wehub-resource-sync
667 lines
24 KiB
C++
667 lines
24 KiB
C++
/*
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* SPDX-FileCopyrightText: Copyright (c) 1993-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* SPDX-License-Identifier: Apache-2.0
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include <cuda.h>
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#if CUDA_VERSION >= 10010
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#include <memory>
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#include <set>
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#include <string_view>
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#include <vector>
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#include "NvInfer.h"
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#include "common/serialize.hpp"
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#include "embLayerNormPluginLegacy.h"
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using namespace nvinfer1;
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using namespace nvinfer1::plugin;
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using namespace nvinfer1::plugin::bert;
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namespace
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{
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using namespace std::string_view_literals;
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char const* gEmbLayerNormVersion{"1"};
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char const* gEmbLayerNormName{"CustomEmbLayerNormPluginDynamic"};
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} // namespace
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REGISTER_TENSORRT_PLUGIN(EmbLayerNormPluginDynamicLegacyCreator);
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EmbLayerNormPluginDynamicLegacy::EmbLayerNormPluginDynamicLegacy(std::string const& name, DataType const type,
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DataType const mhaType, Weights const& beta, Weights const& gamma, Weights const& wordEmb, Weights const& posEmb,
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Weights const& tokEmb, bool const useFullMask)
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: mLayerName(name)
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, mLd(beta.count)
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, mType(type)
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, mUseFullMask(useFullMask)
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, mMhaType(mhaType)
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{
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// Assuming Weights.count is the number of elements and not bytes
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PLUGIN_VALIDATE(beta.count == gamma.count);
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PLUGIN_VALIDATE(mLd > 0U);
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PLUGIN_VALIDATE(wordEmb.count % mLd == 0);
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PLUGIN_VALIDATE(posEmb.count % mLd == 0);
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PLUGIN_VALIDATE(tokEmb.count % mLd == 0);
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mWordVocabSize = wordEmb.count / mLd;
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mPosVocabSize = posEmb.count / mLd;
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mTokVocabSize = tokEmb.count / mLd;
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mSM = getSmVersion();
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// mS is set during configure
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mBeta.convertAndCopy(beta, nvinfer1::DataType::kFLOAT);
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mGamma.convertAndCopy(gamma, nvinfer1::DataType::kFLOAT);
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mWordEmb.convertAndCopy(wordEmb, mType);
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mTokEmb.convertAndCopy(tokEmb, mType);
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mPosEmb.convertAndCopy(posEmb, mType);
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copyToDevice(mGamma, sizeof(float) * mGamma.count, mGammaDev);
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copyToDevice(mBeta, sizeof(float) * mBeta.count, mBetaDev);
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copyToDevice(mWordEmb, getWeightsSize(mWordEmb, mType), mWordEmbDev);
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copyToDevice(mPosEmb, getWeightsSize(mPosEmb, mType), mPosEmbDev);
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copyToDevice(mTokEmb, getWeightsSize(mTokEmb, mType), mTokEmbDev);
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}
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EmbLayerNormPluginDynamicLegacy::EmbLayerNormPluginDynamicLegacy(
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std::string const& name, void const* data, size_t length)
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: mLayerName(name)
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, mGammaDev(nullptr)
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, mBetaDev(nullptr)
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, mWordEmbDev(nullptr)
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, mTokEmbDev(nullptr)
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, mPosEmbDev(nullptr)
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{
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BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy deserialize.");
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// Deserialize in the same order as serialization
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deserialize_value(&data, &length, &mType);
