wehub-resource-sync
585 lines
19 KiB
C++
585 lines
19 KiB
C++
/*
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* SPDX-FileCopyrightText: Copyright (c) 1993-2026 NVIDIA CORPORATION &
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* AFFILIATES. All rights reserved. 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 "skipLayerNormInt8InterleavedPlugin.h"
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#include "NvInfer.h"
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#include "common/serialize.hpp"
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#include <cuda.h>
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#include <cstring>
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#include <memory>
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#include <string_view>
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#include <vector>
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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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// Clip plugin specific constants
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namespace
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{
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using namespace std::string_view_literals;
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constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_VERSION_HFACE{"7"};
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constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_VERSION_MTRON{"8"};
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constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_NAME{"CustomSkipLayerNormPluginDynamic"};
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void checkDescs(PluginTensorDesc const& iDesc, PluginTensorDesc const& sDesc, PluginTensorDesc const& oDesc)
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{
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PLUGIN_VALIDATE(iDesc.dims.nbDims == 4);
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PLUGIN_VALIDATE(iDesc.dims.nbDims == sDesc.dims.nbDims);
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PLUGIN_VALIDATE(std::equal(iDesc.dims.d, iDesc.dims.d + iDesc.dims.nbDims, sDesc.dims.d));
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PLUGIN_VALIDATE(std::equal(iDesc.dims.d, iDesc.dims.d + iDesc.dims.nbDims, oDesc.dims.d));
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PLUGIN_VALIDATE(iDesc.dims.d[0] == 1);
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PLUGIN_VALIDATE(iDesc.dims.d[3] == 1);
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PLUGIN_VALIDATE(iDesc.format == TensorFormat::kCHW32);
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PLUGIN_VALIDATE(iDesc.type == DataType::kINT8);
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PLUGIN_VALIDATE(iDesc.format == sDesc.format);
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PLUGIN_VALIDATE(iDesc.format == oDesc.format);
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PLUGIN_VALIDATE(iDesc.type == sDesc.type);
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PLUGIN_VALIDATE(iDesc.type == oDesc.type);
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}
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void buildBetaAndGamma(PluginFieldCollection const* fc, Weights& beta, Weights& gamma)
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{
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PLUGIN_VALIDATE(fc != nullptr, "SkipLayerNorm: Plugin Field collection is null");
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PLUGIN_VALIDATE(fc->fields != nullptr, "SkipLayerNorm: Plugin Fields are null");
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plugin::validateRequiredAttributesExist({"beta", "gamma"}, fc);
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for (int32_t i = 0; i < fc->nbFields; i++)
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{
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std::string_view const fieldName = fc->fields[i].name;
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if (fieldName == "beta"sv)
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{
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BERT_DEBUG_MSG("Building beta...");
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beta.values = fc->fields[i].data;
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beta.count = fc->fields[i].length;
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beta.type = fieldTypeToDataType(fc->fields[i].type);
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}
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if (fieldName == "gamma"sv)
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{
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BERT_DEBUG_MSG("Building gamma...");
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gamma.values = fc->fields[i].data;
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gamma.count = fc->fields[i].length;
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gamma.type = fieldTypeToDataType(fc->fields[i].type);
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}
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}
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PLUGIN_VALIDATE(beta.values != nullptr, "SkipLayerNorm: invalid beta");
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PLUGIN_VALIDATE(beta.count > 0, "SkipLayerNorm: invalid beta");
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PLUGIN_VALIDATE(gamma.values != nullptr, "SkipLayerNorm: invalid gamma");
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PLUGIN_VALIDATE(gamma.count > 0, "SkipLayerNorm: invalid gamma");
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}
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} // namespace
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REGISTER_TENSORRT_PLUGIN(SkipLayerNormInterleavedPluginHFaceCreator);
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REGISTER_TENSORRT_PLUGIN(SkipLayerNormInterleavedPluginMTronCreator);
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constexpr auto kPARAM_TYPE = DataType::kHALF;
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SkipLayerNormInterleavedPluginBase::SkipLayerNormInterleavedPluginBase(
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std::string const& name, Weights const& beta, Weights const& gamma)
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: mLayerName(name)
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, mGammaDev(nullptr)
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, mBetaDev(nullptr)
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, mLd(beta.count)
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, mParamsOnDevice(false)
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{
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PLUGIN_VALIDATE(mLd > 0);
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PLUGIN_VALIDATE(beta.count == gamma.count);
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// dataType for beta, gamma weights is always fp16
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mParamWordsize = getElementSize(kPARAM_TYPE);
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mBeta.convertAndCopy(beta, kPARAM_TYPE);
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mGamma.convertAndCopy(gamma, kPARAM_TYPE);
