From 94f1908fa06a82a71a6273cc99d4c1e31f0fefda Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Fri, 16 Oct 2026 16:27:27 +0800
Subject: [PATCH 01/11] feat(viewer): Chinese / English UI shared with the
 admin console; hover card follows the pointer

---
 hyperdb/templates/hypergraph_viewer.html | 525 +++++++++++++++--------
 1 file changed, 335 insertions(+), 190 deletions(-)

diff --git a/hyperdb/templates/hypergraph_viewer.html b/hyperdb/templates/hypergraph_viewer.html
index 5c269cd..e9bb582 100644
--- a/hyperdb/templates/hypergraph_viewer.html
+++ b/hyperdb/templates/hypergraph_viewer.html
@@ -26,7 +26,7 @@
     <div id="root"></div>
 
     <script type="text/babel">
-      const { useState, useEffect, useMemo, useRef } = React;
+      const { useState, useEffect, useLayoutEffect, useMemo, useRef } = React;
       const { Graph } = window.G6;
 
       // API base path
@@ -188,6 +188,254 @@
         return await response.json();
       };
 
+      // ------------------------------------------------------------------ i18n
+      // 与管理后台（admin.html）同一套做法，语言选择也共用同一个 localStorage 键
+      const MESSAGES = {
+        en: {
+          pageTitle: "Hypergraph Visualization",
+          databaseInfo: "Database Information",
+          verticesLabel: "Vertices:", hyperedgesLabel: "Hyperedges:", edgesLabel: "Edges:",
+          searchList: "Search & Vertex List",
+          searchPlaceholder: "Search vertex ID, type or description...",
+          found: "Found {n} results", loadingVertices: "Loading vertices...", noMatch: "No matching vertices found",
+          typeLabel: "Type:", idLabel: "ID:", degreeLabel: "Degree:",
+          prev: "Previous", next: "Next",
+          titleHyper: "Hypergraph Visualization", titleGraph: "Graph Visualization",
+          modeLabel: "Mode:", modeHyper: "Hypergraph", modeGraph: "Graph",
+          loadingGraph: "Loading hypergraph data...", loadingHint: "This may take a few seconds",
+          loadFailed: "Failed to load graph data",
+          detail: "Hypergraph Detail", hyperedge: "Hyperedge", edge: "Edge", node: "Node",
+        },
+        zh: {
+          pageTitle: "超图可视化",
+          databaseInfo: "数据库信息",
+          verticesLabel: "实体：", hyperedgesLabel: "超边：", edgesLabel: "边：",
+          searchList: "搜索与实体列表",
+          searchPlaceholder: "搜索实体 ID、类型或描述...",
+          found: "共找到 {n} 个结果", loadingVertices: "加载实体中...", noMatch: "没有匹配的实体",
+          typeLabel: "类型：", idLabel: "ID：", degreeLabel: "度数：",
+          prev: "上一页", next: "下一页",
+          titleHyper: "超图可视化", titleGraph: "图可视化",
+          modeLabel: "模式：", modeHyper: "超图", modeGraph: "图",
+          loadingGraph: "加载超图数据中...", loadingHint: "可能需要几秒钟",
+          loadFailed: "加载图数据失败",
+          detail: "超图详情", hyperedge: "超边", edge: "边", node: "实体",
+        },
+      };
+      const LANG_KEY = "hgdb-admin-lang";
+
+      const detectLang = () => {
+        try {
+          const saved = localStorage.getItem(LANG_KEY);
+          if (saved in MESSAGES) return saved;
+        } catch (e) {}
+        return (navigator.language || "").toLowerCase().startsWith("zh") ? "zh" : "en";
+      };
+      // Set by <HypergraphViewer> on every render, before its children render.
+      let currentLang = "en";
+      function t(key, vars = {}) {
+        // 未收录的键原样返回（如服务端返回的错误信息）
+        const msg = MESSAGES[currentLang][key] ?? MESSAGES.en[key] ?? key;
+        return msg.replace(/\{(\w+)\}/g, (m, k) => (k in vars ? vars[k] : m));
+      }
+
+      const EXCLUDED_KEYS = new Set([
+        "id",
+        "label",
+        "style",
+        "data",
+        "weight",
+        "source_id",
+        "cluster",
+      ]);
+
+      // 悬停卡片中超边优先显示的属性、不显示的属性（类型看 type），以及最多显示的属性个数；侧边栏显示全部属性
+      const HYPEREDGE_PRIORITY = ["description", "type", "summary", "members"];
+      const HYPEREDGE_TIP_EXCLUDED = ["keywords"];
+      const HYPEREDGE_FIELD_LIMIT = 5;
+      const TIP_OFFSET = 12;
+      const TIP_MARGIN = 8;
+
+      const PropertyRow = ({ name, value }) => {
+        // Special handling for keywords
+        if (name === "keywords" && typeof value === "string") {
+          return (
+            <div>
+              <span className="font-medium">keywords:</span>
+              <div className="flex flex-wrap gap-2 mt-2">
+                {value
+                  .split(/,|，|、|。|<SEP>/)
+                  .filter((k) => k.trim())
+                  .map((keyword, i) => (
+                    <span
+                      key={i}
+                      className="inline-block p-1 bg-primary-50 rounded text-xs"
+                    >
+                      {keyword.trim()}
+                    </span>
+                  ))}
+              </div>
+            </div>
+          );
+        }
+
+        // Special handling for members
+        if (Array.isArray(value)) {
+          return (
+            <div>
+              <div className="font-medium">
+                {name} ({value.length}):
+              </div>
+              <div className="flex flex-wrap gap-2 mt-2">
+                {value.map((member, i) => (
+                  <span key={i} className="p-1 bg-primary-50 rounded text-xs">
+                    {member}
+                  </span>
+                ))}
+              </div>
+            </div>
+          );
+        }
+
+        // Convert value to string for length check
+        const stringValue =
+          typeof value === "object"
+            ? JSON.stringify(value, null, 2)
+            : String(value).replace(/<SEP>/g, " | ");
+
+        // Short values are displayed as tags
+        if (stringValue.length < 20) {
+          return (
+            <div>
+              <span className="font-medium">{name}:</span>
+              <div className="mt-1">
+                <span className="inline-block px-2 py-1 bg-gray-100 rounded text-xs">
+                  {stringValue}
+                </span>
+              </div>
+            </div>
+          );
+        }
+
+        // Default handling for longer values
+        return (
+          <div>
+            <span className="font-medium">{name}:</span>
+            <div className="mt-1 text-gray-600 bg-gray-100 p-2 rounded text-xs">
+              {stringValue}
+            </div>
+          </div>
+        );
+      };
+
+      // 按属性自动渲染超边 / 顶点；侧边栏与悬停卡片（HoverTip）共用。
+      // priority 中的字段排在最前（默认 description），其余按原顺序；exclude 额外不显示的属性；limit 限制显示的属性个数
+      const PropertyList = ({
+        item,
+        priority = ["description"],
+        exclude = [],
+        limit = Infinity,
+      }) => {
+        const rank = (k) =>
+          priority.includes(k) ? priority.indexOf(k) : priority.length;
+        return Object.entries(item)
+          .filter(
+            ([key, value]) =>
+              value &&
+              !(Array.isArray(value) && value.length === 0) &&
+              !EXCLUDED_KEYS.has(key) &&
+              !exclude.includes(key)
+          )
+          .sort(([a], [b]) => rank(a) - rank(b))
+          .slice(0, limit)
+          .map(([key, value]) => (
+            <PropertyRow key={key} name={key} value={value} />
+          ));
+      };
+
+      // 跟随鼠标的悬停卡片，替代 G6 tooltip 插件：插件把视口坐标与画布尺寸比较来翻转，
+      // 且卡片插在画布容器内，图边缘的卡片会被裁掉。这里挂到 body，默认在指针右下，
+      // 越出视口的一侧翻到指针另一侧，最后夹紧在视口内
+      const HoverTip = ({ title, item, priority, exclude, limit, x, y }) => {
+        const ref = useRef(null);
+        const [pos, setPos] = useState({
+          left: x + TIP_OFFSET,
+          top: y + TIP_OFFSET,
+        });
+
+        useLayoutEffect(() => {
+          const el = ref.current;
+          if (!el) return;
+          const { offsetWidth: w, offsetHeight: h } = el;
+          const vw = window.innerWidth;
+          const vh = window.innerHeight;
+          let left = x + TIP_OFFSET;
+          let top = y + TIP_OFFSET;
+          if (left + w > vw - TIP_MARGIN) left = x - TIP_OFFSET - w;
+          if (top + h > vh - TIP_MARGIN) top = y - TIP_OFFSET - h;
+          left = Math.max(TIP_MARGIN, Math.min(left, vw - w - TIP_MARGIN));
+          top = Math.max(TIP_MARGIN, Math.min(top, vh - h - TIP_MARGIN));
+          setPos((prev) =>
+            prev.left === left && prev.top === top ? prev : { left, top }
+          );
+        }, [item, x, y]);
+
+        return ReactDOM.createPortal(
+          <div
+            ref={ref}
+            className="fixed z-[2000] w-80 overflow-hidden pointer-events-none break-words bg-white/95 border border-gray-200 rounded-md shadow-lg p-3"
+            style={{
+              left: pos.left,
+              top: pos.top,
+              maxHeight: `calc(100vh - ${TIP_MARGIN * 2}px)`,
+            }}
+          >
+            <div className="text-sm text-gray-700 space-y-3">
+              <div className="text-base font-semibold text-gray-900 pb-1 border-b-2 border-primary-500">
+                {t(title)}
+              </div>
+              <PropertyList
+                item={item}
+                priority={priority}
+                exclude={exclude}
+                limit={limit}
+              />
+            </div>
+          </div>,
+          document.body
+        );
+      };
+
+      // 悬停目标 → 悬停卡片内容：顶点 → 顶点属性；连线（2 个顶点的超边）/ 超边轮廓 → 超边属性
+      const tipOf = (e, data) => {
+        if (e.targetType === "node") {
+          const node = data?.data.nodes.find((n) => n.id === e.target.id);
+          return node && { title: "node", item: node };
+        }
+        // 只有 2 个成员的超边显示为“边”
+        const hyperedge = (item) => ({
+          title: item.members.length === 2 ? "edge" : "hyperedge",
+          item,
+          priority: HYPEREDGE_PRIORITY,
+          exclude: HYPEREDGE_TIP_EXCLUDED,
+          limit: HYPEREDGE_FIELD_LIMIT,
+        });
+        if (e.targetType === "edge") {
+          const edge = data?.data.edges.find((d) => d.id === e.target.id);
+          if (!edge) return null;
+          const { source, target, ...rest } = edge;
+          return hyperedge({ ...rest, members: [source, target] });
+        }
+        if (e.targetType === "bubble-sets") {
+          const { edge = {}, members } = e.target.options || {};
+          return hyperedge({
+            ...edge,
+            members: Array.isArray(members) ? members : [],
+          });
+        }
+        return null;
+      };
+
       function HypergraphViewer() {
         const containerRef = useRef(null);
         const graphRef = useRef(null);
@@ -220,6 +468,16 @@
         const [visualizationMode, setVisualizationMode] = useState("hyper");
         const [hoverHyperedge, setHoverHyperedge] = useState(null);
         const [hoverNode, setHoverNode] = useState(null);
+        const [tip, setTip] = useState(null);
+        const [lang, setLang] = useState(detectLang);
+        currentLang = lang;
+        useEffect(() => {
+          document.documentElement.lang = lang === "zh" ? "zh-CN" : "en";
+          document.title = t("pageTitle");
+          try {
+            localStorage.setItem(LANG_KEY, lang);
+          } catch (e) {}
+        }, [lang]);
 
         // Generate entity type color mapping
         const entityTypeColors = useMemo(() => {
@@ -308,7 +566,8 @@
                 }
               })
               .catch((err) => {
-                setError("Failed to load graph data");
+                // 存翻译键，显示时翻译
+                setError("loadFailed");
                 console.error(err);
               })
               .finally(() => {
@@ -317,16 +576,6 @@
           }
         }, [selectedVertex]);
 
-        const excludedKeys = new Set([
-          "id",
-          "label",
-          "style",
-          "data",
-          "weight",
-          "source_id",
-          "cluster",
-        ]);
-
         // Convert data to G6 Graph format
         const graphDataFormatted = useMemo(() => {
           if (!graphData) return null;
@@ -435,33 +684,11 @@
             });
           }
 
-          // Add tooltip plugin
-
-          plugins.push({
-            type: "tooltip",
-            getContent: (e, items) => {
-              return items
-                .map((item) => {
-                  let result = `<h3><strong>${
-                    item.entity_name || item.id
-                  }</strong></h3>`;
-                  // Display all remaining properties
-                  Object.entries(item).forEach(([key, value]) => {
-                    if (!excludedKeys.has(key)) {
-                      result += `<p><strong>${key}:</strong> ${value}</p>`;
-                    }
-                  });
-                  return result;
-                })
-                .join("");
-            },
-          });
-
           const isGraph = visualizationMode === "graph";
 
           return {
             data: hyperData,
-            plugins: isGraph ? [plugins[plugins.length - 1]] : plugins,
+            plugins: isGraph ? [] : plugins,
             node: {
               palette: { field: "cluster" },
               style: {
@@ -551,6 +778,10 @@
                 return prev;
               });
             }
+
+            // 侧边栏保留最后悬停的超边 / 顶点；悬停卡片只在指针位于元素上时显示
+            const next = e.client ? tipOf(e, graphDataFormatted) : null;
+            setTip(next ? { ...next, x: e.client.x, y: e.client.y } : null);
           });
 
           // Add window resize listener
@@ -574,6 +805,7 @@
               containerRef.current.innerHTML = "";
             }
             setHoverHyperedge(null);
+            setTip(null);
           };
         }, [graphDataFormatted, visualizationMode]);
 
@@ -599,7 +831,7 @@
               );
 
               setHoverHyperedge({
-                keywords: hyperWithMax.keywords || "",
+                ...hyperWithMax,
                 description:
                   hyperWithMax.description || hyperWithMax.summary || "",
                 members: hyperWithMax.members || [],
@@ -617,18 +849,20 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
               </h2>
 
               <div className="text-lg font-bold text-gray-800 mb-3 pb-2 border-b-2 border-primary-500">
-                Database Information
+                {t("databaseInfo")}
               </div>
               <div className="p-2 rounded-xl mb-6 text-sm border">
                 <div className="flex justify-between items-center mb-2">
-                  <span className="font-semibold text-gray-700">Vertices:</span>
+                  <span className="font-semibold text-gray-700">
+                    {t("verticesLabel")}
+                  </span>
                   <span className="font-bold text-primary-600">
                     {databaseInfo.vertices}
                   </span>
                 </div>
                 <div className="flex justify-between items-center">
                   <span className="font-semibold text-gray-700">
-                    Hyperedges:
+                    {t("hyperedgesLabel")}
                   </span>
                   <span className="font-bold text-primary-600">
                     {databaseInfo.edges}
@@ -637,7 +871,7 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
               </div>
 
               <div className="text-lg font-bold text-gray-800 mb-3 pb-2 border-b-2 border-primary-500">
-                Search & Vertex List
+                {t("searchList")}
               </div>
 
               {/* Search and Sort */}
@@ -645,7 +879,7 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
                 <div className="relative mb-2">
                   <input
                     type="text"
-                    placeholder="Search vertex ID, type or description..."
+                    placeholder={t("searchPlaceholder")}
                     value={searchTerm}
                     onChange={(e) => {
                       initialVertexRef.current = "";
@@ -711,7 +945,7 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
                 </div>*/}
 
                 <div className="mt-2 text-sm text-gray-600">
-                  Found {pagination.total} results
+                  {t("found", { n: pagination.total })}
                 </div>
               </div>
 
@@ -719,11 +953,11 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
               <div className="flex-1 overflow-y-scroll hide-scrollbar border border-gray-200 rounded-xl bg-white shadow-inner">
                 {loadingVertices ? (
                   <div className="p-4 text-center text-gray-500">
-                    Loading vertices...
+                    {t("loadingVertices")}
                   </div>
                 ) : vertices.length === 0 ? (
                   <div className="p-4 text-center text-gray-500">
-                    No matching vertices found
+                    {t("noMatch")}
                   </div>
                 ) : (
                   vertices.map((vertex) => {
@@ -748,14 +982,16 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
                         <div className="text-sm text-gray-600 flex gap-2 items-center">
                           <div className="flex items-center">
                             <span className="font-medium">
-                              {vertex.entity_type ? "Type" : "ID"}:
+                              {vertex.entity_type ? t("typeLabel") : t("idLabel")}
                             </span>
                             <span className="ml-2 px-2 py-1 bg-gray-100 rounded text-xs">
                               {vertex.entity_type || vertex.id}
                             </span>
                           </div>
                           <div className="flex items-center">
-                            <span className="font-medium">Degree:</span>
+                            <span className="font-medium">
+                              {t("degreeLabel")}
+                            </span>
                             <span className="ml-2 px-2 py-1 bg-blue-100 text-blue-700 rounded text-xs font-semibold">
                               {vertex.degree}
                             </span>
@@ -780,7 +1016,7 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
                     disabled={pagination.page === 1}
                     className="px-3 py-1 bg-primary-500 text-white rounded disabled:bg-gray-300 disabled:cursor-not-allowed hover:bg-primary-600"
                   >
-                    Previous
+                    {t("prev")}
                   </button>
                   <span className="text-gray-600">
                     {pagination.page} / {pagination.total_pages}
@@ -790,7 +1026,7 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
                     disabled={pagination.page === pagination.total_pages}
                     className="px-3 py-1 bg-primary-500 text-white rounded disabled:bg-gray-300 disabled:cursor-not-allowed hover:bg-primary-600"
                   >
-                    Next
+                    {t("next")}
                   </button>
                 </div>
               )}
@@ -800,13 +1036,13 @@ <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
               <div className="bg-white/95 p-4 border-b border-gray-200/50 flex justify-between items-center shadow-sm">
                 <div className="flex items-center gap-4">
                   <h3 className="text-xl font-semibold text-gray-800 m-0">
-                    {visualizationMode === "hyper" ? "Hypergraph" : "Graph"}{" "}
-                    Visualization {selectedVertex && `- ${selectedVertex}`}
+                    {t(visualizationMode === "hyper" ? "titleHyper" : "titleGraph")}{" "}
+                    {selectedVertex && `- ${selectedVertex}`}
                   </h3>
 
                   {/* Visualization Mode Selector */}
                   <div className="flex items-center gap-2">
-                    <span className="text-sm text-gray-600">Mode:</span>
+                    <span className="text-sm text-gray-600">{t("modeLabel")}</span>
                     <div className="flex space-x-1">
                       {["hyper", "graph"].map((mode) => (
                         <button
@@ -818,25 +1054,46 @@ <h3 className="text-xl font-semibold text-gray-800 m-0">
                               : "bg-gray-100 text-gray-600 hover:bg-gray-200"
                           }`}
                         >
-                          {mode === "hyper" ? "Hypergraph" : "Graph"}
+                          {t(mode === "hyper" ? "modeHyper" : "modeGraph")}
                         </button>
                       ))}
                     </div>
                   </div>
                 </div>
 
+                <div className="flex items-center gap-3">
                 {graphData && (
                   <div className="bg-white px-4 py-2 text-sm text-gray-600 rounded-lg shadow-sm border border-gray-200">
-                    <span className="font-semibold">Vertices:</span>{" "}
+                    <span className="font-semibold">{t("verticesLabel")}</span>{" "}
                     {Object.keys(graphData.vertices).length} |
                     <span className="font-semibold ml-1">
-                      {visualizationMode === "hyper" ? "Hyperedges:" : "Edges:"}
+                      {t(visualizationMode === "hyper" ? "hyperedgesLabel" : "edgesLabel")}
                     </span>{" "}
                     {visualizationMode === "hyper"
                       ? Object.keys(graphData.edges).length
                       : graphDataFormatted?.data?.edges?.length || 0}
                   </div>
                 )}
+                  <div
+                    className="flex rounded-lg border border-gray-200 overflow-hidden text-xs"
+                    role="group"
+                    aria-label="Language"
+                  >
+                    {[["en", "EN"], ["zh", "中文"]].map(([code, name]) => (
+                      <button
+                        key={code}
+                        onClick={() => setLang(code)}
+                        className={`px-2.5 py-1 ${
+                          lang === code
+                            ? "bg-primary-500 text-white"
+                            : "bg-white text-gray-600 hover:bg-gray-50"
+                        }`}
+                      >
+                        {name}
+                      </button>
+                    ))}
+                  </div>
+                </div>
               </div>
 
               <div className="flex-1 relative bg-white">
@@ -844,7 +1101,7 @@ <h3 className="text-xl font-semibold text-gray-800 m-0">
                   <div className="bg-red-50 text-red-700 p-4 m-4 rounded-lg border-l-4 border-red-500 shadow-sm">
                     <div className="flex items-center">
                       <span className="text-xl mr-2">⚠️</span>
-                      <span className="font-medium">{error}</span>
+                      <span className="font-medium">{t(error)}</span>
                     </div>
                   </div>
                 )}
@@ -854,10 +1111,10 @@ <h3 className="text-xl font-semibold text-gray-800 m-0">
                     <div className="text-center">
                       <div className="text-2xl mb-4">🔄</div>
                       <div className="font-semibold">
-                        Loading hypergraph data...
+                        {t("loadingGraph")}
                       </div>
                       <div className="text-sm mt-2 text-gray-500">
-                        This may take a few seconds
+                        {t("loadingHint")}
                       </div>
                     </div>
                   </div>
@@ -867,154 +1124,42 @@ <h3 className="text-xl font-semibold text-gray-800 m-0">
                   <div
                     ref={containerRef}
                     className="w-full rounded-xl h-full"
+                    onMouseLeave={() => setTip(null)}
                   />
+                  {tip && (
+                    <HoverTip
+                      title={tip.title}
+                      item={tip.item}
+                      priority={tip.priority}
+                      exclude={tip.exclude}
+                      limit={tip.limit}
+                      x={tip.x}
+                      y={tip.y}
+                    />
+                  )}
                   {visualizationMode === "hyper" && (
                     <div className="shrink-0 w-72 h-full overflow-y-auto bg-white/95 backdrop-blur-sm border-l border-gray-200/50 p-3 shadow-xl overflow-y-auto">
                       <div className="text-lg font-bold text-gray-800 mb-3 pb-2 border-b-2 border-primary-500">
-                        Hypergraph Detail
+                        {t("detail")}
                       </div>
                       {hoverHyperedge && (
                         <div className="text-sm text-gray-700 space-y-3 border-b-2 border-primary-500 pb-6">
                           <div className="text-base font-semibold text-gray-900">
-                            Hyperedge
+                            {t(
+                              hoverHyperedge.members?.length === 2
+                                ? "edge"
+                                : "hyperedge"
+                            )}
                           </div>
-                          {Object.entries(hoverHyperedge).map(
-                            ([key, value]) => {
-                              // Skip empty values
-                              if (
-                                !value ||
-                                (Array.isArray(value) && value.length === 0) ||
-                                excludedKeys.has(key)
-                              ) {
-                                return null;
-                              }
-
-                              // Special handling for keywords
-                              if (
-                                key === "keywords" &&
-                                typeof value === "string"
-                              ) {
-                                return (
-                                  <div key={key}>
-                                    <span className="font-medium">
-                                      keywords:
-                                    </span>
-                                    <div className="flex flex-wrap gap-2 mt-2">
-                                      {value
-                                        .split(/,|，|、|。|<SEP>/)
-                                        .filter((k) => k.trim())
-                                        .map((keyword, i) => (
-                                          <span
-                                            key={i}
-                                            className="inline-block p-1 bg-primary-50 rounded text-xs"
-                                          >
-                                            {keyword.trim()}
-                                          </span>
-                                        ))}
-                                    </div>
-                                  </div>
-                                );
-                              }
-
-                              // Special handling for members
-                              if (Array.isArray(value)) {
-                                return (
-                                  <div key={key}>
-                                    <div className="font-medium">
-                                      {key} ({value.length}):
-                                    </div>
-                                    <div className="flex flex-wrap gap-2 mt-2">
-                                      {value.map((member, i) => (
-                                        <span
-                                          key={i}
-                                          className="p-1 bg-primary-50 rounded text-xs"
-                                        >
-                                          {member}
-                                        </span>
-                                      ))}
-                                    </div>
-                                  </div>
-                                );
-                              }
-
-                              // Convert value to string for length check
-                              const stringValue =
-                                typeof value === "object"
-                                  ? JSON.stringify(value, null, 2)
-                                  : String(value).replace(/<SEP>/g, " | ");
-
-                              // If value is less than 10 characters, display as tag
-                              if (stringValue.length < 20) {
-                                return (
-                                  <div key={key}>
-                                    <span className="font-medium">{key}:</span>
-                                    <div className="mt-1">
-                                      <span className="inline-block px-2 py-1 bg-gray-100 rounded text-xs">
-                                        {stringValue}
-                                      </span>
-                                    </div>
-                                  </div>
-                                );
-                              }
-
-                              // Default handling for longer values
-                              return (
-                                <div key={key}>
-                                  <span className="font-medium">{key}:</span>
-                                  <div className="mt-1 text-gray-600 bg-gray-100 p-2 rounded text-xs">
-                                    {stringValue}
-                                  </div>
-                                </div>
-                              );
-                            }
-                          )}
+                          <PropertyList item={hoverHyperedge} />
                         </div>
                       )}
                       {hoverNode && (
                         <div className="text-sm text-gray-700 space-y-3 mt-4">
                           <div className="text-base font-semibold text-gray-900">
-                            Node
+                            {t("node")}
                           </div>
-                          {Object.entries(hoverNode).map(([key, value]) => {
-                            // Skip empty values
-                            if (
-                              !value ||
-                              (Array.isArray(value) && value.length === 0) ||
-                              excludedKeys.has(key)
-                            ) {
-                              return null;
-                            }
-
-                            // Convert value to string for length check
-                            const stringValue =
-                              typeof value === "object"
-                                ? JSON.stringify(value, null, 2)
-                                : String(value).replace(/<SEP>/g, " | ");
-
-                            // If value is less than 10 characters, display as tag
-                            if (stringValue.length < 20) {
-                              return (
-                                <div key={key}>
-                                  <span className="font-medium">{key}:</span>
-                                  <div className="mt-1">
-                                    <span className="inline-block px-2 py-1 bg-gray-100 rounded text-xs">
-                                      {stringValue}
-                                    </span>
-                                  </div>
-                                </div>
-                              );
-                            }
-
-                            // Default handling for longer values
-                            return (
-                              <div key={key}>
-                                <span className="font-medium">{key}:</span>
-                                <div className="mt-1 text-gray-600 bg-gray-100 p-2 rounded text-xs">
-                                  {stringValue}
-                                </div>
-                              </div>
-                            );
-                          })}
+                          <PropertyList item={hoverNode} />
                         </div>
                       )}
                     </div>

From 3cf76581869371aa61f5e080f17183d62ce5823b Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Fri, 16 Oct 2026 16:50:49 +0800
Subject: [PATCH 02/11] feat(viewer): keep keywords in the hover card for
 hyperedges without type
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Hyper-RAG 原版抽取的图等超边没有 type 字段，keywords 是超边仅有的说明；
有 type 时（如 finhg 导出的图）仍不显示 keywords。

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/templates/hypergraph_viewer.html | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/hyperdb/templates/hypergraph_viewer.html b/hyperdb/templates/hypergraph_viewer.html
index e9bb582..2a3cf55 100644
--- a/hyperdb/templates/hypergraph_viewer.html
+++ b/hyperdb/templates/hypergraph_viewer.html
@@ -249,8 +249,8 @@
         "cluster",
       ]);
 
-      // 悬停卡片中超边优先显示的属性、不显示的属性（类型看 type），以及最多显示的属性个数；侧边栏显示全部属性
-      const HYPEREDGE_PRIORITY = ["description", "type", "summary", "members"];
+      // 悬停卡片中超边优先显示的属性、有 type 时不显示的属性（类型看 type），以及最多显示的属性个数；侧边栏显示全部属性
+      const HYPEREDGE_PRIORITY = ["description", "type", "summary", "keywords", "members"];
       const HYPEREDGE_TIP_EXCLUDED = ["keywords"];
       const HYPEREDGE_FIELD_LIMIT = 5;
       const TIP_OFFSET = 12;
@@ -417,7 +417,8 @@
           title: item.members.length === 2 ? "edge" : "hyperedge",
           item,
           priority: HYPEREDGE_PRIORITY,
-          exclude: HYPEREDGE_TIP_EXCLUDED,
+          // 没有 type 的超边（如 Hyper-RAG 原版抽取的图）仍显示 keywords
+          exclude: item.type ? HYPEREDGE_TIP_EXCLUDED : [],
           limit: HYPEREDGE_FIELD_LIMIT,
         });
         if (e.targetType === "edge") {

From b5d46973eb97ab7b2371435195779829eee7f27f Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Fri, 16 Oct 2026 17:45:37 +0800
Subject: [PATCH 03/11] feat(viewer): highlight a clicked hyperedge and fade
 the rest
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- 点击超边轮廓或连线：该超边加深加粗，成员实体描边、标签加粗，其余实体、连线、
  超边轮廓变淡；侧边栏固定显示该超边，不随悬停变化
- 再点同一条或点空白处取消；切换数据时清除
- 节点 / 连线基础样式显式写出 opacity、lineWidth、labelFontWeight，
  否则 G6 移除状态后保留状态样式