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deserialize_value(&data, &length, &mMhaType);
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deserialize_value(&data, &length, &mLd);
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deserialize_value(&data, &length, &mS);
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deserialize_value(&data, &length, &mWordVocabSize);
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deserialize_value(&data, &length, &mPosVocabSize);
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deserialize_value(&data, &length, &mTokVocabSize);
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deserialize_value(&data, &length, &mUseFullMask);
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deserialize_value(&data, &length, &mSM);
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char const* d = static_cast<char const*>(data);
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mBeta.convertAndCopy(d, mLd, nvinfer1::DataType::kFLOAT);
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mGamma.convertAndCopy(d, mLd, nvinfer1::DataType::kFLOAT);
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mWordEmb.convertAndCopy(d, mLd * mWordVocabSize, mType);
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mPosEmb.convertAndCopy(d, mLd * mPosVocabSize, mType);
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mTokEmb.convertAndCopy(d, mLd * mTokVocabSize, mType);
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copyToDevice(mGamma, sizeof(float) * mGamma.count, mGammaDev);
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copyToDevice(mBeta, sizeof(float) * mBeta.count, mBetaDev);
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copyToDevice(mWordEmb, getWeightsSize(mWordEmb, mType), mWordEmbDev);
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copyToDevice(mPosEmb, getWeightsSize(mPosEmb, mType), mPosEmbDev);
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copyToDevice(mTokEmb, getWeightsSize(mTokEmb, mType), mTokEmbDev);
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}
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// IPluginV2DynamicExt Methods
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IPluginV2DynamicExt* EmbLayerNormPluginDynamicLegacy::clone() const noexcept
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{
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try
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{
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BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy clone.");
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auto p = std::make_unique<EmbLayerNormPluginDynamicLegacy>(
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mLayerName, mType, mMhaType, mBeta, mGamma, mWordEmb, mPosEmb, mTokEmb, mUseFullMask);
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p->mS = mS;
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p->setPluginNamespace(mNamespace.c_str());
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return p.release();
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}
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catch (std::exception const& e)
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{
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caughtError(e);
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}
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return nullptr;
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}
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DimsExprs EmbLayerNormPluginDynamicLegacy::getOutputDimensions(
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int32_t outputIndex, DimsExprs const* inputs, int32_t nbInputs, IExprBuilder& exprBuilder) noexcept
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{
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try
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{
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// Input should be input ids and token ids and the input mask
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// Output should be the embeddings tensor and mask indices
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PLUGIN_ASSERT(nbInputs == 3);
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PLUGIN_ASSERT(inputs[0].nbDims == 2); // BxS
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PLUGIN_ASSERT(inputs[0].nbDims == inputs[1].nbDims);
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PLUGIN_ASSERT(inputs[0].nbDims == inputs[2].nbDims);
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PLUGIN_ASSERT(outputIndex == 0 || outputIndex == 1);
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if (outputIndex == 0)
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{
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DimsExprs ret;
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ret.nbDims = 5;
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ret.d[0] = inputs[0].d[0];
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ret.d[1] = inputs[0].d[1];
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ret.d[2] = exprBuilder.constant(mLd);
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ret.d[3] = exprBuilder.constant(1);
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ret.d[4] = exprBuilder.constant(1);
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return ret;
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}
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DimsExprs ret;
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ret.nbDims = 2;
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ret.d[0] = inputs[0].d[BDIM];
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auto cms0 = exprBuilder.constant(unfusedMaskSize);