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}
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SkipLayerNormInterleavedPluginHFace::SkipLayerNormInterleavedPluginHFace(
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std::string const& name, Weights const& beta, Weights const& gamma)
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: SkipLayerNormInterleavedPluginBase(name, beta, gamma)
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{
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}
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SkipLayerNormInterleavedPluginMTron::SkipLayerNormInterleavedPluginMTron(
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std::string const& name, Weights const& beta, Weights const& gamma)
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: SkipLayerNormInterleavedPluginBase(name, beta, gamma)
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{
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}
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SkipLayerNormInterleavedPluginBase::~SkipLayerNormInterleavedPluginBase()
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{
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try
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{
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mGammaDev.reset(nullptr);
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mBetaDev.reset(nullptr);
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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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}
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SkipLayerNormInterleavedPluginHFace::~SkipLayerNormInterleavedPluginHFace()
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFace destructor");
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}
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SkipLayerNormInterleavedPluginMTron::~SkipLayerNormInterleavedPluginMTron()
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTron destructor");
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}
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//////
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// IPluginV3 method definitions:
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// - getCapabilityInterface() (Base)
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// - clone() (HFace, MTron)
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//////
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IPluginCapability* SkipLayerNormInterleavedPluginBase::getCapabilityInterface(PluginCapabilityType type) noexcept
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{
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try
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{
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if (type == PluginCapabilityType::kBUILD)
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{
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return static_cast<IPluginV3OneBuild*>(this);
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}
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if (type == PluginCapabilityType::kRUNTIME)
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{
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return static_cast<IPluginV3OneRuntime*>(this);
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}
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PLUGIN_ASSERT(type == PluginCapabilityType::kCORE);
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return static_cast<IPluginV3OneCore*>(this);
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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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IPluginV3* SkipLayerNormInterleavedPluginHFace::clone() noexcept
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{
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try
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFace clone");
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auto p = std::make_unique<SkipLayerNormInterleavedPluginHFace>(mLayerName, mBeta, mGamma);
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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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IPluginV3* SkipLayerNormInterleavedPluginMTron::clone() noexcept
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{
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try
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTron clone");
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auto p = std::make_unique<SkipLayerNormInterleavedPluginMTron>(mLayerName, mBeta, mGamma);
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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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// End IPluginV3 method definitions
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//////
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// IPluginV3OneRuntime method definitions:
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// - getFieldsToSerialize() (Base)
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// - onShapeChange() (Base)
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// - attachToContext() (HFace, MTron)
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// - execute() (HFace, MTron)
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/////
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PluginFieldCollection const* SkipLayerNormInterleavedPluginBase::getFieldsToSerialize() noexcept
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{
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mDataToSerialize.clear();
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mDataToSerialize.emplace_back(
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"beta", static_cast<half const*>(mBeta.values), PluginFieldType::kFLOAT16, mBeta.count);
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PLUGIN_ASSERT(mBeta.type == kPARAM_TYPE);
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mDataToSerialize.emplace_back(
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"gamma", static_cast<half const*>(mGamma.values), PluginFieldType::kFLOAT16, mGamma.count);
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PLUGIN_ASSERT(mGamma.type == kPARAM_TYPE);
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mFCToSerialize.nbFields = mDataToSerialize.size();
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mFCToSerialize.fields = mDataToSerialize.data();
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return &mFCToSerialize;
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}
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int32_t SkipLayerNormInterleavedPluginBase::onShapeChange(
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PluginTensorDesc const* inputs, int32_t nbInputs, PluginTensorDesc const* outputs, int32_t nbOutputs) noexcept
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{
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try
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{
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// Validate input arguments
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PLUGIN_VALIDATE(inputs != nullptr);
