From 852664df1caf38831793b341edcada9dd7b6c22a Mon Sep 17 00:00:00 2001
From: Junjie <fallin.jie@qq.com>
Date: 星期三, 06 五月 2026 19:28:33 +0800
Subject: [PATCH] #dfs

---
 src/main/java/com/zy/common/utils/NavigateUtils.java |  932 ++++++++++++++++++++++++++++++++++++++++++++++++---------
 1 files changed, 773 insertions(+), 159 deletions(-)

diff --git a/src/main/java/com/zy/common/utils/NavigateUtils.java b/src/main/java/com/zy/common/utils/NavigateUtils.java
index 74c70f6..733a2ab 100644
--- a/src/main/java/com/zy/common/utils/NavigateUtils.java
+++ b/src/main/java/com/zy/common/utils/NavigateUtils.java
@@ -27,6 +27,8 @@
 import com.zy.asrs.service.StationCycleCapacityService;
 import com.zy.asrs.service.StationPathPolicyService;
 import com.zy.core.News;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.scheduling.annotation.Scheduled;
 import com.zy.core.model.StationObjModel;
 import com.zy.core.model.command.StationCommand;
 import com.zy.core.enums.StationCommandType;
@@ -52,8 +54,11 @@
 import java.util.LinkedHashMap;
 
 @Component
+@Slf4j
 public class NavigateUtils {
 
+    private static final long STATION_PATH_SLOW_LOG_THRESHOLD_MS = 500L;
+    private static final long STATION_PATH_RUNTIME_SNAPSHOT_TTL_MS = 2000L;
     private static final double CONGESTION_BUSY_BASE = 1.0d;
     private static final double CONGESTION_ISSUED_RESERVE_BASE = 0.75d;
     private static final double CONGESTION_PENDING_QUEUE_BASE = 0.45d;
@@ -75,44 +80,110 @@
     @Autowired
     private StationTaskTraceRegistry stationTaskTraceRegistry;
 
-    public synchronized List<NavigateNode> calcOptimalPathByStationId(Integer startStationId,
-                                                                      Integer endStationId,
-                                                                      Integer currentTaskNo,
-                                                                      Double pathLenFactor) {
+    private volatile CachedStationPathRuntimeSnapshot cachedRuntimeSnapshot;
+
+    private volatile CachedLoopMergeGuardContext cachedLoopMergeGuardContext;
+
+    @Scheduled(fixedDelay = 1500, initialDelay = 3000)
+    public void refreshStationPathCaches() {
+        try {
+            BaseRuntimeSnapshot snapshot = buildBaseRuntimeSnapshot(null);
+            cachedRuntimeSnapshot = new CachedStationPathRuntimeSnapshot(System.currentTimeMillis(), snapshot);
+        } catch (Exception ignore) {
+        }
+        try {
+            LoopMergeGuardContext context = buildLoopMergeGuardContext();
+            cachedLoopMergeGuardContext = new CachedLoopMergeGuardContext(System.currentTimeMillis(), context);
+        } catch (Exception ignore) {
+        }
+    }
+
+    public List<NavigateNode> calcOptimalPathByStationId(Integer startStationId,
+                                                         Integer endStationId,
+                                                         Integer currentTaskNo,
+                                                         Double pathLenFactor) {
         return calcPathByStationId(startStationId, endStationId, currentTaskNo, pathLenFactor, StationPathCalcMode.OPTIMAL);
     }
 
-    public synchronized List<NavigateNode> calcReachablePathByStationId(Integer startStationId, Integer endStationId) {
+    public List<NavigateNode> calcReachablePathByStationId(Integer startStationId, Integer endStationId) {
         return calcPathByStationId(startStationId, endStationId, null, null, StationPathCalcMode.REACHABILITY);
     }
 
-    public synchronized List<List<NavigateNode>> calcCandidatePathByStationId(Integer startStationId,
-                                                                              Integer endStationId,
-                                                                              Integer currentTaskNo,
-                                                                              Double pathLenFactor) {
-        StationPathResolvedPolicy resolvedPolicy = resolveStationPathPolicy(startStationId, endStationId);
-        StationPathSearchContext context = buildStationPathSearchContext(
-                startStationId,
-                endStationId,
-                resolvedPolicy,
-                StationPathCalcMode.REROUTE
-        );
-        if (context.allList.isEmpty()) {
-            return new ArrayList<>();
-        }
+    public List<List<NavigateNode>> calcCandidatePathByStationId(Integer startStationId,
+                                                                 Integer endStationId,
+                                                                 Integer currentTaskNo,
+                                                                 Double pathLenFactor) {
+        long totalStartNs = System.nanoTime();
+        log.info("绔欑偣璺緞鍊欓�夎绠楀叆鍙o紝startStationId={}锛宔ndStationId={}锛宼askNo={}锛宲athLenFactor={}",
+                startStationId, endStationId, currentTaskNo, pathLenFactor);
+        try {
+            StationPathResolvedPolicy resolvedPolicy = resolveStationPathPolicy(startStationId, endStationId);
+            log.info("绔欑偣璺緞鍊欓�夌瓥鐣ヨВ鏋愬畬鎴愶紝startStationId={}锛宔ndStationId={}锛宼askNo={}锛宮atchedRule={}锛宺uleCode={}锛宲rofileCode={}锛宑ostMs={}",
+                    startStationId,
+                    endStationId,
+                    currentTaskNo,
+                    resolvedPolicy != null && resolvedPolicy.matchedRule(),
+                    resolvedPolicy == null || resolvedPolicy.getRuleEntity() == null ? null : resolvedPolicy.getRuleEntity().getRuleCode(),
+                    resolvedPolicy == null ? null : resolvedPolicy.getDefaultProfileCode(),
+                    elapsedMillis(totalStartNs));
+            StationPathRuntimeSnapshot runtimeSnapshot = loadStationPathRuntimeSnapshot(currentTaskNo);
+            List<NavigateNode> shortFallbackPath = buildRerouteShortFallbackPath(
+                    startStationId,
+                    endStationId,
+                    currentTaskNo,
+                    resolvedPolicy,
+                    runtimeSnapshot
+            );
+            StationPathSearchContext context = buildStationPathSearchContext(
+                    startStationId,
+                    endStationId,
+                    resolvedPolicy,
+                    StationPathCalcMode.REROUTE,
+                    runtimeSnapshot
+            );
+            if (context.allList.isEmpty()) {
+                List<List<NavigateNode>> fallbackCandidateList = normalizeCandidatePaths(Collections.singletonList(shortFallbackPath));
+                log.warn("绔欑偣璺緞鍊欓�夎绠楃粨鏉燂紝鍘熷洜=empty_search_context锛宻tartStationId={}锛宔ndStationId={}锛宼askNo={}锛宖allbackCandidateCount={}锛宖allbackPath={}锛宼otalCostMs={}",
+                        startStationId,
+                        endStationId,
+                        currentTaskNo,
+                        fallbackCandidateList.size(),
+                        JSON.toJSONString(extractStationIdList(shortFallbackPath)),
+                        elapsedMillis(totalStartNs));
+                return fallbackCandidateList;
+            }
 
-        List<List<NavigateNode>> orderedPathList = orderStationPathCandidates(
-                context.allList,
-                context.resolvedPolicy,
-                currentTaskNo,
-                pathLenFactor,
-                startStationId,
-                endStationId
-        );
-        return normalizeCandidatePaths(orderedPathList);
+            long orderStartNs = System.nanoTime();
+            List<List<NavigateNode>> orderedPathList = orderStationPathCandidates(
+                    context.allList,
+                    context.resolvedPolicy,
+                    currentTaskNo,
+                    pathLenFactor,
+                    startStationId,
+                    endStationId,
+                    runtimeSnapshot
+            );
+            List<List<NavigateNode>> candidatePathList = appendShortFallbackCandidate(orderedPathList, shortFallbackPath);
+            List<List<NavigateNode>> normalizedPathList = normalizeCandidatePaths(candidatePathList);
+            log.info("绔欑偣璺緞鍊欓�夎绠楃粨鏉燂紝startStationId={}锛宔ndStationId={}锛宼askNo={}锛宺awCandidateCount={}锛宱rderedPathCount={}锛宖allbackPathLen={}锛宯ormalizedPathCount={}锛宱rderCostMs={}锛宼otalCostMs={}",
+                    startStationId,
+                    endStationId,
+                    currentTaskNo,
+                    context.allList.size(),
+                    orderedPathList == null ? null : orderedPathList.size(),
+                    shortFallbackPath == null ? 0 : shortFallbackPath.size(),
+                    normalizedPathList.size(),
+                    elapsedMillis(orderStartNs),
+                    elapsedMillis(totalStartNs));
+            return normalizedPathList;
+        } catch (Exception e) {
+            log.error("绔欑偣璺緞鍊欓�夎绠楀紓甯革紝startStationId={}锛宔ndStationId={}锛宼askNo={}锛宲athLenFactor={}锛宑ostMs={}",
+                    startStationId, endStationId, currentTaskNo, pathLenFactor, elapsedMillis(totalStartNs), e);
+            throw e;
+        }
     }
 
