/* * 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 "skipLayerNormInt8InterleavedPlugin.h" #include "NvInfer.h" #include "common/serialize.hpp" #include #include #include #include #include using namespace nvinfer1; using namespace nvinfer1::plugin; using namespace nvinfer1::plugin::bert; // Clip plugin specific constants namespace { using namespace std::string_view_literals; constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_VERSION_HFACE{"7"}; constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_VERSION_MTRON{"8"}; constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_NAME{"CustomSkipLayerNormPluginDynamic"}; void checkDescs(PluginTensorDesc const& iDesc, PluginTensorDesc const& sDesc, PluginTensorDesc const& oDesc) { PLUGIN_VALIDATE(iDesc.dims.nbDims == 4); PLUGIN_VALIDATE(iDesc.dims.nbDims == sDesc.dims.nbDims); PLUGIN_VALIDATE(std::equal(iDesc.dims.d, iDesc.dims.d + iDesc.dims.nbDims, sDesc.dims.d)); PLUGIN_VALIDATE(std::equal(iDesc.dims.d, iDesc.dims.d + iDesc.dims.nbDims, oDesc.dims.d)); PLUGIN_VALIDATE(iDesc.dims.d[0] == 1); PLUGIN_VALIDATE(iDesc.dims.d[3] == 1); PLUGIN_VALIDATE(iDesc.format == TensorFormat::kCHW32); PLUGIN_VALIDATE(iDesc.type == DataType::kINT8); PLUGIN_VALIDATE(iDesc.format == sDesc.format); PLUGIN_VALIDATE(iDesc.format == oDesc.format); PLUGIN_VALIDATE(iDesc.type == sDesc.type); PLUGIN_VALIDATE(iDesc.type == oDesc.type); } void buildBetaAndGamma(PluginFieldCollection const* fc, Weights& beta, Weights& gamma) { PLUGIN_VALIDATE(fc != nullptr, "SkipLayerNorm: Plugin Field collection is null"); PLUGIN_VALIDATE(fc->fields != nullptr, "SkipLayerNorm: Plugin Fields are null"); plugin::validateRequiredAttributesExist({"beta", "gamma"}, fc); for (int32_t i = 0; i < fc->nbFields; i++) { std::string_view const fieldName = fc->fields[i].name; if (fieldName == "beta"sv) { BERT_DEBUG_MSG("Building beta..."); beta.values = fc->fields[i].data; beta.count = fc->fields[i].length; beta.type = fieldTypeToDataType(fc->fields[i].type); } if (fieldName == "gamma"sv) { BERT_DEBUG_MSG("Building gamma..."); gamma.values = fc->fields[i].data; gamma.count = fc->fields[i].length; gamma.type = fieldTypeToDataType(fc->fields[i].type); } } PLUGIN_VALIDATE(beta.values != nullptr, "SkipLayerNorm: invalid beta"); PLUGIN_VALIDATE(beta.count > 0, "SkipLayerNorm: invalid beta"); PLUGIN_VALIDATE(gamma.values != nullptr, "SkipLayerNorm: invalid gamma"); PLUGIN_VALIDATE(gamma.count > 0, "SkipLayerNorm: invalid gamma"); } } // namespace REGISTER_TENSORRT_PLUGIN(SkipLayerNormInterleavedPluginHFaceCreator); REGISTER_TENSORRT_PLUGIN(SkipLayerNormInterleavedPluginMTronCreator); constexpr auto kPARAM_TYPE = DataType::kHALF; SkipLayerNormInterleavedPluginBase::SkipLayerNormInterleavedPluginBase( std::string const& name, Weights const& beta, Weights const& gamma) : mLayerName(name) , mGammaDev(nullptr) , mBetaDev(nullptr) , mLd(beta.count) , mParamsOnDevice(false) { PLUGIN_VALIDATE(mLd > 0); PLUGIN_VALIDATE(beta.count == gamma.count); // dataType for beta, gamma weights is always fp16 mParamWordsize = getElementSize(kPARAM_TYPE); mBeta.convertAndCopy(beta, kPARAM_TYPE); mGamma.convertAndCopy(gamma, kPARAM_TYPE); } SkipLayerNormInterleavedPluginHFace::SkipLayerNormInterleavedPluginHFace( std::string const& name, Weights const& beta, Weights const& gamma) : SkipLayerNormInterleavedPluginBase(name, beta, gamma) { } SkipLayerNormInterleavedPluginMTron::SkipLayerNormInterleavedPluginMTron( std::string const& name, Weights const& beta, Weights const& gamma) : SkipLayerNormInterleavedPluginBase(name, beta, gamma) { } SkipLayerNormInterleavedPluginBase::~SkipLayerNormInterleavedPluginBase() { try { mGammaDev.reset(nullptr); mBetaDev.reset(nullptr); } catch (std::exception const& e) { caughtError(e); } } SkipLayerNormInterleavedPluginHFace::~SkipLayerNormInterleavedPluginHFace() { BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFace destructor"); } SkipLayerNormInterleavedPluginMTron::~SkipLayerNormInterleavedPluginMTron() { BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTron destructor"); } ////// // IPluginV3 method definitions: // - getCapabilityInterface() (Base) // - clone() (HFace, MTron) ////// IPluginCapability* SkipLayerNormInterleavedPluginBase::getCapabilityInterface(PluginCapabilityType type) noexcept { try { if (type == PluginCapabilityType::kBUILD) { return static_cast(this); } if (type == PluginCapabilityType::kRUNTIME) { return static_cast(this); } PLUGIN_ASSERT(type == PluginCapabilityType::kCORE); return static_cast(this); } catch (std::exception const& e) { caughtError(e); } return nullptr; } IPluginV3* SkipLayerNormInterleavedPluginHFace::clone() noexcept { try { BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFace clone"); auto p = std::make_unique(mLayerName, mBeta, mGamma); p->setPluginNamespace(mNamespace.c_str()); return p.release(); } catch (std::exception const& e) { caughtError(e); } return nullptr; } IPluginV3* SkipLayerNormInterleavedPluginMTron::clone() noexcept { try { BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTron clone"); auto p = std::make_unique(mLayerName, mBeta, mGamma); p->setPluginNamespace(mNamespace.c_str()); return p.release(); } catch (std::exception const& e) { caughtError(e); } return nullptr; } // End IPluginV3 method definitions ////// // IPluginV3OneRuntime method definitions: // - getFieldsToSerialize() (Base) // - onShapeChange() (Base) // - attachToContext() (HFace, MTron) // - execute() (HFace, MTron) ///// PluginFieldCollection const* SkipLayerNormInterleavedPluginBase::getFieldsToSerialize() noexcept { mDataToSerialize.clear(); mDataToSerialize.emplace_back( "beta", static_cast(mBeta.values), PluginFieldType::kFLOAT16, mBeta.count); PLUGIN_ASSERT(mBeta.type == kPARAM_TYPE); mDataToSerialize.emplace_back( "gamma", static_cast(mGamma.values), PluginFieldType::kFLOAT16, mGamma.count); PLUGIN_ASSERT(mGamma.type == kPARAM_TYPE); mFCToSerialize.nbFields = mDataToSerialize.size(); mFCToSerialize.fields = mDataToSerialize.data(); return &mFCToSerialize; } int32_t SkipLayerNormInterleavedPluginBase::onShapeChange( PluginTensorDesc const* inputs, int32_t nbInputs, PluginTensorDesc const* outputs, int32_t nbOutputs) noexcept { try { // Validate input arguments PLUGIN_VALIDATE(inputs != nullptr); PLUGIN_VALIDATE(outputs != nullptr); PLUGIN_VALIDATE(nbOutputs == getNbOutputs()); PLUGIN_VALIDATE(nbInputs == 2); PLUGIN_VALIDATE(DataType::kINT8 == inputs[0].type); PLUGIN_VALIDATE(DataType::kINT8 == inputs[1].type); auto const& inDims0 = inputs[0].dims; auto const& inDims1 = inputs[1].dims; TRT_UNUSED inDims1; PLUGIN_VALIDATE(inDims0.nbDims == inDims1.nbDims); PLUGIN_VALIDATE(std::equal(inDims0.d, inDims0.d + inDims0.nbDims, inDims1.d)); mParamWordsize = getElementSize(kPARAM_TYPE); if (!mParamsOnDevice) { copyToDevice(mGamma, getWeightsSize(mGamma, kPARAM_TYPE), mGammaDev); copyToDevice(mBeta, getWeightsSize(mBeta, kPARAM_TYPE), mBetaDev); mParamsOnDevice = true; } return pluginStatus_t::STATUS_SUCCESS; } catch (std::exception const& e) { caughtError(e); } return pluginStatus_t::STATUS_FAILURE; } IPluginV3* SkipLayerNormInterleavedPluginBase::attachToContext(IPluginResourceContext* context) noexcept { return clone(); } int32_t SkipLayerNormInterleavedPluginHFace::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 && outputDesc != nullptr && inputs != nullptr && outputs != nullptr); // Input shape: 1x(hxd)xtotalx1 auto const iDesc = inputDesc[0]; auto const sDesc = inputDesc[1]; auto const oDesc = outputDesc[0]; checkDescs(iDesc, sDesc, oDesc); const int32_t ld = iDesc.dims.d[1]; const int32_t total = iDesc.dims.d[2]; float const dqScaleIn = iDesc.scale; float const dqScaleSkip = sDesc.scale; float const qScale = 1.F / oDesc.scale; int8_t const* input = static_cast(inputs[0]); int8_t const* skip = static_cast(inputs[1]); int8_t* output = static_cast(outputs[0]); half const* gamma = static_cast(mGammaDev.get()); half const* beta = static_cast(mBetaDev.get()); if (total < 4096) { return launch_small_hface( stream, ld, total, input, skip, beta, gamma, output, dqScaleIn, dqScaleSkip, qScale); } return launch_large_hface(stream, ld, total, input, skip, beta, gamma, output, dqScaleIn, dqScaleSkip, qScale); } catch (std::exception const& e) { caughtError(e); } return -1; } int32_t SkipLayerNormInterleavedPluginMTron::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 && outputDesc != nullptr && inputs != nullptr && outputs != nullptr); // Input shape: 1x(hxd)xtotalx1 auto const iDesc = inputDesc[0]; auto const sDesc = inputDesc[1]; auto const oDesc = outputDesc[0]; auto const pDesc = outputDesc[1]; checkDescs(iDesc, sDesc, oDesc); PLUGIN_VALIDATE(std::equal(iDesc.dims.d, iDesc.dims.d + iDesc.dims.nbDims, pDesc.dims.d)); const int32_t ld = iDesc.dims.d[1]; const int32_t total = iDesc.dims.d[2]; float const dqScaleIn = iDesc.scale; float const dqScaleSkip = sDesc.scale; float const qScale = 1.F / oDesc.scale; float const qSkipScale = 1.F / pDesc.scale; int8_t const* input = static_cast(inputs[0]); int8_t const* skip = static_cast(inputs[1]); int8_t* output = static_cast(outputs[0]); int8_t* preln = static_cast(outputs[1]); half const* gamma = static_cast(mGammaDev.get()); half const* beta = static_cast(mBetaDev.get()); if (total < 4096) { return launch_small_mtron( stream, ld, total, input, skip, beta, gamma, output, preln, dqScaleIn, dqScaleSkip, qScale, qSkipScale); } return launch_large_mtron( stream, ld, total, input, skip, beta, gamma, output, preln, dqScaleIn, dqScaleSkip, qScale, qSkipScale); } catch (std::exception const& e) { caughtError(e); } return -1; } // end IPluginV3OneRuntime method definitions /////// // IPluginV3OneBuild method definitions // - getNbOutputs() (MTron, HFace) // - supportsFormatCombination() (Base) // - getOutputShapes (Base) // - getOutputDataType() (Base) // - configurePlugin() (Base) // - getWorkSpaceSize() (Base) ////// int32_t SkipLayerNormInterleavedPluginHFace::getNbOutputs() const noexcept { return 1; } int32_t SkipLayerNormInterleavedPluginMTron::getNbOutputs() const noexcept { return 2; } bool SkipLayerNormInterleavedPluginBase::supportsFormatCombination( int32_t pos, DynamicPluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept { try { PLUGIN_VALIDATE(inOut != nullptr); PLUGIN_VALIDATE(nbInputs == 2); PLUGIN_VALIDATE(nbOutputs == getNbOutputs()); PLUGIN_VALIDATE(pos >= 0 && pos < (nbInputs + nbOutputs)); PluginTensorDesc const& desc = inOut[pos].desc; return desc.type == DataType::kINT8 && desc.format == TensorFormat::kCHW32; } catch (std::exception const& e) { caughtError(e); } return false; } int32_t SkipLayerNormInterleavedPluginBase::getOutputShapes(DimsExprs const* inputs, int32_t nbInputs, DimsExprs const* shapeInputs, int32_t nbShapeInputs, DimsExprs* outputs, int32_t nbOutputs, IExprBuilder& exprBuilder) noexcept { try { PLUGIN_VALIDATE(inputs != nullptr); PLUGIN_VALIDATE(nbInputs == 2); PLUGIN_VALIDATE(nbOutputs == getNbOutputs()); PLUGIN_VALIDATE(inputs[0].nbDims == inputs[1].nbDims); for (int32_t i = 0; i < nbOutputs; ++i) { outputs[i] = inputs[0]; } return pluginStatus_t::STATUS_SUCCESS; } catch (std::exception const& e) { caughtError(e); } return pluginStatus_t::STATUS_FAILURE; } int32_t SkipLayerNormInterleavedPluginBase::getOutputDataTypes( DataType* outputTypes, int32_t nbOutputs, DataType const* inputTypes, int32_t nbInputs) const noexcept { try { PLUGIN_VALIDATE(inputTypes != nullptr); PLUGIN_VALIDATE(nbOutputs == getNbOutputs()); PLUGIN_VALIDATE(nbInputs == 2); for (int32_t i = 0; i < nbOutputs; ++i) { outputTypes[i] = inputTypes[0]; } return pluginStatus_t::STATUS_SUCCESS; } catch (std::exception const& e) { caughtError(e); } return pluginStatus_t::STATUS_FAILURE; } int32_t SkipLayerNormInterleavedPluginBase::configurePlugin(DynamicPluginTensorDesc