wehub-resource-sync
605 lines
20 KiB
C++
605 lines
20 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 "skipLayerNormInt8InterleavedPluginLegacy.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 <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_LEGACY{"3"};
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constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_VERSION_MTRON_LEGACY{"4"};
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constexpr char const* kSKIP_LAYER_NORM_INTERLEAVED_NAME{"CustomSkipLayerNormPluginDynamic"};
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void buildBetaAndGamma(PluginFieldCollection const* fc, Weights& beta, Weights& gamma)
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{
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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 field_name = fc->fields[i].name;
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if (field_name == "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 (field_name == "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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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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} // namespace
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REGISTER_TENSORRT_PLUGIN(SkipLayerNormInterleavedPluginHFaceLegacyCreator);
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REGISTER_TENSORRT_PLUGIN(SkipLayerNormInterleavedPluginMTronLegacyCreator);
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constexpr auto kPARAM_TYPE = DataType::kHALF;
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SkipLayerNormInterleavedPluginBaseLegacy::SkipLayerNormInterleavedPluginBaseLegacy(
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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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SkipLayerNormInterleavedPluginHFaceLegacy::SkipLayerNormInterleavedPluginHFaceLegacy(
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std::string const& name, Weights const& beta, Weights const& gamma)
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: SkipLayerNormInterleavedPluginBaseLegacy(name, beta, gamma)
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{
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}
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SkipLayerNormInterleavedPluginMTronLegacy::SkipLayerNormInterleavedPluginMTronLegacy(
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std::string const& name, Weights const& beta, Weights const& gamma)
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: SkipLayerNormInterleavedPluginBaseLegacy(name, beta, gamma)
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{
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}
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SkipLayerNormInterleavedPluginBaseLegacy::SkipLayerNormInterleavedPluginBaseLegacy(
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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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, mParamsOnDevice(false)
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{
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// Deserialize in the same order as serialization
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deserialize_value(&data, &length, &mLd);
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mParamWordsize = getElementSize(kPARAM_TYPE);
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char const* d = static_cast<char const*>(data);
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mBeta.convertAndCopy(d, mLd, kPARAM_TYPE);
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mGamma.convertAndCopy(d, mLd, kPARAM_TYPE);
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}
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SkipLayerNormInterleavedPluginHFaceLegacy::SkipLayerNormInterleavedPluginHFaceLegacy(
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std::string const& name, void const* data, size_t length)
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: SkipLayerNormInterleavedPluginBaseLegacy(name, data, length)
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceLegacy deserialize");
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}
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SkipLayerNormInterleavedPluginMTronLegacy::SkipLayerNormInterleavedPluginMTronLegacy(
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std::string const& name, void const* data, size_t length)
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: SkipLayerNormInterleavedPluginBaseLegacy(name, data, length)
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronLegacy deserialize");
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}
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// IPluginV2DynamicExt Methods
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IPluginV2DynamicExt* SkipLayerNormInterleavedPluginHFaceLegacy::clone() const noexcept
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{
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try
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceLegacy clone");
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auto p = std::make_unique<SkipLayerNormInterleavedPluginHFaceLegacy>(mLayerName, mBeta, mGamma);
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p->initialize();
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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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IPluginV2DynamicExt* SkipLayerNormInterleavedPluginMTronLegacy::clone() const noexcept
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{
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try
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronLegacy clone");
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auto p = std::make_unique<SkipLayerNormInterleavedPluginMTronLegacy>(mLayerName, mBeta, mGamma);
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p->initialize();
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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 SkipLayerNormInterleavedPluginBaseLegacy::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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PLUGIN_VALIDATE(inputs != nullptr);
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PLUGIN_VALIDATE(nbInputs == 2);
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PLUGIN_VALIDATE(outputIndex >= 0 && outputIndex < getNbOutputs());