-    public synchronized Map<Integer, Set<Integer>> loadUndirectedStationGraphSnapshot() {
+    public Map<Integer, Set<Integer>> loadUndirectedStationGraphSnapshot() {
         Map<Integer, Set<Integer>> graph = loadUndirectedStationGraph();
         Map<Integer, Set<Integer>> snapshot = new HashMap<>();
         for (Map.Entry<Integer, Set<Integer>> entry : graph.entrySet()) {
@@ -125,42 +196,69 @@
         return snapshot;
     }
 
-    private synchronized List<NavigateNode> calcPathByStationId(Integer startStationId,
-                                                                Integer endStationId,
-                                                                Integer currentTaskNo,
-                                                                Double pathLenFactor,
-                                                                StationPathCalcMode calcMode) {
+    private List<NavigateNode> calcPathByStationId(Integer startStationId,
+                                                   Integer endStationId,
+                                                   Integer currentTaskNo,
+                                                   Double pathLenFactor,
+                                                   StationPathCalcMode calcMode) {
+        long totalStartNs = System.nanoTime();
+        Map<String, Long> stepCostMap = new LinkedHashMap<>();
+        String pathSource = "fallback";
+        int candidateCount = 0;
+        List<NavigateNode> resultPath = new ArrayList<>();
+
+        long stepStartNs = System.nanoTime();
         StationPathResolvedPolicy resolvedPolicy = resolveStationPathPolicy(startStationId, endStationId);
+        stepCostMap.put("resolvePolicy", elapsedMillis(stepStartNs));
+        stepStartNs = System.nanoTime();
+        StationPathRuntimeSnapshot runtimeSnapshot = loadStationPathRuntimeSnapshot(currentTaskNo);
+        stepCostMap.put("loadRuntimeSnapshot", elapsedMillis(stepStartNs));
         if (calcMode != StationPathCalcMode.REROUTE) {
+            stepStartNs = System.nanoTime();
             List<NavigateNode> directPath = findStationDirectPath(
                     startStationId,
                     endStationId,
                     currentTaskNo,
                     pathLenFactor,
                     calcMode,
-                    resolvedPolicy
+                    resolvedPolicy,
+                    runtimeSnapshot
             );
+            stepCostMap.put("directPath", elapsedMillis(stepStartNs));
             if (!directPath.isEmpty()) {
-                return normalizeStationPath(directPath);
+                pathSource = "direct";
+                resultPath = normalizeStationPath(directPath);
+                logStationPathCalcSlow(startStationId, endStationId, currentTaskNo, pathLenFactor, calcMode, pathSource, candidateCount, resultPath.size(), stepCostMap, totalStartNs);
+                return resultPath;
             }
         }
 
+        stepStartNs = System.nanoTime();
         StationPathSearchContext context = buildStationPathSearchContext(
                 startStationId,
                 endStationId,
                 resolvedPolicy,
-                calcMode
+                calcMode,
+                runtimeSnapshot
         );
+        stepCostMap.put("buildSearchContext", elapsedMillis(stepStartNs));
         if (context.allList.isEmpty()) {
+            logStationPathCalcSlow(startStationId, endStationId, currentTaskNo, pathLenFactor, calcMode, "empty", candidateCount, 0, stepCostMap, totalStartNs);
             return new ArrayList<>();
         }
+        candidateCount = context.allList.size();
+        stepStartNs = System.nanoTime();
         List<NavigateNode> list = calcMode == StationPathCalcMode.REACHABILITY
                 ? findStationReachablePath(context.allList, context.resolvedPolicy, startStationId, endStationId)
-                : findStationBestPathTwoStage(context.allList, context.resolvedPolicy, currentTaskNo, pathLenFactor, startStationId, endStationId);
-        return normalizeStationPath(list);
+                : findStationBestPathTwoStage(context.allList, context.resolvedPolicy, currentTaskNo, pathLenFactor, startStationId, endStationId, runtimeSnapshot);
+        stepCostMap.put("selectBestPath", elapsedMillis(stepStartNs));
+        pathSource = calcMode == StationPathCalcMode.REACHABILITY ? "reachability" : "twoStage";
+        resultPath = normalizeStationPath(list);
+        logStationPathCalcSlow(startStationId, endStationId, currentTaskNo, pathLenFactor, calcMode, pathSource, candidateCount, resultPath.size(), stepCostMap, totalStartNs);
+        return resultPath;
     }
 
-    public synchronized List<NavigateNode> calcByTrackSiteNo(int lev, Integer startTrackSiteNo, Integer endTrackSiteNo) {
+    public List<NavigateNode> calcByTrackSiteNo(int lev, Integer startTrackSiteNo, Integer endTrackSiteNo) {
         NavigateSolution navigateSolution = new NavigateSolution();
         List<List<NavigateNode>> rgvTrackMap = navigateSolution.getRgvTrackMap(lev);
 
@@ -230,7 +328,7 @@
         return fitlerList;
     }
 
-    public synchronized List<NavigateNode> findLiftStationList(int lev) {
+    public List<NavigateNode> findLiftStationList(int lev) {
         NavigateSolution navigateSolution = new NavigateSolution();
         List<List<NavigateNode>> stationMap = navigateSolution.getStationMap(lev);
 
@@ -276,18 +374,24 @@
                                                      Integer currentTaskNo,
                                                      Double pathLenFactor,
                                                      StationPathCalcMode calcMode,
-                                                     StationPathResolvedPolicy resolvedPolicy) {
+                                                     StationPathResolvedPolicy resolvedPolicy,
+                                                     StationPathRuntimeSnapshot runtimeSnapshot) {
         if (!supportsDirectPathMode(calcMode, resolvedPolicy, pathLenFactor)) {
             return new ArrayList<>();
         }
 
+        long totalStartNs = System.nanoTime();
+        Map<String, Long> stepCostMap = new LinkedHashMap<>();
+        long stepStartNs = System.nanoTime();
         DirectStationPathContext context = buildDirectStationPathContext(
                 startStationId,
                 endStationId,
                 currentTaskNo,
                 calcMode,
-                resolvedPolicy
+                resolvedPolicy,
+                runtimeSnapshot
         );
+        stepCostMap.put("buildDirectContext", elapsedMillis(stepStartNs));
         if (context == null) {
             return new ArrayList<>();
         }
@@ -298,6 +402,7 @@
                 endStationId,
                 calcMode.name());
 
+        stepStartNs = System.nanoTime();
         DirectPathSearchResult searchResult = searchDirectPathWithFallback(
                 context,
                 true,
@@ -313,23 +418,30 @@
                 News.info("[WCS Debug] 绔欑偣璺緞蹇�熻绠楀凡闄嶇骇锛屽拷鐣ュ叧閿�旂粡鐐圭害鏉熷悗閲嶈瘯");
             }
         }
+        stepCostMap.put("searchDirectPath", elapsedMillis(stepStartNs));
         if (searchResult.path.isEmpty()) {
+            logDirectPathSlow(startStationId, endStationId, currentTaskNo, calcMode, pathLenFactor, 0, stepCostMap, totalStartNs);
             return new ArrayList<>();
         }
 
+        stepStartNs = System.nanoTime();
         if (!isDirectPathValid(
                 searchResult.path,
                 context,
                 searchResult.includeWaypoint,
                 searchResult.includeSoftPreference)) {
+            stepCostMap.put("validateDirectPath", elapsedMillis(stepStartNs));
+            logDirectPathSlow(startStationId, endStationId, currentTaskNo, calcMode, pathLenFactor, searchResult.path.size(), stepCostMap, totalStartNs);
             return new ArrayList<>();
         }
+        stepCostMap.put("validateDirectPath", elapsedMillis(stepStartNs));
 
         News.info("[WCS Debug] 绔欑偣璺緞蹇�熻绠楀畬鎴愶紝鑰楁椂锛歿}ms,startStationId={},endStationId={},mode={}",
                 System.currentTimeMillis() - startTime,
                 startStationId,
                 endStationId,
                 calcMode.name());
+        logDirectPathSlow(startStationId, endStationId, currentTaskNo, calcMode, pathLenFactor, searchResult.path.size(), stepCostMap, totalStartNs);
         return searchResult.path;
     }
 
