TangCheng
2025-02-28 d787e447e95c7b897c2cc9c0e832f8d2e5084934
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package com.smtaiserver.smtaiserver.javaai.metrics;
 
import java.util.ArrayList;
import java.util.HashMap;
import java.util.HashSet;
import java.util.LinkedHashMap;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Set;
 
import org.dom4j.Document;
import org.dom4j.Element;
 
import com.smtaiserver.smtaiserver.core.SMTAIServerApp;
import com.smtaiserver.smtaiserver.core.SMTAIServerRequest;
import com.smtaiserver.smtaiserver.database.SMTDatabase.DBQueryNotify;
import com.smtaiserver.smtaiserver.database.SMTDatabase.DBRecord;
import com.smtaiserver.smtaiserver.database.SMTDatabase.DBRecords;
import com.smtaiserver.smtaiserver.javaai.SMTJavaAIError;
import com.smtaiserver.smtaiserver.javaai.ast.ASTCubeRecs;
import com.smtaiserver.smtaiserver.javaai.ast.ASTCubeRecsValue;
import com.smtaiserver.smtaiserver.javaai.ast.ASTDBMap;
import com.smtaiserver.smtaiserver.javaai.ast.ASTDimFilter;
import com.smtaiserver.smtaiserver.javaai.ast.ASTResult;
import com.smtaiserver.smtaiserver.javaai.ast.ASTCubeRecs.ASTCubeRecsType;
import com.smtaiserver.smtaiserver.javaai.metrics.base.SMTMetricSqlXml;
import com.smtaiserver.smtaiserver.javaai.metrics.base.SMTMetricsDefXmlDim;
import com.smtaiserver.smtaiserver.javaai.metrics.base.SMTMetricSqlXml.SQLXMLQuery;
import com.smtservlet.util.Json;
import com.smtservlet.util.SMTStatic;
 
public class SMTMetricsDefDevBaseInfo extends SMTMetricsDefXmlDim
{
    private SMTMetricSqlXml                 _sqlxmlMeticName;
    private SMTMetricSqlXml                 _sqlxmlQuotaName;
    private String[]                     _colTitles;
    private int                             _colKeyCount;
    private String                         _colDevKeyName;
    private String                         _posXColName;
    private String                         _posYColName;
 
    @Override
    public boolean  isTimeValues()
    {
        return false;
    }
    
    @Override
    protected void initInstanceByDoc(DBRecord rec, Document doc) throws Exception
    {
        super.initInstanceByDoc(rec, doc);
        
        Element xmlNameSQL = (Element)doc.selectSingleNode("ROOT/NAME_SQL");
        String sColTitles = SMTStatic.getXmlAttr(xmlNameSQL, "col_titles", null);
        _colDevKeyName = SMTStatic.getXmlAttr(xmlNameSQL, "dev_key_col", null);
        _posXColName = SMTStatic.getXmlAttr(xmlNameSQL, "pos_x_col", null);
        _posYColName = SMTStatic.getXmlAttr(xmlNameSQL, "pos_y_col", null);
        
        if(!(_posXColName == null && _posYColName == null) &&
           !(_posXColName != null && _posYColName != null))
            throw new Exception("pos_x_col and pos_y_col is different");
        
        if(!SMTStatic.isNullOrEmpty(sColTitles))
            _colTitles = sColTitles.split(",");
        _colKeyCount = SMTStatic.toInt(SMTStatic.getXmlAttr(xmlNameSQL, "key_cols", "1"));
        
        String sNameSQLRef = SMTStatic.getXmlAttr(xmlNameSQL, "ref", null);
        if(!SMTStatic.isNullOrEmpty(sNameSQLRef))
            xmlNameSQL = (Element) xmlNameSQL.getDocument().selectSingleNode("ROOT/" + sNameSQLRef);
        _sqlxmlMeticName = new SMTMetricSqlXml(xmlNameSQL);
        
        Element xmlQuotaSQL = (Element)doc.selectSingleNode("ROOT/QUOTA_SQL");
        if(xmlQuotaSQL != null)
        {
            _sqlxmlQuotaName =  new SMTMetricSqlXml(xmlQuotaSQL);
        }
    }
 
    private SMTJavaAIError queryNearRangeSQL(String jsonPath, ASTDBMap dbMap, Json jsonAST, Map<String, String> extArg, SMTAIServerRequest tranReq,  SQLXMLQuery r_queryONAME) throws Exception
    {
        SMTJavaAIError error = null;
        