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PLUGIN_VALIDATE(inputs[0].nbDims == inputs[1].nbDims);
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return inputs[0];
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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 SkipLayerNormInterleavedPluginBaseLegacy::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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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];
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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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void SkipLayerNormInterleavedPluginBaseLegacy::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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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].desc.type);
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PLUGIN_VALIDATE(DataType::kINT8 == inputs[1].desc.type);
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auto const& inDims0 = inputs[0].desc.dims;
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auto const& inDims1 = inputs[1].desc.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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}
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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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size_t SkipLayerNormInterleavedPluginBaseLegacy::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 SkipLayerNormInterleavedPluginHFaceLegacy::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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int32_t const ld = iDesc.dims.d[1];
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int32_t const 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 SkipLayerNormInterleavedPluginMTronLegacy::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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int32_t const ld = iDesc.dims.d[1];
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int32_t const 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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// IPluginV2Ext Methods
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DataType SkipLayerNormInterleavedPluginBaseLegacy::getOutputDataType(
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int32_t index, 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(index >= 0 && index < getNbOutputs());
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PLUGIN_VALIDATE(nbInputs == 2);
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return inputTypes[0];
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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 DataType{};
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}
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// IPluginV2 Methods
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char const* SkipLayerNormInterleavedPluginBaseLegacy::getPluginType() const noexcept
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{
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return kSKIP_LAYER_NORM_INTERLEAVED_NAME;
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}
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char const* SkipLayerNormInterleavedPluginHFaceLegacy::getPluginVersion() const noexcept
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{
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return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_HFACE_LEGACY;
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}
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char const* SkipLayerNormInterleavedPluginMTronLegacy::getPluginVersion() const noexcept
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{
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return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_MTRON_LEGACY;
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}
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int32_t SkipLayerNormInterleavedPluginHFaceLegacy::getNbOutputs() const noexcept
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{
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return 1;
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}
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int32_t SkipLayerNormInterleavedPluginMTronLegacy::getNbOutputs() const noexcept
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{
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return 2;
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}
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int32_t SkipLayerNormInterleavedPluginHFaceLegacy::initialize() noexcept
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceLegacy initialize");
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return 0;
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}
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int32_t SkipLayerNormInterleavedPluginMTronLegacy::initialize() noexcept
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronLegacy initialize");
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return 0;
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}
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void SkipLayerNormInterleavedPluginHFaceLegacy::terminate() noexcept
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceLegacy terminate");
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}
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void SkipLayerNormInterleavedPluginMTronLegacy::terminate() noexcept
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronLegacy terminate");
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}
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size_t SkipLayerNormInterleavedPluginBaseLegacy::getSerializationSize() const noexcept
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{
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return 2 * mParamWordsize * mLd + sizeof(mLd);
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}
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void SkipLayerNormInterleavedPluginBaseLegacy::serialize(void* buffer) const noexcept
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{
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try
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{
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serialize_value(&buffer, mLd);