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/templates/hypergraph_viewer.html | 83 +++++++++++++++++++++++-
 1 file changed, 82 insertions(+), 1 deletion(-)

diff --git a/hyperdb/templates/hypergraph_viewer.html b/hyperdb/templates/hypergraph_viewer.html
index 2a3cf55..2663e3f 100644
--- a/hyperdb/templates/hypergraph_viewer.html
+++ b/hyperdb/templates/hypergraph_viewer.html
@@ -79,10 +79,16 @@
       const LAYOUT_THRESHOLD = 100;
       const EDGE_SEPARATOR = "|#|";
 
+      // 超边轮廓的透明度与线宽：常态 / 点击选中 / 其他超边被选中时变淡
+      const BUBBLE_NORMAL = { fillOpacity: 0.2, strokeOpacity: 0.2, lineWidth: 1 };
+      const BUBBLE_HIGHLIGHT = { fillOpacity: 0.45, strokeOpacity: 1, lineWidth: 3 };
+      const BUBBLE_DIMMED = { fillOpacity: 0.03, strokeOpacity: 0.05, lineWidth: 1 };
+
       // Utility functions
       const createBubbleStyle = (baseColor) => ({
         fill: baseColor,
         stroke: baseColor,
+        ...BUBBLE_NORMAL,
         maxRoutingIterations: 100,
         maxMarchingIterations: 20,
         pixelGroup: 4,
@@ -437,6 +443,53 @@
         return null;
       };
 
+      // 点击选中的超边（轮廓或连线）→ { key, members, item }；null 表示未选中
+      const selectionOf = (e, data) => {
+        if (e.targetType === "bubble-sets") {
+          const { key, edge = {}, members } = e.target.options || {};
+          const list = Array.isArray(members) ? members : [];
+          return { key, members: list, item: { ...edge, members: list } };
+        }
+        if (e.targetType === "edge") {
+          const edge = data?.data.edges.find((d) => d.id === e.target.id);
+          if (!edge) return null;
+          const { source, target, ...rest } = edge;
+          return {
+            key: edge.id,
+            members: [source, target],
+            item: { ...rest, members: [source, target] },
+          };
+        }
+        return null;
+      };
+
+      // 高亮选中的超边及其成员实体，其余实体、连线、超边轮廓变淡；selection 为 null 时全部恢复
+      const applySelection = (graph, data, selection) => {
+        const members = new Set(selection?.members || []);
+        const states = {};
+        data.data.nodes.forEach((n) => {
+          states[n.id] = !selection ? [] : members.has(n.id) ? ["highlight"] : ["inactive"];
+        });
+        data.data.edges.forEach((d) => {
+          states[d.id] = !selection ? [] : d.id === selection.key ? ["highlight"] : ["inactive"];
+        });
+        graph.setElementState(states, false);
+        graph.setPlugins((plugins) =>
+          plugins.map((p) =>
+            p.type !== "bubble-sets"
+              ? p
+              : {
+                  ...p,
+                  ...(!selection
+                    ? BUBBLE_NORMAL
+                    : p.key === selection.key
+                    ? BUBBLE_HIGHLIGHT
+                    : BUBBLE_DIMMED),
+                }
+          )
+        );
+      };
+
       function HypergraphViewer() {
         const containerRef = useRef(null);
         const graphRef = useRef(null);
@@ -470,6 +523,8 @@
         const [hoverHyperedge, setHoverHyperedge] = useState(null);
         const [hoverNode, setHoverNode] = useState(null);
         const [tip, setTip] = useState(null);
+        // 选中期间侧边栏固定显示该超边，不随悬停变化
+        const selectedRef = useRef(null);
         const [lang, setLang] = useState(detectLang);
         currentLang = lang;
         useEffect(() => {
@@ -696,6 +751,15 @@
                 size: hyperData.nodes.length > LAYOUT_THRESHOLD ? 15 : 20,
                 labelText: (d) => d.id,
                 fill: (d) => getNodeColor(d, selectedVertex, entityTypeColors),
+                // 显式写出被状态覆盖的样式：G6 移除状态时只回到这里的值，不写就会保留状态样式
+                opacity: 1,
+                lineWidth: 0,
+                labelFontWeight: "normal",
+              },
+              // 点击超边高亮：成员实体 highlight，其余 inactive
+              state: {
+                highlight: { stroke: "#6d28d9", lineWidth: 3, labelFontWeight: "bold" },
+                inactive: { opacity: 0.15 },
               },
             },
             edge: {
@@ -703,6 +767,11 @@
                 size: isGraph ? 3 : 2,
                 stroke: "#a68fff",
                 lineWidth: 1,
+                opacity: 1,
+              },
+              state: {
+                highlight: { stroke: "#6d28d9", lineWidth: 3 },
+                inactive: { opacity: 0.1 },
               },
             },
             layout: {
@@ -747,8 +816,19 @@
           graphRef.current = graph;
           graphRef.current.render();
 
+          // 点击超边：选中并高亮；再点同一条或点空白处取消
+          graph.on("click", (e) => {
+            if (e.targetType === "node") return;
+            const next = selectionOf(e, graphDataFormatted);
+            const selection =
+              next && next.key !== selectedRef.current?.key ? next : null;
+            selectedRef.current = selection;
+            applySelection(graph, graphDataFormatted, selection);
+            if (selection) setHoverHyperedge(selection.item);
+          });
+
           graph.on("pointermove", (e) => {
-            if (e.targetType === "bubble-sets") {
+            if (e.targetType === "bubble-sets" && !selectedRef.current) {
               const target = e.target.options;
               const newHyperedge = {
                 ...target.edge,
@@ -807,6 +887,7 @@
             }
             setHoverHyperedge(null);
             setTip(null);
+            selectedRef.current = null;
           };
         }, [graphDataFormatted, visualizationMode]);
 

From 8fc12f3742004928b971667c180360d45b07a013 Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Fri, 16 Oct 2026 17:51:03 +0800
Subject: [PATCH 04/11] feat(admin): hyperedge type stats in the overview;
 support display labels
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- 概览页用“超边类型”（按超边 type 计数）替换“度数最高的实体”；点击类型跳到
  按类型筛选的超边列表；超边列表新增类型筛选（/api/admin/edges?edge_type=）
- 显示名映射：hg.admin(labels=...) 传入，或自动读取 .hgdb 旁的 <name>.labels.json，
  格式 {lang: {entity_type|edge_type|key: {值: 显示名}}}；经 /api/admin/info 下发，
  概览卡片、类型下拉、实体列表按当前语言显示，筛选与接口仍用原始值
- 测试：超边类型统计、按类型筛选、映射文件读取 / 格式错误 / 显式传入

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/admin.py             | 52 ++++++++++++++++++++++++----
 hyperdb/base.py              | 15 ++++++--
 hyperdb/templates/admin.html | 66 ++++++++++++++++++++++--------------
 tests/test_admin.py          | 36 ++++++++++++++++++++
 4 files changed, 134 insertions(+), 35 deletions(-)

diff --git a/hyperdb/admin.py b/hyperdb/admin.py
index aa3b3d7..43d1fdf 100644
--- a/hyperdb/admin.py
+++ b/hyperdb/admin.py
@@ -46,13 +46,41 @@ def _preview(data: Any, limit: int = 120) -> str:
     return text if len(text) <= limit else text[:limit] + "..."
 
 
+def labels_file(storage_file: Any) -> Path:
+    """Default location of the display-label mapping: ``<name>.labels.json`` next to the ``.hgdb`` file."""
+    return Path(storage_file).with_suffix(".labels.json")
+
+
+def load_labels(storage_file: Any, labels: Any = None) -> Dict[str, Any]:
+    """Display labels for attribute values and keys, per language.
+
+    Shape: ``{"zh": {"entity_type": {...}, "edge_type": {...}, "key": {...}}, "en": {...}}``,
+    where ``edge_type`` maps the ``type`` attribute of hyperedges and ``key`` maps attribute names.
+    ``labels`` may be such a dict or a path to a JSON file; when omitted, ``<name>.labels.json``
+    next to the storage file is used if it exists. Labels only change what the console shows.
+    """
+    if isinstance(labels, dict):
+        return labels
+    path = Path(labels) if labels is not None else labels_file(storage_file)
+    if not path.exists():
+        return {}
+    try:
+        data = json.loads(path.read_text(encoding="utf-8"))
+    except (OSError, ValueError) as e:
+        print(f"⚠️  Ignoring label file {path}: {e}")
+        return {}
+    return data if isinstance(data, dict) else {}
+
+
 class AdminState:
     """Mutable state shared across requests (the handler is re-created for every request)."""
 
-    def __init__(self, hypergraph_db: BaseHypergraphDB):
+    def __init__(self, hypergraph_db: BaseHypergraphDB, labels: Any = None):
         self.hypergraph_db = hypergraph_db
         self.dirty = False
         self.last_saved: Optional[float] = None
+        # Explicit labels win; otherwise the label file is re-read on every /info so edits show on reload
+        self.labels = labels
 
 
 class HypergraphAdminHandler(HypergraphAPIHandler):
@@ -237,6 +265,7 @@ def _info(self) -> Dict[str, Any]:
             "num_e": hg.num_e,
             "dirty": self.state.dirty,
             "last_saved": self.state.last_saved,
+            "labels": load_labels(hg.storage_file, self.state.labels),
         }
 
     def _stats(self) -> Dict[str, Any]:
@@ -246,15 +275,18 @@ def _stats(self) -> Dict[str, Any]:
         v_keys: Counter = Counter()
         e_keys: Counter = Counter()
         types: Counter = Counter()
+        e_types: Counter = Counter()
         for v in hg.all_v:
             data = hg.v(v, {}) or {}
             v_keys.update(data.keys())
             if data.get("entity_type"):
                 types[str(data["entity_type"])] += 1
         for e in hg.all_e:
-            e_keys.update((hg.e(e, {}) or {}).keys())
+            data = hg.e(e, {}) or {}
+            e_keys.update(data.keys())
+            if data.get("type"):
+                e_types[str(data["type"])] += 1
 
-        top = sorted(hg.all_v, key=lambda v: hg.degree_v(v), reverse=True)[:10]
         return {
             "num_v": hg.num_v,
             "num_e": hg.num_e,
@@ -266,9 +298,9 @@ def _stats(self) -> Dict[str, Any]:
             "degree_hist": sorted(Counter(degrees).items()),
             "edge_size_hist": sorted(Counter(sizes).items()),
             "entity_types": types.most_common(12),
+            "edge_types": e_types.most_common(12),
             "vertex_keys": v_keys.most_common(20),
             "edge_keys": e_keys.most_common(20),
-            "top_vertices": [{"id": _json_safe(v), "degree": hg.degree_v(v)} for v in top],
         }
 
     def _list_vertices(self, params: Dict[str, str]) -> Dict[str, Any]:
@@ -307,6 +339,7 @@ def _list_edges(self, params: Dict[str, str]) -> Dict[str, Any]:
         hg = self.hypergraph_db
         search = params.get("search", "").strip().lower()
         vertex = params.get("vertex")
+        edge_type = params.get("edge_type", "")
         sort_by = params.get("sort_by", "size")
         desc = params.get("sort_order", "desc") == "desc"
 
@@ -315,6 +348,8 @@ def _list_edges(self, params: Dict[str, str]) -> Dict[str, Any]:
             edges = hg.nbr_e_of_v(self._resolve_v(json.loads(vertex)))
         rows = []
         for e in edges:
+            if edge_type and str((hg.e(e, {}) or {}).get("type", "")) != edge_type:
+                continue
             if search:
                 haystack = " ".join(str(v) for v in e) + " " + _preview(hg.e(e, {}), 10**9)
                 if search not in haystack.lower():
@@ -440,11 +475,11 @@ class _AdminTCPServer(socketserver.TCPServer):
 class HypergraphAdmin:
     """Management console server for a hypergraph database."""
 
-    def __init__(self, hypergraph_db: BaseHypergraphDB, host: str = "127.0.0.1", port: int = 8900):
+    def __init__(self, hypergraph_db: BaseHypergraphDB, host: str = "127.0.0.1", port: int = 8900, labels: Any = None):
         self.hypergraph_db = hypergraph_db
         self.host = host
         self.port = port
-        self.state = AdminState(hypergraph_db)
+        self.state = AdminState(hypergraph_db, labels)
         self.httpd: Optional[socketserver.TCPServer] = None
 
     @property
@@ -479,6 +514,7 @@ def run_admin(
     port: int = 8900,
     open_browser: bool = True,
     blocking: bool = True,
+    labels: Any = None,
 ) -> HypergraphAdmin:
     """Start the admin console for ``hypergraph_db``.
 
@@ -489,11 +525,13 @@ def run_admin(
         port: Server port (0 picks a free port)
         open_browser: Whether to open the console in a browser
         blocking: Whether to block until Ctrl+C. If False, returns immediately.
+        labels: Display labels (dict or JSON file path), see :func:`load_labels`.
+            Defaults to ``<name>.labels.json`` next to the storage file.
 
     Returns:
         HypergraphAdmin instance
     """
-    admin = HypergraphAdmin(hypergraph_db, host=host, port=port)
+    admin = HypergraphAdmin(hypergraph_db, host=host, port=port, labels=labels)
     thread = admin.start_server(open_browser=open_browser)
     if not blocking:
         return admin
diff --git a/hyperdb/base.py b/hyperdb/base.py
index 1c6c656..2addc7b 100644
--- a/hyperdb/base.py
+++ b/hyperdb/base.py
@@ -301,7 +301,14 @@ def draw(self, port: int = 8080, open_browser: bool = True, blocking: bool = Tru
 
         return draw_hypergraph(hypergraph_db=self, port=port, open_browser=open_browser, blocking=blocking)
 
-    def admin(self, port: int = 8900, open_browser: bool = True, blocking: bool = True, host: str = "127.0.0.1"):
+    def admin(
+        self,
+        port: int = 8900,
+        open_browser: bool = True,
+        blocking: bool = True,
+        host: str = "127.0.0.1",
+        labels=None,
+    ):
         """
         Open the web admin console for the current HyperDB instance
 
@@ -310,10 +317,14 @@ def admin(self, port: int = 8900, open_browser: bool = True, blocking: bool = Tr
             ``open_browser``: Whether to automatically open the browser, defaults to True
             ``blocking``: Whether to block the main thread, defaults to True. Set to False for non-blocking mode.
             ``host``: Interface to bind, defaults to 127.0.0.1. The console has no authentication.
+            ``labels``: Display labels for entity types, hyperedge types and attribute names per language
+                (dict or JSON file path). Defaults to ``<name>.labels.json`` next to the storage file.
 
         Returns:
             HypergraphAdmin instance
         """
         from .admin import run_admin
 
-        return run_admin(hypergraph_db=self, host=host, port=port, open_browser=open_browser, blocking=blocking)
+        return run_admin(
+            hypergraph_db=self, host=host, port=port, open_browser=open_browser, blocking=blocking, labels=labels
+        )
diff --git a/hyperdb/templates/admin.html b/hyperdb/templates/admin.html
index 1321671..2c2b8a9 100644
--- a/hyperdb/templates/admin.html
+++ b/hyperdb/templates/admin.html
@@ -65,7 +65,7 @@
           statVertices: "Vertices", statEdges: "Hyperedges", statAvgDegree: "Avg. vertex degree", statMaxDegree: "Max vertex degree",
           statAvgSize: "Avg. hyperedge size", statMaxSize: "Max hyperedge size", statIsolated: "Isolated vertices",
           degreeDist: "Vertex degree distribution", sizeDist: "Hyperedge size distribution", histDegree: "degree", histSize: "size",
-          topVertices: "Top vertices by degree", entityTypes: "Entity types", attributeKeys: "Attribute keys",
+          edgeTypes: "Hyperedge types", entityTypes: "Entity types", attributeKeys: "Attribute keys",
           newVertex: "+ New vertex", searchVertices: "Search id or attributes...", allEntityTypes: "All entity types",
           sortDegreeDesc: "Degree ↓", sortDegreeAsc: "Degree ↑", sortIdAsc: "ID A→Z", sortIdDesc: "ID Z→A",
           colId: "ID", colDegree: "Degree", colEntityType: "Entity type", colAttributes: "Attributes", colVertices: "Vertices", colSize: "Size",
@@ -76,7 +76,7 @@
           vertexTitle: ({ id }) => <>Vertex <span className="text-primary-600">{id}</span></>,
           degree: "Degree", neighbors: "Neighbors", openViewer: "Open graph viewer ↗",
           incidentEdges: "Incident hyperedges ({n})", first200: " — showing first 200", isolated: "This vertex is isolated.",
-          newEdge: "+ New hyperedge", searchEdges: "Search vertices or attributes...",
+          newEdge: "+ New hyperedge", searchEdges: "Search vertices or attributes...", allEdgeTypes: "All hyperedge types",
           sortSizeDesc: "Size ↓", sortSizeAsc: "Size ↑", sortVerticesAsc: "Vertices A→Z", more: "+{n} more",
           pickTwo: "Pick at least 2 vertices", searchToAdd: "Search vertices to add...", deg: "deg {n}", noMatch: "No matching vertices",
           newEdgeTitle: "New hyperedge", edgeCreated: "Hyperedge created", edgeSaved: "Hyperedge saved", edgeDeleted: "Hyperedge deleted",
@@ -105,7 +105,7 @@
           statVertices: "实体数", statEdges: "超边数", statAvgDegree: "实体平均度", statMaxDegree: "实体最大度",
           statAvgSize: "超边平均大小", statMaxSize: "超边最大大小", statIsolated: "孤立实体",
           degreeDist: "实体度分布", sizeDist: "超边大小分布", histDegree: "度", histSize: "大小",
-          topVertices: "度数最高的实体", entityTypes: "实体类型", attributeKeys: "属性字段",
+          edgeTypes: "超边类型", entityTypes: "实体类型", attributeKeys: "属性字段",
           newVertex: "+ 新建实体", searchVertices: "搜索 ID 或属性...", allEntityTypes: "全部实体类型",
           sortDegreeDesc: "度数 ↓", sortDegreeAsc: "度数 ↑", sortIdAsc: "ID A→Z", sortIdDesc: "ID Z→A",
           colId: "ID", colDegree: "度数", colEntityType: "实体类型", colAttributes: "属性", colVertices: "实体", colSize: "大小",
@@ -116,7 +116,7 @@
           vertexTitle: ({ id }) => <>实体 <span className="text-primary-600">{id}</span></>,
           degree: "度数", neighbors: "邻居数", openViewer: "在超图可视化中打开 ↗",
           incidentEdges: "关联超边（{n}）", first200: " — 仅显示前 200 条", isolated: "这是一个孤立实体。",
-          newEdge: "+ 新建超边", searchEdges: "搜索实体或属性...",
+          newEdge: "+ 新建超边", searchEdges: "搜索实体或属性...", allEdgeTypes: "全部超边类型",
           sortSizeDesc: "大小 ↓", sortSizeAsc: "大小 ↑", sortVerticesAsc: "实体 A→Z", more: "+{n} 个",
           pickTwo: "至少选择 2 个实体", searchToAdd: "搜索要添加的实体...", deg: "度 {n}", noMatch: "没有匹配的实体",
           newEdgeTitle: "新建超边", edgeCreated: "超边已创建", edgeSaved: "超边已保存", edgeDeleted: "超边已删除",
@@ -147,6 +147,10 @@
         if (typeof msg === "function") return msg(vars);
         return msg.replace(/\{(\w+)\}/g, (m, k) => (k in vars ? vars[k] : m));
       }
+      // Display labels of the database (info.labels, from <name>.labels.json): {lang: {entity_type|edge_type|key: {value: label}}}.
+      // Only what is shown changes; filters and API calls keep the raw values.
+      let currentLabels = {};
+      const lbl = (kind, value) => currentLabels[currentLang]?.[kind]?.[value] ?? value;
 
       const fmtId = (id) => (typeof id === "string" ? id : JSON.stringify(id));
       const fmtNum = (n) => (typeof n === "number" ? n.toLocaleString() : n);
@@ -364,7 +368,7 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
         );
       }
 
-      function RankList({ items, onClick }) {
+      function RankList({ items, onClick, label = (k) => k }) {
         if (!items || items.length === 0) return <div className="text-sm text-gray-400">{t("noData")}</div>;
         const max = Math.max(...items.map(([, c]) => c));
         return (
@@ -372,7 +376,7 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
             {items.map(([k, c]) => (
               <div key={k} className={`text-sm ${onClick ? "cursor-pointer" : ""}`} onClick={() => onClick && onClick(k)}>
                 <div className="flex justify-between mb-0.5">
-                  <span className="text-gray-700 truncate mr-2">{k}</span>
+                  <span className="text-gray-700 truncate mr-2" title={k}>{label(k)}</span>
                   <span className="text-gray-500 tabular-nums">{fmtNum(c)}</span>
                 </div>
                 <div className="h-1.5 bg-gray-100 rounded">
@@ -385,7 +389,7 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
       }
 
       // ------------------------------------------------------------------ Overview page
-      function Overview({ version, openVertex, gotoVertices }) {
+      function Overview({ version, gotoVertices, gotoEdges }) {
         const [stats, setStats] = useState(null);
         const [error, setError] = useState(null);
         useEffect(() => {
@@ -421,29 +425,24 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
               </Card>
             </div>
             <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
-              <Card title={t("topVertices")}>
-                {stats.top_vertices.length === 0 ? (
-                  <div className="text-sm text-gray-400">{t("noData")}</div>
-                ) : (
-                  <RankList items={stats.top_vertices.map((v) => [fmtId(v.id), v.degree])}
-                    onClick={(k) => openVertex(stats.top_vertices.find((v) => fmtId(v.id) === k).id)} />
-                )}
+              <Card title={t("edgeTypes")}>
+                <RankList items={stats.edge_types} label={(k) => lbl("edge_type", k)} onClick={(t) => gotoEdges({ edge_type: t })} />
               </Card>
               <Card title={t("entityTypes")}>
-                <RankList items={stats.entity_types} onClick={(t) => gotoVertices({ entity_type: t })} />
+                <RankList items={stats.entity_types} label={(k) => lbl("entity_type", k)} onClick={(t) => gotoVertices({ entity_type: t })} />
               </Card>
               <Card title={t("attributeKeys")}>
                 <div className="text-xs font-semibold text-gray-500 mb-2 uppercase">{t("vertices")}</div>
                 <div className="flex flex-wrap gap-1.5 mb-4">
                   {stats.vertex_keys.map(([k, c]) => (
-                    <span key={k} className="text-xs px-2 py-0.5 rounded bg-gray-100 text-gray-700">{k} <span className="text-gray-400">{fmtNum(c)}</span></span>
+                    <span key={k} title={k} className="text-xs px-2 py-0.5 rounded bg-gray-100 text-gray-700">{lbl("key", k)} <span className="text-gray-400">{fmtNum(c)}</span></span>
                   ))}
                   {stats.vertex_keys.length === 0 && <span className="text-sm text-gray-400">{t("none")}</span>}
                 </div>
                 <div className="text-xs font-semibold text-gray-500 mb-2 uppercase">{t("hyperedges")}</div>
                 <div className="flex flex-wrap gap-1.5">
                   {stats.edge_keys.map(([k, c]) => (
-                    <span key={k} className="text-xs px-2 py-0.5 rounded bg-gray-100 text-gray-700">{k} <span className="text-gray-400">{fmtNum(c)}</span></span>
+                    <span key={k} title={k} className="text-xs px-2 py-0.5 rounded bg-gray-100 text-gray-700">{lbl("key", k)} <span className="text-gray-400">{fmtNum(c)}</span></span>
                   ))}
                   {stats.edge_keys.length === 0 && <span className="text-sm text-gray-400">{t("none")}</span>}
                 </div>
@@ -482,7 +481,7 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
               <Input placeholder={t("searchVertices")} value={search} onChange={(e) => setSearch(e.target.value)} className="w-72" />
               <Select value={filters.entity_type || ""} onChange={(e) => setFilters({ ...filters, entity_type: e.target.value, page: 1 })}>
                 <option value="">{t("allEntityTypes")}</option>
-                {types.map((t) => <option key={t} value={t}>{t}</option>)}
+                {types.map((t) => <option key={t} value={t}>{lbl("entity_type", t)}</option>)}
               </Select>
               <Select
                 value={`${filters.sort_by || "degree"}:${filters.sort_order || "desc"}`}
@@ -513,7 +512,7 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
                     <tr key={fmtId(v.id)} className="border-t border-gray-100 hover:bg-primary-50/50 cursor-pointer" onClick={() => openVertex(v.id)}>
                       <td className="px-3 py-2 font-medium text-gray-800 max-w-xs truncate">{fmtId(v.id)}</td>
                       <td className="px-3 py-2 tabular-nums">{v.degree}</td>
-                      <td className="px-3 py-2 text-gray-600 truncate max-w-[10rem]">{v.entity_type}</td>
+                      <td className="px-3 py-2 text-gray-600 truncate max-w-[10rem]" title={v.entity_type}>{lbl("entity_type", v.entity_type)}</td>
                       <td className="px-3 py-2 text-gray-500 font-mono text-xs truncate max-w-md">{v.preview}</td>
                     </tr>
                   ))}
@@ -658,11 +657,14 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
       }
 
       // ------------------------------------------------------------------ Hyperedge pages
-      function EdgesPage({ version, openEdge, onCreate, openVertex }) {
-        const [filters, setFilters] = useState({ page: 1, sort_by: "size", sort_order: "desc" });
-        const [search, setSearch] = useState("");
+      function EdgesPage({ version, filters, setFilters, openEdge, onCreate, openVertex }) {
+        const [search, setSearch] = useState(filters.search || "");
         const [result, setResult] = useState(null);
         const [error, setError] = useState(null);
+        const [types, setTypes] = useState([]);
+        useEffect(() => {
+          api("/api/admin/stats").then((s) => setTypes(s.edge_types.map(([t]) => t))).catch(() => {});
+        }, [version]);
         useEffect(() => {
           const t = setTimeout(() => search !== (filters.search || "") && setFilters({ ...filters, search, page: 1 }), 300);
           return () => clearTimeout(t);
@@ -677,6 +679,12 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
           <Card title={t("navEdges")} actions={<Button variant="primary" onClick={onCreate}>{t("newEdge")}</Button>}>
             <div className="flex flex-wrap gap-2 mb-4">
               <Input placeholder={t("searchEdges")} value={search} onChange={(e) => setSearch(e.target.value)} className="w-72" />
+              {(types.length > 0 || filters.edge_type) && (
+                <Select value={filters.edge_type || ""} onChange={(e) => setFilters({ ...filters, edge_type: e.target.value, page: 1 })}>
+                  <option value="">{t("allEdgeTypes")}</option>
+                  {types.map((ty) => <option key={ty} value={ty}>{lbl("edge_type", ty)}</option>)}
+                </Select>
+              )}
               <Select
                 value={`${filters.sort_by}:${filters.sort_order}`}
                 onChange={(e) => {
@@ -756,7 +764,7 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
                   onClick={() => !isSel(v.id) && setSelected([...selected, v.id])}
                 >
                   <span className="truncate">{fmtId(v.id)}</span>
-                  <span className="text-xs text-gray-400">{v.entity_type} · {t("deg", { n: v.degree })}</span>
+                  <span className="text-xs text-gray-400">{lbl("entity_type", v.entity_type)} · {t("deg", { n: v.degree })}</span>
                 </div>
               ))}
               {options.length === 0 && <div className="px-3 py-2 text-sm text-gray-400">{t("noMatch")}</div>}
@@ -940,17 +948,21 @@ <h3 className="font-semibold text-gray-800">{title}</h3>
         ["graph", "navGraph", "M9 20l-5.447-2.724A1 1 0 013 16.382V5.618a1 1 0 011.447-.894L9 7m0 13l6-3m-6 3V7m6 10l4.553 2.276A1 1 0 0021 18.382V7.618a1 1 0 00-.553-.894L15 4m0 13V4m0 0L9 7"],
       ];
 
+      const EDGE_FILTERS = { page: 1, sort_by: "size", sort_order: "desc" };
+
       function App() {
         const [page, setPage] = useState(() => location.hash.slice(1) || "overview");
         const [info, setInfo] = useState(null);
         const [version, setVersion] = useState(0);
         const [vertexFilters, setVertexFilters] = useState({ page: 1 });
+        const [edgeFilters, setEdgeFilters] = useState(EDGE_FILTERS);
         const [stack, setStack] = useState([]); // open detail modals: {type, id|vertices}
         const [modal, setModal] = useState(null); // "newVertex" | "newEdge"
         const [confirmState, setConfirmState] = useState(null);
         const [toasts, setToasts] = useState([]);
         const [lang, setLang] = useState(detectLang);
         currentLang = lang;
+        currentLabels = info?.labels || {};
         useEffect(() => {
           document.documentElement.lang = lang === "zh" ? "zh-CN" : "en";
           try { localStorage.setItem("hgdb-admin-lang", lang); } catch (e) {}
@@ -1054,15 +1066,17 @@ <h1 className="font-semibold text-gray-800">{title}</h1>
               </header>
               <div className={`flex-1 overflow-y-auto ${page === "graph" ? "" : "p-6"}`}>
                 {page === "overview" && (
-                  <Overview version={version} openVertex={openVertex}
-                    gotoVertices={(f) => { setVertexFilters({ page: 1, ...f }); setPage("vertices"); }} />
+                  <Overview version={version}
+                    gotoVertices={(f) => { setVertexFilters({ page: 1, ...f }); setPage("vertices"); }}
+                    gotoEdges={(f) => { setEdgeFilters({ ...EDGE_FILTERS, ...f }); setPage("edges"); }} />
                 )}
                 {page === "vertices" && (
                   <VerticesPage version={version} filters={vertexFilters} setFilters={setVertexFilters}
                     openVertex={openVertex} onCreate={() => setModal("newVertex")} />
                 )}
                 {page === "edges" && (
-                  <EdgesPage version={version} openEdge={openEdge} openVertex={openVertex} onCreate={() => setModal("newEdge")} />
+                  <EdgesPage version={version} filters={edgeFilters} setFilters={setEdgeFilters}
+                    openEdge={openEdge} openVertex={openVertex} onCreate={() => setModal("newEdge")} />
                 )}
                 {page === "data" && <DataPage info={info} onChanged={onChanged} notify={notify} confirm={confirm} save={save} />}
                 {page === "graph" && <iframe key={version} src="/viewer" className="w-full h-full border-0" />}
diff --git a/tests/test_admin.py b/tests/test_admin.py
index a078cbb..df33152 100644
--- a/tests/test_admin.py
+++ b/tests/test_admin.py
@@ -49,6 +49,11 @@ def test_info_and_stats(server):
     assert stats["max_degree"] == 2
     assert stats["edge_size_hist"] == [[2, 1], [4, 1]]
     assert stats["entity_types"][0] == ["person", 3]
+    assert stats["edge_types"] == []
+
+    server.hypergraph_db.update_e((1, 2), {"type": "social"})
+    _, stats = call(server, "/api/admin/stats")
+    assert stats["edge_types"] == [["social", 1]]
 
 
 def test_list_vertices_and_edges(server):
@@ -67,6 +72,10 @@ def test_list_vertices_and_edges(server):
     _, res = call(server, "/api/admin/edges?vertex=3")
     assert res["pagination"]["total"] == 1
 