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// this code must match getMHAMaskPackedSize in bertCommon.h
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bool const isSmOK = elem(mSM, {kSM_75, kSM_80, kSM_86, kSM_87, kSM_89, kSM_90, kSM_100, kSM_120});
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bool const isPrecisionOK = (mMhaType == nvinfer1::DataType::kHALF || mMhaType == nvinfer1::DataType::kINT8);
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if (mUseFullMask || (isSmOK && isPrecisionOK))
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{
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// support 128, 384 in both int8 and fp16
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auto cms128 = exprBuilder.constant(packedMaskSize128);
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auto cms384 = exprBuilder.constant(packedMaskSize384);
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auto c128 = exprBuilder.constant(128);
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auto c384 = exprBuilder.constant(384);
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auto is128 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c128);
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auto is384 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c384);
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auto sel128 = exprBuilder.operation(DimensionOperation::kPROD, *is128, *cms128);
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auto sel384 = exprBuilder.operation(DimensionOperation::kPROD, *is384, *cms384);
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auto maskSize = exprBuilder.operation(DimensionOperation::kSUM, *sel384, *sel128);
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// support 64, 96 in both int8 and fp16
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auto cms64 = exprBuilder.constant(packedMaskSize64);
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auto cms96 = exprBuilder.constant(packedMaskSize96);
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auto c64 = exprBuilder.constant(64);
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auto c96 = exprBuilder.constant(96);
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auto is64 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c64);
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auto is96 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c96);
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auto sel64 = exprBuilder.operation(DimensionOperation::kPROD, *is64, *cms64);
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auto sel96 = exprBuilder.operation(DimensionOperation::kPROD, *is96, *cms96);
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auto maskSize2 = exprBuilder.operation(DimensionOperation::kSUM, *sel64, *sel96);
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maskSize = exprBuilder.operation(DimensionOperation::kSUM, *maskSize, *maskSize2);
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auto is0 = exprBuilder.operation(DimensionOperation::kEQUAL, *maskSize, *exprBuilder.constant(0));
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auto sel0 = exprBuilder.operation(DimensionOperation::kPROD, *is0, *cms0);
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auto combinedMaskSize = exprBuilder.operation(DimensionOperation::kSUM, *maskSize, *sel0);
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ret.d[1] = combinedMaskSize;
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}
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else
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{
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ret.d[1] = cms0;
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}
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return ret;
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}
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catch (std::exception const& e)
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{
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caughtError(e);
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}
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return DimsExprs{};
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}
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bool EmbLayerNormPluginDynamicLegacy::supportsFormatCombination(
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int32_t pos, PluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept
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{
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// 3 inputs of size BxS
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PLUGIN_ASSERT(nbInputs == 3);
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PLUGIN_ASSERT(nbOutputs == 2);
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PluginTensorDesc const& desc = inOut[pos];
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if (desc.format != TensorFormat::kLINEAR)
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{
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return false;
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}
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if (pos == 0)
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{
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return desc.type == DataType::kINT32 && desc.dims.nbDims == 2;
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}
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PluginTensorDesc const& prev = inOut[pos - 1];
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if (pos == 1 || pos == 2)
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{
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return desc.type == DataType::kINT32 && desc.dims.nbDims == 2 && desc.dims.d[BDIM] == prev.dims.d[BDIM]