@@ -348,6 +460,54 @@
             return new DirectPathSearchResult(degradedPath, includeWaypoint, false);
         }
         return DirectPathSearchResult.empty(includeWaypoint, includeSoftPreference);
+    }
+
+    private List<NavigateNode> buildRerouteShortFallbackPath(Integer startStationId,
+                                                             Integer endStationId,
+                                                             Integer currentTaskNo,
+                                                             StationPathResolvedPolicy resolvedPolicy,
+                                                             StationPathRuntimeSnapshot runtimeSnapshot) {
+        long startNs = System.nanoTime();
+        try {
+            List<NavigateNode> path = findStationDirectPath(
+                    startStationId,
+                    endStationId,
+                    currentTaskNo,
+                    0.0d,
+                    StationPathCalcMode.OPTIMAL,
+                    resolvedPolicy,
+                    runtimeSnapshot
+            );
+            List<NavigateNode> normalizedPath = normalizeStationPath(path);
+            log.info("绔欑偣璺緞鍫靛閲嶈鍒掔煭璺緞淇濆簳璁$畻瀹屾垚锛宻tartStationId={}锛宔ndStationId={}锛宼askNo={}锛宲athLen={}锛宲ath={}锛宑ostMs={}",
+                    startStationId,
+                    endStationId,
+                    currentTaskNo,
+                    normalizedPath.size(),
+                    JSON.toJSONString(extractStationIdList(normalizedPath)),
+                    elapsedMillis(startNs));
+            return normalizedPath;
+        } catch (Exception e) {
+            log.warn("绔欑偣璺緞鍫靛閲嶈鍒掔煭璺緞淇濆簳璁$畻澶辫触锛宻tartStationId={}锛宔ndStationId={}锛宼askNo={}锛宑ostMs={}锛宔rror={}",
+                    startStationId,
+                    endStationId,
+                    currentTaskNo,
+                    elapsedMillis(startNs),
+                    e.toString());
+            return new ArrayList<>();
+        }
+    }
+
+    private List<List<NavigateNode>> appendShortFallbackCandidate(List<List<NavigateNode>> orderedPathList,
+                                                                  List<NavigateNode> shortFallbackPath) {
+        List<List<NavigateNode>> candidatePathList = new ArrayList<>();
+        if (orderedPathList != null && !orderedPathList.isEmpty()) {
+            candidatePathList.addAll(orderedPathList);
+        }
+        if (shortFallbackPath != null && !shortFallbackPath.isEmpty()) {
+            candidatePathList.add(shortFallbackPath);
+        }
+        return candidatePathList;
     }
 
     private List<NavigateNode> searchDirectPath(DirectStationPathContext context,
@@ -374,8 +534,12 @@
                 return new ArrayList<>();
             }
 
-            NavigateNode segmentStartNode = context.navigateSolution.findStationNavigateNode(context.stationMap, segmentStartStationId);
-            NavigateNode segmentEndNode = context.navigateSolution.findStationNavigateNode(context.stationMap, segmentEndStationId);
+            NavigateNode segmentStartNode = context.navigateMapIndex == null
+                    ? context.navigateSolution.findStationNavigateNode(context.stationMap, segmentStartStationId)
+                    : context.navigateSolution.findStationNavigateNode(context.navigateMapIndex, segmentStartStationId);
+            NavigateNode segmentEndNode = context.navigateMapIndex == null
+                    ? context.navigateSolution.findStationNavigateNode(context.stationMap, segmentEndStationId)
+                    : context.navigateSolution.findStationNavigateNode(context.navigateMapIndex, segmentEndStationId);
             if (segmentStartNode == null || segmentEndNode == null) {
                 return new ArrayList<>();
             }
@@ -416,7 +580,9 @@
                 return buildDirectPath(currentState);
             }
 
-            List<NavigateNode> nextNodeList = context.navigateSolution.extend_current_node(context.stationMap, currentState.node);
+            List<NavigateNode> nextNodeList = context.navigateMapIndex == null
+                    ? context.navigateSolution.extend_current_node(context.stationMap, currentState.node)
+                    : context.navigateSolution.getNeighborNodes(context.navigateMapIndex, currentState.node);
             for (NavigateNode nextNode : safeList(nextNodeList)) {
                 if (!isDirectTransitionAllowed(context, currentState.node, nextNode, endNode)) {
                     continue;
@@ -554,23 +720,10 @@
     }
 
     private int calcLiftTransferPenalty(NavigateNode node) {
-        if (node == null || node.getNodeValue() == null) {
+        if (node == null) {
             return 0;
         }
-        try {
-            JSONObject valueObject = JSON.parseObject(node.getNodeValue());
-            if (valueObject == null) {
-                return 0;
-            }
-            Object isLiftTransfer = valueObject.get("isLiftTransfer");
-            if (isLiftTransfer == null) {
-                return 0;
-            }
-            String text = String.valueOf(isLiftTransfer);
-            return ("1".equals(text) || "true".equalsIgnoreCase(text)) ? 1 : 0;
-        } catch (Exception ignore) {
-            return 0;
-        }
+        return Boolean.TRUE.equals(node.getLiftTransfer()) ? 1 : 0;
     }
 
     private double calcHeuristicScore(NavigateNode currentNode, NavigateNode endNode) {
@@ -721,18 +874,20 @@
                                                                    Integer endStationId,
                                                                    Integer currentTaskNo,
                                                                    StationPathCalcMode calcMode,
-                                                                   StationPathResolvedPolicy resolvedPolicy) {
+                                                                   StationPathResolvedPolicy resolvedPolicy,
+                                                                   StationPathRuntimeSnapshot runtimeSnapshot) {
         BasStation startStation = basStationService.getById(startStationId);
         if (startStation == null) {
-            throw new CoolException("鏈壘鍒拌 璧风偣 瀵瑰簲鐨勭珯鐐规暟鎹�");
+            throw new CoolException("鏈壘鍒拌 " + startStationId + "璧风偣 瀵瑰簲鐨勭珯鐐规暟鎹�");
         }
 
         NavigateSolution navigateSolution = new NavigateSolution();
-        List<List<NavigateNode>> stationMap = navigateSolution.getStationMap(startStation.getStationLev());
-        NavigateNode startNode = navigateSolution.findStationNavigateNode(stationMap, startStationId);
-        NavigateNode endNode = navigateSolution.findStationNavigateNode(stationMap, endStationId);
+        NavigateSolution.NavigateMapIndex navigateMapIndex = navigateSolution.getStationMapIndex(startStation.getStationLev());
+        List<List<NavigateNode>> stationMap = navigateMapIndex == null ? new ArrayList<>() : navigateMapIndex.getNavigateMap();
+        NavigateNode startNode = navigateSolution.findStationNavigateNode(navigateMapIndex, startStationId);
+        NavigateNode endNode = navigateSolution.findStationNavigateNode(navigateMapIndex, endStationId);
         if (startNode == null || endNode == null) {
-            throw new CoolException("鏈壘鍒拌 璧风偣 鎴� 缁堢偣 瀵瑰簲鐨勮妭鐐�");
+            throw new CoolException("鏈壘鍒拌 " + startStationId + "璧风偣 鎴� " + endStationId + "缁堢偣 瀵瑰簲鐨勮妭鐐�");
         }
 
         DirectStationPathContext context = new DirectStationPathContext();
@@ -740,6 +895,7 @@
         context.startStationId = startStationId;
         context.endStationId = endStationId;
         context.navigateSolution = navigateSolution;
+        context.navigateMapIndex = navigateMapIndex;
         context.stationMap = stationMap;
         context.startNode = startNode;
         context.endNode = endNode;
@@ -751,11 +907,12 @@
                 ? StationPathProfileConfig.defaultConfig()
                 : context.resolvedPolicy.getProfileConfig();
         context.globalPolicy = loadPathGlobalPolicy(context.profileConfig);
-        context.statusMap = loadStationStatusMap();
-        context.stationLoopLoadMap = loadStationLoopLoadMap();
-        context.trafficSnapshot = loadStationTrafficSnapshot(context.statusMap, currentTaskNo);
-        context.loopMergeGuardContext = loadLoopMergeGuardContext();
-        context.outStationIdSet = loadAllOutStationIdSet();
+        context.runtimeSnapshot = runtimeSnapshot == null ? StationPathRuntimeSnapshot.empty() : runtimeSnapshot;
+        context.statusMap = context.runtimeSnapshot.statusMap;
+        context.stationLoopLoadMap = context.runtimeSnapshot.stationLoopLoadMap;
+        context.trafficSnapshot = context.runtimeSnapshot.trafficSnapshot;
+        context.loopMergeGuardContext = context.runtimeSnapshot.loopMergeGuardContext;
+        context.outStationIdSet = context.runtimeSnapshot.outStationIdSet;
         context.forbidStationIdSet = new HashSet<>(safeList(context.ruleConfig.getHard() == null ? null : context.ruleConfig.getHard().getForbidStations()));
         context.forbidEdgeSet = new HashSet<>();
         for (String edgeText : safeList(context.ruleConfig.getHard() == null ? null : context.ruleConfig.getHard().getForbidEdges())) {
@@ -803,8 +960,9 @@
                                                            Integer currentTaskNo,
                                                            Double pathLenFactor,
                                                            Integer startStationId,
-                                                           Integer endStationId) {
-        List<List<NavigateNode>> orderedPathList = orderStationPathCandidates(allList, resolvedPolicy, currentTaskNo, pathLenFactor, startStationId, endStationId);
+                                                           Integer endStationId,
+                                                           StationPathRuntimeSnapshot runtimeSnapshot) {
+        List<List<NavigateNode>> orderedPathList = orderStationPathCandidates(allList, resolvedPolicy, currentTaskNo, pathLenFactor, startStationId, endStationId, runtimeSnapshot);
         if (orderedPathList.isEmpty()) {
             return new ArrayList<>();
         }
@@ -816,11 +974,15 @@
                                                                 Integer currentTaskNo,
                                                                 Double pathLenFactor,
                                                                 Integer startStationId,
-                                                                Integer endStationId) {
+                                                                Integer endStationId,
+                                                                StationPathRuntimeSnapshot runtimeSnapshot) {
+        long totalStartNs = System.nanoTime();
+        Map<String, Long> stepCostMap = new LinkedHashMap<>();
         if (allList == null || allList.isEmpty()) {
             return new ArrayList<>();
         }
 