        // 获取当前的范围配置
        Json jsonNearRange = jsonAST.safeGetJson("near_range");
        
        // 如果不存在范围配置,则直接忽略
        if(jsonNearRange == null)
            return null;
        
        // 生成范围查询记录集
        List<Json> listNearRange = new ArrayList<>();
        if(jsonNearRange.isObject())
        {
            listNearRange.add(jsonNearRange);
        }
        else if(jsonNearRange.isArray())
        {
            for(Json json : jsonNearRange.asJsonList())
            {
                listNearRange.add(json);
            }
        }
        else
        {
            return new SMTJavaAIError("解析范围错误");
        }
        
        for(Json jsonRange : listNearRange)
        {
            if(_posXColName == null)
                return new SMTJavaAIError("当前指标不支持定位操作");
            
            Double posX;
            Double posY;
            
            boolean isCurPos = "Y".equalsIgnoreCase(jsonRange.safeGetStr("cur_pos", "N"));
            
            if(isCurPos)
            {
                double[] curPos = tranReq.getCurQuestionPos();
                if(curPos == null)
                    return new SMTJavaAIError("当前位置未定位,无法依据当前位置回答问题");
                
                posX = curPos[0];
                posY = curPos[1];
            }
            else
            {
                // 解析过滤条件
                StringBuilder sbDIM_NAME_FILTERS = new StringBuilder();
                if((error = parseSQLFilterFromJson(dbMap, jsonRange, "", tranReq, sbDIM_NAME_FILTERS, null)) != null)
                    return error;        
                
                // 设置sql参数
                Map<String, Object>    mapId2SqlArg = new HashMap<>();
                mapId2SqlArg.put("__METRICS_ID__", this.getId());
                mapId2SqlArg.put("__DIM_NAME_FILTERS__", sbDIM_NAME_FILTERS.toString());
                mapId2SqlArg.put("__DIM_NAME_GROUP__", "");
        
                // 生成SQL
                SQLXMLQuery queryRANGE = new SQLXMLQuery();
                if((error = this._sqlxmlMeticName.parseSQL(dbMap, jsonAST, mapId2SqlArg, tranReq, queryRANGE)) != null)
                    return error;
                
                // 查询结果集
                tranReq.traceLLMDebug(queryRANGE.getSqlLog());
                
                // 执行SQL,查询到坐标
                DBRecords recs = queryRANGE._db.querySQL(queryRANGE._sbSQLText.toString(), queryRANGE._sqlParams.toArray(new Object[queryRANGE._sqlParams.size()]));
                if(recs.getRowCount() == 0)
                    return new SMTJavaAIError("未找到指定范围的设备");
                
                // 获取设备坐标
                DBRecord rec = recs.getRecord(0);
                posX = rec.getDouble(_posXColName);
                posY = rec.getDouble(_posYColName);
                if(posX == null || posY == null)
                    return new SMTJavaAIError("指定范围的设备无坐标");
            }
            
            // 对主查询结果外围套壳
            String rangeOp = jsonRange.getJson("operate").asString();
            if("范围".equals(rangeOp))
            {
                double rangeValue = jsonRange.getJson("value").asDouble();
                r_queryONAME._sbSQLText.insert(0, 
                        "SELECT * FROM (SELECT *,sqrt(" 
                    + " pow(" + _posXColName + " - " + SMTStatic.toString(posX) + ", 2)"
                    + "+pow(" + _posYColName + " - " + SMTStatic.toString(posY) + ", 2)"
                    + ") as __dist__ FROM (");
                r_queryONAME._sbSQLText.append(")T)T  WHERE __dist__ > 0.001 AND __dist__ < " + SMTStatic.toString(rangeValue));
 
            }
            else if("最近".equals(rangeOp))
            {
                r_queryONAME._sbSQLText.insert(0, 
                        "SELECT * FROM (SELECT *,sqrt(" 
                    + " pow(" + _posXColName + " - " + SMTStatic.toString(posX) + ", 2)"
                    + "+pow(" + _posYColName + " - " + SMTStatic.toString(posY) + ", 2)"
                    + ") as __dist__ FROM (");
                r_queryONAME._sbSQLText.append(")T)T WHERE __dist__ > 0.001 ORDER BY __dist__ LIMIT 1 ");
                