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&& desc.dims.d[SDIM] == prev.dims.d[SDIM];
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}
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// embedded sequence
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if (pos == 3)
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{
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return desc.type == mType && desc.dims.nbDims == 5 && desc.dims.d[BDIM] == prev.dims.d[BDIM]
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&& desc.dims.d[SDIM] == prev.dims.d[SDIM] && desc.dims.d[3] == 1 && desc.dims.d[4] == 1;
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}
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// mask
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return desc.type == DataType::kINT32;
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}
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void EmbLayerNormPluginDynamicLegacy::configurePlugin(DynamicPluginTensorDesc const* inputs, int32_t nbInputs,
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DynamicPluginTensorDesc const* outputs, int32_t nbOutputs) noexcept
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{
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BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy configurePlugin.");
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// Validate input arguments
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PLUGIN_ASSERT(nbOutputs == 2);
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PLUGIN_ASSERT(nbInputs == 3);
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PLUGIN_ASSERT(inputs[0].desc.dims.nbDims == 2);
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int32_t const S = inputs[0].desc.dims.d[SDIM];
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mS = S;
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int32_t const B = inputs[0].desc.dims.d[BDIM];
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TRT_UNUSED B;
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PLUGIN_ASSERT(mS == static_cast<size_t>(inputs[1].desc.dims.d[SDIM]));
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PLUGIN_ASSERT(B == inputs[1].desc.dims.d[BDIM]);
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PLUGIN_ASSERT(mS == static_cast<size_t>(inputs[2].desc.dims.d[SDIM]));
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PLUGIN_ASSERT(B == inputs[2].desc.dims.d[BDIM]);
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PLUGIN_ASSERT(outputs[0].desc.dims.nbDims == 5);
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PLUGIN_ASSERT(static_cast<size_t>(outputs[0].desc.dims.d[SDIM]) == mS);
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PLUGIN_ASSERT(outputs[0].desc.dims.d[BDIM] == B);
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PLUGIN_ASSERT(static_cast<size_t>(outputs[0].desc.dims.d[2]) == mLd);
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PLUGIN_ASSERT(outputs[0].desc.dims.d[3] == 1);
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PLUGIN_ASSERT(outputs[0].desc.dims.d[4] == 1);
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if (mUseFullMask)
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{
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// user force full_mask
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PLUGIN_ASSERT(outputs[1].desc.dims.nbDims == 2);
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PLUGIN_ASSERT(outputs[1].desc.dims.d[0] == B);
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PLUGIN_ASSERT((outputs[1].desc.dims.d[1] == -1) || (outputs[1].desc.dims.d[1] == packedMaskSize384)
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|| (outputs[1].desc.dims.d[1] == packedMaskSize128));
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}
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else
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{
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// auto detect using mhatype
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if (S != -1 && B != -1)
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{
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PLUGIN_ASSERT(outputs[1].desc.dims.nbDims == 2);
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PLUGIN_ASSERT(outputs[1].desc.dims.d[0] == B);
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int32_t packedSize = getMHAMaskPackedSize(mSM, mMhaType, S);
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TRT_UNUSED packedSize;
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PLUGIN_ASSERT(outputs[1].desc.dims.d[1] == -1 || outputs[1].desc.dims.d[1] == packedSize);
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}
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}
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PLUGIN_ASSERT(inputs[0].desc.type == DataType::kINT32);
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PLUGIN_ASSERT(inputs[1].desc.type == DataType::kINT32);
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PLUGIN_ASSERT(inputs[2].desc.type == DataType::kINT32);
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PLUGIN_ASSERT(outputs[0].desc.type == mType);
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PLUGIN_ASSERT(outputs[1].desc.type == DataType::kINT32);
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}
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size_t EmbLayerNormPluginDynamicLegacy::getWorkspaceSize(
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PluginTensorDesc const* inputs, int32_t nbInputs, PluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept
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{
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return 0;
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}