+        long stepStartNs = System.nanoTime();
         StationPathRuleConfig ruleConfig = resolvedPolicy.getRuleConfig() == null
                 ? new StationPathRuleConfig()
                 : resolvedPolicy.getRuleConfig();
@@ -828,7 +990,9 @@
                 ? StationPathProfileConfig.defaultConfig()
                 : resolvedPolicy.getProfileConfig();
         PathGlobalPolicy globalPolicy = loadPathGlobalPolicy(profileConfig);
+        stepCostMap.put("loadPolicyConfig", elapsedMillis(stepStartNs));
 
+        stepStartNs = System.nanoTime();
         List<List<NavigateNode>> filteredCandidates = applyRuleFilters(allList, ruleConfig, true);
         if (filteredCandidates.isEmpty() && hasWaypoint(ruleConfig) && !strictWaypoint(ruleConfig)) {
             filteredCandidates = applyRuleFilters(allList, ruleConfig, false);
@@ -851,16 +1015,20 @@
             }
             filteredCandidates = allList;
         }
+        stepCostMap.put("filterCandidates", elapsedMillis(stepStartNs));
 
-        Map<Integer, StationProtocol> statusMap = loadStationStatusMap();
-        Map<Integer, Double> stationLoopLoadMap = loadStationLoopLoadMap();
-        StationTrafficSnapshot trafficSnapshot = loadStationTrafficSnapshot(statusMap, currentTaskNo);
-        LoopMergeGuardContext loopMergeGuardContext = loadLoopMergeGuardContext();
+        stepStartNs = System.nanoTime();
+        Map<Integer, StationProtocol> statusMap = runtimeSnapshot == null ? Collections.emptyMap() : runtimeSnapshot.statusMap;
+        Map<Integer, Double> stationLoopLoadMap = runtimeSnapshot == null ? Collections.emptyMap() : runtimeSnapshot.stationLoopLoadMap;
+        StationTrafficSnapshot trafficSnapshot = runtimeSnapshot == null ? new StationTrafficSnapshot() : runtimeSnapshot.trafficSnapshot;
+        LoopMergeGuardContext loopMergeGuardContext = runtimeSnapshot == null ? new LoopMergeGuardContext() : runtimeSnapshot.loopMergeGuardContext;
         Set<LoopMergeEntry> mandatoryLoopMergeEntrySet = resolveMandatoryLoopMergeEntrySet(filteredCandidates, loopMergeGuardContext);
-        Set<Integer> outStationIdSet = loadAllOutStationIdSet();
+        Set<Integer> outStationIdSet = runtimeSnapshot == null ? Collections.emptySet() : runtimeSnapshot.outStationIdSet;
+        stepCostMap.put("loadDynamicContext", elapsedMillis(stepStartNs));
         List<PathCandidateMetrics> metricsList = new ArrayList<>();
         int skippedByOtherOutStation = 0;
         int skippedByLoopMergeGuard = 0;
+        stepStartNs = System.nanoTime();
         for (List<NavigateNode> path : filteredCandidates) {
             if (path == null || path.isEmpty()) {
                 continue;
@@ -886,12 +1054,15 @@
             }
             return new ArrayList<>();
         }
+        stepCostMap.put("buildMetrics", elapsedMillis(stepStartNs));
 
+        stepStartNs = System.nanoTime();
         applyPathLengthPreference(metricsList, profileConfig, globalPolicy, pathLenFactor);
         metricsList.sort((a, b) -> compareStaticCandidateMetrics(a, b, pathLenFactor));
         PathCandidateMetrics preferred = metricsList.get(0);
         int maxLen = (int) Math.ceil(preferred.pathLen * safeDouble(profileConfig.getS1MaxLenRatio(), 1.15d));
         int maxTurns = preferred.turnCount + safeInt(profileConfig.getS1MaxTurnDiff(), 1);
+        stepCostMap.put("stage1StaticSort", elapsedMillis(stepStartNs));
 
         List<PathCandidateMetrics> stage1Selected = new ArrayList<>();
         for (PathCandidateMetrics metrics : metricsList) {
@@ -911,6 +1082,7 @@
             primaryMetrics = new ArrayList<>(primaryMetrics.subList(0, topK));
         }
 
+        stepStartNs = System.nanoTime();
         primaryMetrics.sort((a, b) -> compareDynamicCandidateMetrics(a, b, pathLenFactor));
         secondaryMetrics.sort((a, b) -> compareDynamicCandidateMetrics(a, b, pathLenFactor));
 
@@ -921,11 +1093,26 @@
             }
         }
         remainingMetrics.sort((a, b) -> compareDynamicCandidateMetrics(a, b, pathLenFactor));
+        stepCostMap.put("stage2DynamicSort", elapsedMillis(stepStartNs));
 
+        stepStartNs = System.nanoTime();
         List<List<NavigateNode>> orderedPathList = new ArrayList<>();
         appendCandidatePathList(orderedPathList, primaryMetrics);
         appendCandidatePathList(orderedPathList, secondaryMetrics);
         appendCandidatePathList(orderedPathList, remainingMetrics);
+        stepCostMap.put("buildOrderedPaths", elapsedMillis(stepStartNs));
+        logStationPathOrderSlow(startStationId,
+                endStationId,
+                currentTaskNo,
+                pathLenFactor,
+                allList.size(),
+                filteredCandidates.size(),
+                metricsList.size(),
+                orderedPathList.size(),
+                skippedByLoopMergeGuard,
+                skippedByOtherOutStation,
+                stepCostMap,
+                totalStartNs);
         return orderedPathList;
     }
 
@@ -1338,19 +1525,8 @@
     private int countLiftTransferCount(List<NavigateNode> path) {
         int count = 0;
         for (NavigateNode node : safeList(path)) {
-            try {
-                JSONObject valueObject = JSON.parseObject(node.getNodeValue());
-                if (valueObject == null) {
-                    continue;
-                }
-                Object isLiftTransfer = valueObject.get("isLiftTransfer");
-                if (isLiftTransfer != null) {
-                    String text = String.valueOf(isLiftTransfer);
-                    if ("1".equals(text) || "true".equalsIgnoreCase(text)) {
-                        count++;
-                    }
-                }
-            } catch (Exception ignore) {
+            if (node != null && Boolean.TRUE.equals(node.getLiftTransfer())) {
+                count++;
             }
         }
         return count;
@@ -1585,6 +1761,94 @@
         return statusMap;
     }
 
+    private StationPathRuntimeSnapshot loadStationPathRuntimeSnapshot(Integer currentTaskNo) {
+        long totalStartNs = System.nanoTime();
+        Map<String, Long> stepCostMap = new LinkedHashMap<>();
+
+        long stepStartNs = System.nanoTime();
+        BaseRuntimeSnapshot baseRuntimeSnapshot = loadBaseRuntimeSnapshot(stepCostMap);
+        stepCostMap.put("loadBaseSnapshot", elapsedMillis(stepStartNs));
+        if (baseRuntimeSnapshot == null) {
+            logRuntimeSnapshotSlow(currentTaskNo, false, stepCostMap, totalStartNs);
+            return StationPathRuntimeSnapshot.empty();
+        }
+
+        stepStartNs = System.nanoTime();
+        StationTrafficSnapshot trafficSnapshot = buildStationTrafficSnapshot(
+                baseRuntimeSnapshot.statusMap,
+                currentTaskNo,
+                baseRuntimeSnapshot.activeTraceList
+        );
+        stepCostMap.put("buildTrafficSnapshot", elapsedMillis(stepStartNs));
+        logRuntimeSnapshotSlow(currentTaskNo, baseRuntimeSnapshot.cacheHit, stepCostMap, totalStartNs);
+        return new StationPathRuntimeSnapshot(
+                baseRuntimeSnapshot.statusMap,
+                baseRuntimeSnapshot.stationLoopLoadMap,
+                trafficSnapshot,
+                baseRuntimeSnapshot.loopMergeGuardContext,
+                baseRuntimeSnapshot.outStationIdSet
+        );
+    }
+
+    private BaseRuntimeSnapshot loadBaseRuntimeSnapshot(Map<String, Long> stepCostMap) {
+        long now = System.currentTimeMillis();
+        CachedStationPathRuntimeSnapshot cachedSnapshot = cachedRuntimeSnapshot;
+        if (cachedSnapshot != null && now - cachedSnapshot.cacheAtMs <= STATION_PATH_RUNTIME_SNAPSHOT_TTL_MS) {
+            if (stepCostMap != null) {
+                stepCostMap.put("baseSnapshotCacheHit", 0L);
+            }
+            return cachedSnapshot.baseRuntimeSnapshot.toCacheHitSnapshot();
+        }
+        // 缂撳瓨杩囨湡锛氱敤杩囨湡缂撳瓨鍏滃簳锛園Scheduled 瀹氭椂浠诲姟浼氬緢蹇埛鏂帮級锛岄伩鍏嶅绾跨▼闃诲
+        if (cachedSnapshot != null) {
+            if (stepCostMap != null) {
+                stepCostMap.put("baseSnapshotStale", 0L);
+            }
+            return cachedSnapshot.baseRuntimeSnapshot.toCacheHitSnapshot();
+        }
+        // 鏋佺鎯呭喌锛氫粠鏈湁杩囩紦瀛橈紙鍚姩棣栨璋冪敤锛夛紝鍚屾鏋勫缓
+        long stepStartNs = System.nanoTime();
+        BaseRuntimeSnapshot baseRuntimeSnapshot = buildBaseRuntimeSnapshot(stepCostMap);
+        if (stepCostMap != null) {
+            stepCostMap.put("buildBaseSnapshot", elapsedMillis(stepStartNs));
+        }
+        cachedRuntimeSnapshot = new CachedStationPathRuntimeSnapshot(System.currentTimeMillis(), baseRuntimeSnapshot);
+        return baseRuntimeSnapshot;
+    }
+
+    private BaseRuntimeSnapshot buildBaseRuntimeSnapshot(Map<String, Long> stepCostMap) {
+        long stepStartNs = System.nanoTime();
+        Map<Integer, StationProtocol> statusMap = Collections.unmodifiableMap(new LinkedHashMap<>(loadStationStatusMap()));
+        if (stepCostMap != null) {
+            stepCostMap.put("loadStatusMap", elapsedMillis(stepStartNs));
+        }
+
+        stepStartNs = System.nanoTime();
+        Map<Integer, Double> stationLoopLoadMap = Collections.unmodifiableMap(new LinkedHashMap<>(loadStationLoopLoadMap()));
+        if (stepCostMap != null) {
+            stepCostMap.put("loadLoopLoadMap", elapsedMillis(stepStartNs));
+        }
+
+        stepStartNs = System.nanoTime();
+        LoopMergeGuardContext loopMergeGuardContext = loadLoopMergeGuardContext();
+        if (stepCostMap != null) {
+            stepCostMap.put("loadLoopMergeGuard", elapsedMillis(stepStartNs));
+        }
+
+        stepStartNs = System.nanoTime();
+        Set<Integer> outStationIdSet = Collections.unmodifiableSet(new LinkedHashSet<>(loadAllOutStationIdSet()));
+        if (stepCostMap != null) {
+            stepCostMap.put("loadOutStationSet", elapsedMillis(stepStartNs));
+        }
+
+        stepStartNs = System.nanoTime();
+        List<StationTaskTraceVo> activeTraceList = Collections.unmodifiableList(new ArrayList<>(loadPlanningActiveTraceList(statusMap, stepCostMap)));
+        if (stepCostMap != null) {
+            stepCostMap.put("loadActiveTraceList", elapsedMillis(stepStartNs));
+        }
+        return new BaseRuntimeSnapshot(false, statusMap, stationLoopLoadMap, loopMergeGuardContext, outStationIdSet, activeTraceList);
+    }
+
     private Map<Integer, Double> loadStationLoopLoadMap() {
         Map<Integer, Double> stationLoopLoadMap = new HashMap<>();
         try {
@@ -1612,6 +1876,22 @@
     }
 