+    server.hypergraph_db.update_e((1, 2), {"type": "social"})
+    _, res = call(server, "/api/admin/edges?edge_type=social")
+    assert [e["size"] for e in res["data"]] == [2]
+
 
 def test_vertex_crud(server):
     db = server.hypergraph_db
@@ -147,3 +156,30 @@ def test_vertex_search_ranks_id_matches_first(server):
     call(server, "/api/admin/vertex/upsert", {"create": True, "id": "bobby"})
     _, res = call(server, "/api/admin/vertices?search=bob")
     assert [v["id"] for v in res["data"]] == ["bobby", 2]
+
+
+def test_labels(tmp_path):
+    db = HypergraphDB(storage_file=tmp_path / "labeled.hgdb")
+    db.add_v(1, {"entity_type": "person"})
+    labels = {"zh": {"entity_type": {"person": "人物"}}}
+
+    # Default: <name>.labels.json next to the storage file, re-read on every /info
+    admin = HypergraphAdmin(db, port=0)
+    admin.start_server(open_browser=False)
+    try:
+        assert call(admin, "/api/admin/info")[1]["labels"] == {}
+        (tmp_path / "labeled.labels.json").write_text(json.dumps(labels), encoding="utf-8")
+        assert call(admin, "/api/admin/info")[1]["labels"] == labels
+        (tmp_path / "labeled.labels.json").write_text("not json", encoding="utf-8")
+        assert call(admin, "/api/admin/info")[1]["labels"] == {}
+    finally:
+        admin.stop_server()
+
+    # Explicit labels win over the file
+    explicit = {"en": {"key": {"entity_type": "Kind"}}}
+    admin = HypergraphAdmin(db, port=0, labels=explicit)
+    admin.start_server(open_browser=False)
+    try:
+        assert call(admin, "/api/admin/info")[1]["labels"] == explicit
+    finally:
+        admin.stop_server()

From 8f23aa408c916e236f1bee60f429b983ab4c3784 Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Fri, 16 Oct 2026 18:17:31 +0800
Subject: [PATCH 05/11] refactor(viewer): load @antv/g6 5.0.49 from unpkg
 instead of the custom g6.min.js
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- G6 改从 unpkg 加载固定版本，不再依赖 http://hub.dappwind.com 上的定制构建
- 内联 HoverBubbleSets 插件（与 HypergraphViewer、Hyper-RAG web-ui 同一实现），
  在原版 BubbleSets 上补齐：轮廓转发悬停 / 点击事件、布局中隐藏、首次渲染前销毁
  不抛异常、配置更新后立即应用样式；注册为 'hover-bubble-sets'
- 换数据时 destroy 旧图（clear 后力导布局仍在迭代会报 Node not found），
  首次渲染前销毁抛异常时补销毁画布

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/templates/hypergraph_viewer.html | 142 ++++++++++++++++++-----
 1 file changed, 116 insertions(+), 26 deletions(-)

diff --git a/hyperdb/templates/hypergraph_viewer.html b/hyperdb/templates/hypergraph_viewer.html
index 2663e3f..d91f95e 100644
--- a/hyperdb/templates/hypergraph_viewer.html
+++ b/hyperdb/templates/hypergraph_viewer.html
@@ -4,10 +4,8 @@
     <meta charset="UTF-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>Hypergraph Visualization</title>
-    <!-- <script src="https://unpkg.com/@antv/g6@5/dist/g6.min.js"></script> -->
-    <!-- Using modified g6 -->
-    <script src="http://hub.dappwind.com/static/g6.min.js"></script>
-    <!-- <script src="./g6.min.js"></script> -->
+    <!-- npm 版 G6，超边轮廓交互由下方 HoverBubbleSets 插件补齐 -->
+    <script src="https://unpkg.com/@antv/g6@5.0.49/dist/g6.min.js"></script>
     <script src="https://unpkg.com/react@18/umd/react.production.min.js"></script>
     <script src="https://unpkg.com/react-dom@18/umd/react-dom.production.min.js"></script>
     <script src="https://unpkg.com/@babel/standalone/babel.min.js"></script>
@@ -27,7 +25,109 @@
 
     <script type="text/babel">
       const { useState, useEffect, useLayoutEffect, useMemo, useRef } = React;
-      const { Graph } = window.G6;
+      const { Graph, BubbleSets, CommonEvent, ExtensionCategory, GraphEvent, register } = window.G6;
+
+      // ------------------------------------------------------------------ hover-bubble-sets
+      // 可交互的 bubble-sets 插件（与 HypergraphViewer、Hyper-RAG web-ui 同一实现），在原版 BubbleSets 上补齐：
+      // - 超边轮廓接收鼠标事件，在 graph 上派发 pointerover / pointermove / pointerleave / click，
+      //   事件的 targetType 为 'bubble-sets'，target 为该插件的 options（含 key、members 与调用方附加的数据）；
+      // - 布局进行中隐藏轮廓，布局结束后按节点新位置重画；
+      // - 首次渲染完成前被销毁时不再因 shape 为空而抛异常；
+      // - 配置更新（graph.setPlugins，如点击高亮改透明度）后立即应用到已画好的轮廓，原版 update 只合并配置、不重画。
+      const HOVER_BUBBLE_SETS = "hover-bubble-sets";
+      const BUBBLE_SETS_TARGET = "bubble-sets";
+      const SHAPE_EVENTS = [
+        CommonEvent.POINTER_OVER,
+        CommonEvent.POINTER_MOVE,
+        CommonEvent.POINTER_LEAVE,
+        CommonEvent.CLICK,
+      ];
+
+      class HoverBubbleSets extends BubbleSets {
+        constructor(context, options) {
+          super(context, { zIndex: -1, pointerEvents: "all", ...options });
+          this.layouting = false;
+          this.boundKey = null;
+          this.onBeforeLayout = () => {
+            this.layouting = true;
+            this.setContourVisible(false);
+          };
+          this.onAfterLayout = () => {
+            this.layouting = false;
+            this.drawBubbleSets();
+          };
+          this.forward = (event) => {
+            this.context.graph.emit(event.type, {
+              ...event,
+              target: { ...this.options, id: this.options.key, options: this.options },
+              targetType: BUBBLE_SETS_TARGET,
+              originalTarget: event.target,
+            });
+          };
+          const { graph } = this.context;
+          // 基类构造时已把原始 drawBubbleSets 绑定到 AFTER_RENDER，换成带事件绑定的版本
+          graph.off(GraphEvent.AFTER_RENDER, this.drawBubbleSets);
+          const baseDraw = this.drawBubbleSets;
+          this.drawBubbleSets = () => {
+            // 成员不变时基类会复用缓存路径；布局移动了节点，必须重算
+            this.init();
+            baseDraw();
+            this.bindShapeEvents();
+            this.setContourVisible(!this.layouting);
+          };
+          graph.on(GraphEvent.AFTER_RENDER, this.drawBubbleSets);
+          graph.on(GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
+          graph.on(GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
+        }
+
+        update(options) {
+          super.update(options);
+          // 只更新样式（路径 d 不在 style 中，保持不变），不重算轮廓
+          if (this.shape && !this.shape.destroyed) this.shape.update(this.parseOptions().style);
+        }
+
+        setContourVisible(visible) {
+          if (this.shape) this.shape.style.visibility = visible ? "visible" : "hidden";
+        }
+
+        bindShapeEvents() {
+          const key = this.shape?.shapeMap?.key;
+          if (!key || key === this.boundKey) return;
+          this.unbindShapeEvents();
+          key.style.pointerEvents = "all";
+          SHAPE_EVENTS.forEach((type) => key.addEventListener(type, this.forward));
+          this.boundKey = key;
+        }
+
+        unbindShapeEvents() {
+          if (!this.boundKey) return;
+          SHAPE_EVENTS.forEach((type) => this.boundKey.removeEventListener(type, this.forward));
+          this.boundKey = null;
+        }
+
+        destroy() {
+          const { graph } = this.context;
+          graph.off(GraphEvent.AFTER_RENDER, this.drawBubbleSets);
+          graph.off(GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
+          graph.off(GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
+          this.unbindShapeEvents();
+          if (!this.shape) this.shape = { destroy: () => undefined };
+          super.destroy();
+        }
+      }
+
+      register(ExtensionCategory.PLUGIN, HOVER_BUBBLE_SETS, HoverBubbleSets);
+
+      // 首次渲染完成前销毁（换数据）时，G6 在销毁元素层时抛异常；此时插件、交互、布局已销毁，补上画布销毁即可
+      const destroyGraph = (graph) => {
+        if (graph.destroyed) return;
+        try {
+          graph.destroy();
+        } catch (e) {
+          graph.context.canvas?.destroy();
+          graph.destroyed = true;
+        }
+      };
 
       // API base path
       const API_BASE = window.location.origin;
@@ -433,7 +533,7 @@
           const { source, target, ...rest } = edge;
           return hyperedge({ ...rest, members: [source, target] });
         }
-        if (e.targetType === "bubble-sets") {
+        if (e.targetType === BUBBLE_SETS_TARGET) {
           const { edge = {}, members } = e.target.options || {};
           return hyperedge({
             ...edge,
@@ -445,7 +545,7 @@
 
       // 点击选中的超边（轮廓或连线）→ { key, members, item }；null 表示未选中
       const selectionOf = (e, data) => {
-        if (e.targetType === "bubble-sets") {
+        if (e.targetType === BUBBLE_SETS_TARGET) {
           const { key, edge = {}, members } = e.target.options || {};
           const list = Array.isArray(members) ? members : [];
           return { key, members: list, item: { ...edge, members: list } };
@@ -476,7 +576,7 @@
         graph.setElementState(states, false);
         graph.setPlugins((plugins) =>
           plugins.map((p) =>
-            p.type !== "bubble-sets"
+            p.type !== HOVER_BUBBLE_SETS
               ? p
               : {
                   ...p,
@@ -702,7 +802,7 @@
 
               plugins.push({
                 key: `bubble-sets-${key}`,
-                type: "bubble-sets",
+                type: HOVER_BUBBLE_SETS,
                 members: nodes,
                 weight: edge.weight || nodes.length,
                 description: edge.description || edge.summary || "",
@@ -791,14 +891,6 @@
         useEffect(() => {
           if (!graphDataFormatted || !containerRef.current) return;
 
-          // Destroy previous graph instance and clear canvas
-          if (graphRef.current && !graphRef.current.destroyed) {
-            graphRef.current.clear();
-            if (containerRef.current) {
-              containerRef.current.innerHTML = "";
-            }
-          }
-
           const graph = new Graph({
             container: containerRef.current,
             width: containerRef.current.offsetWidth,
@@ -814,7 +906,8 @@
           });
 
           graphRef.current = graph;
-          graphRef.current.render();
+          // 实例在布局迭代中被销毁（换数据）时 render 会 reject
+          graph.render().catch(() => {});
 
           // 点击超边：选中并高亮；再点同一条或点空白处取消
           graph.on("click", (e) => {
@@ -828,7 +921,7 @@
           });
 
           graph.on("pointermove", (e) => {
-            if (e.targetType === "bubble-sets" && !selectedRef.current) {
+            if (e.targetType === BUBBLE_SETS_TARGET && !selectedRef.current) {
               const target = e.target.options;
               const newHyperedge = {
                 ...target.edge,
@@ -867,7 +960,7 @@
 
           // Add window resize listener
           const handleResize = () => {
-            if (graphRef.current && containerRef.current) {
+            if (graphRef.current && !graphRef.current.destroyed && containerRef.current) {
               graphRef.current.setSize(
                 containerRef.current.offsetWidth,
                 containerRef.current.offsetHeight
@@ -879,12 +972,9 @@
 
           return () => {
             window.removeEventListener("resize", handleResize);
-            if (graphRef.current && !graphRef.current.destroyed) {
-              graphRef.current.clear();
-            }
-            if (containerRef.current) {
-              containerRef.current.innerHTML = "";
-            }
+            // 销毁而不是 clear：clear 后力导布局仍在迭代，会更新已不存在的节点而报错
+            graphRef.current = null;
+            destroyGraph(graph);
             setHoverHyperedge(null);
             setTip(null);
             selectedRef.current = null;

From 7a38e68adf3e65b1ec1621c31aa04af9c9378b7c Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Sat, 17 Oct 2026 00:08:34 +0800
Subject: [PATCH 06/11] feat(viewer): HypergraphLayout for hypergraph mode;
 node-only bubble sets without label overlap
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- 新增 templates/hypergraph_layout.js（由 G6 仓库 hypergraph/build-hypergraph-layout.mjs 生成的全局版），
  draw.py 以静态路由 /hypergraph_layout.js 提供；脚本未加载时退回 force 布局
- 以选中实体为中心，节点间距 50、标签防重叠；bubble-sets edgeR0 30 / edgeR1 50
- 关闭动画：animate 不是 G6 v5 选项，改为 animation: false

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/draw.py                          |   9 +
 hyperdb/templates/hypergraph_layout.js   | 851 +++++++++++++++++++++++
 hyperdb/templates/hypergraph_viewer.html |  53 +-
 tests/test_admin.py                      |   7 +
 4 files changed, 907 insertions(+), 13 deletions(-)
 create mode 100644 hyperdb/templates/hypergraph_layout.js

diff --git a/hyperdb/draw.py b/hyperdb/draw.py
index 10e8b58..3ae8791 100644
--- a/hyperdb/draw.py
+++ b/hyperdb/draw.py
@@ -40,6 +40,11 @@ def do_GET(self):
             self.end_headers()
             self.wfile.write(self._get_html_template().encode("utf-8"))
 
+        elif path == "/hypergraph_layout.js":
+            self.send_header("Content-type", "application/javascript; charset=utf-8")
+            self.end_headers()
+            self.wfile.write(self._read_static("hypergraph_layout.js"))
+
         elif path == "/api/database/info":
             self.send_header("Content-type", "application/json; charset=utf-8")
             self.end_headers()
@@ -205,6 +210,10 @@ def _get_graph_data(self, vertex_id: str) -> Dict[str, Any]:
 