            }
            else if("最远".equals(rangeOp))
            {
                r_queryONAME._sbSQLText.insert(0, 
                        "SELECT * FROM (SELECT *,sqrt(" 
                    + " pow(" + _posXColName + " - " + SMTStatic.toString(posX) + ", 2)"
                    + "+pow(" + _posYColName + " - " + SMTStatic.toString(posY) + ", 2)"
                    + ") as __dist__ FROM (");
                r_queryONAME._sbSQLText.append(")T)T WHERE __dist__ > 0.001 ORDER BY __dist__ DESC LIMIT 1 ");
                
            }
            else
            {
                return new SMTJavaAIError("指定范围的设备查询条件[" + rangeOp + "]不支持");
            }
            // NOTE: 目前只支持第一个对象的查询,所以生成第一个SQL后就退出
            break;
        }
 
        return null; 
    }
    
    private SMTJavaAIError queryNoGroupRecords(ASTDBMap dbMap, ASTCubeRecs astRS, String stepOpKey, Json jsonAST, SQLXMLQuery queryONAME, SMTAIServerRequest tranReq) throws Exception
    {
        // 如果存在指标名称,则查出指标名称列表
        Map<String, StringBuilder> mapDevKey2QuotaUrl = new HashMap<>();
        if(_sqlxmlQuotaName != null && _colDevKeyName != null)
        {
            SQLXMLQuery queryQuota = new SQLXMLQuery();
            SMTJavaAIError error = _sqlxmlQuotaName.parseSQL(dbMap, null, null, tranReq, queryQuota);
            if(error != null)
                return error;
            
            DBRecords recsQuotaName = queryQuota._db.querySQL(queryQuota._sbSQLText.toString(), queryQuota._sqlParams.size() == 0 ? null : queryQuota._sqlParams.toArray(new Object[] {queryQuota._sqlParams.size()}));
            for(DBRecord recQuotaName : recsQuotaName.getRecords())
            {
                String devKey = recQuotaName.getString("dev_key");
                String queryJson = recQuotaName.getString("query_json");
                StringBuilder sbJsonList = mapDevKey2QuotaUrl.get(devKey);
                if(sbJsonList == null)
                {
                    sbJsonList = new StringBuilder();
                    mapDevKey2QuotaUrl.put(devKey, sbJsonList);
                }
                
                if(sbJsonList.length() > 0)
                    sbJsonList.append(",");
                
                sbJsonList.append(queryJson);
            }
            
        }
        
        // 扫描cube记录集
        StringBuilder sbDimKey = new StringBuilder();
        Map<String, Integer> mapDimKey2RsIdx = new HashMap<>();
 
        int[] recCount = new int[] {0};
        Set<Integer> setDimFieldPos = new HashSet<>();
        List<Object> listValues = new ArrayList<>();
        
        // 添加排序SQL
        String[] orderDim = tranReq.getChatOrderDimName();
        if(orderDim != null && _mapId2SqlDimDef.containsKey(orderDim[0]))
        {
            queryONAME._sbSQLText.append(" ORDER BY " + orderDim[0] + " " + orderDim[1]);
        }
    
        // 查询结果集
        tranReq.traceLLMDebug(queryONAME.getSqlLog());
 
        queryONAME._db.querySQLNotify(queryONAME._sbSQLText.toString(), queryONAME._sqlParams.toArray(new Object[queryONAME._sqlParams.size()]), new DBQueryNotify()
        {
            @Override
            public boolean onNextRecord(DBRecord recONAME) throws Exception 
            {
                recCount[0] ++;
                if(recCount[0] > 1000)
                    return false;
                
                int posDevKey = (_colDevKeyName != null) ? recONAME.getColIndex(_colDevKeyName) : -1;
                int posPosX = (_posXColName != null) ? recONAME.getColIndex(_posXColName) : -1;
                int posPosY = (_posYColName != null) ? recONAME.getColIndex(_posYColName) : -1;
                if(posPosX < 0 || posPosY < 0)
                {
                    posPosX = -1;
                    posPosY = -1;
                }
 
