From 2cb43c8bcc1f5b7e6807dfe16bc9e08109bf7833 Mon Sep 17 00:00:00 2001
From: Junjie <fallin.jie@qq.com>
Date: 星期一, 13 四月 2026 19:33:03 +0800
Subject: [PATCH] #算法耗时优化

---
 src/main/java/com/zy/common/utils/NavigateUtils.java |  451 +++++++++++++++++++++++++++++++++++++++++--------------
 1 files changed, 333 insertions(+), 118 deletions(-)

diff --git a/src/main/java/com/zy/common/utils/NavigateUtils.java b/src/main/java/com/zy/common/utils/NavigateUtils.java
index 297ae7e..a36d2bc 100644
--- a/src/main/java/com/zy/common/utils/NavigateUtils.java
+++ b/src/main/java/com/zy/common/utils/NavigateUtils.java
@@ -55,6 +55,7 @@
 public class NavigateUtils {
 
     private static final long STATION_PATH_SLOW_LOG_THRESHOLD_MS = 500L;
+    private static final long STATION_PATH_RUNTIME_SNAPSHOT_TTL_MS = 200L;
     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;
@@ -76,6 +77,9 @@
     @Autowired
     private StationTaskTraceRegistry stationTaskTraceRegistry;
 
+    private final Object runtimeSnapshotLock = new Object();
+    private volatile CachedStationPathRuntimeSnapshot cachedRuntimeSnapshot;
+
     public List<NavigateNode> calcOptimalPathByStationId(Integer startStationId,
                                                          Integer endStationId,
                                                          Integer currentTaskNo,
@@ -92,11 +96,13 @@
                                                                  Integer currentTaskNo,
                                                                  Double pathLenFactor) {
         StationPathResolvedPolicy resolvedPolicy = resolveStationPathPolicy(startStationId, endStationId);
+        StationPathRuntimeSnapshot runtimeSnapshot = loadStationPathRuntimeSnapshot(currentTaskNo);
         StationPathSearchContext context = buildStationPathSearchContext(
                 startStationId,
                 endStationId,
                 resolvedPolicy,
-                StationPathCalcMode.REROUTE
+                StationPathCalcMode.REROUTE,
+                runtimeSnapshot
         );
         if (context.allList.isEmpty()) {
             return new ArrayList<>();
@@ -108,7 +114,8 @@
                 currentTaskNo,
                 pathLenFactor,
                 startStationId,
-                endStationId
+                endStationId,
+                runtimeSnapshot
         );
         return normalizeCandidatePaths(orderedPathList);
     }
@@ -140,6 +147,9 @@
         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(
@@ -148,7 +158,8 @@
                     currentTaskNo,
                     pathLenFactor,
                     calcMode,
-                    resolvedPolicy
+                    resolvedPolicy,
+                    runtimeSnapshot
             );
             stepCostMap.put("directPath", elapsedMillis(stepStartNs));
             if (!directPath.isEmpty()) {
@@ -164,7 +175,8 @@
                 startStationId,
                 endStationId,
                 resolvedPolicy,
-                calcMode
+                calcMode,
+                runtimeSnapshot
         );
         stepCostMap.put("buildSearchContext", elapsedMillis(stepStartNs));
         if (context.allList.isEmpty()) {
@@ -175,7 +187,7 @@
         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);
+                : findStationBestPathTwoStage(context.allList, context.resolvedPolicy, currentTaskNo, pathLenFactor, startStationId, endStationId, runtimeSnapshot);
         stepCostMap.put("selectBestPath", elapsedMillis(stepStartNs));
         pathSource = calcMode == StationPathCalcMode.REACHABILITY ? "reachability" : "twoStage";
         resultPath = normalizeStationPath(list);
@@ -299,18 +311,24 @@
                                                      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<>();
         }
@@ -321,6 +339,7 @@
                 endStationId,
                 calcMode.name());
 
+        stepStartNs = System.nanoTime();
         DirectPathSearchResult searchResult = searchDirectPathWithFallback(
                 context,
                 true,
@@ -336,23 +355,30 @@
                 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;
     }
 
@@ -397,8 +423,12 @@
                 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<>();
             }
@@ -439,7 +469,9 @@
                 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;
@@ -577,23 +609,10 @@
     }
 
