/* * SPDX-FileCopyrightText: Copyright (c) 1993-2026 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 #if CUDA_VERSION >= 10010 #include #include #include #include #include "NvInfer.h" #include "common/serialize.hpp" #include "embLayerNormPluginLegacy.h" using namespace nvinfer1; using namespace nvinfer1::plugin; using namespace nvinfer1::plugin::bert; namespace { using namespace std::string_view_literals; char const* gEmbLayerNormVersion{"1"}; char const* gEmbLayerNormName{"CustomEmbLayerNormPluginDynamic"}; } // namespace REGISTER_TENSORRT_PLUGIN(EmbLayerNormPluginDynamicLegacyCreator); EmbLayerNormPluginDynamicLegacy::EmbLayerNormPluginDynamicLegacy(std::string const& name, DataType const type, DataType const mhaType, Weights const& beta, Weights const& gamma, Weights const& wordEmb, Weights const& posEmb, Weights const& tokEmb, bool const useFullMask) : mLayerName(name) , mLd(beta.count) , mType(type) , mUseFullMask(useFullMask) , mMhaType(mhaType) { // Assuming Weights.count is the number of elements and not bytes PLUGIN_VALIDATE(beta.count == gamma.count); PLUGIN_VALIDATE(mLd > 0U); PLUGIN_VALIDATE(wordEmb.count % mLd == 0); PLUGIN_VALIDATE(posEmb.count % mLd == 0); PLUGIN_VALIDATE(tokEmb.count % mLd == 0); mWordVocabSize = wordEmb.count / mLd; mPosVocabSize = posEmb.count / mLd; mTokVocabSize = tokEmb.count / mLd; mSM = getSmVersion(); // mS is set during configure mBeta.convertAndCopy(beta, nvinfer1::DataType::kFLOAT); mGamma.convertAndCopy(gamma, nvinfer1::DataType::kFLOAT); mWordEmb.convertAndCopy(wordEmb, mType); mTokEmb.convertAndCopy(tokEmb, mType); mPosEmb.convertAndCopy(posEmb, mType); copyToDevice(mGamma, sizeof(float) * mGamma.count, mGammaDev); copyToDevice(mBeta, sizeof(float) * mBeta.count, mBetaDev); copyToDevice(mWordEmb, getWeightsSize(mWordEmb, mType), mWordEmbDev); copyToDevice(mPosEmb, getWeightsSize(mPosEmb, mType), mPosEmbDev); copyToDevice(mTokEmb, getWeightsSize(mTokEmb, mType), mTokEmbDev); } EmbLayerNormPluginDynamicLegacy::EmbLayerNormPluginDynamicLegacy( std::string const& name, void const* data, size_t length) : mLayerName(name) , mGammaDev(nullptr) , mBetaDev(nullptr) , mWordEmbDev(nullptr) , mTokEmbDev(nullptr) , mPosEmbDev(nullptr) { BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy deserialize."); // Deserialize in the same order as serialization deserialize_value(&data, &length, &mType); deserialize_value(&data, &length, &mMhaType); deserialize_value(&data, &length, &mLd); deserialize_value(&data, &length, &mS); deserialize_value(&data, &length, &mWordVocabSize); deserialize_value(&data, &length, &mPosVocabSize); deserialize_value(&data, &length, &mTokVocabSize); deserialize_value(&data, &length, &mUseFullMask); deserialize_value(&data, &length, &mSM); char const* d = static_cast(data); mBeta.convertAndCopy(d, mLd, nvinfer1::DataType::kFLOAT); mGamma.convertAndCopy(d, mLd, nvinfer1::DataType::kFLOAT); mWordEmb.convertAndCopy(d, mLd * mWordVocabSize, mType); mPosEmb.convertAndCopy(d, mLd * mPosVocabSize, mType); mTokEmb.convertAndCopy(d, mLd * mTokVocabSize, mType); copyToDevice(mGamma, sizeof(float) * mGamma.count, mGammaDev); copyToDevice(mBeta, sizeof(float) * mBeta.count, mBetaDev); copyToDevice(mWordEmb, getWeightsSize(mWordEmb, mType), mWordEmbDev); copyToDevice(mPosEmb, getWeightsSize(mPosEmb, mType), mPosEmbDev); copyToDevice(mTokEmb, getWeightsSize(mTokEmb, mType), mTokEmbDev); } // IPluginV2DynamicExt Methods IPluginV2DynamicExt* EmbLayerNormPluginDynamicLegacy::clone() const