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PLUGIN_VALIDATE(outputs != nullptr);
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PLUGIN_VALIDATE(nbOutputs == getNbOutputs());
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PLUGIN_VALIDATE(nbInputs == 2);
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PLUGIN_VALIDATE(DataType::kINT8 == inputs[0].type);
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PLUGIN_VALIDATE(DataType::kINT8 == inputs[1].type);
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auto const& inDims0 = inputs[0].dims;
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auto const& inDims1 = inputs[1].dims;
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TRT_UNUSED inDims1;
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PLUGIN_VALIDATE(inDims0.nbDims == inDims1.nbDims);
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PLUGIN_VALIDATE(std::equal(inDims0.d, inDims0.d + inDims0.nbDims, inDims1.d));
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mParamWordsize = getElementSize(kPARAM_TYPE);
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if (!mParamsOnDevice)
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{
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copyToDevice(mGamma, getWeightsSize(mGamma, kPARAM_TYPE), mGammaDev);
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copyToDevice(mBeta, getWeightsSize(mBeta, kPARAM_TYPE), mBetaDev);
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mParamsOnDevice = true;
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}
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return pluginStatus_t::STATUS_SUCCESS;
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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 pluginStatus_t::STATUS_FAILURE;
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}
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IPluginV3* SkipLayerNormInterleavedPluginBase::attachToContext(IPluginResourceContext* context) noexcept
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{
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return clone();
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}
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int32_t SkipLayerNormInterleavedPluginHFace::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 && outputDesc != nullptr && inputs != nullptr && outputs != nullptr);
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// Input shape: 1x(hxd)xtotalx1
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auto const iDesc = inputDesc[0];
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auto const sDesc = inputDesc[1];
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auto const oDesc = outputDesc[0];
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checkDescs(iDesc, sDesc, oDesc);
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const int32_t ld = iDesc.dims.d[1];
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const int32_t total = iDesc.dims.d[2];
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float const dqScaleIn = iDesc.scale;
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float const dqScaleSkip = sDesc.scale;
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float const qScale = 1.F / oDesc.scale;
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int8_t const* input = static_cast<int8_t const*>(inputs[0]);
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int8_t const* skip = static_cast<int8_t const*>(inputs[1]);
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int8_t* output = static_cast<int8_t*>(outputs[0]);
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half const* gamma = static_cast<half const*>(mGammaDev.get());
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half const* beta = static_cast<half const*>(mBetaDev.get());
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if (total < 4096)
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{
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return launch_small_hface(
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stream, ld, total, input, skip, beta, gamma, output, dqScaleIn, dqScaleSkip, qScale);
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}
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return launch_large_hface(stream, ld, total, input, skip, beta, gamma, output, dqScaleIn, dqScaleSkip, qScale);
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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 -1;
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}
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int32_t SkipLayerNormInterleavedPluginMTron::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 && outputDesc != nullptr && inputs != nullptr && outputs != nullptr);
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// Input shape: 1x(hxd)xtotalx1
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auto const iDesc = inputDesc[0];
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auto const sDesc = inputDesc[1];
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auto const oDesc = outputDesc[0];
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auto const pDesc = outputDesc[1];
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checkDescs(iDesc, sDesc, oDesc);
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PLUGIN_VALIDATE(std::equal(iDesc.dims.d, iDesc.dims.d + iDesc.dims.nbDims, pDesc.dims.d));
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const int32_t ld = iDesc.dims.d[1];
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const int32_t total = iDesc.dims.d[2];
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float const dqScaleIn = iDesc.scale;
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float const dqScaleSkip = sDesc.scale;
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float const qScale = 1.F / oDesc.scale;
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float const qSkipScale = 1.F / pDesc.scale;
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int8_t const* input = static_cast<int8_t const*>(inputs[0]);
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int8_t const* skip = static_cast<int8_t const*>(inputs[1]);
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int8_t* output = static_cast<int8_t*>(outputs[0]);
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int8_t* preln = static_cast<int8_t*>(outputs[1]);
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half const* gamma = static_cast<half const*>(mGammaDev.get());
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half const* beta = static_cast<half const*>(mBetaDev.get());
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if (total < 4096)
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{
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return launch_small_mtron(
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stream, ld, total, input, skip, beta, gamma, output, preln, dqScaleIn, dqScaleSkip, qScale, qSkipScale);
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}
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return launch_large_mtron(
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stream, ld, total, input, skip, beta, gamma, output, preln, dqScaleIn, dqScaleSkip, qScale, qSkipScale);
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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 -1;