         return {"vertices": vertices_data, "edges": edges_data}
 
+    def _read_static(self, name: str) -> bytes:
+        """Read a static file shipped in the templates directory"""
+        return (Path(__file__).parent / "templates" / name).read_bytes()
+
     def _get_html_template(self) -> str:
         """Get HTML template without embedded data"""
         template_path = Path(__file__).parent / "templates" / "hypergraph_viewer.html"
diff --git a/hyperdb/templates/hypergraph_layout.js b/hyperdb/templates/hypergraph_layout.js
new file mode 100644
index 0000000..cc044c1
--- /dev/null
+++ b/hyperdb/templates/hypergraph_layout.js
@@ -0,0 +1,851 @@
+/**
+ * 超图布局（浏览器全局版）/ Hypergraph layout (browser global build)
+ *
+ * 由 G6 仓库 hypergraph/build-hypergraph-layout.mjs 生成，请勿手改。
+ * 在 G6 UMD 包（window.G6）之后以 <script> 引入，加载后自动注册为 'hypergraph' 布局，并暴露 window.HypergraphLayout；
+ * 同时覆盖注册 'bubble-sets'，支持 memberBoundsType: 'key'（只圈节点、不包裹标签），并暴露 window.KeyBoundsBubbleSets 供继承。
+ * Generated, do not edit. Load after the G6 UMD bundle; registers the 'hypergraph' layout and exposes window.HypergraphLayout,
+ * and re-registers 'bubble-sets' with support for memberBoundsType: 'key' (wrap nodes only, not labels), exposing window.KeyBoundsBubbleSets to extend.
+ */
+(function (G6) {
+  const { BaseLayout } = G6;
+const parseSize = (size = 0) => {
+    if (typeof size === 'number')
+        return [size, size, size];
+    const [x, y = x, z = x] = size;
+    return [x, y, z];
+};
+const ALPHA_MIN = 0.001;
+/**
+ * <zh/> 超图布局
+ *
+ * <en/> Hypergraph layout
+ * @remarks
+ * <zh/> 基于力导向的超图布局，让同一超边连接的节点尽量聚在一起，便于配合 bubble-sets 绘制超边。每条超边（3 个及以上成员）被展开为一个虚拟中心点，成员通过弹簧与之相连（星形展开）；非成员节点被推出超边成员的凸包（同属某个更大超边的节点除外），不同超边之间按共享成员的多少相互排斥。2 元超边直接作为弹簧，并把非成员节点推离其连线。
+ *
+ * <en/> A force-directed hypergraph layout that keeps the members of a hyperedge close together, to be drawn with bubble-sets. Each hyperedge with 3 or more members is expanded into a virtual center node linked to its members by springs (star expansion); non-member nodes are pushed out of the members' convex hull (unless they share a larger hyperedge containing it), and hyperedges repel each other according to how few members they share. 2-member hyperedges act as plain springs that also push non-members off their segment.
+ */
+class HypergraphLayout extends BaseLayout {
+    constructor() {
+        super(...arguments);
+        this.id = 'hypergraph';
+        this.resolvedOptions = { type: 'hypergraph' };
+        /**
+         * <zh/> 执行若干次迭代，未指定次数时迭代至收敛
+         *
+         * <en/> Run several iterations, until convergence when no count is given
+         * @param iterations - <zh/> 迭代次数 | <en/> iterations
+         * @returns <zh/> 当前布局结果 | <en/> current layout result
+         */
+        this.tick = (iterations) => {
+            const sim = this.simulation;
+            if (!sim)
+                return { nodes: [] };
+            const limit = iterations !== null && iterations !== void 0 ? iterations : Infinity;
+            for (let i = 0; i < limit && sim.alpha >= ALPHA_MIN; i++)
+                step(sim, this.resolvedOptions);
+            if (sim.alpha < ALPHA_MIN)
+                settle(sim);
+            return this.output();
+        };
+        this.stop = () => {
+            if (this.timer !== undefined)
+                clearTimeout(this.timer);
+            this.timer = undefined;
+        };
+    }
+    async execute(model, options) {
+        this.stop();
+        const opts = Object.assign({}, HypergraphLayout.defaultOptions, this.options, options);
+        this.resolvedOptions = opts;
+        this.simulation = initSimulation(model, opts);
+        const { onTick, ticksPerFrame = 3 } = opts;
+        if (!onTick) {
+            this.tick();
+            return this.output();
+        }
+        return new Promise((resolve) => {
+            const frame = () => {
+                const sim = this.simulation;
+                for (let i = 0; i < ticksPerFrame && sim.alpha >= ALPHA_MIN; i++)
+                    step(sim, this.resolvedOptions);
+                if (sim.alpha < ALPHA_MIN)
+                    settle(sim);
+                const data = this.output();
+                onTick(data);
+                if (sim.alpha < ALPHA_MIN) {
+                    this.timer = undefined;
+                    resolve(data);
+                }
+                else
+                    this.timer = setTimeout(frame, 16);
+            };
+            this.timer = setTimeout(frame, 0);
+        });
+    }
+    output() {
+        const sim = this.simulation;
+        if (!sim)
+            return { nodes: [] };
+        return { nodes: sim.ids.map((id, i) => ({ id, style: { x: sim.x[i], y: sim.y[i] } })) };
+    }
+}
+HypergraphLayout.defaultOptions = {
+    nodeSize: 20,
+    nodeSpacing: 10,
+    preventLabelOverlap: false,
+    labelFontSize: 12,
+    labelPlacement: 'bottom',
+    labelPadding: 4,
+    radiusFactor: 0.6,
+    attraction: 1,
+    repulsion: 1,
+    exclusion: 1,
+    hyperedgeRepulsion: 1,
+    gravity: 0.05,
+    iterations: 300,
+    ticksPerFrame: 3,
+    velocityDecay: 0.4,
+    seed: 1,
+};
+/**
+ * <zh/> 可复现的伪随机数（mulberry32）
+ *
+ * <en/> Reproducible pseudo random numbers (mulberry32)
+ * @param seed - <zh/> 种子 | <en/> seed
+ * @returns <zh/> 随机数生成器 | <en/> random number generator
+ */
+function createRandom(seed) {
+    let a = seed >>> 0;
+    return () => {
+        a = (a + 0x6d2b79f5) >>> 0;
+        let t = a;
+        t = Math.imul(t ^ (t >>> 15), t | 1);
+        t ^= t + Math.imul(t ^ (t >>> 7), t | 61);
+        return ((t ^ (t >>> 14)) >>> 0) / 4294967296;
+    };
+}
+function resolveHyperedges(model, options) {
+    const { hyperedges = [] } = options;
+    const edges = (model.edges || []).map((edge) => ({ id: edge.id, members: [edge.source, edge.target] }));
+    return [...(typeof hyperedges === 'function' ? hyperedges(model) : hyperedges), ...edges];
+}
+/**
+ * <zh/> 贪心排序超边，使共享成员多的超边相邻
+ *
+ * <en/> Greedily order hyperedges so that the ones sharing more members are adjacent
+ * @param sets - <zh/> 各超边的成员 | <en/> members of each hyperedge
+ * @param shared - <zh/> 查询两条超边共享的成员数 | <en/> number of members shared by two hyperedges
+ * @returns <zh/> 排序后的超边下标 | <en/> ordered hyperedge indices
+ */
+function orderByOverlap(sets, shared) {
+    const rest = new Set(sets.map((_, i) => i));
+    const order = [];
+    const largest = () => [...rest].reduce((a, b) => (sets[b].length > sets[a].length ? b : a));
+    let current = rest.size ? largest() : -1;
+    while (current !== -1) {
+        order.push(current);
+        rest.delete(current);
+        if (!rest.size)
+            break;
+        let next = -1;
+        let best = 0;
+        rest.forEach((candidate) => {
+            const score = shared(current, candidate) / Math.min(sets[current].length, sets[candidate].length);
+            if (score > best || (score === best && next !== -1 && sets[candidate].length > sets[next].length)) {
+                best = score;
+                next = candidate;
+            }
+        });
+        current = best > 0 ? next : largest();
+    }
+    return order;
+}
+function initSimulation(model, options) {
+    var _a;
+    const { nodeSize = 20, nodeSpacing = 10, radiusFactor = 0.6, centerNode, center, width = 0, height = 0, iterations = 300, seed = 1, preventLabelOverlap = false, } = options;
+    const random = createRandom(seed);
+    const nodes = model.nodes || [];
+    const n = nodes.length;
+    const ids = nodes.map((node) => node.id);
+    const indexOf = new Map(ids.map((id, i) => [id, i]));
+    const sizeOf = typeof nodeSize === 'function' ? nodeSize : () => nodeSize;
+    const diameter = nodes.reduce((max, node) => {
+        const [w, h] = parseSize(sizeOf(node));
+        return Math.max(max, w, h);
+    }, 0);
+    const spacing = diameter + nodeSpacing;
+    const [cx, cy] = center || [width / 2, height / 2];
+    const radius = Float64Array.from(nodes, (node) => Math.max(...parseSize(sizeOf(node))) / 2);
+    const labels = preventLabelOverlap ? measureLabels(nodes, radius, options) : null;
+    let reach = diameter / 2;
+    if (labels) {
+        for (let i = 0; i < n; i++) {
+            const [dx, dy, hw, hh] = labels.subarray(i * 4, i * 4 + 4);
+            reach = Math.max(reach, Math.abs(dx) + hw, Math.abs(dy) + hh);
+        }
+    }
+    // 去重并剔除不在图中的成员 / Dedupe and drop members not in the graph
+    const memberSets = [];
+    const seen = new Set();
+    resolveHyperedges(model, options).forEach(({ members }) => {
+        const indices = [...new Set(members.map((id) => indexOf.get(id)).filter((i) => i !== undefined))];
+        if (indices.length < 2)
+            return;
+        indices.sort((a, b) => a - b);
+        const key = indices.join(',');
+        if (seen.has(key))
+            return;
+        seen.add(key);
+        memberSets.push(Int32Array.from(indices));
+    });
+    const hubSets = memberSets.filter((set) => set.length > 2);
+    const pairSets = memberSets.filter((set) => set.length === 2);
+    const degree = new Float64Array(n);
+    const hubsOf = Array.from({ length: n }, () => []);
+    hubSets.forEach((set, h) => set.forEach((v) => (degree[v]++, hubsOf[v].push(h))));
+    pairSets.forEach(([u, v]) => (degree[u]++, degree[v]++));
+    // 超边两两共享的成员数 / Members shared by each pair of hubs
+    const hubCount = hubSets.length;
+    const sharedCount = new Map();
+    hubsOf.forEach((list) => {
+        for (let a = 0; a < list.length; a++) {
+            for (let b = a + 1; b < list.length; b++) {
+                const key = list[a] * hubCount + list[b];
+                sharedCount.set(key, (sharedCount.get(key) || 0) + 1);
+            }
+        }
+    });
+    const shared = (a, b) => sharedCount.get(Math.min(a, b) * hubCount + Math.max(a, b)) || 0;
+    const hubWeights = new Float64Array(hubCount * hubCount);
+    for (let a = 0; a < hubCount; a++) {
+        for (let b = a + 1; b < hubCount; b++) {
+            const weight = 1 - shared(a, b) / Math.min(hubSets[a].length, hubSets[b].length);
+            hubWeights[a * hubCount + b] = hubWeights[b * hubCount + a] = weight;
+        }
+    }
+    const hubParents = hubSets.map((set, a) => hubSets.map((_, b) => b).filter((b) => b !== a && shared(a, b) === set.length));
+    const pairParents = pairSets.map(([u, v]) => hubsOf[u].filter((h) => hubsOf[v].includes(h)));
+    const hubs = hubSets.map((members) => {
+        const radius = radiusFactor * spacing * Math.sqrt(members.length);
+        return { members, radius, rest: radius * 0.65, x: cx, y: cy, vx: 0, vy: 0 };
+    });
+    // 初始化：超边中心沿螺旋线（或绕中心节点的环）依次排布，共享成员多的超边相邻
+    // Init: hub centers are laid along a spiral (or a ring around the center node), with overlapping hubs adjacent
+    const x = new Float64Array(n);
+    const y = new Float64Array(n);
+    const placed = new Uint8Array(n);
+    const fixed = centerNode !== undefined ? ((_a = indexOf.get(centerNode)) !== null && _a !== void 0 ? _a : -1) : -1;
+    const order = orderByOverlap(hubSets, shared);
+    if (fixed !== -1) {
+        x[fixed] = cx;
+        y[fixed] = cy;
+        placed[fixed] = 1;
+        // 每条超边占据一段角度，2 元超边的另一端作为花瓣上的叶子 / Each hyperedge takes an angular slot
+        const leaves = pairSets.filter((set) => set[0] === fixed || set[1] === fixed).map(([u, v]) => (u === fixed ? v : u));
+        const slots = [
+            ...order.map((h) => ({ hub: h, leaf: -1, width: 2 * hubs[h].radius })),
+            ...leaves.map((leaf) => ({ hub: -1, leaf, width: spacing })),
+        ];
+        const total = slots.reduce((sum, slot) => sum + slot.width, 0) || 1;
+        let angle = 0;
+        slots.forEach((slot) => {
+            const theta = ((angle + slot.width / 2) / total) * Math.PI * 2;
+            angle += slot.width;
+            if (slot.hub !== -1) {
+                const hub = hubs[slot.hub];
+                const distance = Math.max(hub.rest, (total / (Math.PI * 2)) * 0.5);
+                hub.x = cx + Math.cos(theta) * distance;
+                hub.y = cy + Math.sin(theta) * distance;
+            }
+            else if (!hubsOf[slot.leaf].length) {
+                const distance = Math.max(spacing * 1.5, total / (Math.PI * 2));
+                x[slot.leaf] = cx + Math.cos(theta) * distance;
+                y[slot.leaf] = cy + Math.sin(theta) * distance;
+                placed[slot.leaf] = 1;
+            }
+        });
+    }
+    else {
+        // 阿基米德螺线，按弧长依次放置 / Archimedean spiral, placed by arc length
+        const gap = (spacing * 3) / (Math.PI * 2);
+        let theta = 0;
+        order.forEach((h, i) => {
+            const hub = hubs[h];
+            if (i > 0)
+                theta += (2 * hub.radius) / Math.max(gap * theta, hub.radius);
+            hub.x = cx + gap * theta * Math.cos(theta);
+            hub.y = cy + gap * theta * Math.sin(theta);
+        });
+    }
+    // 节点放在其所属超边中心的均值附近 / Nodes start around the mean of their hub centers
+    for (let v = 0; v < n; v++) {
+        if (placed[v] || !hubsOf[v].length)
+            continue;
+        let sx = 0;
+        let sy = 0;
+        let r = Infinity;
+        hubsOf[v].forEach((h) => {
+            sx += hubs[h].x;
+            sy += hubs[h].y;
+            r = Math.min(r, hubs[h].radius);
+        });
+        const angle = random() * Math.PI * 2;
+        const distance = Math.sqrt(random()) * r * 0.8;
+        x[v] = sx / hubsOf[v].length + Math.cos(angle) * distance;
+        y[v] = sy / hubsOf[v].length + Math.sin(angle) * distance;
+        placed[v] = 1;
+    }
+    // 只通过 2 元超边相连的节点，沿已放置的邻居逐层展开 / Nodes linked only by pairs grow out from placed neighbors
+    const neighbors = Array.from({ length: n }, () => []);
+    pairSets.forEach(([u, v]) => (neighbors[u].push(v), neighbors[v].push(u)));
+    const queue = [];
+    for (let v = 0; v < n; v++)
+        if (placed[v])
+            queue.push(v);
+    const spread = spacing * Math.sqrt(n);
+    for (let v = 0; v < n || queue.length;) {
+        if (!queue.length) {
+            while (v < n && placed[v])
+                v++;
+            if (v >= n)
+                break;
+            const angle = random() * Math.PI * 2;
+            const distance = Math.sqrt(random()) * spread;
+            x[v] = cx + Math.cos(angle) * distance;
+            y[v] = cy + Math.sin(angle) * distance;
+            placed[v] = 1;
+            queue.push(v);
+        }
+        const u = queue.shift();
+        neighbors[u].forEach((w) => {
+            if (placed[w])
+                return;
+            const angle = random() * Math.PI * 2;
+            x[w] = x[u] + Math.cos(angle) * spacing * 1.5;
+            y[w] = y[u] + Math.sin(angle) * spacing * 1.5;
+            placed[w] = 1;
+            queue.push(w);
+        });
+    }
+    const pairs = new Int32Array(pairSets.length * 2);
+    pairSets.forEach(([u, v], i) => ((pairs[i * 2] = u), (pairs[i * 2 + 1] = v)));
+    return {
+        ids,
+        x,
+        y,
+        vx: new Float64Array(n),
+        vy: new Float64Array(n),
+        degree,
+        hubs,
+        pairs,
+        hubWeights,
+        hubsOf,
+        hubParents,
+        pairParents,
+        radius,
+        labels,
+        reach,
+        settled: false,
+        fixed,
+        spacing,
+        cx,
+        cy,
+        alpha: 1,
+        alphaDecay: 1 - Math.pow(ALPHA_MIN, 1 / Math.max(1, iterations)),
+    };
+}
+/**
+ * <zh/> 均匀网格，用于邻域查询
+ *
+ * <en/> Uniform grid for neighborhood queries
+ */
+class Grid {
+    constructor(x, y, size) {
+        this.x = x;
+        this.y = y;
+        this.size = size;
+        this.cells = new Map();
+        for (let i = 0; i < x.length; i++) {
+            const key = this.key(Math.floor(x[i] / size), Math.floor(y[i] / size));
+            const cell = this.cells.get(key);
+            if (cell)
+                cell.push(i);
+            else
+                this.cells.set(key, [i]);
+        }
+    }
+    key(i, j) {
+        return (i + 32768) * 65536 + (j + 32768);
+    }
+    /**
+     * <zh/> 遍历包围盒内的点
+     *
+     * <en/> Visit points within a bounding box
+     * @param x0 - <zh/> 左 | <en/> left
+     * @param y0 - <zh/> 上 | <en/> top
+     * @param x1 - <zh/> 右 | <en/> right
+     * @param y1 - <zh/> 下 | <en/> bottom
+     * @param visit - <zh/> 回调 | <en/> callback
+     */
+    query(x0, y0, x1, y1, visit) {
+        var _a;
+        const { size } = this;
+        for (let i = Math.floor(x0 / size); i <= Math.floor(x1 / size); i++) {
+            for (let j = Math.floor(y0 / size); j <= Math.floor(y1 / size); j++) {
+                (_a = this.cells.get(this.key(i, j))) === null || _a === void 0 ? void 0 : _a.forEach(visit);
+            }
+        }
+    }
+}
+function step(sim, options) {
+    const { attraction = 1, repulsion = 1, exclusion = 1, hyperedgeRepulsion = 1, gravity = 0.05, velocityDecay = 0.4, } = options;
+    const { x, y, vx, vy, degree, hubs, pairs, hubWeights, hubsOf, hubParents, pairParents, spacing, cx, cy, fixed } = sim;
+    const sharesParent = (v, parents) => parents.some((p) => hubsOf[v].includes(p));
+    const n = x.length;
+    const alpha = sim.alpha;
+    const pairRest = spacing * 1.5;
+    // ① 成员 ↔ 超边中心弹簧 / member ↔ hub springs
+    hubs.forEach((hub) => {
+        const size = hub.members.length;
+        hub.members.forEach((v) => {
+            let dx = hub.x + hub.vx - x[v] - vx[v];
+            let dy = hub.y + hub.vy - y[v] - vy[v];
+            const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
+            const l = ((d - hub.rest) / d) * alpha * (attraction / Math.min(degree[v], size));
+            const bias = size / (size + degree[v]);
+            dx *= l;
+            dy *= l;
+            vx[v] += dx * bias;
+            vy[v] += dy * bias;
+            hub.vx -= dx * (1 - bias);
+            hub.vy -= dy * (1 - bias);
+        });
+    });
+    // 2 元超边弹簧 / springs of 2-member hyperedges
+    for (let i = 0; i < pairs.length; i += 2) {
+        const u = pairs[i];
+        const v = pairs[i + 1];
+        let dx = x[v] + vx[v] - x[u] - vx[u];
+        let dy = y[v] + vy[v] - y[u] - vy[u];
+        const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
+        const l = ((d - pairRest) / d) * alpha * (attraction / Math.min(degree[u], degree[v]));
+        const bias = degree[u] / (degree[u] + degree[v]);
+        dx *= l;
+        dy *= l;
+        vx[v] -= dx * bias;
+        vy[v] -= dy * bias;
+        vx[u] += dx * (1 - bias);
+        vy[u] += dy * (1 - bias);
+    }
+    // ② 节点排斥 + 碰撞（截断距离内） / node repulsion + collision within a cutoff
+    const range = spacing * 4;
+    const grid = new Grid(x, y, range);
+    const charge = repulsion * spacing * spacing * 0.5;
+    for (let i = 0; i < n; i++) {
+        grid.query(x[i] - range, y[i] - range, x[i] + range, y[i] + range, (j) => {
+            if (j <= i)
+                return;
+            let dx = x[j] - x[i];
+            let dy = y[j] - y[i];
+            let d2 = dx * dx + dy * dy;
+            if (d2 > range * range)
+                return;
+            if (d2 < 1e-6) {
+                dx = (i - j) * 1e-3;
+                dy = 1e-3;
+                d2 = dx * dx + dy * dy;
+            }
+            const d = Math.sqrt(d2);
+            let f = (charge * alpha) / d2;
+            // 重叠时与 alpha 无关地强制分开 / Overlapping nodes are pushed apart regardless of alpha
+            if (d < spacing)
+                f += (spacing - d) * 0.35;
+            const fx = (dx / d) * f;
+            const fy = (dy / d) * f;
+            vx[i] -= fx;
+            vy[i] -= fy;
+            vx[j] += fx;
+            vy[j] += fy;
+        });
+    }
+    // 标签碰撞：标签之间、标签与节点之间互相推开。强度随 (1 - alpha)² 渐入：开始时节点都挤在一起，
+    // 满强度的标签碰撞像一股很大的随机斥力，会把节点推进别的超边轮廓（30 个子图上入侵数约翻倍）；
+    // 收敛后的 settle 再清理剩余重叠
+    // label collision: labels keep off each other and off nodes. Phased in by (1 - alpha)²: at the start every
+    // node is crowded, and a full-strength label push acts like a large random repulsion that shoves nodes into
+    // other hyperedges (about twice the intrusions over 30 subgraphs); settle() removes what is left after convergence
+    const labelWeight = (1 - alpha) * (1 - alpha);
+    if (sim.labels && labelWeight > 0) {
+        forEachBoxOverlap(sim, grid, (i, j, ox, oy) => {
+            vx[i] -= ox * labelWeight;
+            vy[i] -= oy * labelWeight;
+            vx[j] += ox * labelWeight;
+            vy[j] += oy * labelWeight;
+        });
+    }
+    // ③ 非成员排斥：将非成员推出超边成员的凸包（外扩 margin），即 bubble-sets 轮廓所在区域
+    // exclusion: push non-members out of the members' convex hull grown by a margin, where the bubble-sets contour lies
+    const mark = new Int32Array(n);
+    const margin = spacing * 0.75;
+    hubs.forEach((hub, h) => {
+        // 成员尚未聚拢时凸包几乎覆盖全图，推开非成员既无意义又会退化为 O(N)，等聚拢后再生效
+        // While members are still scattered the hull spans the whole layout: skip until they gather
+        let extent = 0;
+        hub.members.forEach((v) => {
+            mark[v] = h + 1;
+            extent = Math.max(extent, Math.abs(x[v] - hub.x), Math.abs(y[v] - hub.y));
+        });
+        if (extent > hub.radius * 2.5)
+            return;
+        const polygon = convexHull(hub.members, x, y);
+        let x0 = Infinity;
+        let y0 = Infinity;
+        let x1 = -Infinity;
+        let y1 = -Infinity;
+        for (let i = 0; i < polygon.length; i += 2) {
+            x0 = Math.min(x0, polygon[i]);
+            x1 = Math.max(x1, polygon[i]);
+            y0 = Math.min(y0, polygon[i + 1]);
+            y1 = Math.max(y1, polygon[i + 1]);
+        }
+        grid.query(x0 - margin, y0 - margin, x1 + margin, y1 + margin, (v) => {
+            if (mark[v] === h + 1 || sharesParent(v, hubParents[h]))
+                return;
+            const [distance, nx, ny] = signedDistance(polygon, x[v], y[v]);
+            if (distance >= margin)
+                return;
+            const f = (margin - distance) * exclusion * Math.max(alpha, 0.1) * 0.5;
+            vx[v] += nx * f * 0.8;
+            vy[v] += ny * f * 0.8;
+            hub.vx -= nx * f * 0.2;
+            hub.vy -= ny * f * 0.2;
+        });
+    });
+    // 非成员远离 2 元超边的连线 / non-members keep off the segment of 2-member hyperedges
+    for (let i = 0; i < pairs.length; i += 2) {
+        const u = pairs[i];
+        const v = pairs[i + 1];
+        const ex = x[v] - x[u];
+        const ey = y[v] - y[u];
+        const len2 = ex * ex + ey * ey;
+        if (len2 < 1e-6 || len2 > pairRest * pairRest * 9)
+            continue;
+        grid.query(Math.min(x[u], x[v]) - margin, Math.min(y[u], y[v]) - margin, Math.max(x[u], x[v]) + margin, Math.max(y[u], y[v]) + margin, (w) => {
+            if (w === u || w === v || sharesParent(w, pairParents[i / 2]))
+                return;
+            const t = ((x[w] - x[u]) * ex + (y[w] - y[u]) * ey) / len2;
+            if (t <= 0.05 || t >= 0.95)
+                return;
+            const dx = x[w] - (x[u] + ex * t);
+            const dy = y[w] - (y[u] + ey * t);
+            const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
+            if (d >= margin)
+                return;
+            const f = ((margin - d) / d) * exclusion * Math.max(alpha, 0.1) * 0.5;
+            vx[w] += dx * f;
+            vy[w] += dy * f;
+        });
+    }
+    // ④ 超边中心之间排斥，共享成员越多越弱 / hub repulsion, weakened by shared members
+    const hubCount = hubs.length;
+    for (let a = 0; a < hubCount; a++) {
+        for (let b = a + 1; b < hubCount; b++) {
+            const weight = hubWeights[a * hubCount + b] * hyperedgeRepulsion;
+            if (weight <= 0)
+                continue;
+            const A = hubs[a];
+            const B = hubs[b];
+            let dx = B.x - A.x;
+            let dy = B.y - A.y;
+            let d2 = dx * dx + dy * dy;
+            if (d2 < 1e-6) {
+                dx = (a - b) * 1e-3;
+                dy = 1e-3;
+                d2 = dx * dx + dy * dy;
+            }
+            const reach = A.radius + B.radius;
+            const d = Math.sqrt(d2);
+            let f = (weight * reach * reach * 0.5 * alpha) / d2;
+            if (d < reach)
+                f += (reach - d) * weight * 0.1 * alpha;
+            const fx = (dx / d) * f;
+            const fy = (dy / d) * f;
+            A.vx -= fx;
+            A.vy -= fy;
+            B.vx += fx;
+            B.vy += fy;
+        }
+    }
+    // ⑤ 向心力 / gravity
+    const g = gravity * alpha;
+    for (let i = 0; i < n; i++) {
+        vx[i] += (cx - x[i]) * g;
+        vy[i] += (cy - y[i]) * g;
+    }
+    hubs.forEach((hub) => {
+        hub.vx += (cx - hub.x) * g;
+        hub.vy += (cy - hub.y) * g;
+    });
+    // 积分 / integrate
+    const decay = 1 - velocityDecay;
+    const maxSpeed = spacing * 4;
+    const clamp = (v) => Math.max(-maxSpeed, Math.min(maxSpeed, v));
+    for (let i = 0; i < n; i++) {
+        if (i === fixed) {
+            x[i] = cx;
+            y[i] = cy;
+            vx[i] = vy[i] = 0;
+            continue;
+        }
+        vx[i] = clamp(vx[i] * decay);
+        vy[i] = clamp(vy[i] * decay);
+        x[i] += vx[i];
+        y[i] += vy[i];
+    }
+    hubs.forEach((hub) => {
+        hub.vx = clamp(hub.vx * decay);
+        hub.vy = clamp(hub.vy * decay);
+        hub.x += hub.vx;
+        hub.y += hub.vy;
+    });
+    sim.alpha += (0 - sim.alpha) * sim.alphaDecay;
+}
+/**
+ * <zh/> 字符宽度（以字号为单位）的估计：CJK 1，大写字母 0.72，其他 0.6
+ *
+ * <en/> Estimated character width in font sizes: CJK 1, capital letters 0.72, others 0.6
+ * @param char - <zh/> 字符 | <en/> character
+ * @returns <zh/> 宽度 | <en/> width
+ */
+function charWidth(char) {
+    const code = char.charCodeAt(0);
+    if (code >= 0x2e80)
+        return 1;
+    if (code >= 65 && code <= 90)
+        return 0.72;
+    return 0.6;
+}
+/**
+ * <zh/> 按文字估算标签包围盒，字符宽度见 charWidth
+ *
+ * <en/> Estimate label boxes from their text, see charWidth for character widths
+ * @param nodes - <zh/> 节点 | <en/> nodes
+ * @param radius - <zh/> 节点半径 | <en/> node radii
+ * @param options - <zh/> 布局配置 | <en/> layout options
+ * @returns <zh/> 标签包围盒 | <en/> label boxes
+ */
+function measureLabels(nodes, radius, options) {
+    const { labelText, labelFontSize = 12, labelMaxWidth = Infinity, labelPlacement = 'bottom', labelPadding = 4 } = options;
+    const textOf = labelText || ((node) => { var _a, _b; return String((_b = (_a = node.style) === null || _a === void 0 ? void 0 : _a.labelText) !== null && _b !== void 0 ? _b : node.id); });
+    const boxes = new Float64Array(nodes.length * 4);
+    nodes.forEach((node, i) => {
+        let width = 0;
+        let lines = 0;
+        textOf(node)
+            .split('\n')
+            .forEach((line) => {
+            let w = 0;
+            for (const char of line)
+                w += labelFontSize * charWidth(char);
+            lines += Math.max(1, Math.ceil(w / labelMaxWidth));
+            width = Math.max(width, Math.min(w, labelMaxWidth));
+        });
+        const hw = width / 2 + labelPadding / 2;
+        const hh = (lines * labelFontSize * 1.3) / 2 + labelPadding / 2;
+        const r = radius[i];
+        const [dx, dy] = {
+            bottom: [0, r + hh],
+            top: [0, -r - hh],
+            left: [-r - hw, 0],
+            right: [r + hw, 0],
+            center: [0, 0],
+        }[labelPlacement];
+        boxes.set([dx, dy, hw, hh], i * 4);
+    });
+    return boxes;
+}
+/**
+ * <zh/> 遍历相互重叠的包围盒对（标签—标签、标签—节点），给出沿最小穿透轴的穿透量
+ *
+ * <en/> Visit overlapping box pairs (label–label, label–node) with the penetration along the axis of least penetration
+ * @param sim - <zh/> 模拟状态 | <en/> simulation state
+ * @param grid - <zh/> 节点网格 | <en/> node grid
+ * @param visit - <zh/> 回调，(ox, oy) 为 j 相对 i 需要移开的量 | <en/> callback, (ox, oy) is how far j has to move away from i
+ */
+function forEachBoxOverlap(sim, grid, visit) {
+    const { x, y, radius, reach } = sim;
+    const labels = sim.labels;
+    const n = x.length;
+    const box = (i, label) => label
+        ? [x[i] + labels[i * 4], y[i] + labels[i * 4 + 1], labels[i * 4 + 2], labels[i * 4 + 3]]
+        : [x[i], y[i], radius[i], radius[i]];
+    for (let i = 0; i < n; i++) {
+        grid.query(x[i] - reach * 2, y[i] - reach * 2, x[i] + reach * 2, y[i] + reach * 2, (j) => {
+            if (j <= i)
+                return;
+            // 三组盒子共用一个移开方向（按节点中心的相对位置），否则各组的方向可能互相抵消
+            // The three box pairs share one direction (from the node centers), otherwise they may cancel each other out
+            const sx = x[j] > x[i] || (x[j] === x[i] && i < j) ? 1 : -1;
+            const sy = y[j] > y[i] || (y[j] === y[i] && i < j) ? 1 : -1;
+            let needX = 0;
+            let needY = 0;
+            const test = (a, b) => {
+                const dx = b[0] - a[0];
+                const dy = b[1] - a[1];
+                if (a[2] + b[2] <= Math.abs(dx) || a[3] + b[3] <= Math.abs(dy))
+                    return;
+                // 沿该方向移开所需的距离 / distance needed to separate along that direction
+                needX = Math.max(needX, a[2] + b[2] - sx * dx);
+                needY = Math.max(needY, a[3] + b[3] - sy * dy);
+            };
+            const li = box(i, true);
+            const lj = box(j, true);
+            test(li, lj);
+            test(li, box(j, false));
+            test(box(i, false), lj);
+            if (!needX && !needY)
+                return;
+            if (needX < needY)
+                visit(i, j, sx * needX, 0);
+            else
+                visit(i, j, 0, sy * needY);
+        });
+    }
+}
+/**
+ * <zh/> 收敛后直接移动节点，消除剩余的标签重叠
+ *
+ * <en/> After convergence, move nodes directly to remove the remaining label overlaps
+ * @param sim - <zh/> 模拟状态 | <en/> simulation state
+ */
+function settle(sim) {
+    if (sim.settled)
+        return;
+    sim.settled = true;
+    if (!sim.labels)
+        return;
+    const { x, y, fixed } = sim;
+    for (let pass = 0; pass < 300; pass++) {
+        let moved = false;
+        forEachBoxOverlap(sim, new Grid(x, y, sim.reach * 2), (i, j, ox, oy) => {
+            moved = true;
+            // 多移 1px 以免浮点误差留下贴边重叠 / move 1px further so rounding does not leave them touching
+            const sx = ox && ox + Math.sign(ox);
+            const sy = oy && oy + Math.sign(oy);
+            const wi = i === fixed ? 0 : j === fixed ? 1 : 0.5;
+            x[i] -= sx * wi;
+            y[i] -= sy * wi;
+            x[j] += sx * (1 - wi);
+            y[j] += sy * (1 - wi);
+        });
+        if (!moved)
+            break;
+    }
+}
+/**
+ * <zh/> 计算点集凸包（单调链）
+ *
+ * <en/> Convex hull of a point set (monotone chain)
+ * @param indices - <zh/> 点的下标 | <en/> point indices
+ * @param x - <zh/> x 坐标 | <en/> x coordinates
+ * @param y - <zh/> y 坐标 | <en/> y coordinates
+ * @returns <zh/> 逆时针顶点，展开为 [x0, y0, x1, y1, ...] | <en/> counter-clockwise vertices, flattened
+ */
+function convexHull(indices, x, y) {
+    const points = Array.from(indices).sort((a, b) => x[a] - x[b] || y[a] - y[b]);
+    const cross = (o, a, b) => (x[a] - x[o]) * (y[b] - y[o]) - (y[a] - y[o]) * (x[b] - x[o]);
+    const chain = (list) => {
+        const result = [];
+        list.forEach((p) => {
+            while (result.length >= 2 && cross(result[result.length - 2], result[result.length - 1], p) <= 0)
+                result.pop();
+            result.push(p);
+        });
+        result.pop();
+        return result;
+    };
+    const hull = [...chain(points), ...chain(points.reverse())];
+    return hull.flatMap((i) => [x[i], y[i]]);
+}
+/**
+ * <zh/> 点到凸多边形的有向距离（内部为负）及远离多边形的单位方向
+ *
+ * <en/> Signed distance from a point to a convex polygon (negative inside), and the unit direction away from it
+ * @param polygon - <zh/> 多边形顶点，展开形式 | <en/> flattened polygon vertices
+ * @param px - <zh/> 点 x | <en/> point x
+ * @param py - <zh/> 点 y | <en/> point y
+ * @returns <zh/> [距离, 方向 x, 方向 y] | <en/> [distance, direction x, direction y]
+ */
+function signedDistance(polygon, px, py) {
+    const count = polygon.length / 2;
+    let best = Infinity;
+    let qx = px;
+    let qy = py;
+    let inside = count >= 3;
+    for (let i = 0; i < count; i++) {
+        const ax = polygon[i * 2];
+        const ay = polygon[i * 2 + 1];
+        const j = (i + 1) % count;
+        const ex = polygon[j * 2] - ax;
+        const ey = polygon[j * 2 + 1] - ay;
+        const length2 = ex * ex + ey * ey;
+        // 逆时针多边形，点在某条边右侧即在外部 / counter-clockwise polygon: right of any edge means outside
+        if (ex * (py - ay) - ey * (px - ax) < 0)
+            inside = false;
+        const t = length2 ? Math.max(0, Math.min(1, ((px - ax) * ex + (py - ay) * ey) / length2)) : 0;
+        const cx = ax + ex * t;
+        const cy = ay + ey * t;
+        const d = Math.hypot(px - cx, py - cy);
+        if (d < best) {
+            best = d;
+            qx = cx;
+            qy = cy;
+        }
+    }
+    let nx = inside ? qx - px : px - qx;
+    let ny = inside ? qy - py : py - qy;
+    const length = Math.hypot(nx, ny);
+    if (length > 1e-6) {
+        nx /= length;
+        ny /= length;
+    }
+    else {
+        nx = 1;
+        ny = 0;
+    }
+    return [inside ? -best : best, nx, ny];
+}
+
+  G6.register(G6.ExtensionCategory.LAYOUT, 'hypergraph', HypergraphLayout);
+  window.HypergraphLayout = HypergraphLayout;
+})(window.G6);
+
+// bubble-sets 只圈节点：配置 memberBoundsType: 'key' / bubble-sets wrapping nodes only: set memberBoundsType: 'key'
+(function (G6) {
+  const { BubbleSets } = G6;
+class KeyBoundsBubbleSets extends BubbleSets {
+    constructor(context, options) {
+        super(context, options);
+        const self = this;
+        const getPath = self.getPath;
+        // getPath 同步地经 graph.getElementRenderBounds 取成员包围盒，调用期间临时换成主图形包围盒
+        // getPath reads member bounds synchronously via graph.getElementRenderBounds: swap in key shape bounds while it runs
+        self.getPath = (...args) => {
+            if (self.options.memberBoundsType !== 'key')
+                return getPath(...args);
+            const graph = self.context.graph;
+            graph.getElementRenderBounds = (id) => self.context.element.getElement(id).getShape('key').getRenderBounds();
+            try {
+                return getPath(...args);
+            }
+            finally {
+                delete graph.getElementRenderBounds;
+            }
+        };
+    }
+}
+
+  G6.register(G6.ExtensionCategory.PLUGIN, 'bubble-sets', KeyBoundsBubbleSets);
+  window.KeyBoundsBubbleSets = KeyBoundsBubbleSets;
+})(window.G6);
diff --git a/hyperdb/templates/hypergraph_viewer.html b/hyperdb/templates/hypergraph_viewer.html
index d91f95e..c1b7c90 100644
--- a/hyperdb/templates/hypergraph_viewer.html
+++ b/hyperdb/templates/hypergraph_viewer.html
@@ -6,6 +6,9 @@
     <title>Hypergraph Visualization</title>
     <!-- npm 版 G6，超边轮廓交互由下方 HoverBubbleSets 插件补齐 -->
     <script src="https://unpkg.com/@antv/g6@5.0.49/dist/g6.min.js"></script>
+    <!-- 超图布局（templates/hypergraph_layout.js，由 G6 仓库 hypergraph/build-hypergraph-layout.mjs 生成），
+         加载即注册为 'hypergraph' 布局；加载失败时下方布局配置退回 force -->
+    <script src="hypergraph_layout.js"></script>
     <script src="https://unpkg.com/react@18/umd/react.production.min.js"></script>
     <script src="https://unpkg.com/react-dom@18/umd/react-dom.production.min.js"></script>
     <script src="https://unpkg.com/@babel/standalone/babel.min.js"></script>
@@ -43,7 +46,8 @@
         CommonEvent.CLICK,
       ];
 
-      class HoverBubbleSets extends BubbleSets {
+      // hypergraph_layout.js 提供的 KeyBoundsBubbleSets 支持 memberBoundsType: 'key'（只圈节点、不包裹标签）
+      class HoverBubbleSets extends (window.KeyBoundsBubbleSets || BubbleSets) {
         constructor(context, options) {
           super(context, { zIndex: -1, pointerEvents: "all", ...options });
           this.layouting = false;
@@ -177,6 +181,9 @@
         return colorMap;
       };
       const LAYOUT_THRESHOLD = 100;
+      // hypergraph_layout.js 未加载（如服务端版本过旧）时退回 force 布局，避免实体全部叠在一点
+      const HAS_HYPERGRAPH_LAYOUT = !!window.HypergraphLayout;
+      if (!HAS_HYPERGRAPH_LAYOUT) console.warn("hypergraph_layout.js not loaded, falling back to the force layout");
       const EDGE_SEPARATOR = "|#|";
 
       // 超边轮廓的透明度与线宽：常态 / 点击选中 / 其他超边被选中时变淡
@@ -192,8 +199,8 @@
         maxRoutingIterations: 100,
         maxMarchingIterations: 20,
         pixelGroup: 4,
-        edgeR0: 10,
-        edgeR1: 60,
+        edgeR0: 30,
+        edgeR1: 50,
         nodeR0: 1,
         nodeR1: 5,
         morphBuffer: 10,
@@ -804,6 +811,8 @@
                 key: `bubble-sets-${key}`,
                 type: HOVER_BUBBLE_SETS,
                 members: nodes,
+                // 只圈节点，不包裹标签
+                memberBoundsType: "key",
                 weight: edge.weight || nodes.length,
                 description: edge.description || edge.summary || "",
                 edge: edge,
@@ -874,15 +883,33 @@
                 inactive: { opacity: 0.1 },
               },
             },
-            layout: {
-              type:
-                hyperData.nodes.length > LAYOUT_THRESHOLD ? "force" : "force",
-              clustering: !isGraph,
-              preventOverlap: true,
-              nodeClusterBy: isGraph ? undefined : "cluster",
-              gravity: 50,
-              linkDistance: 50,
-            },
+            layout: isGraph
+              ? {
+                  type: "force",
+                  preventOverlap: true,
+                  gravity: 50,
+                  linkDistance: 50,
+                }
+              : !HAS_HYPERGRAPH_LAYOUT
+              ? {
+                  type: "force",
+                  clustering: true,
+                  preventOverlap: true,
+                  nodeClusterBy: "cluster",
+                  gravity: 50,
+                  linkDistance: 50,
+                }
+              : {
+                  // 超图布局：同一超边的实体挨在一起；2 元超边（连线）也参与。以选中实体为中心呈花瓣状排布
+                  type: "hypergraph",
+                  hyperedges: hyperData.hyperEdges,
+                  centerNode: hyperData.nodes.some((n) => n.id === selectedVertex) ? selectedVertex : undefined,
+                  nodeSpacing: 50,
+                  // 标签互不重叠：与节点样式的 labelText、默认字号 12 一致
+                  preventLabelOverlap: true,
+                  labelText: (d) => d.id,
+                  labelFontSize: 12,
+                },
             autoFit: "center",
           };
         }, [graphData, selectedVertex, visualizationMode, entityTypeColors]);
@@ -898,7 +925,7 @@
             data: graphDataFormatted.data,
             behaviors: ["zoom-canvas", "drag-canvas", "drag-element"],
             autoFit: "center",
-            animate: false,
+            animation: false,
             node: graphDataFormatted.node,
             edge: graphDataFormatted.edge,
             layout: graphDataFormatted.layout,
diff --git a/tests/test_admin.py b/tests/test_admin.py
index df33152..41a3cdf 100644
--- a/tests/test_admin.py
+++ b/tests/test_admin.py
@@ -40,6 +40,13 @@ def test_pages_served(server):
         assert b"Hypergraph Visualization" in res.read()
 