                Integer rsIdx = null;
                
                // 将当前的dim值列表加入
                if(astRS._dimNames.size() == 0)
                {
                    astRS._recsType = ASTCubeRecsType.RECORD;
                    rsIdx = -1;
                    if(!astRS._mapDimId2Recs.containsKey(rsIdx))
                    {
                        ASTCubeRecsValue recsCube = new ASTCubeRecsValue();
                        astRS._mapDimId2Recs.put(rsIdx, recsCube);
                    }
                }
                else
                {
                    astRS._recsType = ASTCubeRecsType.RECORD;
                    StringBuilder sbDimNames = new StringBuilder();
                    Object[] dimValue = new Object[astRS._dimNames.size()];
                    sbDimKey.setLength(0);
                    for(int i = 0; i < astRS._dimNames.size(); i ++)
                    {
                        String dimName = astRS._dimNames.get(i);
                        setDimFieldPos.add(recONAME.getColIndex(dimName));
                        
                        sbDimKey.append(recONAME.getString(dimName) + "\b");
                        dimValue[i] = recONAME.getValue(dimName);
                        sbDimNames.append(recONAME.getString(dimName) + "-");
                    }
                    sbDimNames.deleteCharAt(sbDimNames.length() - 1);
                    rsIdx = mapDimKey2RsIdx.get(sbDimKey.toString());
                    if(rsIdx == null)
                    {
                        rsIdx = astRS._dimValues.size();
                        astRS._dimValues.add(dimValue);
                        ASTCubeRecsValue recsCube = new ASTCubeRecsValue();
                        
                        astRS._mapDimId2Recs.put(rsIdx, recsCube);
                        mapDimKey2RsIdx.put(sbDimKey.toString(), rsIdx);
                        
                        recsCube._title = sbDimNames.toString();
                    }
                }
                
                // 将基本名称加入
                ASTCubeRecsValue recsCube = astRS._mapDimId2Recs.get(rsIdx);
                
                // 将记录加入
                if(recsCube._recsValue == null)
                {
                    recsCube._recsValue = new DBRecords();
                    
                    List<String> listColNames = new ArrayList<>();
                    for(Entry<String, Integer> entry : recONAME.getFieldMap().entrySet())
                    {
                        if(setDimFieldPos.contains(entry.getValue()))
                            continue;
                        listColNames.add(entry.getKey());
                    }
                    
                    List<String> listColTitles = new ArrayList<>();
                    for(int i = 0; i < astRS._colTitles.length; i ++)
                    {
                        if(setDimFieldPos.contains(i))
                            continue;    
                        listColTitles.add(astRS._colTitles[i]);
                    }
                    astRS._colTitles = listColTitles.toArray(new String[listColTitles.size()]);
                    
                    recsCube._recsValue.initColumn(listColNames.toArray(new String[listColNames.size()]));
                }
                
                if(setDimFieldPos.size() == 0)
                {
                    Object[] values = recONAME.getValues();
                    if(posDevKey >= 0)
                    {
                        StringBuilder sbQuotaJson = mapDevKey2QuotaUrl.get(values[posDevKey]);
                        if(sbQuotaJson == null)
                            values[posDevKey] = null;
                        else
                            values[posDevKey] = "[" + sbQuotaJson.toString() + "]";
                    }
                    
                    if(posPosX > 0)
                    {
                        Object x = values[posPosX];
                        Object y = values[posPosY];
                        
                        if(x != null && y != null)
                        {
                            double[] gisPos = SMTAIServerApp.getApp().convMapToGisTransform(new double[] {SMTStatic.toDouble(x), SMTStatic.toDouble(y)});
                            values[posPosX] = gisPos[0];
                            values[posPosY] = gisPos[1];
                        }
                    }
                    
                    recsCube._recsValue.addRecord(recONAME.getValues());
                }
                else
                {
                    listValues.clear();
                    Object[] recValues = recONAME.getValues();
                    
                    for(int i = 0; i < recValues.length; i ++)
                    {
                        if(setDimFieldPos.contains(i))
                            continue;
                        listValues.add(recValues[i]);
                    }
                    
                    if(posDevKey >= 0)
                    {
                        StringBuilder sbQuotaJson = mapDevKey2QuotaUrl.get(listValues.get(posDevKey));
                        if(sbQuotaJson == null)
                            listValues.set(posDevKey, null);
                        else
                            listValues.set(posDevKey, "[" + sbQuotaJson.toString() + "]");
                    }
                    
                    if(posPosX > 0)
                    {
                        Object x = listValues.get(posPosX);
                        Object y = listValues.get(posPosY);
                        
