Added ConstantPadding plugin for TensorRT < 8.2

This commit is contained in:
perseusdg
2022-01-07 13:05:09 +05:30
parent f189efcbb1
commit 3b58fbcb82
4 changed files with 350 additions and 17 deletions
+38 -17
View File
@@ -474,24 +474,45 @@ ILayer* NetworkRT::convert_layer(ITensor *input,Padding *l){
#else
//todo add PADDING_MODE_CONSTANT AND PADDING_MODE_ZERO for tensorrt versions < 8.2
if(l->padding_mode == PADDING_MODE_REFLECTION){
auto creator = getPluginRegistry()->getPluginCreator("ReflectionPaddingRT_tkDNN","1");
std::vector<PluginField> mPluginAttributes;
PluginFieldCollection mFC{};
mPluginAttributes.emplace_back(PluginField("padH",&l->paddingH,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("padW",&l->paddingW,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("inputH",&l->input_dim.h,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("inputW",&l->input_dim.w,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("outputH",&l->output_dim.h,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("outputW",&l->output_dim.w,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("n",&l->input_dim.n,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("c",&l->input_dim.c,PluginFieldType::kINT32,1));
mFC.nbFields = mPluginAttributes.size();
mFC.fields = mPluginAttributes.data();
auto *plugin = creator->createPlugin(l->getLayerName().c_str(),&mFC);
auto *lRT = networkRT->addPluginV2(&input, 1, *plugin);
checkNULL(lRT);
return lRT;
auto creator = getPluginRegistry()->getPluginCreator("ReflectionPaddingRT_tkDNN","1");
std::vector<PluginField> mPluginAttributes;
PluginFieldCollection mFC{};
mPluginAttributes.emplace_back(PluginField("padH",&l->paddingH,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("padW",&l->paddingW,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("inputH",&l->input_dim.h,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("inputW",&l->input_dim.w,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("outputH",&l->output_dim.h,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("outputW",&l->output_dim.w,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("n",&l->input_dim.n,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("c",&l->input_dim.c,PluginFieldType::kINT32,1));
mFC.nbFields = mPluginAttributes.size();
mFC.fields = mPluginAttributes.data();
auto *plugin = creator->createPlugin(l->getLayerName().c_str(),&mFC);
auto *lRT = networkRT->addPluginV2(&input, 1, *plugin);
checkNULL(lRT);
return lRT;
}else if(l->padding_mode == PADDING_MODE_CONSTANT || l->padding_mode == PADDING_MODE_ZERO){
auto creator = getPluginRegistry()->getPluginCreator("ConstantPaddingRT_tkDNN","1");
std::vector<PluginField> mPluginAttributes;
PluginFieldCollection mFC{};
mPluginAttributes.emplace_back(PluginField("padH",&l->paddingH,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("padW",&l->paddingW,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("inputH",&l->input_dim.h,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("inputW",&l->input_dim.w,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("outputH",&l->output_dim.h,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("outputW",&l->output_dim.w,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("n",&l->input_dim.n,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("c",&l->input_dim.c,PluginFieldType::kINT32,1));
mPluginAttributes.emplace_back(PluginField("constant",&l->constant,PluginFieldType::kFLOAT32,1));
mFC.nbFields = mPluginAttributes.size();
mFC.fields = mPluginAttributes.data();
auto *plugin = creator->createPlugin(l->getLayerName().c_str(),&mFC);
auto *lRT = networkRT->addPluginV2(&input,1,*plugin);
checkNULL(lRT);
return lRT;
}
return nullptr;
#endif
}