* -------------------------------------------------------------------------
* This file is part of the Vision SDK project.
* Copyright (c) 2025 Huawei Technologies Co.,Ltd.
*
* Vision SDK is licensed under Mulan PSL v2.
* You can use this software according to the terms and conditions of the Mulan PSL v2.
* You may obtain a copy of Mulan PSL v2 at:
*
* http://license.coscl.org.cn/MulanPSL2
*
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND,
* EITHER EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT,
* MERCHANTABILITY OR FIT FOR A PARTICULAR PURPOSE.
* See the Mulan PSL v2 for more details.
* -------------------------------------------------------------------------
* Description: The output tensor of text generation model inference is post-processed.
* Author: MindX SDK
* Create: 2020
* History: NA
*/
#include "MxPlugins/MxpiModelPostProcessors/MxpiTextGenerationPostProcessor.h"
#include "MxBase/Log/Log.h"
#include "MxBase/Utils/FileUtils.h"
#include "MxTools/PluginToolkit/MxpiDataTypeWrapper/MxpiDataTypeConverter.h"
#include "MxBase/E2eInfer/Tensor/Tensor.h"
#include "MxPlugins/MxpiPluginsUtils/MxpiPluginsUtils.h"
using namespace MxBase;
using namespace MxTools;
using namespace MxPlugins;
namespace {
bool IsTextsInfosEmpty(std::vector<TextsInfo> textsInfos)
{
if (textsInfos.size() == 0) {
return true;
}
uint32_t sum = 0;
for (auto vec : textsInfos) {
sum += vec.text.size();
}
if (sum == 0) {
return true;
}
return false;
}
}
APP_ERROR MxpiTextGenerationPostProcessor::Init(std::map<std::string, std::shared_ptr<void>> &configParamMap)
{
APP_ERROR ret = APP_ERR_OK;
LogInfo << "Begin to initialize MxpiTextGenerationPostProcessor(" << elementName_ << ").";
ret = MxModelPostProcessorBase::Init(configParamMap);
if (ret != APP_ERR_OK) {
LogError << "Fail to Init in MxModelPostProcessorBase." << GetErrorInfo(ret);
return ret;
}
if (funcLanguage_ == "python") {
ret = OpenPostProcessLib(configParamMap, "libcrnnpostprocess.so");
if (ret != APP_ERR_OK) {
LogError << "OpenPostProcessLib Failed." << GetErrorInfo(ret);
return ret;
}
}
ret = InitPostProcessInstance<GetTextGenerationInstanceFunc>(configParamMap, "GetTextGenerationInstance");
if (ret != APP_ERR_OK) {
LogError << "Fail to InitPostProcessInstance." << GetErrorInfo(ret);
return ret;
}
LogInfo << "End to initialize MxpiTextGenerationPostProcessor(" << elementName_ << ").";
return APP_ERR_OK;
}
APP_ERROR MxpiTextGenerationPostProcessor::Process(std::vector<MxTools::MxpiBuffer *> &mxpiBuffer)
{
LogDebug << "Begin to process MxpiTextGenerationPostProcessor(" << elementName_ << ").";
auto ret = CheckMxpiBufferIsValid(mxpiBuffer);
if (ret != APP_ERR_OK) {
return ret;
}
MxTools::MxpiMetadataManager mxpiMetadataManager(*mxpiBuffer[0]);
ret = MxModelPostProcessorBase::Process(mxpiBuffer);
if (ret != APP_ERR_OK) {
if (!errorInfo_.str().empty()) {
LogError << "Fail to Process in MxModelPostProcessorBase." << GetErrorInfo(ret);
}
return ret;
}
std::vector<TextsInfo> textsInfo = {};
ret = std::static_pointer_cast<TextGenerationPostProcessBase>(instance_)->Process(tensors_, textsInfo);
tensors_.clear();
if (ret != APP_ERR_OK) {
LogError << "Fail to Process TextGenerationPostProcessor." << GetErrorInfo(ret);
SendMxpiErrorInfo(*mxpiBuffer[0], elementName_, ret, errorInfo_.str());
return ret;
}
if (!IsTextsInfosEmpty(textsInfo)) {
ret = mxpiMetadataManager.AddProtoMetadata(elementName_, ConstructProtobuf(textsInfo, dataSource_));
if (ret != APP_ERR_OK) {
errorInfo_ << "Add proto metadata failed in Process." << GetErrorInfo(ret);
SendMxpiErrorInfo(*mxpiBuffer[0], elementName_, ret, errorInfo_.str());
return ret;
}
}
SendData(0, *mxpiBuffer[0]);
LogDebug << "End to process MxpiTextGenerationPostProcessor(" << elementName_ << ").";
return APP_ERR_OK;
}
APP_ERROR MxpiTextGenerationPostProcessor::DeInit()
{
LogInfo << "Begin to deinitialize MxpiTextGenerationPostProcessor(" << elementName_ << ").";
APP_ERROR ret = MxModelPostProcessorBase::DeInit();
if (ret != APP_ERR_OK) {
LogError << "Fail to DeInit in MxModelPostProcessorBase." << GetErrorInfo(ret);
return ret;
}
LogInfo << "End to deinitialize MxpiTextGenerationPostProcessor(" << elementName_ << ").";
return APP_ERR_OK;
}
std::vector<std::shared_ptr<void>> MxpiTextGenerationPostProcessor::DefineProperties()
{
std::vector<std::shared_ptr<void>> properties = MxModelPostProcessorBase::DefineProperties();
return properties;
}
MxpiPortInfo MxpiTextGenerationPostProcessor::DefineInputPorts()
{
MxpiPortInfo inputPortInfo;
std::vector<std::vector<std::string>> value = {{"metadata/tensor"}};
GenerateStaticInputPortsInfo(value, inputPortInfo);
return inputPortInfo;
}
MxpiPortInfo MxpiTextGenerationPostProcessor::DefineOutputPorts()
{
MxpiPortInfo outputPortInfo;
std::vector<std::vector<std::string>> value = {{"metadata/texts"}};
GenerateStaticOutputPortsInfo(value, outputPortInfo);
return outputPortInfo;
}
namespace {
MX_PLUGIN_GENERATE(MxpiTextGenerationPostProcessor)
}