     private LoopMergeGuardContext loadLoopMergeGuardContext() {
+        long now = System.currentTimeMillis();
+        CachedLoopMergeGuardContext cached = cachedLoopMergeGuardContext;
+        if (cached != null && now - cached.cacheAtMs <= STATION_PATH_RUNTIME_SNAPSHOT_TTL_MS) {
+            return new LoopMergeGuardContext(cached.context);
+        }
+        // 缂撳瓨杩囨湡锛氱敤杩囨湡缂撳瓨鍏滃簳锛園Scheduled 瀹氭椂浠诲姟浼氬緢蹇埛鏂帮級
+        if (cached != null) {
+            return new LoopMergeGuardContext(cached.context);
+        }
+        // 鏋佺鎯呭喌锛氫粠鏈湁杩囩紦瀛橈紝鍚屾鏋勫缓
+        LoopMergeGuardContext context = buildLoopMergeGuardContext();
+        cachedLoopMergeGuardContext = new CachedLoopMergeGuardContext(System.currentTimeMillis(), context);
+        return new LoopMergeGuardContext(context);
+    }
+
+    private LoopMergeGuardContext buildLoopMergeGuardContext() {
         LoopMergeGuardContext context = new LoopMergeGuardContext();
         try {
             if (stationCycleCapacityService == null) {
@@ -1710,12 +1990,13 @@
             if (lev == null) {
                 continue;
             }
-            List<List<NavigateNode>> stationMap;
+            NavigateSolution.NavigateMapIndex navigateMapIndex;
             try {
-                stationMap = navigateSolution.getStationMap(lev);
+                navigateMapIndex = navigateSolution.getStationMapIndex(lev);
             } catch (Exception ignore) {
                 continue;
             }
+            List<List<NavigateNode>> stationMap = navigateMapIndex == null ? new ArrayList<>() : navigateMapIndex.getNavigateMap();
             if (stationMap == null || stationMap.isEmpty()) {
                 continue;
             }
@@ -1727,16 +2008,13 @@
                         continue;
                     }
                     graph.computeIfAbsent(stationId, key -> new LinkedHashSet<>());
-                    List<NavigateNode> nextNodeList = navigateSolution.extend_current_node(stationMap, node);
-                    for (NavigateNode nextNode : safeList(nextNodeList)) {
-                        for (Integer nextStationId : resolveConnectedStationIds(stationId, nextNode)) {
-                            if (nextStationId == null || stationId.equals(nextStationId)) {
-                                continue;
-                            }
-                            graph.computeIfAbsent(nextStationId, key -> new LinkedHashSet<>());
-                            graph.get(stationId).add(nextStationId);
-                            graph.get(nextStationId).add(stationId);
+                    for (Integer nextStationId : navigateSolution.getConnectedStationIds(navigateMapIndex, stationId, node)) {
+                        if (nextStationId == null || stationId.equals(nextStationId)) {
+                            continue;
                         }
+                        graph.computeIfAbsent(nextStationId, key -> new LinkedHashSet<>());
+                        graph.get(stationId).add(nextStationId);
+                        graph.get(nextStationId).add(stationId);
                     }
                 }
             }
@@ -1746,27 +2024,17 @@
 
     private Set<Integer> resolveConnectedStationIds(Integer currentStationId, NavigateNode nextNode) {
         Set<Integer> stationIdSet = new LinkedHashSet<>();
-        if (nextNode == null || nextNode.getNodeValue() == null) {
+        if (nextNode == null) {
             return stationIdSet;
         }
-        try {
-            JSONObject value = JSON.parseObject(nextNode.getNodeValue());
-            if (value == null) {
-                return stationIdSet;
+        Integer directStationId = extractStationId(nextNode);
+        if (directStationId != null && !directStationId.equals(currentStationId)) {
+            stationIdSet.add(directStationId);
+        }
+        for (Integer bridgeStationId : safeList(nextNode.getBridgeStationIds())) {
+            if (bridgeStationId != null && !bridgeStationId.equals(currentStationId)) {
+                stationIdSet.add(bridgeStationId);
             }
-            Integer directStationId = value.getInteger("stationId");
-            if (directStationId != null && !directStationId.equals(currentStationId)) {
-                stationIdSet.add(directStationId);
-            }
-            JSONArray bridgeStationIds = value.getJSONArray("bridgeStationIds");
-            if (bridgeStationIds != null) {
-                for (Integer bridgeStationId : bridgeStationIds.toJavaList(Integer.class)) {
-                    if (bridgeStationId != null && !bridgeStationId.equals(currentStationId)) {
-                        stationIdSet.add(bridgeStationId);
-                    }
-                }
-            }
-        } catch (Exception ignore) {
         }
         return stationIdSet;
     }
@@ -1792,6 +2060,12 @@
     }
 
     private StationTrafficSnapshot loadStationTrafficSnapshot(Map<Integer, StationProtocol> statusMap, Integer currentTaskNo) {
+        return buildStationTrafficSnapshot(statusMap, currentTaskNo, loadPlanningActiveTraceList(statusMap));
+    }
+
+    private StationTrafficSnapshot buildStationTrafficSnapshot(Map<Integer, StationProtocol> statusMap,
+                                                              Integer currentTaskNo,
+                                                              List<StationTaskTraceVo> activeTraceList) {
         StationTrafficSnapshot snapshot = new StationTrafficSnapshot();
         Map<Integer, Integer> busyMap = new HashMap<>();
         Map<Integer, Integer> issuedReserveMap = new HashMap<>();
@@ -1810,8 +2084,11 @@
             }
         }
 
-        for (StationTaskTraceVo traceVo : loadActiveTraceList(currentTaskNo, statusMap)) {
+        for (StationTaskTraceVo traceVo : safeList(activeTraceList)) {
             if (traceVo == null) {
+                continue;
+            }
+            if (currentTaskNo != null && currentTaskNo.equals(traceVo.getTaskNo())) {
                 continue;
             }
             List<Integer> pendingStationIds = distinctPositiveStationIds(traceVo.getPendingStationIds());
@@ -1986,17 +2263,23 @@
         return false;
     }
 