                        if(x != null && y != null)
                        {
                            double[] gisPos = SMTAIServerApp.getApp().convMapToGisTransform(new double[] {SMTStatic.toDouble(x), SMTStatic.toDouble(y)});
                            listValues.set(posPosX, gisPos[0]);
                            listValues.set(posPosY, gisPos[1]);
                        }
                    }
                    
                    recsCube._recsValue.addRecord(listValues.toArray(new Object[listValues.size()]));
                }
                return true;
            }
        });
        
        if(recCount[0] == 0)
            return new SMTJavaAIError("未找到任何相关记录");
    
        return null;
    }
    
    private SMTJavaAIError queryGroupRecords(ASTCubeRecs astRS, String stepOpKey, Json jsonAST, SQLXMLQuery queryONAME, SMTAIServerRequest tranReq) throws Exception
    {
        //"step_dim_name"
        String groupAggField = "*";
        String groupOperate = "COUNT";
        
        if(!"COUNT".equals(stepOpKey))
        {
            // {"is_output":false,"step_op_key":"SUM","step_op_title":"累计值","step_dim_name":"pipe_length"}
            groupAggField = jsonAST.safeGetStr("step_dim_name", null);
            if(SMTStatic.isNullOrEmpty(groupAggField))
                return new SMTJavaAIError("未指定需要统计的字段");
            SMTSQLXMLDimDef sqlXmlDimDef = this._mapId2SqlDimDef.get(groupAggField);
            if(sqlXmlDimDef == null)
                 return new SMTJavaAIError("需要统计的维度[" + groupAggField + "]未定义");
             
            // 设置标题 
 
            astRS._title += jsonAST.safeGetStr("step_op_title", "");
            astRS._colTitles = new String[] {jsonAST.safeGetStr("step_op_title", "")};
            
            groupOperate = jsonAST.getJson("step_op_key").asString();
            groupAggField = "*";
        }
        else
        {
            astRS._title += jsonAST.safeGetStr("step_op_title", "");
            astRS._colTitles = new String[] {"个数"};
        }
        
        // 按照分组进行统计个数
        if(astRS._dimNames.size() > 0)
        {
            String sGroupDimField = "";
            for(int i = 0; i < astRS._dimNames.size(); i ++)
            {
                if(i > 0)
                    sGroupDimField += ",";
                sGroupDimField += astRS._dimNames.get(i);
            }
            
            String sql = "SELECT " + sGroupDimField + ", " + groupOperate + "(" + groupAggField + ") AS __CNT__ FROM (\n" +  queryONAME._sbSQLText.toString() + "\n)T \nGROUP BY " + sGroupDimField;
            
            // 查询结果集
            StringBuilder sbLogSQL = new StringBuilder();
            sbLogSQL.append(sql + "\n");
            for(Object param : queryONAME._sqlParams)
            {
                sbLogSQL.append("    param : " + SMTStatic.toString(param) + "\n");
            }
            tranReq.traceLLMDebug("\n" + sbLogSQL.toString());
            
            Map<String, Integer> mapDimKey2RsIdx = new HashMap<>();
            
            astRS._recsType = ASTCubeRecsType.VALUE;
            
            queryONAME._db.querySQLNotify(sql, queryONAME._sqlParams.toArray(new Object[queryONAME._sqlParams.size()]), new DBQueryNotify() {
 
