/* * 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_INSTANCE_NORMALIZATION_PLUGIN_LEGACY_H #define TRT_INSTANCE_NORMALIZATION_PLUGIN_LEGACY_H #include "common/plugin.h" #include "common/serialize.hpp" #include "instanceNormalizationPlugin/instanceNormFwd.h" #include #include #include #include typedef uint16_t half_type; namespace nvinfer1 { namespace plugin { namespace { constexpr char const* gInstancePluginFullNameV1{"InstanceNormalization_TRT, version: 1"}; constexpr char const* gInstancePluginFullNameV2{"InstanceNormalization_TRT, version: 2"}; } // namespace class InstanceNormalizationPlugin : public nvinfer1::IPluginV2DynamicExt { public: InstanceNormalizationPlugin(float epsilon, nvinfer1::Weights const& scale, nvinfer1::Weights const& bias, int32_t relu = 0, float alpha = 0.F); InstanceNormalizationPlugin(float epsilon, std::vector const& scale, std::vector const& bias, int32_t relu = 0, float alpha = 0.F); InstanceNormalizationPlugin(void const* serialData, size_t serialLength); InstanceNormalizationPlugin() = delete; ~InstanceNormalizationPlugin() override; int32_t getNbOutputs() const noexcept override; // DynamicExt plugins returns DimsExprs class instead of Dims using nvinfer1::IPluginV2::getOutputDimensions; DimsExprs getOutputDimensions(int32_t outputIndex, nvinfer1::DimsExprs const* inputs, int32_t nbInputs, nvinfer1::IExprBuilder& exprBuilder) noexcept override; int32_t initialize() noexcept override; void terminate() noexcept override; using nvinfer1::IPluginV2::getWorkspaceSize; size_t getWorkspaceSize(nvinfer1::PluginTensorDesc const* inputs, int32_t nbInputs, nvinfer1::PluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept override; using nvinfer1::IPluginV2::enqueue; 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; // DynamicExt plugin supportsFormat update. 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; void destroy() noexcept override; nvinfer1::IPluginV2DynamicExt* clone() const noexcept override; void setPluginNamespace(char const* pluginNamespace) noexcept override; char const* getPluginNamespace() const 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; using nvinfer1::IPluginV2Ext::configurePlugin; void configurePlugin(nvinfer1::DynamicPluginTensorDesc const* in, int32_t nbInputs, nvinfer1::DynamicPluginTensorDesc const* out, int32_t nbOutputs) noexcept override; protected: template nvinfer1::IPluginV2DynamicExt* cloneBase() const noexcept; private: float mEpsilon{}; float mAlpha{}; int32_t mRelu{}; int32_t mNchan{}; std::vector mHostScale; std::vector mHostBias; float* mDeviceScale{nullptr}; float* mDeviceBias{nullptr}; nvinfer1::pluginInternal::cudnnHandle_t mCudnnHandle{nullptr}; nvinfer1::pluginInternal::CudnnWrapper& mCudnnWrapper = nvinfer1::pluginInternal::getCudnnWrapper(gInstancePluginFullNameV1); nvinfer1::pluginInternal::cudnnTensorDescriptor_t mXDescriptor{nullptr}; nvinfer1::pluginInternal::cudnnTensorDescriptor_t mYDescriptor{nullptr}; nvinfer1::pluginInternal::cudnnTensorDescriptor_t mBDescriptor{nullptr}; std::string mPluginNamespace; std::string mNamespace; bool mInitialized{false}; int32_t mCudaDriverVersion{-1}; // NDHWC implementation instance_norm_impl::InstanceNormFwdContext mContext; }; class InstanceNormalizationPluginCreator : public nvinfer1::pluginInternal::BaseCreator { public: InstanceNormalizationPluginCreator(); ~InstanceNormalizationPluginCreator() override = default; char const* getPluginName() const noexcept override; char const* getPluginVersion() const noexcept override; PluginFieldCollection const* getFieldNames() noexcept override; IPluginV2DynamicExt* createPlugin(char const* name, nvinfer1::PluginFieldCollection const* fc) noexcept override; IPluginV2DynamicExt* deserializePlugin( char const* name, void const* serialData, size_t serialLength) noexcept override; protected: template IPluginV2DynamicExt* createPluginBase(char const* name, nvinfer1::PluginFieldCollection const* fc) noexcept; template IPluginV2DynamicExt* deserializePluginBase(char const* name, void const* serialData, size_t serialLength) noexcept; private: PluginFieldCollection mFC; std::vector mPluginAttributes; }; // For backward compatibility, create version "2" of the identical plugin. // Background: in TRT 8.0, we added 3D InstanceNorm plugin as the version 2 of the "InstanceNormalization_TRT" plugin. // However, in TRT 8.2, we have fused it into version 1, so a separate version 2 is no longer needed, but is only kept // for backward compatibility. class InstanceNormalizationPluginV2 final : public InstanceNormalizationPlugin { public: InstanceNormalizationPluginV2(float epsilon, nvinfer1::Weights const& scale, nvinfer1::Weights const& bias, int32_t relu = 0, float alpha = 0.F) : InstanceNormalizationPlugin(epsilon, scale, bias, relu, alpha) { } InstanceNormalizationPluginV2(float epsilon, std::vector const& scale, std::vector const& bias, int32_t relu = 0, float alpha = 0.F) : InstanceNormalizationPlugin(epsilon, scale, bias, relu, alpha) { } InstanceNormalizationPluginV2(void const* serialData, size_t serialLength) : InstanceNormalizationPlugin(serialData, serialLength) { } InstanceNormalizationPluginV2() = delete; char const* getPluginVersion() const noexcept override; nvinfer1::IPluginV2DynamicExt* clone() const noexcept override; private: nvinfer1::pluginInternal::CudnnWrapper& mCudnnWrapper = nvinfer1::pluginInternal::getCudnnWrapper(gInstancePluginFullNameV2); }; class InstanceNormalizationPluginCreatorV2 final : public InstanceNormalizationPluginCreator { public: char const* getPluginVersion() const noexcept override; IPluginV2DynamicExt* createPlugin(char const* name, nvinfer1::PluginFieldCollection const* fc) noexcept override; IPluginV2DynamicExt* deserializePlugin( char const* name, void const* serialData, size_t serialLength) noexcept override; }; } // namespace plugin } // namespace nvinfer1 #endif // TRT_INSTANCE_NORMALIZATION_PLUGIN_LEGACY_H