/* * SPDX-FileCopyrightText: Copyright (c) 1993-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved. * SPDX-License-Identifier: Apache-2.0 * * 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 "common/plugin.h" #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, int32_t const B, int32_t const C, int32_t const channelVolume, float const* beta, float const* gamma, cudaStream_t stream); class GroupNormalizationPlugin final : public nvinfer1::IPluginV2DynamicExt { public: GroupNormalizationPlugin(float epsilon, int32_t const nbGroups); GroupNormalizationPlugin(void const* data, size_t length); // It doesn't make sense to make GroupNormalizationPlugin without arguments, so we // delete default constructor. GroupNormalizationPlugin() = delete; int32_t getNbOutputs() const noexcept override; // DynamicExt plugins returns DimsExprs class instead of Dims DimsExprs getOutputDimensions(int32_t index, nvinfer1::DimsExprs const* inputs, int32_t nbInputDims, nvinfer1::IExprBuilder& exprBuilder) noexcept override; int32_t initialize() noexcept override; void terminate() noexcept override; size_t getWorkspaceSize(nvinfer1::PluginTensorDesc const* inputs, int32_t nbInputs, nvinfer1::PluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept override; int32_t enqueue(nvinfer1::PluginTensorDesc const* inputDesc, nvinfer1::PluginTensorDesc const* outputDesc, void const* 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( int32_t pos, nvinfer1::PluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept override; char const* getPluginType() const noexcept override; char const* getPluginVersion() const noexcept override; nvinfer1::IPluginV2DynamicExt* clone() const noexcept override; void destroy() noexcept override; DataType getOutputDataType( int32_t index, nvinfer1::DataType const* inputTypes, int32_t nbInputs) const noexcept override; void attachToContext( cudnnContext* cudnn, cublasContext* cublas, nvinfer1::IGpuAllocator* allocator) noexcept override; void detachFromContext() noexcept override; void setPluginNamespace(char const* pluginNamespace) noexcept override; char const* getPluginNamespace() const noexcept override; void configurePlugin(nvinfer1::DynamicPluginTensorDesc const* in, int32_t nbInputs, nvinfer1::DynamicPluginTensorDesc const* out, int32_t nbOutputs) noexcept override; private: std::string mNamespace; float mEpsilon; int32_t mNbGroups; int32_t mChannelVolume; nvinfer1::pluginInternal::cudnnHandle_t mCudnnHandle{}; // the wrapper pointer is shared among all plugins attached to the same context. std::shared_ptr mCudnnWrapper; // Describes input and output. nvinfer1::pluginInternal::cudnnTensorDescriptor_t mTensorDesc{}; nvinfer1::pluginInternal::cudnnTensorDescriptor_t mBNTensorDesc{}; // These are buffers initialized to 1 and 0 respectively std::shared_ptr> mBnScales{}; std::shared_ptr> mBnBias{}; size_t mNbScaleBias{}; using IPluginV2::getOutputDimensions; using IPluginV2::getWorkspaceSize; using IPluginV2::enqueue; using IPluginV2Ext::configurePlugin; }; class GroupNormalizationPluginCreator : public IPluginCreator { public: GroupNormalizationPluginCreator(); ~GroupNormalizationPluginCreator() override = default; char const* getPluginName() const noexcept override; char const* getPluginVersion() const noexcept override; PluginFieldCollection const* getFieldNames() noexcept override; IPluginV2DynamicExt* createPlugin(char const* name, PluginFieldCollection const* fc) noexcept override; IPluginV2DynamicExt* deserializePlugin( char const* name, void const* serialData, size_t serialLength) noexcept override; void setPluginNamespace(char const* pluginNamespace) noexcept override; char const* getPluginNamespace() const noexcept override; private: PluginFieldCollection mFC; std::vector mPluginAttributes; std::string mNamespace; }; } // namespace plugin } // namespace nvinfer1 #endif // TRT_GROUP_NORM_PLUGIN_H