 
+def test_hypergraph_layout_served(server):
+    # 查看器页面通过 <script src="hypergraph_layout.js"> 加载超图布局，/viewer 与 / 下都解析到同一路径
+    with urllib.request.urlopen(server.url + "/hypergraph_layout.js") as res:
+        assert res.headers["Content-Type"].startswith("application/javascript")
+        assert "G6.register(G6.ExtensionCategory.LAYOUT, 'hypergraph'" in res.read().decode("utf-8")
+
+
 def test_info_and_stats(server):
     status, info = call(server, "/api/admin/info")
     assert status == 200

From 607fc25f4a39329c39c0801c5c8019b1803da43a Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Mon, 19 Oct 2026 09:50:36 +0800
Subject: [PATCH 07/11] feat(viewer): render with the hypergraph-viz IIFE build
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- hypergraph_viewer.html 改用 window.HypergraphViz（createHypergraphView 等），去掉内联的悬停轮廓、数据转换和选中高亮
- 用 hypergraph-viz.global.js（0.1.0）替换 hypergraph_layout.js，draw 服务改为提供 /hypergraph-viz.global.js

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/draw.py                            |    4 +-
 hyperdb/templates/hypergraph-viz.global.js | 1199 ++++++++++++++++++++
 hyperdb/templates/hypergraph_layout.js     |  851 --------------
 hyperdb/templates/hypergraph_viewer.html   |  594 ++--------
 tests/test_admin.py                        |    8 +-
 5 files changed, 1270 insertions(+), 1386 deletions(-)
 create mode 100644 hyperdb/templates/hypergraph-viz.global.js
 delete mode 100644 hyperdb/templates/hypergraph_layout.js

diff --git a/hyperdb/draw.py b/hyperdb/draw.py
index 3ae8791..7f0dcec 100644
--- a/hyperdb/draw.py
+++ b/hyperdb/draw.py
@@ -40,10 +40,10 @@ def do_GET(self):
             self.end_headers()
             self.wfile.write(self._get_html_template().encode("utf-8"))
 
-        elif path == "/hypergraph_layout.js":
+        elif path == "/hypergraph-viz.global.js":
             self.send_header("Content-type", "application/javascript; charset=utf-8")
             self.end_headers()
-            self.wfile.write(self._read_static("hypergraph_layout.js"))
+            self.wfile.write(self._read_static("hypergraph-viz.global.js"))
 
