/* * Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #ifndef TRT_GROUP_NORM_PLUGIN_H #define TRT_GROUP_NORM_PLUGIN_H #include "serialize.hpp" #include "plugin.h" #include #include #include #include // One of the preferred ways of making TensorRT to be able to see // our custom layer requires extending IPluginV2 and IPluginCreator classes. // For requirements for overriden functions, check TensorRT API docs. namespace nvinfer1 { namespace plugin { template cudaError_t scaleShiftChannelsInplace(T* inOut, const int B, const int C, const int channelVolume, const float* beta, const float* gamma, cudaStream_t stream); class GroupNormalizationPlugin final : public nvinfer1::IPluginV2DynamicExt { public: GroupNormalizationPlugin(float epsilon, const int nbGroups); GroupNormalizationPlugin(const void* data, size_t length); // It doesn't make sense to make GroupNormalizationPlugin without arguments, so we // delete default constructor. GroupNormalizationPlugin() = delete; int getNbOutputs() const noexcept override; // DynamicExt plugins returns DimsExprs class instead of Dims DimsExprs getOutputDimensions(int index, const nvinfer1::DimsExprs* inputs, int nbInputDims, nvinfer1::IExprBuilder& exprBuilder) noexcept override; int initialize() noexcept override; void terminate() noexcept override; size_t getWorkspaceSize(const nvinfer1::PluginTensorDesc* inputs, int nbInputs, const nvinfer1::PluginTensorDesc* outputs, int nbOutputs) const noexcept override; int enqueue(const nvinfer1::PluginTensorDesc* inputDesc, const nvinfer1::PluginTensorDesc* outputDesc, const void* const* inputs, void* const* outputs, void* workspace, cudaStream_t stream) noexcept override; size_t getSerializationSize() const noexcept override; void serialize(void* buffer) const noexcept override; bool supportsFormatCombination( int pos, const nvinfer1::PluginTensorDesc* inOut, int nbInputs, int nbOutputs) noexcept override; const char* getPluginType() const noexcept override; const char* getPluginVersion() const noexcept override; nvinfer1::IPluginV2DynamicExt* clone() const noexcept override; void destroy() noexcept override; DataType getOutputDataType(int index, const nvinfer1::DataType* inputTypes, int nbInputs) const noexcept override; void attachToContext(cudnnContext* cudnn, cublasContext* cublas, nvinfer1::IGpuAllocator* allocator) noexcept override; void detachFromContext() noexcept override; void setPluginNamespace(const char* pluginNamespace) noexcept override; const char* getPluginNamespace() const noexcept override; void configurePlugin(const nvinfer1::DynamicPluginTensorDesc* in, int nbInputs, const nvinfer1::DynamicPluginTensorDesc* out, int nbOutputs) noexcept override; private: const char* mPluginNamespace; std::string mNamespace; float mEpsilon; int mNbGroups; int mChannelVolume; cudnnHandle_t _cudnn_handle; cudnnTensorDescriptor_t desc, bnDesc; // describes input and output // These are buffers initialized to 1 and 0 respectively void* bnScale; void* bnBias; }; class GroupNormalizationPluginCreator : public IPluginCreator { public: GroupNormalizationPluginCreator(); ~GroupNormalizationPluginCreator() override = default; const char* getPluginName() const noexcept override; const char* getPluginVersion() const noexcept override; const PluginFieldCollection* getFieldNames() noexcept override; IPluginV2DynamicExt* createPlugin(const char* name, const PluginFieldCollection* fc) noexcept override; IPluginV2DynamicExt* deserializePlugin(const char* name, const void* serialData, size_t serialLength) noexcept override; void setPluginNamespace(const char* pluginNamespace) noexcept override; const char* getPluginNamespace() const noexcept override; private: static PluginFieldCollection mFC; static std::vector mPluginAttributes; std::string mNamespace; }; } // namespace plugin } // namespace nvinfer1 #endif // TRT_GROUP_NORM_PLUGIN_H