-    private List<StationTaskTraceVo> loadActiveTraceList(Integer currentTaskNo, Map<Integer, StationProtocol> statusMap) {
+    private List<StationTaskTraceVo> loadPlanningActiveTraceList(Map<Integer, StationProtocol> statusMap) {
+        return loadPlanningActiveTraceList(statusMap, null);
+    }
+
+    private List<StationTaskTraceVo> loadPlanningActiveTraceList(Map<Integer, StationProtocol> statusMap,
+                                                                   Map<String, Long> stepCostMap) {
         Map<Integer, StationTaskTraceVo> traceMap = new LinkedHashMap<>();
         if (stationTaskTraceRegistry != null) {
             try {
-                List<StationTaskTraceVo> traceList = stationTaskTraceRegistry.listLatestTraces();
+                long stepStartNs = System.nanoTime();
+                List<StationTaskTraceVo> traceList = stationTaskTraceRegistry.listPlanningActiveTraceSnapshots();
+                if (stepCostMap != null) {
+                    stepCostMap.put("loadRegistryTraces", elapsedMillis(stepStartNs));
+                }
                 if (traceList != null) {
                     for (StationTaskTraceVo traceVo : traceList) {
                         if (!isPlanningActiveTrace(traceVo)) {
-                            continue;
-                        }
-                        if (currentTaskNo != null && currentTaskNo.equals(traceVo.getTaskNo())) {
                             continue;
                         }
                         if (traceVo.getTaskNo() != null) {
@@ -2007,7 +2290,11 @@
             } catch (Exception ignore) {
             }
         }
-        Map<Integer, StationTaskTraceVo> fallbackTraceMap = loadFallbackActiveTraceMap(currentTaskNo, statusMap, traceMap.keySet());
+        long stepStartNs = System.nanoTime();
+        Map<Integer, StationTaskTraceVo> fallbackTraceMap = buildProtocolFallbackTraceMap(statusMap, traceMap.keySet());
+        if (stepCostMap != null) {
+            stepCostMap.put("loadFallbackTraces", elapsedMillis(stepStartNs));
+        }
         if (!fallbackTraceMap.isEmpty()) {
             traceMap.putAll(fallbackTraceMap);
         }
@@ -2022,6 +2309,55 @@
         return StationTaskTraceRegistry.STATUS_WAITING.equals(status)
                 || StationTaskTraceRegistry.STATUS_RUNNING.equals(status)
                 || StationTaskTraceRegistry.STATUS_REROUTED.equals(status);
+    }
+
+    private Map<Integer, StationTaskTraceVo> buildProtocolFallbackTraceMap(Map<Integer, StationProtocol> statusMap,
+                                                                            Set<Integer> existingTaskNoSet) {
+        if (statusMap == null || statusMap.isEmpty()) {
+            return Collections.emptyMap();
+        }
+        Map<Integer, StationTaskTraceVo> result = new LinkedHashMap<>();
+        for (StationProtocol protocol : statusMap.values()) {
+            if (protocol == null || protocol.getTaskNo() == null || protocol.getTaskNo() <= 0) {
+                continue;
+            }
+            if (!Boolean.TRUE.equals(protocol.isLoading())) {
+                continue;
+            }
+            if (existingTaskNoSet != null && existingTaskNoSet.contains(protocol.getTaskNo())) {
+                continue;
+            }
+            Integer stationId = protocol.getStationId();
+            Integer targetStaNo = protocol.getTargetStaNo();
+            if (stationId == null || targetStaNo == null || stationId.equals(targetStaNo)) {
+                continue;
+            }
+            List<Integer> path = new ArrayList<>();
+            path.add(stationId);
+            path.add(targetStaNo);
+            List<Integer> pendingStationIds = new ArrayList<>();
+            pendingStationIds.add(targetStaNo);
+            StationTaskTraceVo vo = new StationTaskTraceVo();
+            vo.setTaskNo(protocol.getTaskNo());
+            vo.setThreadImpl("PROTOCOL_FALLBACK");
+            vo.setStatus(StationTaskTraceRegistry.STATUS_RUNNING);
+            vo.setTraceVersion(1);
+            vo.setStartStationId(stationId);
+            vo.setCurrentStationId(stationId);
+            vo.setFinalTargetStationId(targetStaNo);
+            vo.setFullPathStationIds(path);
+            vo.setIssuedStationIds(path);
+            vo.setPassedStationIds(Collections.emptyList());
+            vo.setPendingStationIds(pendingStationIds);
+            vo.setLatestIssuedSegmentPath(path);
+            vo.setSegmentList(Collections.emptyList());
+            vo.setIssuedSegmentCount(0);
+            vo.setTotalSegmentCount(1);
+            vo.setUpdatedAt(System.currentTimeMillis());
+            vo.setEvents(Collections.emptyList());
+            result.put(protocol.getTaskNo(), vo);
+        }
+        return result;
     }
 
     private Map<Integer, StationTaskTraceVo> loadFallbackActiveTraceMap(Integer currentTaskNo,
@@ -2052,7 +2388,7 @@
         }
 
         List<Integer> taskNoList = new ArrayList<>(activeTaskProtocolMap.keySet());
-        int limit = Math.max(50, taskNoList.size() * 8);
+        int limit = Math.max(taskNoList.size(), taskNoList.size() * 2);
         List<BasStationOpt> optList;
         try {
             optList = basStationOptService.list(new QueryWrapper<BasStationOpt>()
@@ -2430,29 +2766,54 @@
     private StationPathSearchContext buildStationPathSearchContext(Integer startStationId,
                                                                    Integer endStationId,
                                                                    StationPathResolvedPolicy resolvedPolicy,
-                                                                   StationPathCalcMode calcMode) {
+                                                                   StationPathCalcMode calcMode,
+                                                                   StationPathRuntimeSnapshot runtimeSnapshot) {
+        long totalStartNs = System.nanoTime();
+        Map<String, Long> stepCostMap = new LinkedHashMap<>();
+        int rawCandidateCount = 0;
+        int filteredCandidateCount = 0;
+
+        long stepStartNs = System.nanoTime();
         BasStation startStation = basStationService.getById(startStationId);
         if (startStation == null) {
             throw new CoolException("鏈壘鍒拌 璧风偣 瀵瑰簲鐨勭珯鐐规暟鎹�");
         }
         Integer lev = startStation.getStationLev();
+        stepCostMap.put("loadStartStation", elapsedMillis(stepStartNs));
+        log.info("绔欑偣璺緞鎼滅储涓婁笅鏂囧姞杞借捣鐐瑰畬鎴愶紝startStationId={}锛宔ndStationId={}锛宮ode={}锛宭ev={}锛宑ostMs={}",
+                startStationId, endStationId, calcMode, lev, stepCostMap.get("loadStartStation"));
 
+        stepStartNs = System.nanoTime();
         NavigateSolution navigateSolution = new NavigateSolution();
-        List<List<NavigateNode>> stationMap = navigateSolution.getStationMap(lev);
+        NavigateSolution.NavigateMapIndex navigateMapIndex = navigateSolution.getStationMapIndex(lev);
+        List<List<NavigateNode>> stationMap = navigateMapIndex == null ? new ArrayList<>() : navigateMapIndex.getNavigateMap();
 
-        NavigateNode startNode = navigateSolution.findStationNavigateNode(stationMap, startStationId);
+        NavigateNode startNode = navigateSolution.findStationNavigateNode(navigateMapIndex, startStationId);
         if (startNode == null) {
             throw new CoolException("鏈壘鍒拌 璧风偣 瀵瑰簲鐨勮妭鐐�");
         }
 
-        NavigateNode endNode = navigateSolution.findStationNavigateNode(stationMap, endStationId);
+        NavigateNode endNode = navigateSolution.findStationNavigateNode(navigateMapIndex, endStationId);
         if (endNode == null) {
             throw new CoolException("鏈壘鍒拌 缁堢偣 瀵瑰簲鐨勮妭鐐�");
         }
+        stepCostMap.put("loadStationMapAndNode", elapsedMillis(stepStartNs));
+        log.info("绔欑偣璺緞鎼滅储涓婁笅鏂囧姞杞藉湴鍥惧畬鎴愶紝startStationId={}锛宔ndStationId={}锛宮ode={}锛宮apRows={}锛宻tartNode=({},{})锛宔ndNode=({},{})锛宑ostMs={}",
+                startStationId,
+                endStationId,
+                calcMode,
+                stationMap.size(),
+                startNode.getX(),
+                startNode.getY(),
+                endNode.getX(),
+                endNode.getY(),
+                stepCostMap.get("loadStationMapAndNode"));
 
+        stepStartNs = System.nanoTime();
         StationPathProfileConfig profileConfig = resolvedPolicy.getProfileConfig() == null
                 ? StationPathProfileConfig.defaultConfig()
                 : resolvedPolicy.getProfileConfig();
+        stepCostMap.put("loadProfileConfig", elapsedMillis(stepStartNs));
 