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int32_t EmbLayerNormPluginDynamicLegacy::enqueue(PluginTensorDesc const* inputDesc,
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PluginTensorDesc const* /* outputDesc */, void const* const* inputs, void* const* outputs, void* /* workspace */,
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cudaStream_t stream) noexcept
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{
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try
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{
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PLUGIN_VALIDATE(inputDesc != nullptr && inputs != nullptr && outputs != nullptr);
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int32_t const batchSize = inputDesc->dims.d[BDIM];
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int32_t const S = inputDesc->dims.d[SDIM];
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int32_t status = STATUS_FAILURE;
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// Our plugin outputs only one tensor
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auto const inputIds = static_cast<int32_t const*>(inputs[0]);
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auto const segmentIds = static_cast<int32_t const*>(inputs[1]);
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auto const inputMask = static_cast<int32_t const*>(inputs[2]);
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float const* beta = mBetaDev.get();
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float const* gamma = mGammaDev.get();
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if (mType == DataType::kFLOAT)
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{
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auto output = static_cast<float*>(outputs[0]);
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auto const wordEmb = static_cast<float const*>(mWordEmbDev.get());
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auto const tokEmb = static_cast<float const*>(mTokEmbDev.get());
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auto const posEmb = static_cast<float const*>(mPosEmbDev.get());
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status = embSkipLayerNorm<float>(stream, static_cast<int32_t>(mLd), batchSize, S, inputIds, segmentIds,
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beta, gamma, wordEmb, posEmb, tokEmb, mWordVocabSize, mTokVocabSize, output);
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if (status != cudaSuccess)
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{
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return status;
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}
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}
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else if (mType == DataType::kHALF)
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{
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auto output = static_cast<half*>(outputs[0]);
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auto const wordEmb = static_cast<half const*>(mWordEmbDev.get());
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auto const tokEmb = static_cast<half const*>(mTokEmbDev.get());
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auto const posEmb = static_cast<half const*>(mPosEmbDev.get());
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status = embSkipLayerNorm<half>(stream, static_cast<int32_t>(mLd), batchSize, S, inputIds, segmentIds, beta,
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gamma, wordEmb, posEmb, tokEmb, mWordVocabSize, mTokVocabSize, output);
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if (status != cudaSuccess)
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{
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return status;
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}
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}
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else
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{
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gLogError << "Unsupported type error, expected [kHALF,kFLOAT], but received " << static_cast<int32_t>(mType)
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<< std::endl;
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return STATUS_NOT_SUPPORTED;
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}
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// check mha use fused kernel
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if (mUseFullMask || unfusedMaskSize != getMHAMaskPackedSize(mSM, mMhaType, S))
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{
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size_t warps_m = 0, warps_n = 0, warps_k = 1;
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if (S == 64 || S == 96 || S == 128)
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{
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warps_m = 2;
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warps_n = 2;
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}
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else if (S == 384)
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{
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warps_m = 1;
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warps_n = 8;
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}
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uint32_t* inputMaskX = static_cast<uint32_t*>(outputs[1]);
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status = convertMask(S, batchSize, warps_m, warps_n, warps_k, inputMask, inputMaskX, stream);
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}
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else
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{