     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) {
@@ -744,16 +763,18 @@
                                                                    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 " + 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 " + startStationId + "璧风偣 鎴� " + endStationId + "缁堢偣 瀵瑰簲鐨勮妭鐐�");
         }
@@ -763,6 +784,7 @@
         context.startStationId = startStationId;
         context.endStationId = endStationId;
         context.navigateSolution = navigateSolution;
+        context.navigateMapIndex = navigateMapIndex;
         context.stationMap = stationMap;
         context.startNode = startNode;
         context.endNode = endNode;
@@ -774,11 +796,12 @@
                 ? 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())) {
@@ -826,8 +849,9 @@
                                                            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<>();
         }
@@ -839,7 +863,8 @@
                                                                 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()) {
@@ -882,12 +907,12 @@
         stepCostMap.put("filterCandidates", elapsedMillis(stepStartNs));
 
         stepStartNs = System.nanoTime();
-        Map<Integer, StationProtocol> statusMap = loadStationStatusMap();
-        Map<Integer, Double> stationLoopLoadMap = loadStationLoopLoadMap();
-        StationTrafficSnapshot trafficSnapshot = loadStationTrafficSnapshot(statusMap, currentTaskNo);
-        LoopMergeGuardContext loopMergeGuardContext = loadLoopMergeGuardContext();
+        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;
@@ -1389,19 +1414,8 @@
     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;
@@ -1636,6 +1650,95 @@
         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();
+        }
+        synchronized (runtimeSnapshotLock) {
+            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();
+            }
+            long stepStartNs = System.nanoTime();
+            BaseRuntimeSnapshot baseRuntimeSnapshot = buildBaseRuntimeSnapshot(stepCostMap);
+            if (stepCostMap != null) {
+                stepCostMap.put("buildBaseSnapshot", elapsedMillis(stepStartNs));
+            }
+            cachedRuntimeSnapshot = new CachedStationPathRuntimeSnapshot(now, 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)));
+        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 {
@@ -1761,12 +1864,13 @@
             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;
             }
@@ -1778,16 +1882,13 @@
                         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);
                     }
                 }
             }
@@ -1797,27 +1898,17 @@
 
     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;
     }
@@ -1843,6 +1934,12 @@
     }
 
     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<>();
@@ -1861,8 +1958,11 @@
             }
         }
 
-        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());
@@ -2037,7 +2137,7 @@
         return false;
     }
 
-    private List<StationTaskTraceVo> loadActiveTraceList(Integer currentTaskNo, Map<Integer, StationProtocol> statusMap) {
+    private List<StationTaskTraceVo> loadPlanningActiveTraceList(Map<Integer, StationProtocol> statusMap) {
         Map<Integer, StationTaskTraceVo> traceMap = new LinkedHashMap<>();
         if (stationTaskTraceRegistry != null) {
             try {
@@ -2045,9 +2145,6 @@
                 if (traceList != null) {
                     for (StationTaskTraceVo traceVo : traceList) {
                         if (!isPlanningActiveTrace(traceVo)) {
-                            continue;
-                        }
-                        if (currentTaskNo != null && currentTaskNo.equals(traceVo.getTaskNo())) {
                             continue;
                         }
                         if (traceVo.getTaskNo() != null) {
@@ -2058,7 +2155,7 @@
             } catch (Exception ignore) {
             }
         }
-        Map<Integer, StationTaskTraceVo> fallbackTraceMap = loadFallbackActiveTraceMap(currentTaskNo, statusMap, traceMap.keySet());
+        Map<Integer, StationTaskTraceVo> fallbackTraceMap = loadFallbackActiveTraceMap(null, statusMap, traceMap.keySet());
         if (!fallbackTraceMap.isEmpty()) {
             traceMap.putAll(fallbackTraceMap);
         }
@@ -2481,7 +2578,8 @@
     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;
@@ -2497,14 +2595,15 @@
 
         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�");
         }
@@ -2542,7 +2641,7 @@
             return StationPathSearchContext.empty(resolvedPolicy);
         }
         stepStartNs = System.nanoTime();
-        Map<Integer, StationProtocol> statusMap = loadStationStatusMap();
+        Map<Integer, StationProtocol> statusMap = runtimeSnapshot == null ? Collections.emptyMap() : runtimeSnapshot.statusMap;
         allList = filterNonAutoStationPaths(allList, statusMap);
         stepCostMap.put("filterNonAutoStation", elapsedMillis(stepStartNs));
         filteredCandidateCount = allList.size();
@@ -2641,6 +2740,44 @@
                 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;
@@ -2670,16 +2807,10 @@
             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;
             }
@@ -2699,19 +2830,8 @@
             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;
@@ -2744,6 +2864,14 @@
         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;
     }
@@ -2768,6 +2896,7 @@
         private Integer startStationId;
         private Integer endStationId;
         private NavigateSolution navigateSolution;
+        private NavigateSolution.NavigateMapIndex navigateMapIndex;
         private List<List<NavigateNode>> stationMap;
         private NavigateNode startNode;
         private NavigateNode endNode;
@@ -2775,6 +2904,7 @@
         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();
@@ -2818,6 +2948,76 @@
         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;
         }
     }
 
@@ -2981,7 +3181,13 @@
     }
 
     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 {
@@ -2989,7 +3195,16 @@
             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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