175 lines
6.4 KiB
C++
175 lines
6.4 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.
|
|
*/
|
|
|
|
#include <cuda.h>
|
|
#if CUDA_VERSION >= 10010
|
|
|
|
#ifndef TRT_EMB_LAYER_NORM_PLUGIN_H
|
|
#define TRT_EMB_LAYER_NORM_PLUGIN_H
|
|
|
|
#include "NvInferPlugin.h"
|
|
#include "NvInferRuntime.h"
|
|
|
|
#include "common/bertCommon.h"
|
|
#include <string>
|
|
#include <vector>
|
|
|
|
namespace nvinfer1
|
|
{
|
|
namespace plugin
|
|
{
|
|
namespace bert
|
|
{
|
|
|
|
int32_t computeMaskIdx(cudaStream_t stream, int32_t const S, int32_t const B, int32_t const* mask, int32_t* maskIdx);
|
|
|
|
template <typename T>
|
|
int32_t embSkipLayerNorm(cudaStream_t stream, int32_t ld, int32_t B, int32_t S, int32_t const* inputIds,
|
|
int32_t const* token_ids, float const* beta, float const* gamma, T const* wordEmb, T const* posEmb, T const* tokEmb,
|
|
int32_t const wordSize, int32_t const tokSize, T* output);
|
|
|
|
cudaError_t convertMask(uint32_t const S, uint32_t const B, uint32_t const warps_m, uint32_t const warps_n,
|
|
uint32_t const warps_k, int32_t const* inputMaskSB, uint32_t* inputMaskX, cudaStream_t stream);
|
|
|
|
class EmbLayerNormPluginDynamic : public IPluginV3,
|
|
public IPluginV3OneCore,
|
|
public IPluginV3OneBuild,
|
|
public IPluginV3OneRuntime
|
|
{
|
|
public:
|
|
EmbLayerNormPluginDynamic(std::string const& name, nvinfer1::DataType const type, nvinfer1::DataType const mhaType,
|
|
nvinfer1::Weights const& beta, nvinfer1::Weights const& gamma, nvinfer1::Weights const& word_emb,
|
|
nvinfer1::Weights const& pos_emb, nvinfer1::Weights const& tok_emb, bool const useFullMask);
|
|
|
|
// It doesn't make sense to make EmbLayerNormPluginDynamic without arguments, so we
|
|
// delete default constructor.
|
|
EmbLayerNormPluginDynamic() = delete;
|
|
|
|
~EmbLayerNormPluginDynamic() override;
|
|
|
|
// IPluginV3 Methods
|
|
// NOTE: since this is itself is an abstract class, the rest of virtual methods defined in its children classes
|
|
IPluginCapability* getCapabilityInterface(PluginCapabilityType type) noexcept override;
|
|
// end of IPluginV3 Methods
|
|
|
|
// IPluginV3OneCore Methods
|
|
char const* getPluginName() const noexcept override;
|
|
|
|
char const* getPluginNamespace() const noexcept override;
|
|
|
|
void setPluginNamespace(char const* pluginNamespace) noexcept;
|
|
|
|
char const* getPluginVersion() const noexcept override;
|
|
// end of IPluginV3OneCore Methods
|
|
|
|
// IPluginV3Build Methods
|
|
bool supportsFormatCombination(
|
|
int32_t pos, DynamicPluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept override;
|
|
|
|
int32_t configurePlugin(DynamicPluginTensorDesc const* in, int32_t nbInputs, DynamicPluginTensorDesc const* out,
|
|
int32_t nbOutputs) noexcept override;
|
|
|
|
size_t getWorkspaceSize(DynamicPluginTensorDesc const* inputs, int32_t nbInputs,
|
|
DynamicPluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept override;
|
|
|
|
int32_t getOutputDataTypes(
|
|
DataType* outputTypes, int32_t nbOutputs, DataType const* inputTypes, int32_t nbInputs) const noexcept override;
|
|
|
|
int32_t getNbOutputs() 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;
|
|
// end IPluginV3Build Methods
|
|
|
|
// IPluginV3Runtime Methods
|
|
IPluginV3* clone() noexcept override;
|
|
|
|
int32_t onShapeChange(
|
|
PluginTensorDesc const* in, int32_t nbInputs, PluginTensorDesc const* out, int32_t nbOutputs) 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;
|
|
|
|
IPluginV3* attachToContext(IPluginResourceContext* context) noexcept override;
|
|
|
|
PluginFieldCollection const* getFieldsToSerialize() noexcept override;
|
|
// end IPluginV3Runtime Methods
|
|
|
|
private:
|
|
// metadata fields
|
|
std::string const mLayerName;
|
|
std::string mNamespace;
|
|
|
|
// device-side
|
|
bert::cuda_unique_ptr<float> mGammaDev;
|
|
bert::cuda_unique_ptr<float> mBetaDev;
|
|
bert::cuda_unique_ptr<void> mWordEmbDev;
|
|
bert::cuda_unique_ptr<void> mTokEmbDev;
|
|
bert::cuda_unique_ptr<void> mPosEmbDev;
|
|
size_t mLd; // leading dim = hidden size
|
|
size_t mS; // sequence length
|
|
size_t mWordVocabSize;
|
|
size_t mPosVocabSize;
|
|
size_t mTokVocabSize;
|
|
|
|
// members that partcipate in ser/deserialization
|
|
bert::WeightsWithOwnership mBeta;
|
|
bert::WeightsWithOwnership mGamma;
|
|
bert::WeightsWithOwnership mWordEmb;
|
|
bert::WeightsWithOwnership mTokEmb;
|
|
bert::WeightsWithOwnership mPosEmb;
|
|
nvinfer1::DataType mType;
|
|
int32_t mOutputFp16;
|
|
int32_t mUseFullMask;
|
|
nvinfer1::DataType mMhaType;
|
|
int32_t mSM;
|
|
|
|
// IPluginV3 serialization related
|
|
std::vector<nvinfer1::PluginField> mDataToSerialize;
|
|
nvinfer1::PluginFieldCollection mFCToSerialize;
|
|
};
|
|
|
|
class EmbLayerNormPluginDynamicCreator : public nvinfer1::IPluginCreatorV3One
|
|
{
|
|
public:
|
|
EmbLayerNormPluginDynamicCreator();
|
|
~EmbLayerNormPluginDynamicCreator() override = default;
|
|
|
|
char const* getPluginName() const noexcept override;
|
|
|
|
char const* getPluginVersion() const noexcept override;
|
|
|
|
nvinfer1::PluginFieldCollection const* getFieldNames() noexcept override;
|
|
|
|
IPluginV3* createPlugin(char const* name, PluginFieldCollection const* fc, TensorRTPhase phase) noexcept override;
|
|
|
|
void setPluginNamespace(char const* pluginNamespace) noexcept;
|
|
|
|
char const* getPluginNamespace() const noexcept override;
|
|
|
|
private:
|
|
nvinfer1::PluginFieldCollection mFC;
|
|
std::vector<nvinfer1::PluginField> mPluginAttributes;
|
|
std::string mNamespace;
|
|
};
|
|
} // namespace bert
|
|
} // namespace plugin
|
|
} // namespace nvinfer1
|
|
#endif // TRT_EMB_LAYER_NORM_PLUGIN_H
|
|
|
|
#endif // CUDA_VERSION >= 10010
|