159 lines
5.7 KiB
C++
159 lines
5.7 KiB
C++
/*
|
|
* 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_H
|
|
#define TRT_INSTANCE_NORMALIZATION_PLUGIN_H
|
|
#include "NvInfer.h"
|
|
#include "NvInferPlugin.h"
|
|
#include "common/plugin.h"
|
|
#include "common/serialize.hpp"
|
|
#include "instanceNormalizationPlugin/instanceNormFwd.h"
|
|
#include <cuda_fp16.h>
|
|
#include <iostream>
|
|
#include <string>
|
|
#include <vector>
|
|
|
|
typedef uint16_t half_type;
|
|
|
|
namespace
|
|
{
|
|
constexpr char const* gInstancePluginFullNameV3{"InstanceNormalization_TRT, version:3"};
|
|
} // namespace
|
|
|
|
namespace nvinfer1
|
|
{
|
|
namespace plugin
|
|
{
|
|
class InstanceNormalizationV3Plugin : public IPluginV3,
|
|
public IPluginV3OneCore,
|
|
public IPluginV3OneBuild,
|
|
public IPluginV3OneRuntime
|
|
{
|
|
|
|
public:
|
|
InstanceNormalizationV3Plugin(float epsilon, nvinfer1::Weights const& scale, nvinfer1::Weights const& bias,
|
|
int32_t relu = 0, float alpha = 0.F);
|
|
InstanceNormalizationV3Plugin(float epsilon, std::vector<float> const& scale, std::vector<float> const& bias,
|
|
int32_t relu = 0, float alpha = 0.F);
|
|
InstanceNormalizationV3Plugin(void const* serialData, size_t serialLength);
|
|
|
|
InstanceNormalizationV3Plugin() = delete;
|
|
|
|
InstanceNormalizationV3Plugin(InstanceNormalizationV3Plugin const&) = default;
|
|
|
|
~InstanceNormalizationV3Plugin() override;
|
|
|
|
int32_t getNbOutputs() const noexcept override;
|
|
|
|
IPluginCapability* getCapabilityInterface(PluginCapabilityType type) noexcept override;
|
|
|
|
InstanceNormalizationV3Plugin* clone() noexcept override;
|
|
|
|
char const* getPluginName() const noexcept override;
|
|
|
|
char const* getPluginNamespace() const noexcept override;
|
|
|
|
size_t getWorkspaceSize(DynamicPluginTensorDesc const* inputs, int32_t nbInputs,
|
|
DynamicPluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept override;
|
|
|
|
int32_t enqueue(PluginTensorDesc const* inputDesc, PluginTensorDesc const* outputDesc, void const* const* inputs,
|
|
void* const* outputs, void* workspace, cudaStream_t stream) noexcept override;
|
|
|
|
// DynamicExt plugin supportsFormat update.
|
|
bool supportsFormatCombination(
|
|
int32_t pos, DynamicPluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept override;
|
|
|
|
char const* getPluginVersion() const noexcept override;
|
|
|
|
void setPluginNamespace(char const* pluginNamespace) noexcept;
|
|
|
|
int32_t getOutputDataTypes(
|
|
DataType* outputTypes, int32_t nbOutputs, DataType const* inputTypes, int32_t nbInputs) const noexcept override;
|
|
|
|
int32_t getOutputShapes(DimsExprs const* inputs, int32_t nbInputs, DimsExprs const* shapeInputs,
|
|
int32_t nbShapeInputs, DimsExprs* outputs, int32_t nbOutputs, IExprBuilder& exprBuilder) noexcept override;
|
|
|
|
IPluginV3* attachToContext(IPluginResourceContext* context) noexcept override;
|
|
|
|
int32_t configurePlugin(DynamicPluginTensorDesc const* in, int32_t nbInputs, DynamicPluginTensorDesc const* out,
|
|
int32_t nbOutputs) noexcept override;
|
|
|
|
int32_t onShapeChange(
|
|
PluginTensorDesc const* in, int32_t nbInputs, PluginTensorDesc const* out, int32_t nbOutputs) noexcept override;
|
|
|
|
PluginFieldCollection const* getFieldsToSerialize() noexcept override;
|
|
|
|
int32_t initializeContext();
|
|
|
|
protected:
|
|
void exitContext();
|
|
|
|
private:
|
|
float mEpsilon{};
|
|
float mAlpha{};
|
|
int32_t mRelu{};
|
|
int32_t mNchan{};
|
|
std::vector<float> mHostScale;
|
|
std::vector<float> mHostBias;
|
|
float* mDeviceScale{nullptr};
|
|
float* mDeviceBias{nullptr};
|
|
nvinfer1::pluginInternal::cudnnHandle_t mCudnnHandle{nullptr};
|
|
nvinfer1::pluginInternal::CudnnWrapper& mCudnnWrapper
|
|
= nvinfer1::pluginInternal::getCudnnWrapper(gInstancePluginFullNameV3);
|
|
|
|
nvinfer1::pluginInternal::cudnnTensorDescriptor_t mXDescriptor{nullptr};
|
|
nvinfer1::pluginInternal::cudnnTensorDescriptor_t mYDescriptor{nullptr};
|
|
nvinfer1::pluginInternal::cudnnTensorDescriptor_t mBDescriptor{nullptr};
|
|
std::string mPluginNamespace;
|
|
bool mInitialized{false};
|
|
int32_t mCudaDriverVersion{-1};
|
|
std::vector<nvinfer1::PluginField> mDataToSerialize;
|
|
nvinfer1::PluginFieldCollection mFCToSerialize;
|
|
|
|
// NDHWC implementation
|
|
instance_norm_impl::InstanceNormFwdContext mContext;
|
|
};
|
|
|
|
class InstanceNormalizationV3PluginCreator : public nvinfer1::IPluginCreatorV3One
|
|
{
|
|
public:
|
|
InstanceNormalizationV3PluginCreator();
|
|
|
|
~InstanceNormalizationV3PluginCreator() override = default;
|
|
|
|
char const* getPluginName() const noexcept override;
|
|
|
|
char const* getPluginVersion() const noexcept override;
|
|
|
|
PluginFieldCollection const* getFieldNames() noexcept override;
|
|
|
|
IPluginV3* createPlugin(char const* name, PluginFieldCollection const* fc, TensorRTPhase phase) noexcept override;
|
|
|
|
void setPluginNamespace(char const* libNamespace) noexcept;
|
|
|
|
char const* getPluginNamespace() const noexcept override;
|
|
|
|
private:
|
|
PluginFieldCollection mFC;
|
|
std::vector<PluginField> mPluginAttributes;
|
|
std::string mNamespace;
|
|
};
|
|
|
|
} // namespace plugin
|
|
} // namespace nvinfer1
|
|
|
|
#endif // TRT_INSTANCE_NORMALIZATION_PLUGIN_H
|