         elif path == "/api/database/info":
             self.send_header("Content-type", "application/json; charset=utf-8")
diff --git a/hyperdb/templates/hypergraph-viz.global.js b/hyperdb/templates/hypergraph-viz.global.js
new file mode 100644
index 0000000..91a4e8f
--- /dev/null
+++ b/hyperdb/templates/hypergraph-viz.global.js
@@ -0,0 +1,1199 @@
+/* hypergraph-viz@0.1.0：由 HypergraphViewer/packages/hypergraph-viz 构建（npm run build）后经 scripts/copy-global.mjs 拷入，请勿手改。
+ * 需先引入 G6 的 UMD 包（window.G6），全局变量为 window.HypergraphViz */
+"use strict";
+var HypergraphViz = (() => {
+  var __create = Object.create;
+  var __defProp = Object.defineProperty;
+  var __getOwnPropDesc = Object.getOwnPropertyDescriptor;
+  var __getOwnPropNames = Object.getOwnPropertyNames;
+  var __getProtoOf = Object.getPrototypeOf;
+  var __hasOwnProp = Object.prototype.hasOwnProperty;
+  var __commonJS = (cb, mod) => function __require() {
+    return mod || (0, cb[__getOwnPropNames(cb)[0]])((mod = { exports: {} }).exports, mod), mod.exports;
+  };
+  var __export = (target, all) => {
+    for (var name in all)
+      __defProp(target, name, { get: all[name], enumerable: true });
+  };
+  var __copyProps = (to, from, except, desc) => {
+    if (from && typeof from === "object" || typeof from === "function") {
+      for (let key of __getOwnPropNames(from))
+        if (!__hasOwnProp.call(to, key) && key !== except)
+          __defProp(to, key, { get: () => from[key], enumerable: !(desc = __getOwnPropDesc(from, key)) || desc.enumerable });
+    }
+    return to;
+  };
+  var __toESM = (mod, isNodeMode, target) => (target = mod != null ? __create(__getProtoOf(mod)) : {}, __copyProps(
+    // If the importer is in node compatibility mode or this is not an ESM
+    // file that has been converted to a CommonJS file using a Babel-
+    // compatible transform (i.e. "__esModule" has not been set), then set
+    // "default" to the CommonJS "module.exports" for node compatibility.
+    isNodeMode || !mod || !mod.__esModule ? __defProp(target, "default", { value: mod, enumerable: true }) : target,
+    mod
+  ));
+  var __toCommonJS = (mod) => __copyProps(__defProp({}, "__esModule", { value: true }), mod);
+
+  // g6-global:g6
+  var require_g6 = __commonJS({
+    "g6-global:g6"(exports, module) {
+      "use strict";
+      module.exports = window.G6;
+    }
+  });
+
+  // src/index.ts
+  var src_exports = {};
+  __export(src_exports, {
+    BUBBLE_SETS_TARGET: () => BUBBLE_SETS_TARGET,
+    DEFAULT_THEME: () => DEFAULT_THEME,
+    EDGE_SEPARATOR: () => EDGE_SEPARATOR,
+    HOVER_BUBBLE_SETS: () => HOVER_BUBBLE_SETS,
+    HYPERGRAPH_LAYOUT: () => HYPERGRAPH_LAYOUT,
+    HoverBubbleSets: () => HoverBubbleSets,
+    HypergraphLayout: () => HypergraphLayout,
+    KeyBoundsBubbleSets: () => KeyBoundsBubbleSets,
+    bubbleKeyOf: () => bubbleKeyOf,
+    createHypergraphView: () => createHypergraphView,
+    fromKeyedEdges: () => fromKeyedEdges,
+    pairId: () => pairId,
+    registerHypergraph: () => registerHypergraph,
+    resolveTheme: () => resolveTheme,
+    toG6Spec: () => toG6Spec,
+    typeColorsOf: () => typeColorsOf
+  });
+
+  // src/adapters.ts
+  var EDGE_SEPARATOR = "|#|";
+  var fromKeyedEdges = (graph, separator = EDGE_SEPARATOR) => ({
+    vertices: graph.vertices,
+    hyperedges: Object.entries(graph.edges).map(
+      ([key, edge]) => ({ ...edge, id: key, members: key.split(separator) })
+    )
+  });
+
+  // src/bubble-sets-key.ts
+  var import_g6 = __toESM(require_g6(), 1);
+  var KeyBoundsBubbleSets = class extends import_g6.BubbleSets {
+    constructor(context, options) {
+      super(context, options);
+      const self = this;
+      const getPath = self.getPath;
+      self.getPath = (...args) => {
+        if (self.options.memberBoundsType !== "key") return getPath(...args);
+        const graph = self.context.graph;
+        graph.getElementRenderBounds = (id) => self.context.element.getElement(id).getShape("key").getRenderBounds();
+        try {
+          return getPath(...args);
+        } finally {
+          delete graph.getElementRenderBounds;
+        }
+      };
+    }
+  };
+
+  // src/hover-bubble-sets.ts
+  var import_g62 = __toESM(require_g6(), 1);
+  var HOVER_BUBBLE_SETS = "hover-bubble-sets";
+  var BUBBLE_SETS_TARGET = "bubble-sets";
+  var SHAPE_EVENTS = [import_g62.CommonEvent.POINTER_OVER, import_g62.CommonEvent.POINTER_MOVE, import_g62.CommonEvent.POINTER_LEAVE, import_g62.CommonEvent.CLICK];
+  var HoverBubbleSets = class extends KeyBoundsBubbleSets {
+    constructor(context, options) {
+      super(context, { zIndex: -1, pointerEvents: "all", ...options });
+      this.layouting = false;
+      this.boundKey = null;
+      this.onBeforeLayout = () => {
+        this.layouting = true;
+        this.setContourVisible(false);
+      };
+      this.onAfterLayout = () => {
+        this.layouting = false;
+        this.drawBubbleSets();
+      };
+      this.forward = (event) => {
+        this.context.graph.emit(event.type, {
+          ...event,
+          target: { ...this.options, id: this.options.key, options: this.options },
+          targetType: BUBBLE_SETS_TARGET,
+          originalTarget: event.target
+        });
+      };
+      const self = this;
+      const { graph } = this.context;
+      graph.off(import_g62.GraphEvent.AFTER_RENDER, self.drawBubbleSets);
+      const baseDraw = self.drawBubbleSets;
+      self.drawBubbleSets = () => {
+        self.init();
+        baseDraw();
+        this.bindShapeEvents();
+        this.setContourVisible(!this.layouting);
+      };
+      graph.on(import_g62.GraphEvent.AFTER_RENDER, self.drawBubbleSets);
+      graph.on(import_g62.GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
+      graph.on(import_g62.GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
+    }
+    update(options) {
+      super.update(options);
+      const self = this;
+      if (self.shape && !self.shape.destroyed) self.shape.update(self.parseOptions().style);
+    }
+    setContourVisible(visible) {
+      const shape = this.shape;
+      if (shape) shape.style.visibility = visible ? "visible" : "hidden";
+    }
+    bindShapeEvents() {
+      const key = this.shape?.shapeMap?.key;
+      if (!key || key === this.boundKey) return;
+      this.unbindShapeEvents();
+      key.style.pointerEvents = "all";
+      SHAPE_EVENTS.forEach((type) => key.addEventListener(type, this.forward));
+      this.boundKey = key;
+    }
+    unbindShapeEvents() {
+      if (!this.boundKey) return;
+      SHAPE_EVENTS.forEach((type) => this.boundKey.removeEventListener(type, this.forward));
+      this.boundKey = null;
+    }
+    destroy() {
+      const self = this;
+      const { graph } = this.context;
+      graph.off(import_g62.GraphEvent.AFTER_RENDER, self.drawBubbleSets);
+      graph.off(import_g62.GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
+      graph.off(import_g62.GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
+      this.unbindShapeEvents();
+      if (!self.shape) self.shape = { destroy: () => void 0 };
+      super.destroy();
+    }
+  };
+
+  // src/layout.ts
+  var import_g63 = __toESM(require_g6(), 1);
+  var parseSize = (size = 0) => {
+    if (typeof size === "number") return [size, size, size];
+    const [x, y = x, z = x] = size;
+    return [x, y, z];
+  };
+  var ALPHA_MIN = 1e-3;
+  var _HypergraphLayout = class _HypergraphLayout extends import_g63.BaseLayout {
+    constructor() {
+      super(...arguments);
+      this.id = "hypergraph";
+      this.resolvedOptions = { type: "hypergraph" };
+      /**
+       * <zh/> 执行若干次迭代，未指定次数时迭代至收敛
+       *
+       * <en/> Run several iterations, until convergence when no count is given
+       * @param iterations - <zh/> 迭代次数 | <en/> iterations
+       * @returns <zh/> 当前布局结果 | <en/> current layout result
+       */
+      this.tick = (iterations) => {
+        const sim = this.simulation;
+        if (!sim) return { nodes: [] };
+        const limit = iterations ?? Infinity;
+        for (let i = 0; i < limit && sim.alpha >= ALPHA_MIN; i++) step(sim, this.resolvedOptions);
+        if (sim.alpha < ALPHA_MIN) settle(sim);
+        return this.output();
+      };
+      this.stop = () => {
+        if (this.timer !== void 0) clearTimeout(this.timer);
+        this.timer = void 0;
+      };
+    }
+    async execute(model, options) {
+      this.stop();
+      const opts = Object.assign({}, _HypergraphLayout.defaultOptions, this.options, options);
+      this.resolvedOptions = opts;
+      this.simulation = initSimulation(model, opts);
+      const { onTick, ticksPerFrame = 3 } = opts;
+      if (!onTick) {
+        this.tick();
+        return this.output();
+      }
+      return new Promise((resolve) => {
+        const frame = () => {
+          const sim = this.simulation;
+          for (let i = 0; i < ticksPerFrame && sim.alpha >= ALPHA_MIN; i++) step(sim, this.resolvedOptions);
+          if (sim.alpha < ALPHA_MIN) settle(sim);
+          const data = this.output();
+          onTick(data);
+          if (sim.alpha < ALPHA_MIN) {
+            this.timer = void 0;
+            resolve(data);
+          } else this.timer = setTimeout(frame, 16);
+        };
+        this.timer = setTimeout(frame, 0);
+      });
+    }
+    output() {
+      const sim = this.simulation;
+      if (!sim) return { nodes: [] };
+      return { nodes: sim.ids.map((id, i) => ({ id, style: { x: sim.x[i], y: sim.y[i] } })) };
+    }
+  };
+  _HypergraphLayout.defaultOptions = {
+    nodeSize: 20,
+    nodeSpacing: 10,
+    preventLabelOverlap: false,
+    labelFontSize: 12,
+    labelPlacement: "bottom",
+    labelPadding: 4,
+    radiusFactor: 0.6,
+    attraction: 1,
+    repulsion: 1,
+    exclusion: 1,
+    hyperedgeRepulsion: 1,
+    gravity: 0.05,
+    iterations: 300,
+    ticksPerFrame: 3,
+    velocityDecay: 0.4,
+    seed: 1
+  };
+  var HypergraphLayout = _HypergraphLayout;
+  function createRandom(seed) {
+    let a = seed >>> 0;
+    return () => {
+      a = a + 1831565813 >>> 0;
+      let t = a;
+      t = Math.imul(t ^ t >>> 15, t | 1);
+      t ^= t + Math.imul(t ^ t >>> 7, t | 61);
+      return ((t ^ t >>> 14) >>> 0) / 4294967296;
+    };
+  }
+  function resolveHyperedges(model, options) {
+    const { hyperedges = [] } = options;
+    const edges = (model.edges || []).map((edge) => ({ id: edge.id, members: [edge.source, edge.target] }));
+    return [...typeof hyperedges === "function" ? hyperedges(model) : hyperedges, ...edges];
+  }
+  function orderByOverlap(sets, shared) {
+    const rest = new Set(sets.map((_, i) => i));
+    const order = [];
+    const largest = () => [...rest].reduce((a, b) => sets[b].length > sets[a].length ? b : a);
+    let current = rest.size ? largest() : -1;
+    while (current !== -1) {
+      order.push(current);
+      rest.delete(current);
+      if (!rest.size) break;
+      let next = -1;
+      let best = 0;
+      rest.forEach((candidate) => {
+        const score = shared(current, candidate) / Math.min(sets[current].length, sets[candidate].length);
+        if (score > best || score === best && next !== -1 && sets[candidate].length > sets[next].length) {
+          best = score;
+          next = candidate;
+        }
+      });
+      current = best > 0 ? next : largest();
+    }
+    return order;
+  }
+  function initSimulation(model, options) {
+    const {
+      nodeSize = 20,
+      nodeSpacing = 10,
+      radiusFactor = 0.6,
+      centerNode,
+      center,
+      width = 0,
+      height = 0,
+      iterations = 300,
+      seed = 1,
+      preventLabelOverlap = false
+    } = options;
+    const random = createRandom(seed);
+    const nodes = model.nodes || [];
+    const n = nodes.length;
+    const ids = nodes.map((node) => node.id);
+    const indexOf = new Map(ids.map((id, i) => [id, i]));
+    const sizeOf = typeof nodeSize === "function" ? nodeSize : () => nodeSize;
+    const diameter = nodes.reduce((max, node) => {
+      const [w, h] = parseSize(sizeOf(node));
+      return Math.max(max, w, h);
+    }, 0);
+    const spacing = diameter + nodeSpacing;
+    const [cx, cy] = center || [width / 2, height / 2];
+    const radius = Float64Array.from(nodes, (node) => Math.max(...parseSize(sizeOf(node))) / 2);
+    const labels = preventLabelOverlap ? measureLabels(nodes, radius, options) : null;
+    let reach = diameter / 2;
+    if (labels) {
+      for (let i = 0; i < n; i++) {
+        const [dx, dy, hw, hh] = labels.subarray(i * 4, i * 4 + 4);
+        reach = Math.max(reach, Math.abs(dx) + hw, Math.abs(dy) + hh);
+      }
+    }
+    const memberSets = [];
+    const seen = /* @__PURE__ */ new Set();
+    resolveHyperedges(model, options).forEach(({ members }) => {
+      const indices = [...new Set(members.map((id) => indexOf.get(id)).filter((i) => i !== void 0))];
+      if (indices.length < 2) return;
+      indices.sort((a, b) => a - b);
+      const key = indices.join(",");
+      if (seen.has(key)) return;
+      seen.add(key);
+      memberSets.push(Int32Array.from(indices));
+    });
+    const hubSets = memberSets.filter((set) => set.length > 2);
+    const pairSets = memberSets.filter((set) => set.length === 2);
+    const degree = new Float64Array(n);
+    const hubsOf = Array.from({ length: n }, () => []);
+    hubSets.forEach((set, h) => set.forEach((v) => (degree[v]++, hubsOf[v].push(h))));
+    pairSets.forEach(([u, v]) => (degree[u]++, degree[v]++));
+    const hubCount = hubSets.length;
+    const sharedCount = /* @__PURE__ */ new Map();
+    hubsOf.forEach((list) => {
+      for (let a = 0; a < list.length; a++) {
+        for (let b = a + 1; b < list.length; b++) {
+          const key = list[a] * hubCount + list[b];
+          sharedCount.set(key, (sharedCount.get(key) || 0) + 1);
+        }
+      }
+    });
+    const shared = (a, b) => sharedCount.get(Math.min(a, b) * hubCount + Math.max(a, b)) || 0;
+    const hubWeights = new Float64Array(hubCount * hubCount);
+    for (let a = 0; a < hubCount; a++) {
+      for (let b = a + 1; b < hubCount; b++) {
+        const weight = 1 - shared(a, b) / Math.min(hubSets[a].length, hubSets[b].length);
+        hubWeights[a * hubCount + b] = hubWeights[b * hubCount + a] = weight;
+      }
+    }
+    const hubParents = hubSets.map(
+      (set, a) => hubSets.map((_, b) => b).filter((b) => b !== a && shared(a, b) === set.length)
+    );
+    const pairParents = pairSets.map(([u, v]) => hubsOf[u].filter((h) => hubsOf[v].includes(h)));
+    const hubs = hubSets.map((members) => {
+      const radius2 = radiusFactor * spacing * Math.sqrt(members.length);
+      return { members, radius: radius2, rest: radius2 * 0.65, x: cx, y: cy, vx: 0, vy: 0 };
+    });
+    const x = new Float64Array(n);
+    const y = new Float64Array(n);
+    const placed = new Uint8Array(n);
+    const fixed = centerNode !== void 0 ? indexOf.get(centerNode) ?? -1 : -1;
+    const order = orderByOverlap(hubSets, shared);
+    if (fixed !== -1) {
+      x[fixed] = cx;
+      y[fixed] = cy;
+      placed[fixed] = 1;
+      const leaves = pairSets.filter((set) => set[0] === fixed || set[1] === fixed).map(([u, v]) => u === fixed ? v : u);
+      const slots = [
+        ...order.map((h) => ({ hub: h, leaf: -1, width: 2 * hubs[h].radius })),
+        ...leaves.map((leaf) => ({ hub: -1, leaf, width: spacing }))
+      ];
+      const total = slots.reduce((sum, slot) => sum + slot.width, 0) || 1;
+      let angle = 0;
+      slots.forEach((slot) => {
+        const theta = (angle + slot.width / 2) / total * Math.PI * 2;
+        angle += slot.width;
+        if (slot.hub !== -1) {
+          const hub = hubs[slot.hub];
+          const distance = Math.max(hub.rest, total / (Math.PI * 2) * 0.5);
+          hub.x = cx + Math.cos(theta) * distance;
+          hub.y = cy + Math.sin(theta) * distance;
+        } else if (!hubsOf[slot.leaf].length) {
+          const distance = Math.max(spacing * 1.5, total / (Math.PI * 2));
+          x[slot.leaf] = cx + Math.cos(theta) * distance;
+          y[slot.leaf] = cy + Math.sin(theta) * distance;
+          placed[slot.leaf] = 1;
+        }
+      });
+    } else {
+      const gap = spacing * 3 / (Math.PI * 2);
+      let theta = 0;
+      order.forEach((h, i) => {
+        const hub = hubs[h];
+        if (i > 0) theta += 2 * hub.radius / Math.max(gap * theta, hub.radius);
+        hub.x = cx + gap * theta * Math.cos(theta);
+        hub.y = cy + gap * theta * Math.sin(theta);
+      });
+    }
+    for (let v = 0; v < n; v++) {
+      if (placed[v] || !hubsOf[v].length) continue;
+      let sx = 0;
+      let sy = 0;
+      let r = Infinity;
+      hubsOf[v].forEach((h) => {
+        sx += hubs[h].x;
+        sy += hubs[h].y;
+        r = Math.min(r, hubs[h].radius);
+      });
+      const angle = random() * Math.PI * 2;
+      const distance = Math.sqrt(random()) * r * 0.8;
+      x[v] = sx / hubsOf[v].length + Math.cos(angle) * distance;
+      y[v] = sy / hubsOf[v].length + Math.sin(angle) * distance;
+      placed[v] = 1;
+    }
+    const neighbors = Array.from({ length: n }, () => []);
+    pairSets.forEach(([u, v]) => (neighbors[u].push(v), neighbors[v].push(u)));
+    const queue = [];
+    for (let v = 0; v < n; v++) if (placed[v]) queue.push(v);
+    const spread = spacing * Math.sqrt(n);
+    for (let v = 0; v < n || queue.length; ) {
+      if (!queue.length) {
+        while (v < n && placed[v]) v++;
+        if (v >= n) break;
+        const angle = random() * Math.PI * 2;
+        const distance = Math.sqrt(random()) * spread;
+        x[v] = cx + Math.cos(angle) * distance;
+        y[v] = cy + Math.sin(angle) * distance;
+        placed[v] = 1;
+        queue.push(v);
+      }
+      const u = queue.shift();
+      neighbors[u].forEach((w) => {
+        if (placed[w]) return;
+        const angle = random() * Math.PI * 2;
+        x[w] = x[u] + Math.cos(angle) * spacing * 1.5;
+        y[w] = y[u] + Math.sin(angle) * spacing * 1.5;
+        placed[w] = 1;
+        queue.push(w);
+      });
+    }
+    const pairs = new Int32Array(pairSets.length * 2);
+    pairSets.forEach(([u, v], i) => (pairs[i * 2] = u, pairs[i * 2 + 1] = v));
+    return {
+      ids,
+      x,
+      y,
+      vx: new Float64Array(n),
+      vy: new Float64Array(n),
+      degree,
+      hubs,
+      pairs,
+      hubWeights,
+      hubsOf,
+      hubParents,
+      pairParents,
+      radius,
+      labels,
+      reach,
+      settled: false,
+      fixed,
+      spacing,
+      cx,
+      cy,
+      alpha: 1,
+      alphaDecay: 1 - Math.pow(ALPHA_MIN, 1 / Math.max(1, iterations))
+    };
+  }
+  var Grid = class {
+    constructor(x, y, size) {
+      this.x = x;
+      this.y = y;
+      this.size = size;
+      this.cells = /* @__PURE__ */ new Map();
+      for (let i = 0; i < x.length; i++) {
+        const key = this.key(Math.floor(x[i] / size), Math.floor(y[i] / size));
+        const cell = this.cells.get(key);
+        if (cell) cell.push(i);
+        else this.cells.set(key, [i]);
+      }
+    }
+    key(i, j) {
+      return (i + 32768) * 65536 + (j + 32768);
+    }
+    /**
+     * <zh/> 遍历包围盒内的点
+     *
+     * <en/> Visit points within a bounding box
+     * @param x0 - <zh/> 左 | <en/> left
+     * @param y0 - <zh/> 上 | <en/> top
+     * @param x1 - <zh/> 右 | <en/> right
+     * @param y1 - <zh/> 下 | <en/> bottom
+     * @param visit - <zh/> 回调 | <en/> callback
+     */
+    query(x0, y0, x1, y1, visit) {
+      const { size } = this;
+      for (let i = Math.floor(x0 / size); i <= Math.floor(x1 / size); i++) {
+        for (let j = Math.floor(y0 / size); j <= Math.floor(y1 / size); j++) {
+          this.cells.get(this.key(i, j))?.forEach(visit);
+        }
+      }
+    }
+  };
+  function step(sim, options) {
+    const {
+      attraction = 1,
+      repulsion = 1,
+      exclusion = 1,
+      hyperedgeRepulsion = 1,
+      gravity = 0.05,
+      velocityDecay = 0.4
+    } = options;
+    const { x, y, vx, vy, degree, hubs, pairs, hubWeights, hubsOf, hubParents, pairParents, spacing, cx, cy, fixed } = sim;
+    const sharesParent = (v, parents) => parents.some((p) => hubsOf[v].includes(p));
+    const n = x.length;
+    const alpha = sim.alpha;
+    const pairRest = spacing * 1.5;
+    hubs.forEach((hub) => {
+      const size = hub.members.length;
+      hub.members.forEach((v) => {
+        let dx = hub.x + hub.vx - x[v] - vx[v];
+        let dy = hub.y + hub.vy - y[v] - vy[v];
+        const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
+        const l = (d - hub.rest) / d * alpha * (attraction / Math.min(degree[v], size));
+        const bias = size / (size + degree[v]);
+        dx *= l;
+        dy *= l;
+        vx[v] += dx * bias;
+        vy[v] += dy * bias;
+        hub.vx -= dx * (1 - bias);
+        hub.vy -= dy * (1 - bias);
+      });
+    });
+    for (let i = 0; i < pairs.length; i += 2) {
+      const u = pairs[i];
+      const v = pairs[i + 1];
+      let dx = x[v] + vx[v] - x[u] - vx[u];
+      let dy = y[v] + vy[v] - y[u] - vy[u];
+      const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
+      const l = (d - pairRest) / d * alpha * (attraction / Math.min(degree[u], degree[v]));
+      const bias = degree[u] / (degree[u] + degree[v]);
+      dx *= l;
+      dy *= l;
+      vx[v] -= dx * bias;
+      vy[v] -= dy * bias;
+      vx[u] += dx * (1 - bias);
+      vy[u] += dy * (1 - bias);
+    }
+    const range = spacing * 4;
+    const grid = new Grid(x, y, range);
+    const charge = repulsion * spacing * spacing * 0.5;
+    for (let i = 0; i < n; i++) {
+      grid.query(x[i] - range, y[i] - range, x[i] + range, y[i] + range, (j) => {
+        if (j <= i) return;
+        let dx = x[j] - x[i];
+        let dy = y[j] - y[i];
+        let d2 = dx * dx + dy * dy;
+        if (d2 > range * range) return;
+        if (d2 < 1e-6) {
+          dx = (i - j) * 1e-3;
+          dy = 1e-3;
+          d2 = dx * dx + dy * dy;
+        }
+        const d = Math.sqrt(d2);
+        let f = charge * alpha / d2;
+        if (d < spacing) f += (spacing - d) * 0.35;
+        const fx = dx / d * f;
+        const fy = dy / d * f;
+        vx[i] -= fx;
+        vy[i] -= fy;
+        vx[j] += fx;
+        vy[j] += fy;
+      });
+    }
+    const labelWeight = (1 - alpha) * (1 - alpha);
+    if (sim.labels && labelWeight > 0) {
+      forEachBoxOverlap(sim, grid, (i, j, ox, oy) => {
+        vx[i] -= ox * labelWeight;
+        vy[i] -= oy * labelWeight;
+        vx[j] += ox * labelWeight;
+        vy[j] += oy * labelWeight;
+      });
+    }
+    const mark = new Int32Array(n);
+    const margin = spacing * 0.75;
+    hubs.forEach((hub, h) => {
+      let extent = 0;
+      hub.members.forEach((v) => {
+        mark[v] = h + 1;
+        extent = Math.max(extent, Math.abs(x[v] - hub.x), Math.abs(y[v] - hub.y));
+      });
+      if (extent > hub.radius * 2.5) return;
+      const polygon = convexHull(hub.members, x, y);
+      let x0 = Infinity;
+      let y0 = Infinity;
+      let x1 = -Infinity;
+      let y1 = -Infinity;
+      for (let i = 0; i < polygon.length; i += 2) {
+        x0 = Math.min(x0, polygon[i]);
+        x1 = Math.max(x1, polygon[i]);
+        y0 = Math.min(y0, polygon[i + 1]);
+        y1 = Math.max(y1, polygon[i + 1]);
+      }
+      grid.query(x0 - margin, y0 - margin, x1 + margin, y1 + margin, (v) => {
+        if (mark[v] === h + 1 || sharesParent(v, hubParents[h])) return;
+        const [distance, nx, ny] = signedDistance(polygon, x[v], y[v]);
+        if (distance >= margin) return;
+        const f = (margin - distance) * exclusion * Math.max(alpha, 0.1) * 0.5;
+        vx[v] += nx * f * 0.8;
+        vy[v] += ny * f * 0.8;
+        hub.vx -= nx * f * 0.2;
+        hub.vy -= ny * f * 0.2;
+      });
+    });
+    for (let i = 0; i < pairs.length; i += 2) {
+      const u = pairs[i];
+      const v = pairs[i + 1];
+      const ex = x[v] - x[u];
+      const ey = y[v] - y[u];
+      const len2 = ex * ex + ey * ey;
+      if (len2 < 1e-6 || len2 > pairRest * pairRest * 9) continue;
+      grid.query(
+        Math.min(x[u], x[v]) - margin,
+        Math.min(y[u], y[v]) - margin,
+        Math.max(x[u], x[v]) + margin,
+        Math.max(y[u], y[v]) + margin,
+        (w) => {
+          if (w === u || w === v || sharesParent(w, pairParents[i / 2])) return;
+          const t = ((x[w] - x[u]) * ex + (y[w] - y[u]) * ey) / len2;
+          if (t <= 0.05 || t >= 0.95) return;
+          const dx = x[w] - (x[u] + ex * t);
+          const dy = y[w] - (y[u] + ey * t);
+          const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
+          if (d >= margin) return;
+          const f = (margin - d) / d * exclusion * Math.max(alpha, 0.1) * 0.5;
+          vx[w] += dx * f;
+          vy[w] += dy * f;
+        }
+      );
+    }
+    const hubCount = hubs.length;
+    for (let a = 0; a < hubCount; a++) {
+      for (let b = a + 1; b < hubCount; b++) {
+        const weight = hubWeights[a * hubCount + b] * hyperedgeRepulsion;
+        if (weight <= 0) continue;
+        const A = hubs[a];
+        const B = hubs[b];
+        let dx = B.x - A.x;
+        let dy = B.y - A.y;
+        let d2 = dx * dx + dy * dy;
+        if (d2 < 1e-6) {
+          dx = (a - b) * 1e-3;
+          dy = 1e-3;
+          d2 = dx * dx + dy * dy;
+        }
+        const reach = A.radius + B.radius;
+        const d = Math.sqrt(d2);
+        let f = weight * reach * reach * 0.5 * alpha / d2;
+        if (d < reach) f += (reach - d) * weight * 0.1 * alpha;
+        const fx = dx / d * f;
+        const fy = dy / d * f;
+        A.vx -= fx;
+        A.vy -= fy;
+        B.vx += fx;
+        B.vy += fy;
+      }
+    }
+    const g = gravity * alpha;
+    for (let i = 0; i < n; i++) {
+      vx[i] += (cx - x[i]) * g;
+      vy[i] += (cy - y[i]) * g;
+    }
+    hubs.forEach((hub) => {
+      hub.vx += (cx - hub.x) * g;
+      hub.vy += (cy - hub.y) * g;
+    });
+    const decay = 1 - velocityDecay;
+    const maxSpeed = spacing * 4;
+    const clamp = (v) => Math.max(-maxSpeed, Math.min(maxSpeed, v));
+    for (let i = 0; i < n; i++) {
+      if (i === fixed) {
+        x[i] = cx;
+        y[i] = cy;
+        vx[i] = vy[i] = 0;
+        continue;
+      }
+      vx[i] = clamp(vx[i] * decay);
+      vy[i] = clamp(vy[i] * decay);
+      x[i] += vx[i];
+      y[i] += vy[i];
+    }
+    hubs.forEach((hub) => {
+      hub.vx = clamp(hub.vx * decay);
+      hub.vy = clamp(hub.vy * decay);
+      hub.x += hub.vx;
+      hub.y += hub.vy;
+    });
+    sim.alpha += (0 - sim.alpha) * sim.alphaDecay;
+  }
+  function charWidth(char) {
+    const code = char.charCodeAt(0);
+    if (code >= 11904) return 1;
+    if (code >= 65 && code <= 90) return 0.72;
+    return 0.6;
+  }
+  function measureLabels(nodes, radius, options) {
+    const {
+      labelText,
+      labelFontSize = 12,
+      labelMaxWidth = Infinity,
+      labelPlacement = "bottom",
+      labelPadding = 4
+    } = options;
+    const textOf = labelText || ((node) => String(node.style?.labelText ?? node.id));
+    const boxes = new Float64Array(nodes.length * 4);
+    nodes.forEach((node, i) => {
+      let width = 0;
+      let lines = 0;
+      textOf(node).split("\n").forEach((line) => {
+        let w = 0;
+        for (const char of line) w += labelFontSize * charWidth(char);
+        lines += Math.max(1, Math.ceil(w / labelMaxWidth));
+        width = Math.max(width, Math.min(w, labelMaxWidth));
+      });
+      const hw = width / 2 + labelPadding / 2;
+      const hh = lines * labelFontSize * 1.3 / 2 + labelPadding / 2;
+      const r = radius[i];
+      const [dx, dy] = {
+        bottom: [0, r + hh],
+        top: [0, -r - hh],
+        left: [-r - hw, 0],
+        right: [r + hw, 0],
+        center: [0, 0]
+      }[labelPlacement];
+      boxes.set([dx, dy, hw, hh], i * 4);
+    });
+    return boxes;
+  }
+  function forEachBoxOverlap(sim, grid, visit) {
+    const { x, y, radius, reach } = sim;
+    const labels = sim.labels;
+    const n = x.length;
+    const box = (i, label) => label ? [x[i] + labels[i * 4], y[i] + labels[i * 4 + 1], labels[i * 4 + 2], labels[i * 4 + 3]] : [x[i], y[i], radius[i], radius[i]];
+    for (let i = 0; i < n; i++) {
+      grid.query(x[i] - reach * 2, y[i] - reach * 2, x[i] + reach * 2, y[i] + reach * 2, (j) => {
+        if (j <= i) return;
+        const sx = x[j] > x[i] || x[j] === x[i] && i < j ? 1 : -1;
+        const sy = y[j] > y[i] || y[j] === y[i] && i < j ? 1 : -1;
+        let needX = 0;
+        let needY = 0;
+        const test = (a, b) => {
+          const dx = b[0] - a[0];
+          const dy = b[1] - a[1];
+          if (a[2] + b[2] <= Math.abs(dx) || a[3] + b[3] <= Math.abs(dy)) return;
+          needX = Math.max(needX, a[2] + b[2] - sx * dx);
+          needY = Math.max(needY, a[3] + b[3] - sy * dy);
+        };
+        const li = box(i, true);
+        const lj = box(j, true);
+        test(li, lj);
+        test(li, box(j, false));
+        test(box(i, false), lj);
+        if (!needX && !needY) return;
+        if (needX < needY) visit(i, j, sx * needX, 0);
+        else visit(i, j, 0, sy * needY);
+      });
+    }
+  }
+  function settle(sim) {
+    if (sim.settled) return;
+    sim.settled = true;
+    if (!sim.labels) return;
+    const { x, y, fixed } = sim;
+    for (let pass = 0; pass < 300; pass++) {
+      let moved = false;
+      forEachBoxOverlap(sim, new Grid(x, y, sim.reach * 2), (i, j, ox, oy) => {
+        moved = true;
+        const sx = ox && ox + Math.sign(ox);
+        const sy = oy && oy + Math.sign(oy);
+        const wi = i === fixed ? 0 : j === fixed ? 1 : 0.5;
+        x[i] -= sx * wi;
+        y[i] -= sy * wi;
+        x[j] += sx * (1 - wi);
+        y[j] += sy * (1 - wi);
+      });
+      if (!moved) break;
+    }
+  }
+  function convexHull(indices, x, y) {
+    const points = Array.from(indices).sort((a, b) => x[a] - x[b] || y[a] - y[b]);
+    const cross = (o, a, b) => (x[a] - x[o]) * (y[b] - y[o]) - (y[a] - y[o]) * (x[b] - x[o]);
+    const chain = (list) => {
+      const result = [];
+      list.forEach((p) => {
+        while (result.length >= 2 && cross(result[result.length - 2], result[result.length - 1], p) <= 0) result.pop();
+        result.push(p);
+      });
+      result.pop();
+      return result;
+    };
+    const hull = [...chain(points), ...chain(points.reverse())];
+    return hull.flatMap((i) => [x[i], y[i]]);
+  }
+  function signedDistance(polygon, px, py) {
+    const count = polygon.length / 2;
+    let best = Infinity;
+    let qx = px;
+    let qy = py;
+    let inside = count >= 3;
+    for (let i = 0; i < count; i++) {
+      const ax = polygon[i * 2];
+      const ay = polygon[i * 2 + 1];
+      const j = (i + 1) % count;
+      const ex = polygon[j * 2] - ax;
+      const ey = polygon[j * 2 + 1] - ay;
+      const length2 = ex * ex + ey * ey;
+      if (ex * (py - ay) - ey * (px - ax) < 0) inside = false;
+      const t = length2 ? Math.max(0, Math.min(1, ((px - ax) * ex + (py - ay) * ey) / length2)) : 0;
+      const cx = ax + ex * t;
+      const cy = ay + ey * t;
+      const d = Math.hypot(px - cx, py - cy);
+      if (d < best) {
+        best = d;
+        qx = cx;
+        qy = cy;
+      }
+    }
+    let nx = inside ? qx - px : px - qx;
+    let ny = inside ? qy - py : py - qy;
+    const length = Math.hypot(nx, ny);
+    if (length > 1e-6) {
+      nx /= length;
+      ny /= length;
+    } else {
+      nx = 1;
+      ny = 0;
+    }
+    return [inside ? -best : best, nx, ny];
+  }
+
+  // src/register.ts
+  var import_g64 = __toESM(require_g6(), 1);
+  var HYPERGRAPH_LAYOUT = "hypergraph";
+  var registered = false;
+  var bubbleSetsOverridden = false;
+  var registerHypergraph = ({ overrideBubbleSets = false } = {}) => {
+    if (!registered) {
+      registered = true;
+      (0, import_g64.register)(import_g64.ExtensionCategory.LAYOUT, HYPERGRAPH_LAYOUT, HypergraphLayout);
+      (0, import_g64.register)(import_g64.ExtensionCategory.PLUGIN, HOVER_BUBBLE_SETS, HoverBubbleSets);
+    }
+    if (overrideBubbleSets && !bubbleSetsOverridden) {
+      bubbleSetsOverridden = true;
+      (0, import_g64.register)(import_g64.ExtensionCategory.PLUGIN, "bubble-sets", KeyBoundsBubbleSets);
+    }
+  };
+
+  // src/theme.ts
+  var DEFAULT_THEME = {
+    hyperedgeColors: [
+      "#F6BD16",
+      "#00C9C9",
+      "#F08F56",
+      "#D580FF",
+      "#FF3D00",
+      "#16f69c",
+      "#004ac9",
+      "#f056d1",
+      "#a680ff",
+      "#c8ff00"
+    ],
+    typePalette: ["#00C9C9", "#a68fff", "#F08F56", "#0d7c4f", "#004ac9", "#f056d1"],
+    nodeColor: "#8b5cf6",
+    centerColor: "#6d28d9",
+    highlightColor: "#6d28d9",
+    edgeColor: "#a68fff",
+    nodeSize: 20,
+    largeNodeSize: 15,
+    largeGraphThreshold: 100,
+    labelFontSize: 12,
+    bubble: {
+      normal: { fillOpacity: 0.2, strokeOpacity: 0.2, lineWidth: 1 },
+      highlight: { fillOpacity: 0.45, strokeOpacity: 1, lineWidth: 3 },
+      dimmed: { fillOpacity: 0.03, strokeOpacity: 0.05, lineWidth: 1 }
+    },
+    bubbleOptions: {
+      maxRoutingIterations: 100,
+      maxMarchingIterations: 20,
+      pixelGroup: 4,
+      edgeR0: 30,
+      edgeR1: 50,
+      nodeR0: 1,
+      nodeR1: 5,
+      morphBuffer: 10,
+      threshold: 4,
+      memberInfluenceFactor: 1,
+      edgeInfluenceFactor: 4,
+      nonMemberInfluenceFactor: -0.8,
+      virtualEdges: true
+    },
+    inactiveNodeOpacity: 0.15,
+    inactiveEdgeOpacity: 0.1
+  };
+  var resolveTheme = (theme) => ({
+    ...DEFAULT_THEME,
+    ...theme,
+    bubble: { ...DEFAULT_THEME.bubble, ...theme?.bubble },
+    bubbleOptions: { ...DEFAULT_THEME.bubbleOptions, ...theme?.bubbleOptions }
+  });
+  var typeColorsOf = (vertices, typeField = "entity_type", palette = DEFAULT_THEME.typePalette) => {
+    const colors = {};
+    let i = 0;
+    for (const v of vertices) {
+      const type = v?.[typeField];
+      if (!type || type in colors) continue;
+      colors[type] = palette[i++ % palette.length];
+    }
+    return colors;
+  };
+
+  // src/spec.ts
+  var PAIR_SEP = "|#|";
+  var pairId = (a, b) => a < b ? `${a}${PAIR_SEP}${b}` : `${b}${PAIR_SEP}${a}`;
+  var bubbleKeyOf = (id) => `bubble-sets-${id}`;
+  var toG6Spec = (graph, options = {}) => {
+    const {
+      mode = "hyper",
+      centerNode,
+      typeField = "entity_type",
+      graphEdges = "binary",
+      labelText = (d) => String(d.id)
+    } = options;
+    const theme = resolveTheme(options.theme);
+    const isGraph = mode === "graph";
+    let nodes = Object.entries(graph.vertices).map(([id, value]) => ({ ...value, id, label: id }));
+    const edges = [];
+    const lineIds = /* @__PURE__ */ new Set();
+    const pushLine = (a, b, attrs) => {
+      const id = pairId(a, b);
+      if (lineIds.has(id)) return;
+      lineIds.add(id);
+      edges.push({ ...attrs, id, source: a, target: b });
+    };
+    const hyperedges = /* @__PURE__ */ new Map();
+    const layoutHyperedges = [];
+    const plugins = [];
+    graph.hyperedges.forEach((he, i) => {
+      const members = [...new Set(he.members)];
+      if (members.length < 2) return;
+      const id = he.id ?? (members.length === 2 ? pairId(members[0], members[1]) : members.join(PAIR_SEP));
+      const item = { ...he, id, members };
+      hyperedges.set(id, item);
+      const { members: _, id: __, ...attrs } = he;
+      if (members.length === 2) {
+        pushLine(members[0], members[1], attrs);
+        return;
+      }
+      if (isGraph) {
+        if (graphEdges === "clique") {
+          for (let a = 0; a < members.length; a++) {
+            for (let b = a + 1; b < members.length; b++) pushLine(members[a], members[b], attrs);
+          }
+        }
+        return;
+      }
+      const color = theme.hyperedgeColors[i % theme.hyperedgeColors.length];
+      plugins.push({
+        key: bubbleKeyOf(id),
+        type: HOVER_BUBBLE_SETS,
+        members,
+        // 只圈节点，不包裹标签
+        memberBoundsType: "key",
+        hyperedge: item,
+        fill: color,
+        stroke: color,
+        ...theme.bubbleOptions,
+        ...theme.bubble.normal
+      });
+      layoutHyperedges.push({ id, weight: he.weight || members.length, members });
+    });
+    if (isGraph && graphEdges === "binary") {
+      const connected = /* @__PURE__ */ new Set();
+      edges.forEach((e) => {
+        connected.add(e.source);
+        connected.add(e.target);
+      });
+      nodes = nodes.filter((n) => connected.has(n.id));
+    } else if (!isGraph) {
+      const clusterOf = /* @__PURE__ */ new Map();
+      layoutHyperedges.forEach((he) => {
+        he.members.forEach((m) => {
+          const cur = clusterOf.get(m);
+          if (!cur || he.weight > cur.weight) clusterOf.set(m, { id: he.id, weight: he.weight });
+        });
+      });
+      nodes = nodes.map((n) => {
+        const c = clusterOf.get(n.id);
+        return c ? { ...n, cluster: c.id } : n;
+      });
+    }
+    const typeColors = options.typeColors ?? typeColorsOf(nodes, typeField, theme.typePalette);
+    const large = nodes.length > theme.largeGraphThreshold;
+    const hasCenter = centerNode !== void 0 && nodes.some((n) => n.id === centerNode);
+    return {
+      data: { nodes, edges },
+      hyperedges,
+      plugins: isGraph ? [] : plugins,
+      node: {
+        palette: { field: "cluster" },
+        style: {
+          size: large ? theme.largeNodeSize : theme.nodeSize,
+          labelText,
+          fill: (d) => hasCenter && d.id === centerNode ? theme.centerColor : typeColors[d[typeField]] || theme.nodeColor,
+          // 显式写出被状态覆盖的样式：G6 移除状态时只回到这里的值，不写就会保留状态样式
+          opacity: 1,
+          lineWidth: 0,
+          labelFontWeight: "normal"
+        },
+        // 点击超边高亮：成员实体 highlight，其余 inactive
+        state: {
+          highlight: { stroke: theme.highlightColor, lineWidth: 3, labelFontWeight: "bold" },
+          inactive: { opacity: theme.inactiveNodeOpacity }
+        }
+      },
+      edge: {
+        style: { size: isGraph ? 3 : 2, stroke: theme.edgeColor, lineWidth: 1, opacity: 1 },
+        state: {
+          highlight: { stroke: theme.highlightColor, lineWidth: 3 },
+          inactive: { opacity: theme.inactiveEdgeOpacity }
+        }
+      },
+      // 超图模式：超图布局，连线也作为 2 元超边参与，以中心实体为中心呈花瓣状排布；
+      // 图模式：力导布局
+      layout: !isGraph ? {
+        type: HYPERGRAPH_LAYOUT,
+        hyperedges: layoutHyperedges,
+        centerNode: hasCenter ? centerNode : void 0,
+        nodeSpacing: 50,
+        // 标签互不重叠：与节点样式的 labelText、字号保持一致
+        preventLabelOverlap: true,
+        labelText,
+        labelFontSize: theme.labelFontSize
+      } : { type: "force", preventOverlap: true, gravity: 50, linkDistance: 50 }
+    };
+  };
+
+  // src/view.ts
+  var import_g65 = __toESM(require_g6(), 1);
+  var destroyGraph = (graph) => {
+    if (graph.destroyed) return;
+    try {
+      graph.destroy();
+    } catch {
+      graph.context.canvas?.destroy();
+      graph.destroyed = true;
+    }
+  };
+  var createHypergraphView = (container, initial = {}) => {
+    registerHypergraph();
+    let options = { ...initial };
+    let spec = null;
+    let selected = null;
+    const host = document.createElement("div");
+    host.style.cssText = "position: absolute; inset: 0; overflow: hidden;";
+    if (getComputedStyle(container).position === "static") container.style.position = "relative";
+    container.appendChild(host);
+    const graph = new import_g65.Graph({
+      container: host,
+      width: container.offsetWidth,
+      height: container.offsetHeight || options.fallbackHeight || 300,
+      behaviors: options.behaviors ?? ["zoom-canvas", "drag-canvas", "drag-element"],
+      autoFit: options.autoFit ?? "center",
+      animation: false
+    });
+    const hitOf = (e) => {
+      if (!spec) return null;
+      if (e.targetType === "node") {
+        const node = spec.data.nodes.find((n) => n.id === e.target.id);
+        return node ? { kind: "node", id: node.id, item: node } : null;
+      }
+      if (e.targetType === "edge") {
+        const edge = spec.data.edges.find((d) => d.id === e.target.id);
+        if (!edge) return null;
+        const { source, target, ...rest } = edge;
+        const members = [source, target];
+        return { kind: "edge", id: edge.id, members, item: { ...rest, id: edge.id, members } };
+      }
+      if (e.targetType === BUBBLE_SETS_TARGET) {
+        const item = e.target.options?.hyperedge;
+        return item ? { kind: "hyperedge", id: item.id, members: item.members, item } : null;
+      }
+      return null;
+    };
+    const applySelection = () => {
+      if (!spec) return;
+      const { bubble } = resolveTheme(options.theme);
+      const members = new Set(selected?.members);
+      const states = {};
+      spec.data.nodes.forEach((n) => {
+        states[n.id] = !selected ? [] : members.has(n.id) ? ["highlight"] : ["inactive"];
+      });
+      spec.data.edges.forEach((d) => {
+        states[d.id] = !selected ? [] : selected.kind === "edge" && d.id === selected.id ? ["highlight"] : ["inactive"];
+      });
+      graph.setElementState(states, false);
+      graph.setPlugins(
+        (plugins) => plugins.map(
+          (p) => p.type !== HOVER_BUBBLE_SETS ? p : {
+            ...p,
+            ...!selected ? bubble.normal : selected.kind === "hyperedge" && p.hyperedge?.id === selected.id ? bubble.highlight : bubble.dimmed
+          }
+        )
+      );
+    };
+    const setSelected = (next) => {
+      selected = next;
+      applySelection();
+      options.onSelect?.(selected);
+    };
+    graph.on("click", (e) => {
+      if (e.targetType === "node") return;
+      const hit = hitOf(e);
+      const next = hit && hit.kind !== "node" && hit.id !== selected?.id ? hit : null;
+      if (next || selected) setSelected(next);
+    });
+    graph.on("pointermove", (e) => {
+      if (!options.onHover) return;
+      const hit = e.client ? hitOf(e) : null;
+      options.onHover(hit ? { ...hit, client: { x: e.client.x, y: e.client.y } } : null);
+    });
+    const onLeave = () => options.onHover?.(null);
+    container.addEventListener("pointerleave", onLeave);
+    const observer = new ResizeObserver(() => {
+      if (!graph.destroyed && container.offsetWidth && container.offsetHeight) {
+        graph.setSize(container.offsetWidth, container.offsetHeight);
+      }
+    });
+    observer.observe(container);
+    const render = () => {
+      if (graph.destroyed || !options.data) return;
+      if (selected) {
+        selected = null;
+        applySelection();
+      }
+      spec = toG6Spec(options.data, options);
+      if (graph.context.layout) graph.stopLayout();
+      graph.setOptions({
+        data: spec.data,
+        node: spec.node,
+        edge: spec.edge,
+        layout: spec.layout,
+        plugins: spec.plugins
+      });
+      scheduleRender();
+    };
+    let renderPending = false;
+    const scheduleRender = () => {
+      if (renderPending) return;
+      renderPending = true;
+      queueMicrotask(() => {
+        renderPending = false;
+        if (!graph.destroyed) graph.render().catch(() => void 0);
+      });
+    };
+    render();
+    return {
+      graph,
+      update(next) {
+        options = { ...options, ...next };
+        const hadSelection = !!selected;
+        render();
+        if (hadSelection) options.onSelect?.(null);
+      },
+      select(id) {
+        if (id === null) return setSelected(null);
+        const he = spec?.hyperedges.get(id);
+        if (!he) return;
+        const [a, b] = he.members;
+        setSelected(
+          he.members.length === 2 ? { kind: "edge", id: pairId(a, b), members: he.members, item: he } : { kind: "hyperedge", id: he.id, members: he.members, item: he }
+        );
+      },
+      destroy() {
+        observer.disconnect();
+        container.removeEventListener("pointerleave", onLeave);
+        spec = null;
+        destroyGraph(graph);
+        host.remove();
+      }
+    };
+  };
+  return __toCommonJS(src_exports);
+})();
diff --git a/hyperdb/templates/hypergraph_layout.js b/hyperdb/templates/hypergraph_layout.js
deleted file mode 100644
index cc044c1..0000000
--- a/hyperdb/templates/hypergraph_layout.js
+++ /dev/null
@@ -1,851 +0,0 @@
-/**
- * 超图布局（浏览器全局版）/ Hypergraph layout (browser global build)
- *
- * 由 G6 仓库 hypergraph/build-hypergraph-layout.mjs 生成，请勿手改。
- * 在 G6 UMD 包（window.G6）之后以 <script> 引入，加载后自动注册为 'hypergraph' 布局，并暴露 window.HypergraphLayout；
- * 同时覆盖注册 'bubble-sets'，支持 memberBoundsType: 'key'（只圈节点、不包裹标签），并暴露 window.KeyBoundsBubbleSets 供继承。
- * Generated, do not edit. Load after the G6 UMD bundle; registers the 'hypergraph' layout and exposes window.HypergraphLayout,
- * and re-registers 'bubble-sets' with support for memberBoundsType: 'key' (wrap nodes only, not labels), exposing window.KeyBoundsBubbleSets to extend.
- */
-(function (G6) {
-  const { BaseLayout } = G6;
-const parseSize = (size = 0) => {
-    if (typeof size === 'number')
-        return [size, size, size];
-    const [x, y = x, z = x] = size;
-    return [x, y, z];
-};
-const ALPHA_MIN = 0.001;
-/**
- * <zh/> 超图布局
- *
- * <en/> Hypergraph layout
- * @remarks
- * <zh/> 基于力导向的超图布局，让同一超边连接的节点尽量聚在一起，便于配合 bubble-sets 绘制超边。每条超边（3 个及以上成员）被展开为一个虚拟中心点，成员通过弹簧与之相连（星形展开）；非成员节点被推出超边成员的凸包（同属某个更大超边的节点除外），不同超边之间按共享成员的多少相互排斥。2 元超边直接作为弹簧，并把非成员节点推离其连线。
- *
- * <en/> A force-directed hypergraph layout that keeps the members of a hyperedge close together, to be drawn with bubble-sets. Each hyperedge with 3 or more members is expanded into a virtual center node linked to its members by springs (star expansion); non-member nodes are pushed out of the members' convex hull (unless they share a larger hyperedge containing it), and hyperedges repel each other according to how few members they share. 2-member hyperedges act as plain springs that also push non-members off their segment.
- */
-class HypergraphLayout extends BaseLayout {
-    constructor() {
-        super(...arguments);
-        this.id = 'hypergraph';
-        this.resolvedOptions = { type: 'hypergraph' };
-        /**
-         * <zh/> 执行若干次迭代，未指定次数时迭代至收敛
-         *
-         * <en/> Run several iterations, until convergence when no count is given
-         * @param iterations - <zh/> 迭代次数 | <en/> iterations
-         * @returns <zh/> 当前布局结果 | <en/> current layout result
-         */
-        this.tick = (iterations) => {
-            const sim = this.simulation;
-            if (!sim)
-                return { nodes: [] };
-            const limit = iterations !== null && iterations !== void 0 ? iterations : Infinity;
-            for (let i = 0; i < limit && sim.alpha >= ALPHA_MIN; i++)
-                step(sim, this.resolvedOptions);
-            if (sim.alpha < ALPHA_MIN)
-                settle(sim);
-            return this.output();
-        };
-        this.stop = () => {
-            if (this.timer !== undefined)
-                clearTimeout(this.timer);
-            this.timer = undefined;
-        };
-    }
-    async execute(model, options) {
-        this.stop();
-        const opts = Object.assign({}, HypergraphLayout.defaultOptions, this.options, options);
-        this.resolvedOptions = opts;
-        this.simulation = initSimulation(model, opts);
-        const { onTick, ticksPerFrame = 3 } = opts;
-        if (!onTick) {
-            this.tick();
-            return this.output();
-        }
-        return new Promise((resolve) => {
-            const frame = () => {
-                const sim = this.simulation;
-                for (let i = 0; i < ticksPerFrame && sim.alpha >= ALPHA_MIN; i++)
-                    step(sim, this.resolvedOptions);
-                if (sim.alpha < ALPHA_MIN)
-                    settle(sim);
-                const data = this.output();
-                onTick(data);
-                if (sim.alpha < ALPHA_MIN) {
-                    this.timer = undefined;
-                    resolve(data);
-                }
-                else
-                    this.timer = setTimeout(frame, 16);
-            };
-            this.timer = setTimeout(frame, 0);
-        });
-    }
-    output() {
-        const sim = this.simulation;
-        if (!sim)
-            return { nodes: [] };
-        return { nodes: sim.ids.map((id, i) => ({ id, style: { x: sim.x[i], y: sim.y[i] } })) };
-    }
-}
-HypergraphLayout.defaultOptions = {
-    nodeSize: 20,
-    nodeSpacing: 10,
-    preventLabelOverlap: false,
-    labelFontSize: 12,
-    labelPlacement: 'bottom',
-    labelPadding: 4,
-    radiusFactor: 0.6,
-    attraction: 1,
-    repulsion: 1,
-    exclusion: 1,
-    hyperedgeRepulsion: 1,
-    gravity: 0.05,
-    iterations: 300,
-    ticksPerFrame: 3,
-    velocityDecay: 0.4,
-    seed: 1,
-};
-/**
- * <zh/> 可复现的伪随机数（mulberry32）
- *
- * <en/> Reproducible pseudo random numbers (mulberry32)
- * @param seed - <zh/> 种子 | <en/> seed
- * @returns <zh/> 随机数生成器 | <en/> random number generator
- */
-function createRandom(seed) {
-    let a = seed >>> 0;
-    return () => {
-        a = (a + 0x6d2b79f5) >>> 0;
-        let t = a;
-        t = Math.imul(t ^ (t >>> 15), t | 1);
-        t ^= t + Math.imul(t ^ (t >>> 7), t | 61);
-        return ((t ^ (t >>> 14)) >>> 0) / 4294967296;
-    };
-}
-function resolveHyperedges(model, options) {
-    const { hyperedges = [] } = options;
-    const edges = (model.edges || []).map((edge) => ({ id: edge.id, members: [edge.source, edge.target] }));
-    return [...(typeof hyperedges === 'function' ? hyperedges(model) : hyperedges), ...edges];
-}
-/**
- * <zh/> 贪心排序超边，使共享成员多的超边相邻
- *
- * <en/> Greedily order hyperedges so that the ones sharing more members are adjacent
- * @param sets - <zh/> 各超边的成员 | <en/> members of each hyperedge
- * @param shared - <zh/> 查询两条超边共享的成员数 | <en/> number of members shared by two hyperedges
- * @returns <zh/> 排序后的超边下标 | <en/> ordered hyperedge indices
- */
-function orderByOverlap(sets, shared) {
-    const rest = new Set(sets.map((_, i) => i));
-    const order = [];
-    const largest = () => [...rest].reduce((a, b) => (sets[b].length > sets[a].length ? b : a));
-    let current = rest.size ? largest() : -1;
-    while (current !== -1) {
-        order.push(current);
-        rest.delete(current);
-        if (!rest.size)
-            break;
-        let next = -1;
-        let best = 0;
-        rest.forEach((candidate) => {
-            const score = shared(current, candidate) / Math.min(sets[current].length, sets[candidate].length);
-            if (score > best || (score === best && next !== -1 && sets[candidate].length > sets[next].length)) {
-                best = score;
-                next = candidate;
-            }
-        });
-        current = best > 0 ? next : largest();
-    }
-    return order;
-}
-function initSimulation(model, options) {
-    var _a;
-    const { nodeSize = 20, nodeSpacing = 10, radiusFactor = 0.6, centerNode, center, width = 0, height = 0, iterations = 300, seed = 1, preventLabelOverlap = false, } = options;
-    const random = createRandom(seed);
-    const nodes = model.nodes || [];
-    const n = nodes.length;
-    const ids = nodes.map((node) => node.id);
-    const indexOf = new Map(ids.map((id, i) => [id, i]));
-    const sizeOf = typeof nodeSize === 'function' ? nodeSize : () => nodeSize;
-    const diameter = nodes.reduce((max, node) => {
-        const [w, h] = parseSize(sizeOf(node));
-        return Math.max(max, w, h);
-    }, 0);
-    const spacing = diameter + nodeSpacing;
-    const [cx, cy] = center || [width / 2, height / 2];
-    const radius = Float64Array.from(nodes, (node) => Math.max(...parseSize(sizeOf(node))) / 2);
-    const labels = preventLabelOverlap ? measureLabels(nodes, radius, options) : null;
-    let reach = diameter / 2;
-    if (labels) {
-        for (let i = 0; i < n; i++) {
-            const [dx, dy, hw, hh] = labels.subarray(i * 4, i * 4 + 4);
-            reach = Math.max(reach, Math.abs(dx) + hw, Math.abs(dy) + hh);
-        }
-    }
-    // 去重并剔除不在图中的成员 / Dedupe and drop members not in the graph
-    const memberSets = [];
-    const seen = new Set();
-    resolveHyperedges(model, options).forEach(({ members }) => {
-        const indices = [...new Set(members.map((id) => indexOf.get(id)).filter((i) => i !== undefined))];
-        if (indices.length < 2)
-            return;
-        indices.sort((a, b) => a - b);
-        const key = indices.join(',');
-        if (seen.has(key))
-            return;
-        seen.add(key);
-        memberSets.push(Int32Array.from(indices));
-    });
-    const hubSets = memberSets.filter((set) => set.length > 2);
-    const pairSets = memberSets.filter((set) => set.length === 2);
-    const degree = new Float64Array(n);
-    const hubsOf = Array.from({ length: n }, () => []);
-    hubSets.forEach((set, h) => set.forEach((v) => (degree[v]++, hubsOf[v].push(h))));
-    pairSets.forEach(([u, v]) => (degree[u]++, degree[v]++));
-    // 超边两两共享的成员数 / Members shared by each pair of hubs
-    const hubCount = hubSets.length;
-    const sharedCount = new Map();
-    hubsOf.forEach((list) => {
-        for (let a = 0; a < list.length; a++) {
-            for (let b = a + 1; b < list.length; b++) {
-                const key = list[a] * hubCount + list[b];
-                sharedCount.set(key, (sharedCount.get(key) || 0) + 1);
-            }
-        }
-    });
-    const shared = (a, b) => sharedCount.get(Math.min(a, b) * hubCount + Math.max(a, b)) || 0;
-    const hubWeights = new Float64Array(hubCount * hubCount);
-    for (let a = 0; a < hubCount; a++) {
-        for (let b = a + 1; b < hubCount; b++) {
-            const weight = 1 - shared(a, b) / Math.min(hubSets[a].length, hubSets[b].length);
-            hubWeights[a * hubCount + b] = hubWeights[b * hubCount + a] = weight;
-        }
-    }
-    const hubParents = hubSets.map((set, a) => hubSets.map((_, b) => b).filter((b) => b !== a && shared(a, b) === set.length));
-    const pairParents = pairSets.map(([u, v]) => hubsOf[u].filter((h) => hubsOf[v].includes(h)));
-    const hubs = hubSets.map((members) => {
-        const radius = radiusFactor * spacing * Math.sqrt(members.length);
-        return { members, radius, rest: radius * 0.65, x: cx, y: cy, vx: 0, vy: 0 };
-    });
-    // 初始化：超边中心沿螺旋线（或绕中心节点的环）依次排布，共享成员多的超边相邻
-    // Init: hub centers are laid along a spiral (or a ring around the center node), with overlapping hubs adjacent
-    const x = new Float64Array(n);
-    const y = new Float64Array(n);
-    const placed = new Uint8Array(n);
-    const fixed = centerNode !== undefined ? ((_a = indexOf.get(centerNode)) !== null && _a !== void 0 ? _a : -1) : -1;
-    const order = orderByOverlap(hubSets, shared);
-    if (fixed !== -1) {
-        x[fixed] = cx;
-        y[fixed] = cy;
-        placed[fixed] = 1;
-        // 每条超边占据一段角度，2 元超边的另一端作为花瓣上的叶子 / Each hyperedge takes an angular slot
-        const leaves = pairSets.filter((set) => set[0] === fixed || set[1] === fixed).map(([u, v]) => (u === fixed ? v : u));
-        const slots = [
-            ...order.map((h) => ({ hub: h, leaf: -1, width: 2 * hubs[h].radius })),
-            ...leaves.map((leaf) => ({ hub: -1, leaf, width: spacing })),
-        ];
-        const total = slots.reduce((sum, slot) => sum + slot.width, 0) || 1;
-        let angle = 0;
-        slots.forEach((slot) => {
-            const theta = ((angle + slot.width / 2) / total) * Math.PI * 2;
-            angle += slot.width;
-            if (slot.hub !== -1) {
-                const hub = hubs[slot.hub];
-                const distance = Math.max(hub.rest, (total / (Math.PI * 2)) * 0.5);
-                hub.x = cx + Math.cos(theta) * distance;
-                hub.y = cy + Math.sin(theta) * distance;
-            }
-            else if (!hubsOf[slot.leaf].length) {
-                const distance = Math.max(spacing * 1.5, total / (Math.PI * 2));
-                x[slot.leaf] = cx + Math.cos(theta) * distance;
-                y[slot.leaf] = cy + Math.sin(theta) * distance;
-                placed[slot.leaf] = 1;
-            }
-        });
-    }
-    else {
-        // 阿基米德螺线，按弧长依次放置 / Archimedean spiral, placed by arc length
-        const gap = (spacing * 3) / (Math.PI * 2);
-        let theta = 0;
-        order.forEach((h, i) => {
-            const hub = hubs[h];
-            if (i > 0)
-                theta += (2 * hub.radius) / Math.max(gap * theta, hub.radius);
-            hub.x = cx + gap * theta * Math.cos(theta);
-            hub.y = cy + gap * theta * Math.sin(theta);
-        });
-    }
-    // 节点放在其所属超边中心的均值附近 / Nodes start around the mean of their hub centers
-    for (let v = 0; v < n; v++) {
-        if (placed[v] || !hubsOf[v].length)
-            continue;
-        let sx = 0;
-        let sy = 0;
-        let r = Infinity;
-        hubsOf[v].forEach((h) => {
-            sx += hubs[h].x;
-            sy += hubs[h].y;
-            r = Math.min(r, hubs[h].radius);
-        });
-        const angle = random() * Math.PI * 2;
-        const distance = Math.sqrt(random()) * r * 0.8;
-        x[v] = sx / hubsOf[v].length + Math.cos(angle) * distance;
-        y[v] = sy / hubsOf[v].length + Math.sin(angle) * distance;
-        placed[v] = 1;
-    }
-    // 只通过 2 元超边相连的节点，沿已放置的邻居逐层展开 / Nodes linked only by pairs grow out from placed neighbors
-    const neighbors = Array.from({ length: n }, () => []);
-    pairSets.forEach(([u, v]) => (neighbors[u].push(v), neighbors[v].push(u)));
-    const queue = [];
-    for (let v = 0; v < n; v++)
-        if (placed[v])
-            queue.push(v);
-    const spread = spacing * Math.sqrt(n);
-    for (let v = 0; v < n || queue.length;) {
-        if (!queue.length) {
-            while (v < n && placed[v])
-                v++;
-            if (v >= n)
-                break;
-            const angle = random() * Math.PI * 2;
-            const distance = Math.sqrt(random()) * spread;
-            x[v] = cx + Math.cos(angle) * distance;
-            y[v] = cy + Math.sin(angle) * distance;
-            placed[v] = 1;
-            queue.push(v);
-        }
-        const u = queue.shift();
-        neighbors[u].forEach((w) => {
-            if (placed[w])
-                return;
-            const angle = random() * Math.PI * 2;
-            x[w] = x[u] + Math.cos(angle) * spacing * 1.5;
-            y[w] = y[u] + Math.sin(angle) * spacing * 1.5;
-            placed[w] = 1;
-            queue.push(w);
-        });
-    }
-    const pairs = new Int32Array(pairSets.length * 2);
-    pairSets.forEach(([u, v], i) => ((pairs[i * 2] = u), (pairs[i * 2 + 1] = v)));
-    return {
-        ids,
-        x,
-        y,
-        vx: new Float64Array(n),
-        vy: new Float64Array(n),
-        degree,
-        hubs,
-        pairs,
-        hubWeights,
-        hubsOf,
-        hubParents,
-        pairParents,
-        radius,
-        labels,
-        reach,
-        settled: false,
-        fixed,
-        spacing,
-        cx,
-        cy,
-        alpha: 1,
-        alphaDecay: 1 - Math.pow(ALPHA_MIN, 1 / Math.max(1, iterations)),
-    };
-}
-/**
- * <zh/> 均匀网格，用于邻域查询
- *
- * <en/> Uniform grid for neighborhood queries
- */
-class Grid {
-    constructor(x, y, size) {
-        this.x = x;
-        this.y = y;
-        this.size = size;
-        this.cells = new Map();
-        for (let i = 0; i < x.length; i++) {
-            const key = this.key(Math.floor(x[i] / size), Math.floor(y[i] / size));
-            const cell = this.cells.get(key);
-            if (cell)
-                cell.push(i);
-            else
-                this.cells.set(key, [i]);
-        }
-    }
-    key(i, j) {
-        return (i + 32768) * 65536 + (j + 32768);
-    }
-    /**
-     * <zh/> 遍历包围盒内的点
-     *
-     * <en/> Visit points within a bounding box
-     * @param x0 - <zh/> 左 | <en/> left
-     * @param y0 - <zh/> 上 | <en/> top
-     * @param x1 - <zh/> 右 | <en/> right
-     * @param y1 - <zh/> 下 | <en/> bottom
-     * @param visit - <zh/> 回调 | <en/> callback
-     */
-    query(x0, y0, x1, y1, visit) {
-        var _a;
-        const { size } = this;
-        for (let i = Math.floor(x0 / size); i <= Math.floor(x1 / size); i++) {
-            for (let j = Math.floor(y0 / size); j <= Math.floor(y1 / size); j++) {
-                (_a = this.cells.get(this.key(i, j))) === null || _a === void 0 ? void 0 : _a.forEach(visit);
-            }
-        }
-    }
-}
-function step(sim, options) {
-    const { attraction = 1, repulsion = 1, exclusion = 1, hyperedgeRepulsion = 1, gravity = 0.05, velocityDecay = 0.4, } = options;
-    const { x, y, vx, vy, degree, hubs, pairs, hubWeights, hubsOf, hubParents, pairParents, spacing, cx, cy, fixed } = sim;
-    const sharesParent = (v, parents) => parents.some((p) => hubsOf[v].includes(p));
-    const n = x.length;
-    const alpha = sim.alpha;
-    const pairRest = spacing * 1.5;
-    // ① 成员 ↔ 超边中心弹簧 / member ↔ hub springs
-    hubs.forEach((hub) => {
-        const size = hub.members.length;
-        hub.members.forEach((v) => {
-            let dx = hub.x + hub.vx - x[v] - vx[v];
-            let dy = hub.y + hub.vy - y[v] - vy[v];
-            const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
-            const l = ((d - hub.rest) / d) * alpha * (attraction / Math.min(degree[v], size));
-            const bias = size / (size + degree[v]);
-            dx *= l;
-            dy *= l;
-            vx[v] += dx * bias;
-            vy[v] += dy * bias;
-            hub.vx -= dx * (1 - bias);
-            hub.vy -= dy * (1 - bias);
-        });
-    });
-    // 2 元超边弹簧 / springs of 2-member hyperedges
-    for (let i = 0; i < pairs.length; i += 2) {
-        const u = pairs[i];
-        const v = pairs[i + 1];
-        let dx = x[v] + vx[v] - x[u] - vx[u];
-        let dy = y[v] + vy[v] - y[u] - vy[u];
-        const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
-        const l = ((d - pairRest) / d) * alpha * (attraction / Math.min(degree[u], degree[v]));
-        const bias = degree[u] / (degree[u] + degree[v]);
-        dx *= l;
-        dy *= l;
-        vx[v] -= dx * bias;
-        vy[v] -= dy * bias;
-        vx[u] += dx * (1 - bias);
-        vy[u] += dy * (1 - bias);
-    }
-    // ② 节点排斥 + 碰撞（截断距离内） / node repulsion + collision within a cutoff
-    const range = spacing * 4;
-    const grid = new Grid(x, y, range);
-    const charge = repulsion * spacing * spacing * 0.5;
-    for (let i = 0; i < n; i++) {
-        grid.query(x[i] - range, y[i] - range, x[i] + range, y[i] + range, (j) => {
-            if (j <= i)
-                return;
-            let dx = x[j] - x[i];
-            let dy = y[j] - y[i];
-            let d2 = dx * dx + dy * dy;
-            if (d2 > range * range)
-                return;
-            if (d2 < 1e-6) {
-                dx = (i - j) * 1e-3;
-                dy = 1e-3;
-                d2 = dx * dx + dy * dy;
-            }
-            const d = Math.sqrt(d2);
-            let f = (charge * alpha) / d2;
-            // 重叠时与 alpha 无关地强制分开 / Overlapping nodes are pushed apart regardless of alpha
-            if (d < spacing)
-                f += (spacing - d) * 0.35;
-            const fx = (dx / d) * f;
-            const fy = (dy / d) * f;
-            vx[i] -= fx;
-            vy[i] -= fy;
-            vx[j] += fx;
-            vy[j] += fy;
-        });
-    }
-    // 标签碰撞：标签之间、标签与节点之间互相推开。强度随 (1 - alpha)² 渐入：开始时节点都挤在一起，
-    // 满强度的标签碰撞像一股很大的随机斥力，会把节点推进别的超边轮廓（30 个子图上入侵数约翻倍）；
-    // 收敛后的 settle 再清理剩余重叠
-    // label collision: labels keep off each other and off nodes. Phased in by (1 - alpha)²: at the start every
-    // node is crowded, and a full-strength label push acts like a large random repulsion that shoves nodes into
-    // other hyperedges (about twice the intrusions over 30 subgraphs); settle() removes what is left after convergence
-    const labelWeight = (1 - alpha) * (1 - alpha);
-    if (sim.labels && labelWeight > 0) {
-        forEachBoxOverlap(sim, grid, (i, j, ox, oy) => {
-            vx[i] -= ox * labelWeight;
-            vy[i] -= oy * labelWeight;
-            vx[j] += ox * labelWeight;
-            vy[j] += oy * labelWeight;
-        });
-    }
-    // ③ 非成员排斥：将非成员推出超边成员的凸包（外扩 margin），即 bubble-sets 轮廓所在区域
-    // exclusion: push non-members out of the members' convex hull grown by a margin, where the bubble-sets contour lies
-    const mark = new Int32Array(n);
-    const margin = spacing * 0.75;
-    hubs.forEach((hub, h) => {
-        // 成员尚未聚拢时凸包几乎覆盖全图，推开非成员既无意义又会退化为 O(N)，等聚拢后再生效
-        // While members are still scattered the hull spans the whole layout: skip until they gather
-        let extent = 0;
-        hub.members.forEach((v) => {
-            mark[v] = h + 1;
-            extent = Math.max(extent, Math.abs(x[v] - hub.x), Math.abs(y[v] - hub.y));
-        });
-        if (extent > hub.radius * 2.5)
-            return;
-        const polygon = convexHull(hub.members, x, y);
-        let x0 = Infinity;
-        let y0 = Infinity;
-        let x1 = -Infinity;
-        let y1 = -Infinity;
-        for (let i = 0; i < polygon.length; i += 2) {
-            x0 = Math.min(x0, polygon[i]);
-            x1 = Math.max(x1, polygon[i]);
-            y0 = Math.min(y0, polygon[i + 1]);
-            y1 = Math.max(y1, polygon[i + 1]);
-        }
-        grid.query(x0 - margin, y0 - margin, x1 + margin, y1 + margin, (v) => {
-            if (mark[v] === h + 1 || sharesParent(v, hubParents[h]))
-                return;
-            const [distance, nx, ny] = signedDistance(polygon, x[v], y[v]);
-            if (distance >= margin)
-                return;
-            const f = (margin - distance) * exclusion * Math.max(alpha, 0.1) * 0.5;
-            vx[v] += nx * f * 0.8;
-            vy[v] += ny * f * 0.8;
-            hub.vx -= nx * f * 0.2;
-            hub.vy -= ny * f * 0.2;
-        });
-    });
-    // 非成员远离 2 元超边的连线 / non-members keep off the segment of 2-member hyperedges
-    for (let i = 0; i < pairs.length; i += 2) {
-        const u = pairs[i];
-        const v = pairs[i + 1];
-        const ex = x[v] - x[u];
-        const ey = y[v] - y[u];
-        const len2 = ex * ex + ey * ey;
-        if (len2 < 1e-6 || len2 > pairRest * pairRest * 9)
-            continue;
-        grid.query(Math.min(x[u], x[v]) - margin, Math.min(y[u], y[v]) - margin, Math.max(x[u], x[v]) + margin, Math.max(y[u], y[v]) + margin, (w) => {
-            if (w === u || w === v || sharesParent(w, pairParents[i / 2]))
-                return;
-            const t = ((x[w] - x[u]) * ex + (y[w] - y[u]) * ey) / len2;
-            if (t <= 0.05 || t >= 0.95)
-                return;
-            const dx = x[w] - (x[u] + ex * t);
-            const dy = y[w] - (y[u] + ey * t);
-            const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
-            if (d >= margin)
-                return;
-            const f = ((margin - d) / d) * exclusion * Math.max(alpha, 0.1) * 0.5;
-            vx[w] += dx * f;
-            vy[w] += dy * f;
-        });
-    }
-    // ④ 超边中心之间排斥，共享成员越多越弱 / hub repulsion, weakened by shared members
-    const hubCount = hubs.length;
-    for (let a = 0; a < hubCount; a++) {
-        for (let b = a + 1; b < hubCount; b++) {
-            const weight = hubWeights[a * hubCount + b] * hyperedgeRepulsion;
-            if (weight <= 0)
-                continue;
-            const A = hubs[a];
-            const B = hubs[b];
-            let dx = B.x - A.x;
-            let dy = B.y - A.y;
-            let d2 = dx * dx + dy * dy;
-            if (d2 < 1e-6) {
-                dx = (a - b) * 1e-3;
-                dy = 1e-3;
-                d2 = dx * dx + dy * dy;
-            }
-            const reach = A.radius + B.radius;
-            const d = Math.sqrt(d2);
-            let f = (weight * reach * reach * 0.5 * alpha) / d2;
-            if (d < reach)
-                f += (reach - d) * weight * 0.1 * alpha;
-            const fx = (dx / d) * f;
-            const fy = (dy / d) * f;
-            A.vx -= fx;
-            A.vy -= fy;
-            B.vx += fx;
-            B.vy += fy;
-        }
-    }
-    // ⑤ 向心力 / gravity
-    const g = gravity * alpha;
-    for (let i = 0; i < n; i++) {
-        vx[i] += (cx - x[i]) * g;
-        vy[i] += (cy - y[i]) * g;
-    }
-    hubs.forEach((hub) => {
-        hub.vx += (cx - hub.x) * g;
-        hub.vy += (cy - hub.y) * g;
-    });
-    // 积分 / integrate
-    const decay = 1 - velocityDecay;
-    const maxSpeed = spacing * 4;
-    const clamp = (v) => Math.max(-maxSpeed, Math.min(maxSpeed, v));
-    for (let i = 0; i < n; i++) {
-        if (i === fixed) {
-            x[i] = cx;
-            y[i] = cy;
-            vx[i] = vy[i] = 0;
-            continue;
-        }
-        vx[i] = clamp(vx[i] * decay);
-        vy[i] = clamp(vy[i] * decay);
-        x[i] += vx[i];
-        y[i] += vy[i];
-    }
-    hubs.forEach((hub) => {
-        hub.vx = clamp(hub.vx * decay);
-        hub.vy = clamp(hub.vy * decay);
-        hub.x += hub.vx;
-        hub.y += hub.vy;
-    });
-    sim.alpha += (0 - sim.alpha) * sim.alphaDecay;
-}
-/**
- * <zh/> 字符宽度（以字号为单位）的估计：CJK 1，大写字母 0.72，其他 0.6
- *
- * <en/> Estimated character width in font sizes: CJK 1, capital letters 0.72, others 0.6
- * @param char - <zh/> 字符 | <en/> character
- * @returns <zh/> 宽度 | <en/> width
- */
-function charWidth(char) {
-    const code = char.charCodeAt(0);
-    if (code >= 0x2e80)
-        return 1;
-    if (code >= 65 && code <= 90)
-        return 0.72;
-    return 0.6;
-}
-/**
- * <zh/> 按文字估算标签包围盒，字符宽度见 charWidth
- *
- * <en/> Estimate label boxes from their text, see charWidth for character widths
- * @param nodes - <zh/> 节点 | <en/> nodes
- * @param radius - <zh/> 节点半径 | <en/> node radii
- * @param options - <zh/> 布局配置 | <en/> layout options
- * @returns <zh/> 标签包围盒 | <en/> label boxes
- */
-function measureLabels(nodes, radius, options) {
-    const { labelText, labelFontSize = 12, labelMaxWidth = Infinity, labelPlacement = 'bottom', labelPadding = 4 } = options;
-    const textOf = labelText || ((node) => { var _a, _b; return String((_b = (_a = node.style) === null || _a === void 0 ? void 0 : _a.labelText) !== null && _b !== void 0 ? _b : node.id); });
-    const boxes = new Float64Array(nodes.length * 4);
-    nodes.forEach((node, i) => {
-        let width = 0;
-        let lines = 0;
-        textOf(node)
-            .split('\n')
-            .forEach((line) => {
-            let w = 0;
-            for (const char of line)
-                w += labelFontSize * charWidth(char);
-            lines += Math.max(1, Math.ceil(w / labelMaxWidth));
-            width = Math.max(width, Math.min(w, labelMaxWidth));
-        });
-        const hw = width / 2 + labelPadding / 2;
-        const hh = (lines * labelFontSize * 1.3) / 2 + labelPadding / 2;
-        const r = radius[i];
-        const [dx, dy] = {
-            bottom: [0, r + hh],
-            top: [0, -r - hh],
-            left: [-r - hw, 0],
-            right: [r + hw, 0],
-            center: [0, 0],
-        }[labelPlacement];
-        boxes.set([dx, dy, hw, hh], i * 4);
-    });
-    return boxes;
-}
-/**
- * <zh/> 遍历相互重叠的包围盒对（标签—标签、标签—节点），给出沿最小穿透轴的穿透量
- *
- * <en/> Visit overlapping box pairs (label–label, label–node) with the penetration along the axis of least penetration
- * @param sim - <zh/> 模拟状态 | <en/> simulation state
- * @param grid - <zh/> 节点网格 | <en/> node grid
- * @param visit - <zh/> 回调，(ox, oy) 为 j 相对 i 需要移开的量 | <en/> callback, (ox, oy) is how far j has to move away from i
- */
-function forEachBoxOverlap(sim, grid, visit) {
-    const { x, y, radius, reach } = sim;
-    const labels = sim.labels;
-    const n = x.length;
-    const box = (i, label) => label
-        ? [x[i] + labels[i * 4], y[i] + labels[i * 4 + 1], labels[i * 4 + 2], labels[i * 4 + 3]]
-        : [x[i], y[i], radius[i], radius[i]];
-    for (let i = 0; i < n; i++) {
-        grid.query(x[i] - reach * 2, y[i] - reach * 2, x[i] + reach * 2, y[i] + reach * 2, (j) => {
-            if (j <= i)
-                return;
-            // 三组盒子共用一个移开方向（按节点中心的相对位置），否则各组的方向可能互相抵消
-            // The three box pairs share one direction (from the node centers), otherwise they may cancel each other out
-            const sx = x[j] > x[i] || (x[j] === x[i] && i < j) ? 1 : -1;
-            const sy = y[j] > y[i] || (y[j] === y[i] && i < j) ? 1 : -1;
-            let needX = 0;
-            let needY = 0;
-            const test = (a, b) => {
-                const dx = b[0] - a[0];
-                const dy = b[1] - a[1];
-                if (a[2] + b[2] <= Math.abs(dx) || a[3] + b[3] <= Math.abs(dy))
-                    return;
-                // 沿该方向移开所需的距离 / distance needed to separate along that direction
-                needX = Math.max(needX, a[2] + b[2] - sx * dx);
-                needY = Math.max(needY, a[3] + b[3] - sy * dy);
-            };
-            const li = box(i, true);
-            const lj = box(j, true);
-            test(li, lj);
-            test(li, box(j, false));
-            test(box(i, false), lj);
-            if (!needX && !needY)
-                return;
-            if (needX < needY)
-                visit(i, j, sx * needX, 0);
-            else
-                visit(i, j, 0, sy * needY);
-        });
-    }
-}
-/**
- * <zh/> 收敛后直接移动节点，消除剩余的标签重叠
- *
- * <en/> After convergence, move nodes directly to remove the remaining label overlaps
- * @param sim - <zh/> 模拟状态 | <en/> simulation state
- */
-function settle(sim) {
-    if (sim.settled)
-        return;
-    sim.settled = true;
-    if (!sim.labels)
-        return;
-    const { x, y, fixed } = sim;
-    for (let pass = 0; pass < 300; pass++) {
-        let moved = false;
-        forEachBoxOverlap(sim, new Grid(x, y, sim.reach * 2), (i, j, ox, oy) => {
-            moved = true;
-            // 多移 1px 以免浮点误差留下贴边重叠 / move 1px further so rounding does not leave them touching
-            const sx = ox && ox + Math.sign(ox);
-            const sy = oy && oy + Math.sign(oy);
-            const wi = i === fixed ? 0 : j === fixed ? 1 : 0.5;
-            x[i] -= sx * wi;
-            y[i] -= sy * wi;
-            x[j] += sx * (1 - wi);
-            y[j] += sy * (1 - wi);
-        });
-        if (!moved)
-            break;
-    }
-}
-/**
- * <zh/> 计算点集凸包（单调链）
- *
- * <en/> Convex hull of a point set (monotone chain)
- * @param indices - <zh/> 点的下标 | <en/> point indices
- * @param x - <zh/> x 坐标 | <en/> x coordinates
- * @param y - <zh/> y 坐标 | <en/> y coordinates
- * @returns <zh/> 逆时针顶点，展开为 [x0, y0, x1, y1, ...] | <en/> counter-clockwise vertices, flattened
- */
-function convexHull(indices, x, y) {
-    const points = Array.from(indices).sort((a, b) => x[a] - x[b] || y[a] - y[b]);
-    const cross = (o, a, b) => (x[a] - x[o]) * (y[b] - y[o]) - (y[a] - y[o]) * (x[b] - x[o]);
-    const chain = (list) => {
-        const result = [];
-        list.forEach((p) => {
-            while (result.length >= 2 && cross(result[result.length - 2], result[result.length - 1], p) <= 0)
-                result.pop();
-            result.push(p);
-        });
-        result.pop();
-        return result;
-    };
-    const hull = [...chain(points), ...chain(points.reverse())];
-    return hull.flatMap((i) => [x[i], y[i]]);
-}
-/**
- * <zh/> 点到凸多边形的有向距离（内部为负）及远离多边形的单位方向
- *
- * <en/> Signed distance from a point to a convex polygon (negative inside), and the unit direction away from it
- * @param polygon - <zh/> 多边形顶点，展开形式 | <en/> flattened polygon vertices
- * @param px - <zh/> 点 x | <en/> point x
- * @param py - <zh/> 点 y | <en/> point y
- * @returns <zh/> [距离, 方向 x, 方向 y] | <en/> [distance, direction x, direction y]
- */
-function signedDistance(polygon, px, py) {
-    const count = polygon.length / 2;
-    let best = Infinity;
-    let qx = px;
-    let qy = py;
-    let inside = count >= 3;
-    for (let i = 0; i < count; i++) {
-        const ax = polygon[i * 2];
-        const ay = polygon[i * 2 + 1];
-        const j = (i + 1) % count;
-        const ex = polygon[j * 2] - ax;
-        const ey = polygon[j * 2 + 1] - ay;
-        const length2 = ex * ex + ey * ey;
-        // 逆时针多边形，点在某条边右侧即在外部 / counter-clockwise polygon: right of any edge means outside
-        if (ex * (py - ay) - ey * (px - ax) < 0)
-            inside = false;
-        const t = length2 ? Math.max(0, Math.min(1, ((px - ax) * ex + (py - ay) * ey) / length2)) : 0;
-        const cx = ax + ex * t;
-        const cy = ay + ey * t;
-        const d = Math.hypot(px - cx, py - cy);
-        if (d < best) {
-            best = d;
-            qx = cx;
-            qy = cy;
-        }
-    }
-    let nx = inside ? qx - px : px - qx;
-    let ny = inside ? qy - py : py - qy;
-    const length = Math.hypot(nx, ny);
-    if (length > 1e-6) {
-        nx /= length;
-        ny /= length;
-    }
-    else {
-        nx = 1;
-        ny = 0;
-    }
-    return [inside ? -best : best, nx, ny];
-}
-
-  G6.register(G6.ExtensionCategory.LAYOUT, 'hypergraph', HypergraphLayout);
-  window.HypergraphLayout = HypergraphLayout;
-})(window.G6);
-
-// bubble-sets 只圈节点：配置 memberBoundsType: 'key' / bubble-sets wrapping nodes only: set memberBoundsType: 'key'
-(function (G6) {
-  const { BubbleSets } = G6;
-class KeyBoundsBubbleSets extends BubbleSets {
-    constructor(context, options) {
-        super(context, options);
-        const self = this;
-        const getPath = self.getPath;
-        // getPath 同步地经 graph.getElementRenderBounds 取成员包围盒，调用期间临时换成主图形包围盒
-        // getPath reads member bounds synchronously via graph.getElementRenderBounds: swap in key shape bounds while it runs
-        self.getPath = (...args) => {
-            if (self.options.memberBoundsType !== 'key')
-                return getPath(...args);
-            const graph = self.context.graph;
-            graph.getElementRenderBounds = (id) => self.context.element.getElement(id).getShape('key').getRenderBounds();
-            try {
-                return getPath(...args);
-            }
-            finally {
-                delete graph.getElementRenderBounds;
-            }
-        };
-    }
-}
-
-  G6.register(G6.ExtensionCategory.PLUGIN, 'bubble-sets', KeyBoundsBubbleSets);
-  window.KeyBoundsBubbleSets = KeyBoundsBubbleSets;
-})(window.G6);
diff --git a/hyperdb/templates/hypergraph_viewer.html b/hyperdb/templates/hypergraph_viewer.html
index c1b7c90..a7bfbbd 100644
--- a/hyperdb/templates/hypergraph_viewer.html
+++ b/hyperdb/templates/hypergraph_viewer.html
@@ -4,11 +4,10 @@
     <meta charset="UTF-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>Hypergraph Visualization</title>
-    <!-- npm 版 G6，超边轮廓交互由下方 HoverBubbleSets 插件补齐 -->
     <script src="https://unpkg.com/@antv/g6@5.0.49/dist/g6.min.js"></script>
-    <!-- 超图布局（templates/hypergraph_layout.js，由 G6 仓库 hypergraph/build-hypergraph-layout.mjs 生成），
-         加载即注册为 'hypergraph' 布局；加载失败时下方布局配置退回 force -->
-    <script src="hypergraph_layout.js"></script>
+    <!-- 超图渲染（超图布局、只圈节点的超边轮廓、悬停与点击高亮），与 HypergraphViewer、Hyper-RAG web-ui 共用 hypergraph-viz；
+         templates/hypergraph-viz.global.js 由 HypergraphViewer/packages/hypergraph-viz 的 npm run sync:hypergraph-db 拷入 -->
+    <script src="hypergraph-viz.global.js"></script>
     <script src="https://unpkg.com/react@18/umd/react.production.min.js"></script>
     <script src="https://unpkg.com/react-dom@18/umd/react-dom.production.min.js"></script>
     <script src="https://unpkg.com/@babel/standalone/babel.min.js"></script>
@@ -28,194 +27,13 @@
 