const* inputs, int32_t nbInputs, DynamicPluginTensorDesc const* outputs, int32_t nbOutputs) noexcept { return pluginStatus_t::STATUS_SUCCESS; } size_t SkipLayerNormInterleavedPluginBase::getWorkspaceSize(DynamicPluginTensorDesc const* inputs, int32_t nbInputs, DynamicPluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept { return 0; } // End IPluginV3OneBuild method definitions ////// // IPluginV3OneCore method definitions // - getPluginVersion() (MTron, HFace) // - getPluginName() (Base) // - getPluginNamespace() (Base) // - setPluginNamespace() (Base) ////// char const* SkipLayerNormInterleavedPluginHFace::getPluginVersion() const noexcept { return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_HFACE; } char const* SkipLayerNormInterleavedPluginMTron::getPluginVersion() const noexcept { return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_MTRON; } char const* SkipLayerNormInterleavedPluginBase::getPluginName() const noexcept { return kSKIP_LAYER_NORM_INTERLEAVED_NAME; } char const* SkipLayerNormInterleavedPluginBase::getPluginNamespace() const noexcept { return mNamespace.c_str(); } void SkipLayerNormInterleavedPluginBase::setPluginNamespace(char const* libNamespace) noexcept { mNamespace = libNamespace; } // End IPluginV3OneCore method definitions //////////////////////////// Plugin Creator member definitions ///////////////////////////// SkipLayerNormInterleavedPluginBaseCreator::SkipLayerNormInterleavedPluginBaseCreator() { static std::mutex sMutex; std::lock_guard lock(sMutex); mPluginAttributes.clear(); mPluginAttributes.emplace_back(PluginField("beta")); mPluginAttributes.emplace_back(PluginField("gamma")); mFC.nbFields = mPluginAttributes.size(); mFC.fields = mPluginAttributes.data(); } SkipLayerNormInterleavedPluginHFaceCreator::SkipLayerNormInterleavedPluginHFaceCreator() : SkipLayerNormInterleavedPluginBaseCreator() { } SkipLayerNormInterleavedPluginMTronCreator::SkipLayerNormInterleavedPluginMTronCreator() : SkipLayerNormInterleavedPluginBaseCreator() { } char const* SkipLayerNormInterleavedPluginBaseCreator::getPluginName() const noexcept { return kSKIP_LAYER_NORM_INTERLEAVED_NAME; } char const* SkipLayerNormInterleavedPluginHFaceCreator::getPluginVersion() const noexcept { return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_HFACE; } char const* SkipLayerNormInterleavedPluginMTronCreator::getPluginVersion() const noexcept { return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_MTRON; } PluginFieldCollection const* SkipLayerNormInterleavedPluginBaseCreator::getFieldNames() noexcept { return &mFC; } IPluginV3* SkipLayerNormInterleavedPluginHFaceCreator::createPlugin( char const* name, PluginFieldCollection const* fc, TensorRTPhase phase) noexcept { try { BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceCreator createPlugin"); Weights beta{DataType::kFLOAT, nullptr, 0}; Weights gamma{DataType::kFLOAT, nullptr, 0}; buildBetaAndGamma(fc, beta, gamma); return new SkipLayerNormInterleavedPluginHFace(name, beta, gamma); } catch (std::exception const& e) { caughtError(e); } return nullptr; } IPluginV3* SkipLayerNormInterleavedPluginMTronCreator::createPlugin( char const* name, PluginFieldCollection const* fc, TensorRTPhase phase) noexcept { try { BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronCreator createPlugin"); PLUGIN_VALIDATE(fc != nullptr); Weights beta{DataType::kFLOAT, nullptr, 0}; Weights gamma{DataType::kFLOAT, nullptr, 0}; buildBetaAndGamma(fc, beta, gamma); return new SkipLayerNormInterleavedPluginMTron(name, beta, gamma); } catch (std::exception const& e) { caughtError(e); } return nullptr; } void SkipLayerNormInterleavedPluginBaseCreator::setPluginNamespace(char const* libNamespace) noexcept { mNamespace = libNamespace; } char const* SkipLayerNormInterleavedPluginBaseCreator::getPluginNamespace() const noexcept { return mNamespace.c_str(); } // End Plugin Creator member definitions