Fixed continuous refresh when GraphRAG collapses

@@ -5570,6 +5570,7 @@ function getConsoleContainer() {
         async function refreshGraphPanel(taskId = null, allowFallback = true) {
             const panel = document.getElementById('graphPanel');
             if (!panel) return;
+            const isCollapsed = panel.classList.contains('collapsed');
             const enabled = await ensureGraphragSetting();
             if (!enabled) {
                 panel.style.display = 'none';
@@ -5578,10 +5579,6 @@ function getConsoleContainer() {
             panel.style.display = 'flex';
             bindGraphPanelEvents();
 
-            if (panel.classList.contains('collapsed')) {
-                return;
-            }
-
             if (taskId) {
                 graphPanelTaskId = taskId;
             }
@@ -5608,8 +5605,16 @@ function getConsoleContainer() {
                     if (resolvedId) {
                         graphPanelTaskId = resolvedId;
                     }
-                    renderGraphPanel(data.graph);
-                    setGraphPanelState('ready', usedFallback ? '已切换到最新可用的知识图谱' : '');
+                    graphPanelData = data.graph;
+                    if (!isCollapsed) {
+                        renderGraphPanel(data.graph);
+                        setGraphPanelState('ready', usedFallback ? '已切换到最新可用的知识图谱' : '');
+                    } else {
+                        // 更新统计，保持状态为已生成，提示通过“展示详情”查看
+                        updateGraphStats(data.graph);
+                        setGraphPanelState('ready', usedFallback ? '已切换到最新可用的知识图谱' : '面板已收起，点击“展示详情”查看');
+                        setGraphPanelPlaceholder('面板已收起，点击“展示详情”查看');
+                    }
                 } else {
                     updateGraphStats({ nodes: [], edges: [] });
                     setGraphPanelState('idle', '暂未找到知识图谱，请生成报告后刷新');