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@@ -4,11 +4,15 @@
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#include <SchemePlanManager.h>
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#include <CMind.h>
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+#include "algorithm/EntropyWeights.h"
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+
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#include <dbService/ClassSet.h>
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#include <dbService/NodeMatrixService.h>
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#include <dbService/CNodeDataService.h>
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+#include <dbService/SchemeProcessService.h>
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#include <QMap>
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+#include <QDebug>
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DataEvaluator::DataEvaluator(QObject *parent) : QObject(parent) { }
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@@ -65,28 +69,82 @@ bool DataEvaluator::evaluateWeightFromExpert()
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bool DataEvaluator::evaluateWeightFromMeasure()
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{
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/// 获取权重分析数据
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- QString indexName = ProjectManager::nameOfIndexType((ProjectManager::IndexType)m_process.indexType);
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- QList<NodeMatrixInfo *> dataList;
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- bool ret = NodeMatrixService().QueryMeaureDataByProjectAndIndex(&dataList, indexName, m_process.projectId);
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- if (ret == false) {
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+ /// 整理数据, 使用 uuid 将数据分组, 使用指标名称索引
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+
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+ QMap<QString, QMap<QString, NodeMatrixInfo *>> nodeData;
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+ bool dataRet = getNodeData(nodeData);
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+
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+ SchemePlanManager::Algorithm algorithm;
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+ bool algRet = getAlgorithm(algorithm);
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+
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+ /// 获取指标体系
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+ QList<CNodeData> nodeList;
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+ bool mindRet = CNodeDataService().QueryAll(nodeList, m_process.projectId, m_process.indexType);
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+
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+ CMind *mind = new CMind(this);
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+ mind->setNodeList(nodeList);
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+
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+ if (!(dataRet && algRet && mindRet)) {
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return false;
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}
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- /// 使用 uuid 将数据分组
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- QStringList m_uuidList;
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- QMap<QString, QList<NodeMatrixInfo *>> m_nodeData;
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- for (NodeMatrixInfo *info : dataList) {
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- if (m_uuidList.contains(info->strUuid) == false) {
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- m_uuidList.append(info->strUuid);
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- QList<NodeMatrixInfo *> list;
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- m_nodeData[info->strUuid] = list;
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+ /// 各个指标的权重值
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+ /// 外层 QString 是 uuid, 内层 QString 是指标名称, double 是指标权重
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+ QMap<QString, double> allWeights;
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+
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+ /// 根据指标体系层级, 构造算法需要的数据
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+ for (int i = 1; i < mind->levels(); i++) {
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+ for (CNodeData node : mind->nodesInLevel(i)) {
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+ QList<CNodeData> subNodes = mind->subNodes(node);
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+ EntropyMat mat;
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+ for (int j = 0; j < subNodes.size(); j++) {
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+
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+ QVector<double> values;
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+ for (QString uuid : nodeData.keys()) {
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+ NodeMatrixInfo *info = nodeData[uuid][subNodes[j].name];
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+ if (info == nullptr) {
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+ break;
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+ }
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+ double value = nodeData[uuid][subNodes[j].name]->nodeValue.toDouble();
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+ values.append(value);
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+ }
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+
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+ mat.append({ values });
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+ }
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+
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+ // pdata = { { 4.1 }, { 0.04 }, { 0.19 }, { 0.01 }, { 0.05 } };
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+
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+ // pdata = {
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+ // { 4.1, 3.9 }, { 0.04, 0.08 }, { 0.19, 0.38 }, { 0.01, 0.18 }, { 0.36, 0.19 }, {
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+ // 0.05, 0.04 }
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+ // };
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+
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+ if (mat.size() <= 0) {
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+ break;
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+ }
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+
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+ QScopedPointer<EntropyWeights> ew(new EntropyWeights(mat));
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+ QVector<double> weights, scores;
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+ ew->compute(weights, scores);
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+ qDebug() << __FUNCTION__ << __LINE__ << weights << endl;
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+
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+ for (int j = 0; j < subNodes.size(); j++) {
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+ double w = weights[j];
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+ if (std::_Is_nan(w)) {
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+ w = 0;
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+ }
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+
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+ CNodeData pNode = mind->node(subNodes[j].pNumber);
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+ if (allWeights.keys().contains(pNode.name)) {
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+ allWeights[subNodes[j].name] = allWeights[pNode.name] * w;
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+ } else {
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+ allWeights[subNodes[j].name] = w;
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+ }
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+ }
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}
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- m_nodeData[info->strUuid].append(info);
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}
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- /// 获取指标体系
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-
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- /// 根据指标体系层级, 构造算法需要的数据
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+ qDebug() << __FUNCTION__ << __LINE__ << allWeights << endl;
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return false;
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}
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@@ -115,3 +173,50 @@ bool DataEvaluator::evaluateEfficiencyGCE()
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{
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return false;
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}
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+
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+bool DataEvaluator::getNodeData(QMap<QString, QMap<QString, NodeMatrixInfo *>> &nodeData) const
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+{
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+ /// 整理数据, 使用 uuid 将数据分组, 使用指标名称索引
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+ QString indexName = ProjectManager::nameOfIndexType((ProjectManager::IndexType)m_process.indexType);
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+ QList<NodeMatrixInfo *> dataList;
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+ bool ret = NodeMatrixService().QueryDataByProjectAndIndex(&dataList, indexName, m_process.projectId,
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+ m_process.dSource);
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+ if (ret == false) {
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+ return false;
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+ }
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+ for (NodeMatrixInfo *info : dataList) {
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+ if (nodeData.keys().contains(info->strUuid) == false) {
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+ nodeData[info->strUuid] = QMap<QString, NodeMatrixInfo *>();
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+ }
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+ nodeData[info->strUuid][nodeDataKey(info)] = info;
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+ }
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+ return true;
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+}
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+
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+bool DataEvaluator::getAlgorithm(SchemePlanManager::Algorithm &algorithm) const
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+{
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+ QList<SchemePlanManager::SchemeProcessInfo> processList;
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+ bool ret = SchemeProcessService().QueryAllByProjectIdAndIndexType(processList, m_process.projectId,
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+ m_process.indexType);
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+ if (ret == false) {
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+ return false;
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+ }
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+ for (auto process : processList) {
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+ if (process.type == SchemePlanManager::CalculateWeight) {
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+ if (process.algorithm == SchemePlanManager::Entropy) {
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+ algorithm = process.algorithm;
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+ }
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+ break;
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+ }
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+ }
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+ return true;
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+}
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+
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+QString DataEvaluator::nodeDataKey(NodeMatrixInfo *data) const
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+{
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+ QString key = data->abscissa;
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+ if (data->ordinate.length() > 0) {
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+ key += ("-" + data->ordinate);
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+ }
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+ return key;
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+}
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