* -------------------------------------------------------------------------
* 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: Used to post-process the output tensor of semantic segmentation model inference.
* Author: MindX SDK
* Create: 2020
* History: NA
*/
#include "MxPlugins/MxpiModelPostProcessors/MxpiSemanticSegPostProcessor.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;
APP_ERROR MxpiSemanticSegPostProcessor::Init(std::map<std::string, std::shared_ptr<void>> &configParamMap)
{
APP_ERROR ret = APP_ERR_OK;
LogInfo << "Begin to initialize MxpiSemanticSegPostProcessor(" << elementName_ << ").";
ret = MxImagePostProcessorBase::Init(configParamMap);
if (ret != APP_ERR_OK) {
LogError << "Fail to Init in MxImagePostProcessorBase." << GetErrorInfo(ret);
return ret;
}
if (funcLanguage_ == "python") {
ret = OpenPostProcessLib(configParamMap, "libdeeplabv3post.so");
if (ret != APP_ERR_OK) {
LogError << "OpenPostProcessLib Failed." << GetErrorInfo(ret);
return ret;
}
}
ret = InitPostProcessInstance<GetSemanticSegInstanceFunc>(configParamMap, "GetSemanticSegInstance");
if (ret != APP_ERR_OK) {
LogError << "Fail to InitPostProcessInstance." << GetErrorInfo(ret);
return ret;
}
LogInfo << "End to initialize MxpiSemanticSegPostProcessor(" << elementName_ << ").";
return APP_ERR_OK;
}
APP_ERROR MxpiSemanticSegPostProcessor::Process(std::vector<MxTools::MxpiBuffer *> &mxpiBuffer)
{
LogDebug << "Begin to process MxpiSemanticSegPostProcessor(" << elementName_ << ").";
auto ret = CheckMxpiBufferIsValid(mxpiBuffer);
if (ret != APP_ERR_OK) {
return ret;
}
MxTools::MxpiMetadataManager mxpiMetadataManager(*mxpiBuffer[0]);
ret = MxImagePostProcessorBase::Process(mxpiBuffer);
if (ret != APP_ERR_OK) {
if (!errorInfo_.str().empty()) {
LogError << "Fail to Process in MxImagePostProcessorBase." << GetErrorInfo(ret);
}
return ret;
}
std::vector<SemanticSegInfo> semanticSegInfos = {};
ret = std::static_pointer_cast<SemanticSegPostProcessBase>(instance_)->Process(
tensors_, semanticSegInfos, resizedImageInfos_);
tensors_.clear();
resizedImageInfos_.clear();
if (ret != APP_ERR_OK) {
LogError << "Fail to Process SemanticSegPostProcessor." << GetErrorInfo(ret);
SendMxpiErrorInfo(*mxpiBuffer[0], elementName_, ret, errorInfo_.str());
return ret;
}
if (!semanticSegInfos.empty()) {
auto startTime0 = std::chrono::high_resolution_clock::now();
ret = mxpiMetadataManager.AddProtoMetadata(elementName_, ConstructProtobuf(semanticSegInfos, dataSource_));
if (ret != APP_ERR_OK) {
errorInfo_ << "Add proto metadata failed in Process." << GetErrorInfo(ret);
SendMxpiErrorInfo(*mxpiBuffer[0], elementName_, ret, errorInfo_.str());
return ret;
}
auto endTime0 = std::chrono::high_resolution_clock::now();
double costTime0 = std::chrono::duration<double, std::milli>(endTime0 - startTime0).count();
LogDebug << "time of ConstructProtobuf in MxpiSemanticSegPostProcessor: " << costTime0 << "ms";
}
SendData(0, *mxpiBuffer[0]);
LogDebug << "End to process MxpiSemanticSegPostProcessor(" << elementName_ << ").";
return APP_ERR_OK;
}
APP_ERROR MxpiSemanticSegPostProcessor::DeInit()
{
LogInfo << "Begin to deinitialize MxpiSemanticSegPostProcessor(" << elementName_ << ").";
APP_ERROR ret = MxImagePostProcessorBase::DeInit();
if (ret != APP_ERR_OK) {
LogError << "Fail to DeInit in MxImagePostProcessorBase." << GetErrorInfo(ret);
return ret;
}
LogInfo << "End to deinitialize MxpiSemanticSegPostProcessor(" << elementName_ << ").";
return APP_ERR_OK;
}
std::vector<std::shared_ptr<void>> MxpiSemanticSegPostProcessor::DefineProperties()
{
std::vector<std::shared_ptr<void>> properties = MxImagePostProcessorBase::DefineProperties();
return properties;
}
MxpiPortInfo MxpiSemanticSegPostProcessor::DefineOutputPorts()
{
MxpiPortInfo outputPortInfo;
std::vector<std::vector<std::string>> value = {{"metadata/semanticseg"}};
GenerateStaticOutputPortsInfo(value, outputPortInfo);
return outputPortInfo;
}
namespace {
MX_PLUGIN_GENERATE(MxpiSemanticSegPostProcessor)
}