                @Override
                public boolean onNextRecord(DBRecord recONAME) throws Exception 
                {
                    astRS._recsType = ASTCubeRecsType.RECORD;
                    StringBuilder sbDimNames = new StringBuilder();
                    Object[] dimValue = new Object[astRS._dimNames.size()];
                    StringBuilder sbDimKey = new StringBuilder();
                    for(int i = 0; i < astRS._dimNames.size(); i ++)
                    {
                        String dimName = astRS._dimNames.get(i);
                        sbDimKey.append(recONAME.getString(dimName) + "\b");
                        dimValue[i] = recONAME.getValue(dimName);
                        sbDimNames.append(recONAME.getString(dimName) + "-");
                    }
                    sbDimNames.deleteCharAt(sbDimNames.length() - 1);
                    Integer rsIdx = astRS._dimValues.size();
                    astRS._dimValues.add(dimValue);
                    ASTCubeRecsValue recsCube = new ASTCubeRecsValue();
                    
                    astRS._mapDimId2Recs.put(rsIdx, recsCube);
                    mapDimKey2RsIdx.put(sbDimKey.toString(), rsIdx);
                    
                    recsCube._title = sbDimNames.toString();
 
                    recsCube._countField = "CNT";
                    recsCube._groupField = "CNT";
                    recsCube._groupType = 'I';
                    recsCube._recsValue = new DBRecords();
                    recsCube._recsValue.initColumn(new String[] {"CNT"});
                    recsCube._recsValue.addRecord(new Object[] {recONAME.getInteger("__CNT__")});
                    
                    return true;
                }
            });
        }
        // 无分组直接统计个数
        else
        {
            String sql = "SELECT " + groupOperate + "(" + groupAggField + ") AS CNT FROM (\n" +  queryONAME._sbSQLText.toString() + "\n)T";
            
            // 查询结果集
            StringBuilder sbLogSQL = new StringBuilder();
            sbLogSQL.append(sql + "\n");
            for(Object param : queryONAME._sqlParams)
            {
                sbLogSQL.append("    param : " + SMTStatic.toString(param) + "\n");
            }
            tranReq.traceLLMDebug(sbLogSQL.toString());
            
            astRS._recsType = ASTCubeRecsType.SUMMARY;
            
            DBRecords recs = queryONAME._db.querySQL(sql, queryONAME._sqlParams.toArray(new Object[queryONAME._sqlParams.size()]));
 
            ASTCubeRecsValue recsCube = new ASTCubeRecsValue();
            astRS._mapDimId2Recs.put(-1, recsCube);
            recsCube._countField = "CNT";
            recsCube._groupField = "CNT";
            recsCube._groupType = 'I';
            recsCube._recsValue = recs;
            recsCube._title = jsonAST.safeGetStr("step_op_title", "个数");;
        }
        
        return null;
    }
    
    //     按生产厂家统计流量计个数
    //     按照付款类型对用户表信息进行统计
    @Override
    public SMTJavaAIError queryMetrics(String jsonPath, ASTDBMap dbMap, Json jsonAST, Map<String, String> extArg, SMTAIServerRequest tranReq, ASTResult r_result) throws Exception
    {
        SMTJavaAIError error = this.executeQueryMetrics(jsonPath, dbMap, jsonAST, extArg, tranReq, r_result);
        if(error != null)
        {
            appendSampleQuestionToResponse(jsonAST, tranReq);
            return error;
        }
        else
        {
            return null;
        }
    }
    
    public SMTJavaAIError executeQueryMetrics(String jsonPath, ASTDBMap dbMap, Json jsonAST, Map<String, String> extArg, SMTAIServerRequest tranReq, ASTResult r_result) throws Exception
    {
        ASTCubeRecs astRS = new ASTCubeRecs();
        astRS._listDimFilter = new ArrayList<>();
        
        // 将维度过滤器加上
        for(SMTSQLXMLDimDef sqlXmlDimDef : _mapId2SqlDimDef.values())
        {
            if(SMTStatic.isNullOrEmpty(sqlXmlDimDef._filterType))
                continue;
            
            ASTDimFilter dimFilter = new ASTDimFilter();
            astRS._listDimFilter.add(dimFilter);
            dimFilter._dimPath = jsonPath + sqlXmlDimDef._dimDef.getId();
            dimFilter._filterType = sqlXmlDimDef._filterType;
            dimFilter._dimDef = sqlXmlDimDef._dimDef;
        }
        
        astRS._colTitles = this._colTitles;
        astRS._colKeyCount = this._colKeyCount;
        
        if(this._posXColName != null)
        {
            astRS._posXName = this._posXColName;
            astRS._posYName = this._posYColName;
        }
        
        if(this._colDevKeyName != null)
        {
            astRS._devKeyName = _colDevKeyName;
        }
        
        r_result._listRecordset.add(astRS);
        SMTJavaAIError error = null;
        