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int32_t* maskIdx = static_cast<int32_t*>(outputs[1]);
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status = computeMaskIdx(stream, S, batchSize, inputMask, maskIdx);
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}
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return status;
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}
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catch (std::exception const& e)
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{
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caughtError(e);
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}
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return STATUS_FAILURE;
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}
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// IPluginV2Ext Methods
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DataType EmbLayerNormPluginDynamicLegacy::getOutputDataType(
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int32_t index, DataType const* inputTypes, int32_t nbInputs) const noexcept
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{
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PLUGIN_ASSERT(index == 0 || index == 1);
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if (index == 0)
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{
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PLUGIN_ASSERT(mType == DataType::kHALF || mType == DataType::kFLOAT);
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return mType;
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}
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return DataType::kINT32;
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}
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// IPluginV2 Methods
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char const* EmbLayerNormPluginDynamicLegacy::getPluginType() const noexcept
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{
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return gEmbLayerNormName;
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}
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char const* EmbLayerNormPluginDynamicLegacy::getPluginVersion() const noexcept
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{
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return gEmbLayerNormVersion;
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}
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int32_t EmbLayerNormPluginDynamicLegacy::getNbOutputs() const noexcept
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{
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return 2;
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}
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int32_t EmbLayerNormPluginDynamicLegacy::initialize() noexcept
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{
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return 0;
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}
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void EmbLayerNormPluginDynamicLegacy::terminate() noexcept
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{
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BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy terminate.");
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}
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size_t EmbLayerNormPluginDynamicLegacy::getSerializationSize() const noexcept
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{
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size_t const wordSize = getElementSize(mType);
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return sizeof(mType) // type
|
|
+ sizeof(mMhaType) // mha plugin datatype
|
|
+ sizeof(mLd) * 5 // mLd, mS, m*VocabSize
|
|
+ sizeof(mUseFullMask) // mask type
|
|
+ sizeof(mSM) // smversion
|
|
+ 2 * sizeof(float) * mLd // beta + gamma
|
|
+ wordSize * mLd * mWordVocabSize // word emb
|
|
+ wordSize * mLd * mPosVocabSize // pos emb
|
|
+ wordSize * mLd * mTokVocabSize // tok emb
|
|
;
|
|
}
|
|
|
|
void EmbLayerNormPluginDynamicLegacy::serialize(void* buffer) const noexcept
|
|
{
|
|
serialize_value(&buffer, mType);
|
|
serialize_value(&buffer, mMhaType);
|
|
serialize_value(&buffer, mLd);
|
|
serialize_value(&buffer, mS);
|
|
serialize_value(&buffer, mWordVocabSize);
|
|
serialize_value(&buffer, mPosVocabSize);
|
|
serialize_value(&buffer, mTokVocabSize);
|
|
serialize_value(&buffer, mUseFullMask);
|
|
serialize_value(&buffer, mSM);
|
|
|
|
char* d = static_cast<char*>(buffer);
|
|
serFromDev(d, mBetaDev.get(), mLd);
|
|
serFromDev(d, mGammaDev.get(), mLd);
|
|
size_t const wordSize = getElementSize(mType);
|
|
serFromDev(d, static_cast<char*>(mWordEmbDev.get()), mLd * mWordVocabSize * wordSize);
|
|
serFromDev(d, static_cast<char*>(mPosEmbDev.get()), mLd * mPosVocabSize * wordSize);
|
|
serFromDev(d, static_cast<char*>(mTokEmbDev.get()), mLd * mTokVocabSize * wordSize);
|
|
}
|
|
|
|
void EmbLayerNormPluginDynamicLegacy::destroy() noexcept
|
|
{
|
|
BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy destroy.");
|
|
// This gets called when the network containing plugin is destroyed
|
|
mGammaDev.reset(nullptr);
|
|
mBetaDev.reset(nullptr);
|
|
mWordEmbDev.reset(nullptr);
|
|
mPosEmbDev.reset(nullptr);
|
|
mTokEmbDev.reset(nullptr);
|
|
delete this;
|
|
}
|
|
|
|
void EmbLayerNormPluginDynamicLegacy::setPluginNamespace(char const* libNamespace) noexcept
|
|
{
|
|
try
|
|
{
|
|
mNamespace = libNamespace;
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
}
|
|
|
|
char const* EmbLayerNormPluginDynamicLegacy::getPluginNamespace() const noexcept
|
|
{
|
|
return mNamespace.c_str();
|
|
}
|
|
|
|
///////////////////////
|
|
|
|