noexcept { try { BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy clone."); auto p = std::make_unique( mLayerName, mType, mMhaType, mBeta, mGamma, mWordEmb, mPosEmb, mTokEmb, mUseFullMask); p->mS = mS; p->setPluginNamespace(mNamespace.c_str()); return p.release(); } catch (std::exception const& e) { caughtError(e); } return nullptr; } DimsExprs EmbLayerNormPluginDynamicLegacy::getOutputDimensions( int32_t outputIndex, DimsExprs const* inputs, int32_t nbInputs, IExprBuilder& exprBuilder) noexcept { try { // Input should be input ids and token ids and the input mask // Output should be the embeddings tensor and mask indices PLUGIN_ASSERT(nbInputs == 3); PLUGIN_ASSERT(inputs[0].nbDims == 2); // BxS PLUGIN_ASSERT(inputs[0].nbDims == inputs[1].nbDims); PLUGIN_ASSERT(inputs[0].nbDims == inputs[2].nbDims); PLUGIN_ASSERT(outputIndex == 0 || outputIndex == 1); if (outputIndex == 0) { DimsExprs ret; ret.nbDims = 5; ret.d[0] = inputs[0].d[0]; ret.d[1] = inputs[0].d[1]; ret.d[2] = exprBuilder.constant(mLd); ret.d[3] = exprBuilder.constant(1); ret.d[4] = exprBuilder.constant(1); return ret; } DimsExprs ret; ret.nbDims = 2; ret.d[0] = inputs[0].d[BDIM]; auto cms0 = exprBuilder.constant(unfusedMaskSize); // this code must match getMHAMaskPackedSize in bertCommon.h bool const isSmOK = elem(mSM, {kSM_75, kSM_80, kSM_86, kSM_87, kSM_89, kSM_90, kSM_100, kSM_120}); bool const isPrecisionOK = (mMhaType == nvinfer1::DataType::kHALF || mMhaType == nvinfer1::DataType::kINT8); if (mUseFullMask || (isSmOK && isPrecisionOK)) { // support 128, 384 in both int8 and fp16 auto cms128 = exprBuilder.constant(packedMaskSize128); auto cms384 = exprBuilder.constant(packedMaskSize384); auto c128 = exprBuilder.constant(128); auto c384 = exprBuilder.constant(384); auto is128 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c128); auto is384 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c384); auto sel128 = exprBuilder.operation(DimensionOperation::kPROD, *is128, *cms128); auto sel384 = exprBuilder.operation(DimensionOperation::kPROD, *is384, *cms384); auto maskSize = exprBuilder.operation(DimensionOperation::kSUM, *sel384, *sel128); // support 64, 96 in both int8 and fp16 auto cms64 = exprBuilder.constant(packedMaskSize64); auto cms96 = exprBuilder.constant(packedMaskSize96); auto c64 = exprBuilder.constant(64); auto c96 = exprBuilder.constant(96); auto is64 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c64); auto is96 = exprBuilder.operation(DimensionOperation::kEQUAL, *inputs[0].d[SDIM], *c96); auto sel64 = exprBuilder.operation(DimensionOperation::kPROD, *is64, *cms64); auto sel96 = exprBuilder.operation(DimensionOperation::kPROD, *is96, *cms96); auto maskSize2 = exprBuilder.operation(DimensionOperation::kSUM, *sel64, *sel96); maskSize = exprBuilder.operation(DimensionOperation::kSUM, *maskSize, *maskSize2); auto is0 = exprBuilder.operation(DimensionOperation::kEQUAL, *maskSize, *exprBuilder.constant(0)); auto sel0 = exprBuilder.operation(DimensionOperation::kPROD, *is0, *cms0); auto combinedMaskSize = exprBuilder.operation(DimensionOperation::kSUM, *maskSize, *sel0); ret.d[1] = combinedMaskSize; } else { ret.d[1] = cms0; } return ret; } catch (std::exception const& e) { caughtError(e); } return DimsExprs{}; } bool EmbLayerNormPluginDynamicLegacy::supportsFormatCombination( int32_t pos, PluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept { // 3 inputs of size BxS PLUGIN_ASSERT(nbInputs == 