         long startTime = System.currentTimeMillis();
         News.info("[WCS Debug] 绔欑偣璺緞寮�濮嬭绠�,startStationId={},endStationId={},mode={}",
@@ -2460,9 +2821,18 @@
                 endStationId,
                 calcMode == null ? "" : calcMode.name());
         int calcMaxDepth = safeInt(profileConfig.getCalcMaxDepth(), 120);
-        int calcMaxPaths = safeInt(profileConfig.getCalcMaxPaths(), 500);
+        int calcMaxPaths = safeInt(profileConfig.getCalcMaxPaths(), 50);
         int calcMaxCost = safeInt(profileConfig.getCalcMaxCost(), 300);
         List<Integer> guideStationSequence = buildGuideStationSequence(startStationId, endStationId, resolvedPolicy.getRuleConfig());
+        log.info("绔欑偣璺緞鍊欓�夋灇涓惧紑濮嬶紝startStationId={}锛宔ndStationId={}锛宮ode={}锛宑alcMaxDepth={}锛宑alcMaxPaths={}锛宑alcMaxCost={}锛実uideStationSequence={}",
+                startStationId,
+                endStationId,
+                calcMode,
+                calcMaxDepth,
+                calcMaxPaths,
+                calcMaxCost,
+                JSON.toJSONString(guideStationSequence));
+        stepStartNs = System.nanoTime();
         List<List<NavigateNode>> allList = navigateSolution.allSimplePaths(
                 stationMap,
                 startNode,
@@ -2472,13 +2842,34 @@
                 calcMaxCost,
                 guideStationSequence
         );
+        stepCostMap.put("allSimplePaths", elapsedMillis(stepStartNs));
+        rawCandidateCount = allList.size();
+        log.info("绔欑偣璺緞鍊欓�夋灇涓惧畬鎴愶紝startStationId={}锛宔ndStationId={}锛宮ode={}锛宺awCandidateCount={}锛宑ostMs={}",
+                startStationId,
+                endStationId,
+                calcMode,
+                rawCandidateCount,
+                stepCostMap.get("allSimplePaths"));
         if (allList.isEmpty()) {
+            logStationPathSearchContextSlow(startStationId, endStationId, calcMode, lev, rawCandidateCount, filteredCandidateCount, stepCostMap, totalStartNs);
             return StationPathSearchContext.empty(resolvedPolicy);
         }
-        Map<Integer, StationProtocol> statusMap = loadStationStatusMap();
+        stepStartNs = System.nanoTime();
+        Map<Integer, StationProtocol> statusMap = runtimeSnapshot == null ? Collections.emptyMap() : runtimeSnapshot.statusMap;
         allList = filterNonAutoStationPaths(allList, statusMap);
+        stepCostMap.put("filterNonAutoStation", elapsedMillis(stepStartNs));
+        filteredCandidateCount = allList.size();
+        log.info("绔欑偣璺緞鍊欓�夎嚜鍔ㄧ姸鎬佽繃婊ゅ畬鎴愶紝startStationId={}锛宔ndStationId={}锛宮ode={}锛宺awCandidateCount={}锛宖ilteredCandidateCount={}锛宻tatusCount={}锛宑ostMs={}",
+                startStationId,
+                endStationId,
+                calcMode,
+                rawCandidateCount,
+                filteredCandidateCount,
+                statusMap.size(),
+                stepCostMap.get("filterNonAutoStation"));
         if (allList.isEmpty()) {
             News.info("[WCS Debug] 绔欑偣璺緞鍊欓�夊叏閮ㄨ杩囨护锛屽瓨鍦ㄩ潪鑷姩绔欑偣,startStationId={},endStationId={}", startStationId, endStationId);
+            logStationPathSearchContextSlow(startStationId, endStationId, calcMode, lev, rawCandidateCount, filteredCandidateCount, stepCostMap, totalStartNs);
             return StationPathSearchContext.empty(resolvedPolicy);
         }
         News.info("[WCS Debug] 绔欑偣璺緞璁$畻瀹屾垚锛岃�楁椂锛歿}ms,startStationId={},endStationId={},mode={}",
@@ -2486,7 +2877,132 @@
                 startStationId,
                 endStationId,
                 calcMode == null ? "" : calcMode.name());
+        logStationPathSearchContextSlow(startStationId, endStationId, calcMode, lev, rawCandidateCount, filteredCandidateCount, stepCostMap, totalStartNs);
         return new StationPathSearchContext(allList, resolvedPolicy);
+    }
+
+    private void logStationPathCalcSlow(Integer startStationId,
+                                        Integer endStationId,
+                                        Integer currentTaskNo,
+                                        Double pathLenFactor,
+                                        StationPathCalcMode calcMode,
+                                        String pathSource,
+                                        int candidateCount,
+                                        int resultPathLen,
+                                        Map<String, Long> stepCostMap,
+                                        long totalStartNs) {
+        long totalCostMs = elapsedMillis(totalStartNs);
+        if (totalCostMs < STATION_PATH_SLOW_LOG_THRESHOLD_MS) {
+            return;
+        }
+        News.warn("绔欑偣璺緞鎬昏绠楄�楁椂杈冮暱锛宻tartStationId={}锛宔ndStationId={}锛宼askNo={}锛宮ode={}锛宲athSource={}锛宲athLenFactor={}锛宑andidateCount={}锛宺esultPathLen={}锛宻tepCosts={}锛宼otalCost={}ms",
+                startStationId,
+                endStationId,
+                currentTaskNo,
+                calcMode == null ? "" : calcMode.name(),
+                pathSource,
+                pathLenFactor,
+                candidateCount,
+                resultPathLen,
+                JSON.toJSONString(stepCostMap),
+                totalCostMs);
+    }
+
+    private void logStationPathOrderSlow(Integer startStationId,
+                                         Integer endStationId,
+                                         Integer currentTaskNo,
+                                         Double pathLenFactor,
+                                         int candidateCount,
+                                         int filteredCandidateCount,
+                                         int metricsCount,
+                                         int orderedPathCount,
+                                         int skippedByLoopMergeGuard,
+                                         int skippedByOtherOutStation,
+                                         Map<String, Long> stepCostMap,
+                                         long totalStartNs) {
+        long totalCostMs = elapsedMillis(totalStartNs);
+        if (totalCostMs < STATION_PATH_SLOW_LOG_THRESHOLD_MS) {
+            return;
+        }
+        News.warn("绔欑偣璺緞鍊欓�夋帓搴忚�楁椂杈冮暱锛宻tartStationId={}锛宔ndStationId={}锛宼askNo={}锛宲athLenFactor={}锛宑andidateCount={}锛宖ilteredCandidateCount={}锛宮etricsCount={}锛宱rderedPathCount={}锛宻kippedByLoopMergeGuard={}锛宻kippedByOtherOutStation={}锛宻tepCosts={}锛宼otalCost={}ms",
+                startStationId,
+                endStationId,
+                currentTaskNo,
+                pathLenFactor,
+                candidateCount,
+                filteredCandidateCount,
+                metricsCount,
+                orderedPathCount,
+                skippedByLoopMergeGuard,
+                skippedByOtherOutStation,
+                JSON.toJSONString(stepCostMap),
+                totalCostMs);
+    }
+
+    private void logStationPathSearchContextSlow(Integer startStationId,
+                                                 Integer endStationId,
+                                                 StationPathCalcMode calcMode,
+                                                 Integer lev,
+                                                 int rawCandidateCount,
+                                                 int filteredCandidateCount,
+                                                 Map<String, Long> stepCostMap,
+                                                 long totalStartNs) {
+        long totalCostMs = elapsedMillis(totalStartNs);
+        if (totalCostMs < STATION_PATH_SLOW_LOG_THRESHOLD_MS) {
+            return;
+        }
+        News.warn("绔欑偣璺緞鍊欓�夌敓鎴愯�楁椂杈冮暱锛宻tartStationId={}锛宔ndStationId={}锛宭ev={}锛宮ode={}锛宺awCandidateCount={}锛宖ilteredCandidateCount={}锛宻tepCosts={}锛宼otalCost={}ms",
+                startStationId,
+                endStationId,
+                lev,
+                calcMode == null ? "" : calcMode.name(),
+                rawCandidateCount,
+                filteredCandidateCount,
+                JSON.toJSONString(stepCostMap),
+                totalCostMs);
+    }
+
+    private void logDirectPathSlow(Integer startStationId,
+                                   Integer endStationId,
+                                   Integer currentTaskNo,
+                                   StationPathCalcMode calcMode,
+                                   Double pathLenFactor,
+                                   int pathNodeCount,
+                                   Map<String, Long> stepCostMap,
+                                   long totalStartNs) {
+        long totalCostMs = elapsedMillis(totalStartNs);
+        if (totalCostMs < STATION_PATH_SLOW_LOG_THRESHOLD_MS) {
+            return;
+        }
+        News.warn("绔欑偣璺緞蹇�熻绠楄�楁椂杈冮暱锛宻tartStationId={}锛宔ndStationId={}锛宼askNo={}锛宮ode={}锛宲athLenFactor={}锛宲athNodeCount={}锛宻tepCosts={}锛宼otalCost={}ms",
+                startStationId,
+                endStationId,
+                currentTaskNo,
+                calcMode == null ? "" : calcMode.name(),
+                pathLenFactor,
+                pathNodeCount,
+                JSON.toJSONString(stepCostMap),
+                totalCostMs);
+    }
+
+    private void logRuntimeSnapshotSlow(Integer currentTaskNo,
+                                        boolean cacheHit,
+                                        Map<String, Long> stepCostMap,
+                                        long totalStartNs) {
+        long totalCostMs = elapsedMillis(totalStartNs);
+        if (totalCostMs < STATION_PATH_SLOW_LOG_THRESHOLD_MS) {
+            return;
+        }
+        News.warn("绔欑偣璺緞杩愯鏃跺揩鐓у姞杞借�楁椂杈冮暱锛宼askNo={}锛宑acheHit={}锛宻tepCosts={}锛宼otalCost={}ms",
+                currentTaskNo,
+                cacheHit,
+                JSON.toJSONString(stepCostMap),
+                totalCostMs);
+    }
+
+    private long elapsedMillis(long startNs) {
+        long elapsedNs = System.nanoTime() - startNs;
+        return elapsedNs <= 0L ? 0L : elapsedNs / 1_000_000L;
     }
 
