_dilations_[1])};
input_left_pads = {static_cast<index_t>(args.input_left_pads_[0]),
static_cast<index_t>(args.input_left_pads_[1])};
static_cast<index_t>(args.input_left_pads_[1])};
input_right_pads = {static_cast<index_t>(args.input_right_pads_[0]),
static_cast<index_t>(args.input_right_pads_[1])};
static_cast<index_t>(args.input_right_pads_[1])};
k_batch = args.k_batch;
@@ -216,17 +216,17 @@ struct GroupedConvFwdKernelArgs
CK_TILE_HOST GroupedConvFwdKernelArgs(const GroupedConvFwdHostArgs& args)
{
in_g_n_c_wis_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1]),
static_cast<index_t>(args.input_spatial_lengths_[2])};
static_cast<index_t>(args.N_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.input_spatial_lengths_[0]),
static_cast<index_t>(args.input_spatial_lengths_[1]),
static_cast<index_t>(args.input_spatial_lengths_[2])};
wei_g_k_c_xs_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1]),
static_cast<index_t>(args.filter_spatial_lengths_[2])};
static_cast<index_t>(args.K_),
static_cast<index_t>(args.C_),
static_cast<index_t>(args.filter_spatial_lengths_[0]),
static_cast<index_t>(args.filter_spatial_lengths_[1]),
static_cast<index_t>(args.filter_spatial_lengths_[2])};
out_g_n_k_wos_lengths = {static_cast<index_t>(args.G_),
static_cast<index_t>(args.N_),
static_cast<index_t>(args.K_),
@@ -235,17 +235,17 @@ struct GroupedConvFwdKernelArgs
static_cast<index_t>(args.output_spatial_lengths_[2])};
conv_filter_strides = {static_cast<index_t>(args.conv_filter_strides_[0]),
static_cast<index_t>(args.conv_filter_strides_[1]),
static_cast<index_t>(args.conv_filter_strides_[2])};
static_cast<index_t>(args.conv_filter_strides_[1]),
static_cast<index_t>(args.conv_filter_strides_[2])};
conv_filter_dilations = {static_cast<index_t>(args.conv_filter_dilations_[0]),
static_cast<index_t>(args.conv_filter_dilations_[1]),
static_cast<index_t>(args.conv_filter_dilations_[2])};
input_left_pads = {static_cast<index_t>(args.input_left_pads_[0]),
static_cast<index_t>(args.input_left_pads_[1]),
static_cast<index_t>(args.input_left_pads_[2])};
static_cast<index_t>(args.input_left_pads_[1]),
static_cast<index_t>(args.input_left_pads_[2])};
input_right_pads = {static_cast<index_t>(args.input_right_pads_[0]),
static_cast<index_t>(args.input_right_pads_[1]),
static_cast<index_t>(args.input_right_pads_[2])};
static_cast<index_t>(args.input_right_pads_[1]),
static_cast<index_t>(args.input_right_pads_[2])};
k_batch = args.k_batch;
@@ -306,15 +306,15 @@ struct GroupedConvFwdKernelArgs
args.output_spatial_lengths_[2];
}
using AGridDescMK = remove_cvref_t<decltype(
ConvToGemmFwdTransformer{}
.template MakeADescriptor_M_K<typename GroupedConvTraitsType_::InLayout>())>;
using BGridDescNK = remove_cvref_t<decltype(
ConvToGemmFwdTransformer{}
.template MakeBDescriptor_N_K<typename GroupedConvTraitsType_::WeiLayout>())>;
using CGridDescMN = remove_cvref_t<decltype(
ConvToGemmFwdTransformer{}
.template MakeCDescriptor_M_N<typename GroupedConvTraitsType_::OutLayout>())>;
using AGridDescMK = remove_cvref_t<
decltype(ConvToGemmFwdTransformer{}
.template MakeADescriptor_M_K<typename GroupedConvTraitsType_::InLayout>())>;
using BGridDescNK = remove_cvref_t<
decltype(ConvToGemmFwdTransformer{}
.template MakeBDescriptor_N_K<typename GroupedConvTraitsType_::WeiLayout>())>;
using CGridDescMN = remove_cvref_t<
decltype(ConvToGemmFwdTransformer{}
.template MakeCDescriptor_M_N<typename GroupedConvTraitsType_::OutLayout>())>;
static constexpr index_t NonSpatialDims = 3;
array<index_t, NonSpatialDims + GroupedConvTraitsType_::NDimSpatial> in_g_n_c_wis_lengths;

8
profiler/include/profiler/profile_grouped_conv_bwd_data_impl.hpp
View File

@@ -177,12 +177,12 @@ bool profile_grouped_conv_bwd_data_impl(int do_verification,
in_device_buf.FromDevice(in_device.mData.data());
using ComputeType_ = std::conditional_t<sizeof(OutDataType) < sizeof(WeiDataType),
OutDataType,
WeiDataType>;
OutDataType,
WeiDataType>;
using ComputeType =
std::conditional_t<sizeof(ComputeType_) < sizeof(ComputeDataType),
ComputeType_,
ComputeDataType>;
ComputeType_,
ComputeDataType>;
using AccDataType =
std::conditional_t<std::is_same_v<ComputeType, int8_t>, int32_t, float>;
const index_t num_accums = conv_param.K_;