3); PLUGIN_ASSERT(nbOutputs == 2); PluginTensorDesc const& desc = inOut[pos]; if (desc.format != TensorFormat::kLINEAR) { return false; } if (pos == 0) { return desc.type == DataType::kINT32 && desc.dims.nbDims == 2; } PluginTensorDesc const& prev = inOut[pos - 1]; if (pos == 1 || pos == 2) { return desc.type == DataType::kINT32 && desc.dims.nbDims == 2 && desc.dims.d[BDIM] == prev.dims.d[BDIM] && desc.dims.d[SDIM] == prev.dims.d[SDIM]; } // embedded sequence if (pos == 3) { return desc.type == mType && desc.dims.nbDims == 5 && desc.dims.d[BDIM] == prev.dims.d[BDIM] && desc.dims.d[SDIM] == prev.dims.d[SDIM] && desc.dims.d[3] == 1 && desc.dims.d[4] == 1; } // mask return desc.type == DataType::kINT32; } void EmbLayerNormPluginDynamicLegacy::configurePlugin(DynamicPluginTensorDesc const* inputs, int32_t nbInputs, DynamicPluginTensorDesc const* outputs, int32_t nbOutputs) noexcept { BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy configurePlugin."); // Validate input arguments PLUGIN_ASSERT(nbOutputs == 2); PLUGIN_ASSERT(nbInputs == 3); PLUGIN_ASSERT(inputs[0].desc.dims.nbDims == 2); int32_t const S = inputs[0].desc.dims.d[SDIM]; mS = S; int32_t const B = inputs[0].desc.dims.d[BDIM]; TRT_UNUSED B; PLUGIN_ASSERT(mS == static_cast(inputs[1].desc.dims.d[SDIM])); PLUGIN_ASSERT(B == inputs[1].desc.dims.d[BDIM]); PLUGIN_ASSERT(mS == static_cast(inputs[2].desc.dims.d[SDIM])); PLUGIN_ASSERT(B == inputs[2].desc.dims.d[BDIM]); PLUGIN_ASSERT(outputs[0].desc.dims.nbDims == 5); PLUGIN_ASSERT(static_cast(outputs[0].desc.dims.d[SDIM]) == mS); PLUGIN_ASSERT(outputs[0].desc.dims.d[BDIM] == B); PLUGIN_ASSERT(static_cast(outputs[0].desc.dims.d[2]) == mLd); PLUGIN_ASSERT(outputs[0].desc.dims.d[3] == 1); PLUGIN_ASSERT(outputs[0].desc.dims.d[4] == 1); if (mUseFullMask) { // user force full_mask PLUGIN_ASSERT(outputs[1].desc.dims.nbDims == 2); PLUGIN_ASSERT(outputs[1].desc.dims.d[0] == B); PLUGIN_ASSERT((outputs[1].desc.dims.d[1] == -1) || (outputs[1].desc.dims.d[1] == packedMaskSize384) || (outputs[1].desc.dims.d[1] == packedMaskSize128)); } else { // auto detect using mhatype if (S != -1 && B != -1) { PLUGIN_ASSERT(outputs[1].desc.dims.nbDims == 2); PLUGIN_ASSERT(outputs[1].desc.dims.d[0] == B); int32_t packedSize = getMHAMaskPackedSize(mSM, mMhaType, S); TRT_UNUSED packedSize; PLUGIN_ASSERT(outputs[1].desc.dims.d[1] == -1 || outputs[1].desc.dims.d[1] == packedSize); } } PLUGIN_ASSERT(inputs[0].desc.type == DataType::kINT32); PLUGIN_ASSERT(inputs[1].desc.type == DataType::kINT32); PLUGIN_ASSERT(inputs[2].desc.type == DataType::kINT32); PLUGIN_ASSERT(outputs[0].desc.type == mType); PLUGIN_ASSERT(outputs[1].desc.type == DataType::kINT32); } size_t EmbLayerNormPluginDynamicLegacy::getWorkspaceSize( PluginTensorDesc const* inputs, int32_t nbInputs, PluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept { return 0; } int32_t EmbLayerNormPluginDynamicLegacy::enqueue(PluginTensorDesc const* inputDesc, PluginTensorDesc const* /* outputDesc */, void const* const* inputs, void* const* outputs, void* /* workspace */, cudaStream_t stream) noexcept { try { PLUGIN_VALIDATE(inputDesc != nullptr && inputs != nullptr && outputs != nullptr); int32_t const batchSize = inputDesc->dims.d[BDIM]; int32_t const S = inputDesc->dims.d[SDIM]; int32_t status = STATUS_FAILURE; // Our plugin outputs only one tensor auto const inputIds = static_cast(inputs[0]); auto const segmentIds = static_cast(inputs[1]); auto const inputMask = static_cast(inputs[2]); float const* beta = mBetaDev.get(); float const* gamma = mGammaDev.get(); if (mType == DataType::kFLOAT) { auto output = static_cast(outputs[0]); auto const wordEmb = static_cast(mWordEmbDev.get()); auto const tokEmb = static_cast(mTokEmbDev.get()); auto const posEmb = static_cast(mPosEmbDev.get()); status = embSkipLayerNorm(stream, static_cast(mLd), batchSize, S, inputIds, segmentIds, beta, gamma, wordEmb, posEmb, tokEmb, mWordVocabSize, mTokVocabSize, output); if (status != cudaSuccess) { return status; } } else if (mType == DataType::kHALF) { auto output = static_cast(outputs[0]); auto const wordEmb = static_cast(mWordEmbDev.get()); auto const tokEmb = static_cast(mTokEmbDev.get()); auto const posEmb = static_cast(mPosEmbDev.get()); status = embSkipLayerNorm(stream, static_cast(mLd), batchSize, S, inputIds, segmentIds, beta, gamma, wordEmb, posEmb, tokEmb, mWordVocabSize, mTokVocabSize, output); if (status != cudaSuccess) { return status; } } else { gLogError << "Unsupported type error, expected [kHALF,kFLOAT], but received " << static_cast(mType) << std::endl; return STATUS_NOT_SUPPORTED; } // check mha use fused kernel if (mUseFullMask || unfusedMaskSize != getMHAMaskPackedSize(mSM, mMhaType, S)) { size_t warps_m = 0, warps_n = 0, warps_k = 1; if (S == 64 || S == 96 || S == 128) { warps_m = 2; warps_n = 2; } else if (S == 384) { warps_m = 1; warps_n = 8; } uint32_t* inputMaskX = static_cast(outputs[1]); status = convertMask(S, batchSize, warps_m, warps_n, warps_k, inputMask, inputMaskX, stream); } else { int32_t* maskIdx = static_cast(outputs[1]); status = computeMaskIdx(stream, S, batchSize, inputMask, maskIdx); } return status; } catch (std::exception const& e) { caughtError(e); } return STATUS_FAILURE; } // IPluginV2Ext Methods DataType EmbLayerNormPluginDynamicLegacy::getOutputDataType( int32_t index, DataType const* inputTypes, int32_t nbInputs) const noexcept { PLUGIN_ASSERT(index == 0 || index == 1); if (index == 0) { PLUGIN_ASSERT(mType == DataType::kHALF || mType == DataType::kFLOAT); return mType; } return DataType::kINT32; } // IPluginV2 Methods char const* EmbLayerNormPluginDynamicLegacy::getPluginType() const noexcept { return gEmbLayerNormName; } char const* EmbLayerNormPluginDynamicLegacy::getPluginVersion() const noexcept { return gEmbLayerNormVersion; } int32_t EmbLayerNormPluginDynamicLegacy::getNbOutputs() const noexcept { return 2; } int32_t EmbLayerNormPluginDynamicLegacy::initialize() noexcept { return 0; } void EmbLayerNormPluginDynamicLegacy::terminate() noexcept { BERT_DEBUG_MSG("EmbLayerNormPluginDynamicLegacy terminate."); } size_t EmbLayerNormPluginDynamicLegacy::getSerializationSize() const noexcept { size_t const wordSize = getElementSize(mType); 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(buffer); serFromDev(d, mBetaDev.get(), mLd); serFromDev(d, mGammaDev.get(), mLd); size_t const wordSize = getElementSize(mType); serFromDev(d, static_cast(mWordEmbDev.get()), mLd * mWordVocabSize * wordSize); serFromDev(d, static_cast(mPosEmbDev.get()), mLd * mPosVocabSize * wordSize); serFromDev(d, static_cast(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 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(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(fc->fields[i].data)[0] != 0; } if (field_name == "mha_type_id"sv) { mhaTypeId = *static_cast(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(mhaTypeId); auto p = std::make_unique(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