     private List<List<NavigateNode>> normalizeCandidatePaths(List<List<NavigateNode>> orderedPathList) {
@@ -2513,16 +3029,10 @@
             if (navigateNode == null) {
                 continue;
             }
-            JSONObject valueObject;
-            try {
-                valueObject = JSON.parseObject(navigateNode.getNodeValue());
-            } catch (Exception ignore) {
+            if (Boolean.TRUE.equals(navigateNode.getRgvCalcFlag())) {
                 continue;
             }
-            if (valueObject == null || valueObject.containsKey("rgvCalcFlag")) {
-                continue;
-            }
-            Integer stationId = valueObject.getInteger("stationId");
+            Integer stationId = extractStationId(navigateNode);
             if (stationId == null) {
                 continue;
             }
@@ -2542,19 +3052,8 @@
             NavigateNode currentNode = filterList.get(i);
             currentNode.setIsInflectionPoint(false);
             currentNode.setIsLiftTransferPoint(false);
-
-            try {
-                JSONObject valueObject = JSON.parseObject(currentNode.getNodeValue());
-                if (valueObject != null) {
-                    Object isLiftTransfer = valueObject.get("isLiftTransfer");
-                    if (isLiftTransfer != null) {
-                        String isLiftTransferStr = isLiftTransfer.toString();
-                        if ("1".equals(isLiftTransferStr) || "true".equalsIgnoreCase(isLiftTransferStr)) {
-                            currentNode.setIsLiftTransferPoint(true);
-                        }
-                    }
-                }
-            } catch (Exception ignore) {
+            if (Boolean.TRUE.equals(currentNode.getLiftTransfer())) {
+                currentNode.setIsLiftTransferPoint(true);
             }
 
             NavigateNode nextNode = (i + 1 < filterList.size()) ? filterList.get(i + 1) : null;
@@ -2587,6 +3086,14 @@
         return builder.toString();
     }
 
+    private boolean parseBooleanFlag(Object value) {
+        if (value == null) {
+            return false;
+        }
+        String text = String.valueOf(value);
+        return "1".equals(text) || "true".equalsIgnoreCase(text);
+    }
+
     private <T> List<T> safeList(List<T> list) {
         return list == null ? Collections.emptyList() : list;
     }
@@ -2611,6 +3118,7 @@
         private Integer startStationId;
         private Integer endStationId;
         private NavigateSolution navigateSolution;
+        private NavigateSolution.NavigateMapIndex navigateMapIndex;
         private List<List<NavigateNode>> stationMap;
         private NavigateNode startNode;
         private NavigateNode endNode;
@@ -2618,6 +3126,7 @@
         private StationPathRuleConfig ruleConfig;
         private StationPathProfileConfig profileConfig;
         private PathGlobalPolicy globalPolicy;
+        private StationPathRuntimeSnapshot runtimeSnapshot = StationPathRuntimeSnapshot.empty();
         private Map<Integer, StationProtocol> statusMap = new HashMap<>();
         private Map<Integer, Double> stationLoopLoadMap = new HashMap<>();
         private StationTrafficSnapshot trafficSnapshot = new StationTrafficSnapshot();
@@ -2661,6 +3170,86 @@
         private static DirectPathSearchResult empty(boolean includeWaypoint,
                                                     boolean includeSoftPreference) {
             return new DirectPathSearchResult(new ArrayList<>(), includeWaypoint, includeSoftPreference);
+        }
+    }
+
+    private static class StationPathRuntimeSnapshot {
+        private final Map<Integer, StationProtocol> statusMap;
+        private final Map<Integer, Double> stationLoopLoadMap;
+        private final StationTrafficSnapshot trafficSnapshot;
+        private final LoopMergeGuardContext loopMergeGuardContext;
+        private final Set<Integer> outStationIdSet;
+
+        private StationPathRuntimeSnapshot(Map<Integer, StationProtocol> statusMap,
+                                           Map<Integer, Double> stationLoopLoadMap,
+                                           StationTrafficSnapshot trafficSnapshot,
+                                           LoopMergeGuardContext loopMergeGuardContext,
+                                           Set<Integer> outStationIdSet) {
+            this.statusMap = statusMap == null ? Collections.emptyMap() : statusMap;
+            this.stationLoopLoadMap = stationLoopLoadMap == null ? Collections.emptyMap() : stationLoopLoadMap;
+            this.trafficSnapshot = trafficSnapshot == null ? new StationTrafficSnapshot() : trafficSnapshot;
+            this.loopMergeGuardContext = loopMergeGuardContext == null ? new LoopMergeGuardContext() : loopMergeGuardContext;
+            this.outStationIdSet = outStationIdSet == null ? Collections.emptySet() : outStationIdSet;
+        }
+
+        private static StationPathRuntimeSnapshot empty() {
+            return new StationPathRuntimeSnapshot(Collections.emptyMap(),
+                    Collections.emptyMap(),
+                    new StationTrafficSnapshot(),
+                    new LoopMergeGuardContext(),
+                    Collections.emptySet());
+        }
+    }
+
+    private static class BaseRuntimeSnapshot {
+        private final boolean cacheHit;
+        private final Map<Integer, StationProtocol> statusMap;
+        private final Map<Integer, Double> stationLoopLoadMap;
+        private final LoopMergeGuardContext loopMergeGuardContext;
+        private final Set<Integer> outStationIdSet;
+        private final List<StationTaskTraceVo> activeTraceList;
+
+        private BaseRuntimeSnapshot(boolean cacheHit,
+                                    Map<Integer, StationProtocol> statusMap,
+                                    Map<Integer, Double> stationLoopLoadMap,
+                                    LoopMergeGuardContext loopMergeGuardContext,
+                                    Set<Integer> outStationIdSet,
+                                    List<StationTaskTraceVo> activeTraceList) {
+            this.cacheHit = cacheHit;
+            this.statusMap = statusMap == null ? Collections.emptyMap() : statusMap;
+            this.stationLoopLoadMap = stationLoopLoadMap == null ? Collections.emptyMap() : stationLoopLoadMap;
+            this.loopMergeGuardContext = loopMergeGuardContext == null ? new LoopMergeGuardContext() : loopMergeGuardContext;
+            this.outStationIdSet = outStationIdSet == null ? Collections.emptySet() : outStationIdSet;
+            this.activeTraceList = activeTraceList == null ? Collections.emptyList() : activeTraceList;
+        }
+
+        private BaseRuntimeSnapshot toCacheHitSnapshot() {
+            return new BaseRuntimeSnapshot(true,
+                    statusMap,
+                    stationLoopLoadMap,
+                    loopMergeGuardContext,
+                    outStationIdSet,
+                    activeTraceList);
+        }
+    }
+
+    private static class CachedStationPathRuntimeSnapshot {
+        private final long cacheAtMs;
+        private final BaseRuntimeSnapshot baseRuntimeSnapshot;
+
+        private CachedStationPathRuntimeSnapshot(long cacheAtMs, BaseRuntimeSnapshot baseRuntimeSnapshot) {
+            this.cacheAtMs = cacheAtMs;
+            this.baseRuntimeSnapshot = baseRuntimeSnapshot;
+        }
+    }
+
+    private static class CachedLoopMergeGuardContext {
+        private final long cacheAtMs;
+        private final LoopMergeGuardContext context;
+
+        private CachedLoopMergeGuardContext(long cacheAtMs, LoopMergeGuardContext context) {
+            this.cacheAtMs = cacheAtMs;
+            this.context = context;
         }
     }
 
@@ -2717,6 +3306,16 @@
     private static class LoopMergeGuardContext {
         private final Set<Integer> loopStationIdSet = new HashSet<>();
         private final Map<Integer, Set<Integer>> loopNeighborMap = new HashMap<>();
+
+        private LoopMergeGuardContext() {
+        }
+
+        private LoopMergeGuardContext(LoopMergeGuardContext source) {
+            this.loopStationIdSet.addAll(source.loopStationIdSet);
+            for (Map.Entry<Integer, Set<Integer>> entry : source.loopNeighborMap.entrySet()) {
+                this.loopNeighborMap.put(entry.getKey(), new LinkedHashSet<>(entry.getValue()));
+            }
+        }
     }
 
     private static class LoopMergeEntry {
@@ -2824,7 +3423,13 @@
     }
 
     private Integer extractStationId(NavigateNode node) {
-        if (node == null || node.getNodeValue() == null) {
+        if (node == null) {
+            return null;
+        }
+        if (node.getStationId() != null) {
+            return node.getStationId();
+        }
+        if (node.getNodeValue() == null) {
             return null;
         }
         try {
@@ -2832,7 +3437,16 @@
             if (value == null) {
                 return null;
             }
-            return value.getInteger("stationId");
+            node.setStationId(value.getInteger("stationId"));
+            JSONArray bridgeStationIds = value.getJSONArray("bridgeStationIds");
+            if (bridgeStationIds != null) {
+                node.setBridgeStationIds(bridgeStationIds.toJavaList(Integer.class));
+            } else {
+                node.setBridgeStationIds(Collections.emptyList());
+            }
+            node.setLiftTransfer(parseBooleanFlag(value.get("isLiftTransfer")));
+            node.setRgvCalcFlag(value.containsKey("rgvCalcFlag"));
+            return node.getStationId();
         } catch (Exception ignore) {}
         return null;
     }

--
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