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char* d = static_cast<char*>(buffer);
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serFromDev(d, static_cast<char*>(mBetaDev.get()), mLd * mParamWordsize);
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serFromDev(d, static_cast<char*>(mGammaDev.get()), mLd * mParamWordsize);
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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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void SkipLayerNormInterleavedPluginBaseLegacy::destroy() noexcept
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{
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try
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{
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// This gets called when the network containing plugin is destroyed
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mGammaDev.reset(nullptr);
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mBetaDev.reset(nullptr);
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delete 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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}
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void SkipLayerNormInterleavedPluginHFaceLegacy::destroy() noexcept
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceLegacy destroy");
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SkipLayerNormInterleavedPluginBaseLegacy::destroy();
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}
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void SkipLayerNormInterleavedPluginMTronLegacy::destroy() noexcept
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{
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BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronLegacy destroy");
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SkipLayerNormInterleavedPluginBaseLegacy::destroy();
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}
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void SkipLayerNormInterleavedPluginBaseLegacy::setPluginNamespace(char const* libNamespace) noexcept
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{
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mNamespace = libNamespace;
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}
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char const* SkipLayerNormInterleavedPluginBaseLegacy::getPluginNamespace() const noexcept
|
|
{
|
|
return mNamespace.c_str();
|
|
}
|
|
|
|
/////////////////////////////////////////////////////////
|
|
|
|
SkipLayerNormInterleavedPluginBaseLegacyCreator::SkipLayerNormInterleavedPluginBaseLegacyCreator()
|
|
{
|
|
mPluginAttributes.clear();
|
|
mPluginAttributes.emplace_back(PluginField("beta"));
|
|
mPluginAttributes.emplace_back(PluginField("gamma"));
|
|
mFC.nbFields = mPluginAttributes.size();
|
|
mFC.fields = mPluginAttributes.data();
|
|
}
|
|
|
|
SkipLayerNormInterleavedPluginHFaceLegacyCreator::SkipLayerNormInterleavedPluginHFaceLegacyCreator()
|
|
: SkipLayerNormInterleavedPluginBaseLegacyCreator()
|
|
{
|
|
}
|
|
|
|
SkipLayerNormInterleavedPluginMTronLegacyCreator::SkipLayerNormInterleavedPluginMTronLegacyCreator()
|
|
: SkipLayerNormInterleavedPluginBaseLegacyCreator()
|
|
{
|
|
}
|
|
|
|
char const* SkipLayerNormInterleavedPluginBaseLegacyCreator::getPluginName() const noexcept
|
|
{
|
|
return kSKIP_LAYER_NORM_INTERLEAVED_NAME;
|
|
}
|
|
|
|
char const* SkipLayerNormInterleavedPluginHFaceLegacyCreator::getPluginVersion() const noexcept
|
|
{
|
|
return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_HFACE_LEGACY;
|
|
}
|
|
|
|
char const* SkipLayerNormInterleavedPluginMTronLegacyCreator::getPluginVersion() const noexcept
|
|
{
|
|
return kSKIP_LAYER_NORM_INTERLEAVED_VERSION_MTRON_LEGACY;
|
|
}
|
|
|
|
PluginFieldCollection const* SkipLayerNormInterleavedPluginBaseLegacyCreator::getFieldNames() noexcept
|
|
{
|
|
return &mFC;
|
|
}
|
|
|
|
IPluginV2* SkipLayerNormInterleavedPluginHFaceLegacyCreator::createPlugin(
|
|
char const* name, PluginFieldCollection const* fc) noexcept
|
|
{
|
|
try
|
|
{
|
|
BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceLegacyCreator createPlugin");
|
|
|
|
Weights beta{DataType::kFLOAT, nullptr, 0};
|
|
Weights gamma{DataType::kFLOAT, nullptr, 0};
|
|
buildBetaAndGamma(fc, beta, gamma);
|
|
|
|
return new SkipLayerNormInterleavedPluginHFaceLegacy(name, beta, gamma);
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
return nullptr;
|
|
}
|
|
|
|
IPluginV2* SkipLayerNormInterleavedPluginMTronLegacyCreator::createPlugin(
|
|
char const* name, PluginFieldCollection const* fc) noexcept
|
|
{
|
|
try
|
|
{
|
|
BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronLegacyCreator createPlugin");
|
|
|
|
PLUGIN_VALIDATE(fc != nullptr);
|
|
|
|
Weights beta{DataType::kFLOAT, nullptr, 0};
|
|
Weights gamma{DataType::kFLOAT, nullptr, 0};
|
|
buildBetaAndGamma(fc, beta, gamma);
|
|
|
|
return new SkipLayerNormInterleavedPluginMTronLegacy(name, beta, gamma);
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
return nullptr;
|
|
}
|
|
|
|
IPluginV2* SkipLayerNormInterleavedPluginHFaceLegacyCreator::deserializePlugin(
|
|
char const* name, void const* serialData, size_t serialLength) noexcept
|
|
{
|
|
// This object will be deleted when the network is destroyed, which will
|
|
// call SkipLayerNormInterleavedPlugin::destroy()
|
|
try
|
|
{
|
|
BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginHFaceLegacyCreator deserializePlugin");
|
|
return new SkipLayerNormInterleavedPluginHFaceLegacy(name, serialData, serialLength);
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
return nullptr;
|
|
}
|
|
|
|
IPluginV2* SkipLayerNormInterleavedPluginMTronLegacyCreator::deserializePlugin(
|
|
char const* name, void const* serialData, size_t serialLength) noexcept
|
|
{
|
|
// This object will be deleted when the network is destroyed, which will
|
|
// call SkipLayerNormInterleavedPlugin::destroy()
|
|
try
|
|
{
|
|
BERT_DEBUG_MSG("SkipLayerNormInterleavedPluginMTronLegacyCreator deserializePlugin");
|
|
return new SkipLayerNormInterleavedPluginMTronLegacy(name, serialData, serialLength);
|
|
}
|
|
catch (std::exception const& e)
|
|
{
|
|
caughtError(e);
|
|
}
|
|
return nullptr;
|
|
}
|
|
|
|
void SkipLayerNormInterleavedPluginBaseLegacyCreator::setPluginNamespace(char const* libNamespace) noexcept
|
|
{
|
|
mNamespace = libNamespace;
|
|
}
|
|
|
|
char const* SkipLayerNormInterleavedPluginBaseLegacyCreator::getPluginNamespace() const noexcept
|
|
{
|
|
return mNamespace.c_str();
|
|
}
|