        // 如果存在查询名称的sqlxml,则首先查询名称
        Map<String, Object>    mapId2SqlArg = new HashMap<>();
 
        // 解析要分组的维度列表
        Map<String, SMTSQLXMLDimDef> mapIdDimDef = new LinkedHashMap<>();
        if((error = parseDimListFromJson(jsonAST, tranReq, mapIdDimDef)) != null)
            return error;
 
        StringBuilder sbDIM_NAME_GROUP = new StringBuilder();
        for(String name : mapIdDimDef.keySet())
        {
            sbDIM_NAME_GROUP.append(",");
            sbDIM_NAME_GROUP.append(name);
        }
        
        // 解析过滤条件
        StringBuilder sbDIM_NAME_FILTERS = new StringBuilder();
        if((error = parseSQLFilterFromJson(dbMap, jsonAST, "", tranReq, sbDIM_NAME_FILTERS, null)) != null)
            return error;
        
        // 设置sql参数
        mapId2SqlArg.put("__METRICS_ID__", this.getId());
        mapId2SqlArg.put("__DIM_NAME_FILTERS__", sbDIM_NAME_FILTERS.toString());
        mapId2SqlArg.put("__DIM_NAME_GROUP__", sbDIM_NAME_GROUP.toString());
 
        // 生成SQL
        SQLXMLQuery queryONAME = new SQLXMLQuery();
        if((error = this._sqlxmlMeticName.parseSQL(dbMap, jsonAST, mapId2SqlArg, tranReq, queryONAME)) != null)
            return error;
        
        // 利用地理范围做SQL二次包装
        if((error = queryNearRangeSQL(jsonPath, dbMap, jsonAST, extArg, tranReq, queryONAME)) != null)
            return error;
        
        tranReq.traceLLMDebug(queryONAME.getSqlLog());
        
        // 创建cube记录集
        for(Entry<String, SMTSQLXMLDimDef> entry : mapIdDimDef.entrySet())
        {
            astRS._dimNames.add(entry.getKey());
            astRS._dimTitles.add(entry.getValue()._dimDef.getName());
        }
        
        String title;
        
        if(astRS._dimNames.size() == 0)
        {
            title = this._title;
        }
        else
        {
            StringBuilder sbTitle = new StringBuilder();
            for(String dimName : astRS._dimNames)
            {
                if(sbTitle.length() > 0)
                    sbTitle.append(",");
                sbTitle.append(this._mapId2SqlDimDef.get(dimName)._dimDef.getName());
            }
            sbTitle.insert(0, "按照");
            sbTitle.append("分类的" + this._title);
            
            title = sbTitle.toString();
        }
        
        astRS._title = title;
        
        // 输出查询条件
        StringBuilder sbQueryProcess = new StringBuilder();
        sbQueryProcess.append("查询");
        if(astRS._dimNames.size() > 0)
        {
            sbQueryProcess.append("以:");
            for(String dimName : astRS._dimNames)
            {
                sbQueryProcess.append(SMTAIServerApp.getApp().getDimensionDef(dimName).getName() + " ");
            }
            sbQueryProcess.append("为分组");
        }
        else
        {
            sbQueryProcess.append("所有");
        }
        sbQueryProcess.append("的数据...");
        tranReq.sendChunkedBlock("begin", sbQueryProcess.toString());
        
        // 如果存在聚合操作,则直接将SQL变成聚合操作
        String stepOpKey = jsonAST.safeGetStr("step_op_key", "");
        if(!SMTStatic.isNullOrEmpty(stepOpKey))
        {
            if((error = this.queryGroupRecords(astRS, stepOpKey, jsonAST, queryONAME, tranReq)) != null)
                return error;
        }
        // 如果不存在聚合操作则查询所有结果
        else
        {
            if((error = this.queryNoGroupRecords(dbMap, astRS, stepOpKey, jsonAST, queryONAME, tranReq)) != null)
                return error;
        }
        
        
        return null;
    }
 
}