     <script type="text/babel">
       const { useState, useEffect, useLayoutEffect, useMemo, useRef } = React;
-      const { Graph, BubbleSets, CommonEvent, ExtensionCategory, GraphEvent, register } = window.G6;
-
-      // ------------------------------------------------------------------ hover-bubble-sets
-      // 可交互的 bubble-sets 插件（与 HypergraphViewer、Hyper-RAG web-ui 同一实现），在原版 BubbleSets 上补齐：
-      // - 超边轮廓接收鼠标事件，在 graph 上派发 pointerover / pointermove / pointerleave / click，
-      //   事件的 targetType 为 'bubble-sets'，target 为该插件的 options（含 key、members 与调用方附加的数据）；
-      // - 布局进行中隐藏轮廓，布局结束后按节点新位置重画；
-      // - 首次渲染完成前被销毁时不再因 shape 为空而抛异常；
-      // - 配置更新（graph.setPlugins，如点击高亮改透明度）后立即应用到已画好的轮廓，原版 update 只合并配置、不重画。
-      const HOVER_BUBBLE_SETS = "hover-bubble-sets";
-      const BUBBLE_SETS_TARGET = "bubble-sets";
-      const SHAPE_EVENTS = [
-        CommonEvent.POINTER_OVER,
-        CommonEvent.POINTER_MOVE,
-        CommonEvent.POINTER_LEAVE,
-        CommonEvent.CLICK,
-      ];
-
-      // hypergraph_layout.js 提供的 KeyBoundsBubbleSets 支持 memberBoundsType: 'key'（只圈节点、不包裹标签）
-      class HoverBubbleSets extends (window.KeyBoundsBubbleSets || BubbleSets) {
-        constructor(context, options) {
-          super(context, { zIndex: -1, pointerEvents: "all", ...options });
-          this.layouting = false;
-          this.boundKey = null;
-          this.onBeforeLayout = () => {
-            this.layouting = true;
-            this.setContourVisible(false);
-          };
-          this.onAfterLayout = () => {
-            this.layouting = false;
-            this.drawBubbleSets();
-          };
-          this.forward = (event) => {
-            this.context.graph.emit(event.type, {
-              ...event,
-              target: { ...this.options, id: this.options.key, options: this.options },
-              targetType: BUBBLE_SETS_TARGET,
-              originalTarget: event.target,
-            });
-          };
-          const { graph } = this.context;
-          // 基类构造时已把原始 drawBubbleSets 绑定到 AFTER_RENDER，换成带事件绑定的版本
-          graph.off(GraphEvent.AFTER_RENDER, this.drawBubbleSets);
-          const baseDraw = this.drawBubbleSets;
-          this.drawBubbleSets = () => {
-            // 成员不变时基类会复用缓存路径；布局移动了节点，必须重算
-            this.init();
-            baseDraw();
-            this.bindShapeEvents();
-            this.setContourVisible(!this.layouting);
-          };
-          graph.on(GraphEvent.AFTER_RENDER, this.drawBubbleSets);
-          graph.on(GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
-          graph.on(GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
-        }
-
-        update(options) {
-          super.update(options);
-          // 只更新样式（路径 d 不在 style 中，保持不变），不重算轮廓
-          if (this.shape && !this.shape.destroyed) this.shape.update(this.parseOptions().style);
-        }
-
-        setContourVisible(visible) {
-          if (this.shape) this.shape.style.visibility = visible ? "visible" : "hidden";
-        }
-
-        bindShapeEvents() {
-          const key = this.shape?.shapeMap?.key;
-          if (!key || key === this.boundKey) return;
-          this.unbindShapeEvents();
-          key.style.pointerEvents = "all";
-          SHAPE_EVENTS.forEach((type) => key.addEventListener(type, this.forward));
-          this.boundKey = key;
-        }
-
-        unbindShapeEvents() {
-          if (!this.boundKey) return;
-          SHAPE_EVENTS.forEach((type) => this.boundKey.removeEventListener(type, this.forward));
-          this.boundKey = null;
-        }
-
-        destroy() {
-          const { graph } = this.context;
-          graph.off(GraphEvent.AFTER_RENDER, this.drawBubbleSets);
-          graph.off(GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
-          graph.off(GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
-          this.unbindShapeEvents();
-          if (!this.shape) this.shape = { destroy: () => undefined };
-          super.destroy();
-        }
-      }
-
-      register(ExtensionCategory.PLUGIN, HOVER_BUBBLE_SETS, HoverBubbleSets);
-
-      // 首次渲染完成前销毁（换数据）时，G6 在销毁元素层时抛异常；此时插件、交互、布局已销毁，补上画布销毁即可
-      const destroyGraph = (graph) => {
-        if (graph.destroyed) return;
-        try {
-          graph.destroy();
-        } catch (e) {
-          graph.context.canvas?.destroy();
-          graph.destroyed = true;
-        }
-      };
+      const { createHypergraphView, fromKeyedEdges, pairId, typeColorsOf } = window.HypergraphViz;
 