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}
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// end IPluginV3OneRuntime method definitions
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///////
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// IPluginV3OneBuild method definitions
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// - getNbOutputs() (MTron, HFace)
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// - supportsFormatCombination() (Base)
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// - getOutputShapes (Base)
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// - getOutputDataType() (Base)
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// - configurePlugin() (Base)
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// - getWorkSpaceSize() (Base)
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//////
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int32_t SkipLayerNormInterleavedPluginHFace::getNbOutputs() const noexcept
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{
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return 1;
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}
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int32_t SkipLayerNormInterleavedPluginMTron::getNbOutputs() const noexcept
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{
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return 2;
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}
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bool SkipLayerNormInterleavedPluginBase::supportsFormatCombination(
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int32_t pos, DynamicPluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept
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{
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try
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{
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PLUGIN_VALIDATE(inOut != nullptr);
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PLUGIN_VALIDATE(nbInputs == 2);
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PLUGIN_VALIDATE(nbOutputs == getNbOutputs());
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PLUGIN_VALIDATE(pos >= 0 && pos < (nbInputs + nbOutputs));
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PluginTensorDesc const& desc = inOut[pos].desc;
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return desc.type == DataType::kINT8 && desc.format == TensorFormat::kCHW32;
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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 false;
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}
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int32_t SkipLayerNormInterleavedPluginBase::getOutputShapes(DimsExprs const* inputs, int32_t nbInputs,
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DimsExprs const* shapeInputs, int32_t nbShapeInputs, DimsExprs* outputs, int32_t nbOutputs,
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IExprBuilder& exprBuilder) noexcept
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{
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try
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{
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PLUGIN_VALIDATE(inputs != nullptr);
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PLUGIN_VALIDATE(nbInputs == 2);
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PLUGIN_VALIDATE(nbOutputs == getNbOutputs());
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PLUGIN_VALIDATE(inputs[0].nbDims == inputs[1].nbDims);
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for (int32_t i = 0; i < nbOutputs; ++i)
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{
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outputs[i] = inputs[0];
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}
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return pluginStatus_t::STATUS_SUCCESS;
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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 pluginStatus_t::STATUS_FAILURE;
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}
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int32_t SkipLayerNormInterleavedPluginBase::getOutputDataTypes(
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DataType* outputTypes, int32_t nbOutputs, DataType const* inputTypes, int32_t nbInputs) const noexcept
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{
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try
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{
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PLUGIN_VALIDATE(inputTypes != nullptr);
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PLUGIN_VALIDATE(nbOutputs == getNbOutputs());
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PLUGIN_VALIDATE(nbInputs == 2);
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for (int32_t i = 0; i < nbOutputs; ++i)
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{
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outputTypes[i] = inputTypes[0];
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}
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return pluginStatus_t::STATUS_SUCCESS;
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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 pluginStatus_t::STATUS_FAILURE;
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}
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int32_t SkipLayerNormInterleavedPluginBase::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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return pluginStatus_t::STATUS_SUCCESS;
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}
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size_t SkipLayerNormInterleavedPluginBase::getWorkspaceSize(DynamicPluginTensorDesc const* inputs, int32_t nbInputs,
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DynamicPluginTensorDesc 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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// End IPluginV3OneBuild method definitions
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//////
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// IPluginV3OneCore method definitions
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// - getPluginVersion() (MTron, HFace)
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// - getPluginName() (Base)
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// - getPluginNamespace() (Base)
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// - setPluginNamespace() (Base)
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//////
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char const* SkipLayerNormInterleavedPluginHFace::getPluginVersion() const noexcept
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{
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return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_HFACE;
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}
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char const* SkipLayerNormInterleavedPluginMTron::getPluginVersion() const noexcept
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{
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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<std::mutex> 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
|