EmbLayerNormPluginDynamicLegacyCreator::EmbLayerNormPluginDynamicLegacyCreator()
|
|
{
|
|
mPluginAttributes.clear();
|
|
mPluginAttributes.emplace_back(PluginField("bert_embeddings_layernorm_beta"));
|
|
mPluginAttributes.emplace_back(PluginField("bert_embeddings_layernorm_gamma"));
|
|
mPluginAttributes.emplace_back(PluginField("bert_embeddings_word_embeddings"));
|
|
mPluginAttributes.emplace_back(PluginField("bert_embeddings_token_type_embeddings"));
|
|
mPluginAttributes.emplace_back(PluginField("bert_embeddings_position_embeddings"));
|
|
mPluginAttributes.emplace_back(PluginField("output_fp16"));
|
|
mPluginAttributes.emplace_back(PluginField("full_mask"));
|
|
mPluginAttributes.emplace_back(PluginField("mha_type_id"));
|
|
mFC.nbFields = mPluginAttributes.size();
|
|
mFC.fields = mPluginAttributes.data();
|
|
}
|
|
|
|
char const* EmbLayerNormPluginDynamicLegacyCreator::getPluginName() const noexcept
|
|
{
|
|
return gEmbLayerNormName;
|
|
}
|
|
|
|
char const* EmbLayerNormPluginDynamicLegacyCreator::getPluginVersion() const noexcept
|
|
{
|
|
return gEmbLayerNormVersion;
|
|
}
|
|
|
|
PluginFieldCollection const* EmbLayerNormPluginDynamicLegacyCreator::getFieldNames() noexcept
|
|
{
|
|
return &mFC;
|
|
}
|
|
|
|
IPluginV2* EmbLayerNormPluginDynamicLegacyCreator::createPlugin(
|
|
char const* name, PluginFieldCollection const* fc) noexcept
|
|
{
|
|
try
|
|
{
|
|
BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy createPlugin.");
|
|
|
|
bool output_fp16 = false;
|
|
bool useFullMask = false;
|
|
Weights beta{}; // required attribute - validateRequiredAttributesExist() will verify existence
|
|
Weights gamma{}; // required attribute - validateRequiredAttributesExist() will verify existence
|
|
Weights word_emb{}; // required attribute - validateRequiredAttributesExist() will verify existence
|
|
Weights pos_emb{}; // required attribute - validateRequiredAttributesExist() will verify existence
|
|
Weights tok_emb{}; // required attribute - validateRequiredAttributesExist() will verify existence
|
|
int32_t mhaTypeId = 0;
|
|
std::set<std::string> const requiredAttributes{
|
|
"bert_embeddings_layernorm_beta",
|
|
"bert_embeddings_layernorm_gamma",
|
|
"bert_embeddings_word_embeddings",
|
|
"bert_embeddings_token_type_embeddings",
|
|
"bert_embeddings_position_embeddings",
|
|
};
|
|
plugin::validateRequiredAttributesExist(requiredAttributes, fc);
|
|
|
|
for (int32_t i = 0; i < fc->nbFields; i++)
|
|
{
|
|
std::string_view const field_name = fc->fields[i].name;
|
|
if (field_name == "bert_embeddings_layernorm_beta"sv)
|
|
{
|
|
BERT_DEBUG_MSG("Building bert_embeddings_layernorm_beta...");
|
|
beta.values = fc->fields[i].data;
|
|
beta.count = fc->fields[i].length;
|
|
beta.type = fieldTypeToDataType(fc->fields[i].type);
|
|
}
|
|
|
|
if (field_name == "bert_embeddings_layernorm_gamma"sv)
|
|
{
|
|
BERT_DEBUG_MSG("Building bert_embeddings_layernorm_gamma...");
|
|
gamma.values = fc->fields[i].data;
|
|
gamma.count = fc->fields[i].length;
|
|
gamma.type = fieldTypeToDataType(fc->fields[i].type);
|
|
}
|
|
|
|
if (field_name == "bert_embeddings_word_embeddings"sv)
|
|
{
|
|
BERT_DEBUG_MSG("Building bert_embeddings_word_embeddings...");
|
|
word_emb.values = fc->fields[i].data;
|
|
word_emb.count = fc->fields[i].length;
|
|
word_emb.type = fieldTypeToDataType(fc->fields[i].type);
|
|
}
|
|
|
|
if (field_name == "bert_embeddings_token_type_embeddings"sv)
|
|
{
|
|
BERT_DEBUG_MSG("Building bert_embeddings_token_type_embeddings...");
|
|
tok_emb.values = fc->fields[i].data;
|
|
tok_emb.count = fc->fields[i].length;
|
|
tok_emb.type = fieldTypeToDataType(fc->fields[i].type);
|
|
}
|
|
|
|
if (field_name == "bert_embeddings_position_embeddings"sv)
|
|
{
|
|
BERT_DEBUG_MSG("Building bert_embeddings_position_embeddings...");
|
|
pos_emb.values = fc->fields[i].data;
|
|
pos_emb.count = fc->fields[i].length;
|
|
pos_emb.type = fieldTypeToDataType(fc->fields[i].type);
|
|
}
|
|
if (field_name == "output_fp16"sv)
|
|
{
|
|
BERT_DEBUG_MSG("Building output_fp16...");
|
|
PLUGIN_VALIDATE(fc->fields[i].type == PluginFieldType::kINT32);
|
|
output_fp16 = static_cast<int32_t const*>(fc->fields[i].data)[0] != 0;
|
|
}
|
|
if (field_name == "full_mask"sv)
|
|
{
|
|
BERT_DEBUG_MSG("Building full_mask...");
|
|
PLUGIN_VALIDATE(fc->fields[i].type == PluginFieldType::kINT32);
|
|
useFullMask = static_cast<int32_t const*>(fc->fields[i].data)[0] != 0;
|
|
}
|
|
if (field_name == "mha_type_id"sv)
|
|
{
|
|
mhaTypeId = *static_cast<int32_t const*>(fc->fields[i].data);
|
|
PLUGIN_VALIDATE(mhaTypeId >= 0 && mhaTypeId <= 3);
|
|
BERT_DEBUG_VALUE("Building mha typeId: ", mhaTypeId);
|
|
}
|
|
}
|
|
|
|
BERT_DEBUG_MSG("Building the Plugin...");
|
|
DataType mhaType = static_cast<DataType>(mhaTypeId);
|
|
auto p
|
|
= std::make_unique<EmbLayerNormPluginDynamicLegacy>(name, output_fp16 ? DataType::kHALF : DataType::kFLOAT,
|
|
mhaType, beta, gamma, word_emb, pos_emb, tok_emb, useFullMask);
|
|
return p.release();
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
return nullptr;
|
|
}
|
|
|
|
IPluginV2* EmbLayerNormPluginDynamicLegacyCreator::deserializePlugin(
|
|
char const* name, void const* serialData, size_t serialLength) noexcept
|
|
{
|
|
try
|
|
{
|
|
// This object will be deleted when the network is destroyed, which will
|
|
// call EmbLayerNormPluginDynamicLegacy::destroy()
|
|
return new EmbLayerNormPluginDynamicLegacy(name, serialData, serialLength);
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
return nullptr;
|
|
}
|
|
|
|
void EmbLayerNormPluginDynamicLegacyCreator::setPluginNamespace(char const* libNamespace) noexcept
|
|
{
|
|
try
|
|
{
|
|
mNamespace = libNamespace;
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
}
|
|
|
|
char const* EmbLayerNormPluginDynamicLegacyCreator::getPluginNamespace() const noexcept
|
|
{
|
|
return mNamespace.c_str();
|
|
}
|
|
|
|
#endif // CUDA_VERSION >= 10010
|