       // API base path
       const API_BASE = window.location.origin;
       // dev mode
       // const API_BASE = "http://localhost:8080";
 
-      // Configuration constants
-      const COLORS = [
-        "#F6BD16",
-        "#00C9C9",
-        "#F08F56",
-        "#D580FF",
-        "#FF3D00",
-        "#16f69c",
-        "#004ac9",
-        "#f056d1",
-        "#a680ff",
-        "#c8ff00",
-      ];
-
-      // 6 predefined colors, cycled for different entity types
-      const ENTITY_TYPE_COLORS_PALETTE = [
-        "#00C9C9",
-        "#a68fff",
-        "#F08F56",
-        "#0d7c4f",
-        "#004ac9",
-        "#f056d1",
-      ];
-
-      const DEFAULT_NODE_COLOR = "#8b5cf6";
-
-      // Dynamically generate entity type color mapping
-      const generateEntityTypeColors = (vertices) => {
-        const entityTypes = [
-          ...new Set(vertices.map((v) => v.entity_type).filter(Boolean)),
-        ];
-        const colorMap = {};
-
-        entityTypes.forEach((entityType, index) => {
-          colorMap[entityType] =
-            ENTITY_TYPE_COLORS_PALETTE[
-              index % ENTITY_TYPE_COLORS_PALETTE.length
-            ];
-        });
-
-        return colorMap;
-      };
-      const LAYOUT_THRESHOLD = 100;
-      // hypergraph_layout.js 未加载（如服务端版本过旧）时退回 force 布局，避免实体全部叠在一点
-      const HAS_HYPERGRAPH_LAYOUT = !!window.HypergraphLayout;
-      if (!HAS_HYPERGRAPH_LAYOUT) console.warn("hypergraph_layout.js not loaded, falling back to the force layout");
-      const EDGE_SEPARATOR = "|#|";
-
-      // 超边轮廓的透明度与线宽：常态 / 点击选中 / 其他超边被选中时变淡
-      const BUBBLE_NORMAL = { fillOpacity: 0.2, strokeOpacity: 0.2, lineWidth: 1 };
-      const BUBBLE_HIGHLIGHT = { fillOpacity: 0.45, strokeOpacity: 1, lineWidth: 3 };
-      const BUBBLE_DIMMED = { fillOpacity: 0.03, strokeOpacity: 0.05, lineWidth: 1 };
-
-      // Utility functions
-      const createBubbleStyle = (baseColor) => ({
-        fill: baseColor,
-        stroke: baseColor,
-        ...BUBBLE_NORMAL,
-        maxRoutingIterations: 100,
-        maxMarchingIterations: 20,
-        pixelGroup: 4,
-        edgeR0: 30,
-        edgeR1: 50,
-        nodeR0: 1,
-        nodeR1: 5,
-        morphBuffer: 10,
-        threshold: 4,
-        memberInfluenceFactor: 1,
-        edgeInfluenceFactor: 4,
-        nonMemberInfluenceFactor: -0.8,
-        virtualEdges: true,
-      });
-
-      const getNodeColor = (node, selectedVertex, entityTypeColors) => {
-        if (node.id === selectedVertex) return "#6d28d9";
-        return entityTypeColors[node.entity_type] || DEFAULT_NODE_COLOR;
-      };
-
       const formatDescription = (description) => {
         if (!description) return "";
         return description.split("<SEP>").join(" ");
@@ -520,86 +338,21 @@
       };
 
       // 悬停目标 → 悬停卡片内容：顶点 → 顶点属性；连线（2 个顶点的超边）/ 超边轮廓 → 超边属性
-      const tipOf = (e, data) => {
-        if (e.targetType === "node") {
-          const node = data?.data.nodes.find((n) => n.id === e.target.id);
-          return node && { title: "node", item: node };
-        }
-        // 只有 2 个成员的超边显示为“边”
-        const hyperedge = (item) => ({
-          title: item.members.length === 2 ? "edge" : "hyperedge",
-          item,
+      const tipOf = (hit) => {
+        if (hit.kind === "node") return { title: "node", item: hit.item };
+        return {
+          title: hit.kind,
+          item: hit.item,
           priority: HYPEREDGE_PRIORITY,
           // 没有 type 的超边（如 Hyper-RAG 原版抽取的图）仍显示 keywords
-          exclude: item.type ? HYPEREDGE_TIP_EXCLUDED : [],
+          exclude: hit.item.type ? HYPEREDGE_TIP_EXCLUDED : [],
           limit: HYPEREDGE_FIELD_LIMIT,
-        });
-        if (e.targetType === "edge") {
-          const edge = data?.data.edges.find((d) => d.id === e.target.id);
-          if (!edge) return null;
-          const { source, target, ...rest } = edge;
-          return hyperedge({ ...rest, members: [source, target] });
-        }
-        if (e.targetType === BUBBLE_SETS_TARGET) {
-          const { edge = {}, members } = e.target.options || {};
-          return hyperedge({
-            ...edge,
-            members: Array.isArray(members) ? members : [],
-          });
-        }
-        return null;
-      };
-
-      // 点击选中的超边（轮廓或连线）→ { key, members, item }；null 表示未选中
-      const selectionOf = (e, data) => {
-        if (e.targetType === BUBBLE_SETS_TARGET) {
-          const { key, edge = {}, members } = e.target.options || {};
-          const list = Array.isArray(members) ? members : [];
-          return { key, members: list, item: { ...edge, members: list } };
-        }
-        if (e.targetType === "edge") {
-          const edge = data?.data.edges.find((d) => d.id === e.target.id);
-          if (!edge) return null;
-          const { source, target, ...rest } = edge;
-          return {
-            key: edge.id,
-            members: [source, target],
-            item: { ...rest, members: [source, target] },
-          };
-        }
-        return null;
-      };
-
-      // 高亮选中的超边及其成员实体，其余实体、连线、超边轮廓变淡；selection 为 null 时全部恢复
-      const applySelection = (graph, data, selection) => {
-        const members = new Set(selection?.members || []);
-        const states = {};
-        data.data.nodes.forEach((n) => {
-          states[n.id] = !selection ? [] : members.has(n.id) ? ["highlight"] : ["inactive"];
-        });
-        data.data.edges.forEach((d) => {
-          states[d.id] = !selection ? [] : d.id === selection.key ? ["highlight"] : ["inactive"];
-        });
-        graph.setElementState(states, false);
-        graph.setPlugins((plugins) =>
-          plugins.map((p) =>
-            p.type !== HOVER_BUBBLE_SETS
-              ? p
-              : {
-                  ...p,
-                  ...(!selection
-                    ? BUBBLE_NORMAL
-                    : p.key === selection.key
-                    ? BUBBLE_HIGHLIGHT
-                    : BUBBLE_DIMMED),
-                }
-          )
-        );
+        };
       };
 
       function HypergraphViewer() {
         const containerRef = useRef(null);
-        const graphRef = useRef(null);
+        const viewRef = useRef(null);
         const searchTimeoutRef = useRef(null);
 
         const [databaseInfo, setDatabaseInfo] = useState({
@@ -644,7 +397,7 @@
 
         // Generate entity type color mapping
         const entityTypeColors = useMemo(() => {
-          return generateEntityTypeColors(vertices);
+          return typeColorsOf(vertices);
         }, [vertices]);
 
         // Load database info
@@ -739,280 +492,67 @@
           }
         }, [selectedVertex]);
 
-        // Convert data to G6 Graph format
-        const graphDataFormatted = useMemo(() => {
-          if (!graphData) return null;
+        // 超边 key 为用 |#| 拼接的成员，转为 hypergraph-viz 的输入格式
+        const hypergraph = useMemo(() => graphData && fromKeyedEdges(graphData), [graphData]);
 
-          const hyperData = {
-            nodes: Object.entries(graphData.vertices).map(([key, value]) => ({
-              id: key,
-              label: key,
-              ...value,
-            })),
-            edges: [],
-            hyperEdges: [],
-          };
-          const plugins = [];
-          const edgeEntries = Object.entries(graphData.edges);
-
-          if (visualizationMode === "graph") {
-            // Graph mode: only show dimension 2 ball-and-stick diagram
-            const edgeSet = new Set();
-
-            edgeEntries.forEach(([key, edge]) => {
-              const nodes = key.split(EDGE_SEPARATOR);
-              if (nodes.length !== 2) return;
-
-              const [a, b] = nodes;
-              const edgeId = a < b ? `${a}-${b}` : `${b}-${a}`;
-
-              if (!edgeSet.has(edgeId)) {
-                edgeSet.add(edgeId);
-                hyperData.edges.push({
-                  id: edgeId,
-                  source: a,
-                  target: b,
-                  ...edge,
-                });
-              }
-            });
-
-            // Filter unconnected nodes
-            const connectedNodes = new Set();
-            hyperData.edges.forEach((edge) => {
-              connectedNodes.add(edge.source);
-              connectedNodes.add(edge.target);
-            });
-            hyperData.nodes = hyperData.nodes.filter((node) =>
-              connectedNodes.has(node.id)
-            );
-          } else {
-            // Hyper mode: render 2-node entries as normal edges, others as bubble-sets
-            const edgeSet = new Set();
-            edgeEntries.forEach(([key, edge], i) => {
-              const nodes = key.split(EDGE_SEPARATOR);
-
-              if (nodes.length === 2) {
-                const [a, b] = nodes;
-                const edgeId = a < b ? `${a}-${b}` : `${b}-${a}`;
-                if (!edgeSet.has(edgeId)) {
-                  edgeSet.add(edgeId);
-                  hyperData.edges.push({
-                    id: edgeId,
-                    source: a,
-                    target: b,
-                    ...edge,
-                  });
-                }
-                return;
-              }
-
-              plugins.push({
-                key: `bubble-sets-${key}`,
-                type: HOVER_BUBBLE_SETS,
-                members: nodes,
-                // 只圈节点，不包裹标签
-                memberBoundsType: "key",
-                weight: edge.weight || nodes.length,
-                description: edge.description || edge.summary || "",
-                edge: edge,
-                ...createBubbleStyle(COLORS[i % COLORS.length]),
-              });
-
-              hyperData.hyperEdges.push({
-                id: key,
-                ...edge,
-                members: nodes,
-              });
-            });
-
-            // Assign cluster by hyperEdges for layout grouping
-            // Pick the heaviest hyperedge containing the node as its primary cluster
-            const nodeIdToCandidateClusters = new Map();
-            hyperData.hyperEdges.forEach((he) => {
-              const weight =
-                he.weight ||
-                (Array.isArray(he.members) ? he.members.length : 1);
-              (he.members || []).forEach((m) => {
-                const list = nodeIdToCandidateClusters.get(m) || [];
-                list.push({ id: he.id, weight });
-                nodeIdToCandidateClusters.set(m, list);
-              });
-            });
-            hyperData.nodes = hyperData.nodes.map((n) => {
-              const candidates = nodeIdToCandidateClusters.get(n.id) || [];
-              if (candidates.length === 0) return n;
-              const primary = candidates.reduce((best, cur) =>
-                cur.weight > best.weight ? cur : best
-              );
-              return { ...n, cluster: primary.id };
-            });
-          }
-
-          const isGraph = visualizationMode === "graph";
-
-          return {
-            data: hyperData,
-            plugins: isGraph ? [] : plugins,
-            node: {
-              palette: { field: "cluster" },
-              style: {
-                size: hyperData.nodes.length > LAYOUT_THRESHOLD ? 15 : 20,
-                labelText: (d) => d.id,
-                fill: (d) => getNodeColor(d, selectedVertex, entityTypeColors),
-                // 显式写出被状态覆盖的样式：G6 移除状态时只回到这里的值，不写就会保留状态样式
-                opacity: 1,
-                lineWidth: 0,
-                labelFontWeight: "normal",
-              },
-              // 点击超边高亮：成员实体 highlight，其余 inactive
-              state: {
-                highlight: { stroke: "#6d28d9", lineWidth: 3, labelFontWeight: "bold" },
-                inactive: { opacity: 0.15 },
-              },
-            },
-            edge: {
-              style: {
-                size: isGraph ? 3 : 2,
-                stroke: "#a68fff",
-                lineWidth: 1,
-                opacity: 1,
-              },
-              state: {
-                highlight: { stroke: "#6d28d9", lineWidth: 3 },
-                inactive: { opacity: 0.1 },
-              },
-            },
-            layout: isGraph
-              ? {
-                  type: "force",
-                  preventOverlap: true,
-                  gravity: 50,
-                  linkDistance: 50,
-                }
-              : !HAS_HYPERGRAPH_LAYOUT
-              ? {
-                  type: "force",
-                  clustering: true,
-                  preventOverlap: true,
-                  nodeClusterBy: "cluster",
-                  gravity: 50,
-                  linkDistance: 50,
-                }
-              : {
-                  // 超图布局：同一超边的实体挨在一起；2 元超边（连线）也参与。以选中实体为中心呈花瓣状排布
-                  type: "hypergraph",
-                  hyperedges: hyperData.hyperEdges,
-                  centerNode: hyperData.nodes.some((n) => n.id === selectedVertex) ? selectedVertex : undefined,
-                  nodeSpacing: 50,
-                  // 标签互不重叠：与节点样式的 labelText、默认字号 12 一致
-                  preventLabelOverlap: true,
-                  labelText: (d) => d.id,
-                  labelFontSize: 12,
-                },
-            autoFit: "center",
-          };
-        }, [graphData, selectedVertex, visualizationMode, entityTypeColors]);
-
-        // Initialize graph
-        useEffect(() => {
-          if (!graphDataFormatted || !containerRef.current) return;
-
-          const graph = new Graph({
-            container: containerRef.current,
-            width: containerRef.current.offsetWidth,
-            height: containerRef.current.offsetHeight || 800,
-            data: graphDataFormatted.data,
-            behaviors: ["zoom-canvas", "drag-canvas", "drag-element"],
-            autoFit: "center",
-            animation: false,
-            node: graphDataFormatted.node,
-            edge: graphDataFormatted.edge,
-            layout: graphDataFormatted.layout,
-            plugins: graphDataFormatted.plugins,
-          });
-
-          graphRef.current = graph;
-          // 实例在布局迭代中被销毁（换数据）时 render 会 reject
-          graph.render().catch(() => {});
+        // 图模式只画 2 个顶点的超边，按顶点对去重后的连线数
+        const lineCount = useMemo(() => {
+          if (!hypergraph) return 0;
+          const pairs = hypergraph.hyperedges.filter((he) => new Set(he.members).size === 2);
+          return new Set(pairs.map((he) => pairId(...new Set(he.members)))).size;
+        }, [hypergraph]);
 
+        // 视图只创建一次，数据、模式、中心实体变化时复用实例重新布局；悬停 / 点击回调经 ref 读取最新的 setState
+        const handlersRef = useRef(null);
+        handlersRef.current = {
           // 点击超边：选中并高亮；再点同一条或点空白处取消
-          graph.on("click", (e) => {
-            if (e.targetType === "node") return;
-            const next = selectionOf(e, graphDataFormatted);
-            const selection =
-              next && next.key !== selectedRef.current?.key ? next : null;
-            selectedRef.current = selection;
-            applySelection(graph, graphDataFormatted, selection);
-            if (selection) setHoverHyperedge(selection.item);
-          });
-
-          graph.on("pointermove", (e) => {
-            if (e.targetType === BUBBLE_SETS_TARGET && !selectedRef.current) {
-              const target = e.target.options;
-              const newHyperedge = {
-                ...target.edge,
-                members: Array.isArray(target.members) ? target.members : [],
-              };
-              setHoverHyperedge((prev) => {
-                if (
-                  !prev ||
-                  prev.keywords !== newHyperedge.keywords ||
-                  prev.summary !== newHyperedge.summary ||
-                  prev.weight !== newHyperedge.weight ||
-                  JSON.stringify(prev.members) !==
-                    JSON.stringify(newHyperedge.members)
-                ) {
-                  return newHyperedge;
-                }
-                return prev;
-              });
+          onSelect: (hit) => {
+            selectedRef.current = hit;
+            if (hit) setHoverHyperedge(hit.item);
+          },
+          onHover: (hit) => {
+            if (hit?.kind === "hyperedge" && !selectedRef.current) {
+              setHoverHyperedge((prev) => (prev?.id === hit.item.id ? prev : hit.item));
             }
-            if (e.targetType === "node") {
-              const target = graphDataFormatted.data.nodes.find(
-                (node) => node.id === e.target.id
-              );
-              setHoverNode((prev) => {
-                if (!prev || prev.id !== target?.id) {
-                  return target;
-                }
-                return prev;
-              });
+            if (hit?.kind === "node") {
+              setHoverNode((prev) => (prev?.id === hit.item.id ? prev : hit.item));
             }
-
             // 侧边栏保留最后悬停的超边 / 顶点；悬停卡片只在指针位于元素上时显示
-            const next = e.client ? tipOf(e, graphDataFormatted) : null;
-            setTip(next ? { ...next, x: e.client.x, y: e.client.y } : null);
-          });
-
-          // Add window resize listener
-          const handleResize = () => {
-            if (graphRef.current && !graphRef.current.destroyed && containerRef.current) {
-              graphRef.current.setSize(
-                containerRef.current.offsetWidth,
-                containerRef.current.offsetHeight
-              );
-            }
-          };
-
-          window.addEventListener("resize", handleResize);
+            setTip(hit ? { ...tipOf(hit), x: hit.client.x, y: hit.client.y } : null);
+          },
+        };
 
+        useEffect(() => {
+          const view = createHypergraphView(containerRef.current, {
+            fallbackHeight: 800,
+            onHover: (hit) => handlersRef.current.onHover(hit),
+            onSelect: (hit) => handlersRef.current.onSelect(hit),
+          });
+          viewRef.current = view;
           return () => {
-            window.removeEventListener("resize", handleResize);
-            // 销毁而不是 clear：clear 后力导布局仍在迭代，会更新已不存在的节点而报错
-            graphRef.current = null;
-            destroyGraph(graph);
-            setHoverHyperedge(null);
-            setTip(null);
-            selectedRef.current = null;
+            viewRef.current = null;
+            view.destroy();
           };
-        }, [graphDataFormatted, visualizationMode]);
+        }, []);
+
+        useEffect(() => {
+          if (!hypergraph) return;
+          viewRef.current.update({
+            data: hypergraph,
+            mode: visualizationMode,
+            centerNode: selectedVertex,
+            typeColors: entityTypeColors,
+          });
+          setHoverHyperedge(null);
+          setTip(null);
+          selectedRef.current = null;
+        }, [hypergraph, visualizationMode, selectedVertex, entityTypeColors]);
 
         // Select the "largest" node and hyperedges by default
         useEffect(() => {
-          if (!graphDataFormatted) return;
+          if (!hypergraph) return;
 
-          const nodes = graphDataFormatted.data.nodes;
+          const nodes = Object.entries(hypergraph.vertices).map(([id, v]) => ({ ...v, id, label: id }));
           if (!hoverNode && nodes.length > 0) {
             const nodeWithMax = nodes.reduce((best, cur) =>
               (cur.degree || 0) > (best.degree || 0) ? cur : best
@@ -1021,7 +561,7 @@
           }
 
           if (visualizationMode === "hyper") {
-            const hyperEdges = graphDataFormatted.data.hyperEdges;
+            const hyperEdges = hypergraph.hyperedges.filter((he) => new Set(he.members).size > 2);
             if (!hoverHyperedge && hyperEdges.length > 0) {
               const getWeight = (edge) =>
                 edge.weight || edge.members?.length || 0;
@@ -1038,7 +578,7 @@
               });
             }
           }
-        }, [graphDataFormatted, visualizationMode, hoverNode, hoverHyperedge]);
+        }, [hypergraph, visualizationMode, hoverNode, hoverHyperedge]);
 
         return (
           <div className="flex h-screen bg-gradient-to-br from-gray-50 to-gray-100">
@@ -1270,7 +810,7 @@ <h3 className="text-xl font-semibold text-gray-800 m-0">
                     </span>{" "}
                     {visualizationMode === "hyper"
                       ? Object.keys(graphData.edges).length
-                      : graphDataFormatted?.data?.edges?.length || 0}
+                      : lineCount}
                   </div>
                 )}
                   <div
@@ -1320,11 +860,7 @@ <h3 className="text-xl font-semibold text-gray-800 m-0">
                 )}
 
                 <div className="flex h-[calc(100vh-71px)]">
-                  <div
-                    ref={containerRef}
-                    className="w-full rounded-xl h-full"
-                    onMouseLeave={() => setTip(null)}
-                  />
+                  <div ref={containerRef} className="w-full rounded-xl h-full" />
                   {tip && (
                     <HoverTip
                       title={tip.title}
diff --git a/tests/test_admin.py b/tests/test_admin.py
index 41a3cdf..e29e3e8 100644
--- a/tests/test_admin.py
+++ b/tests/test_admin.py
@@ -40,11 +40,11 @@ def test_pages_served(server):
         assert b"Hypergraph Visualization" in res.read()
 
 
-def test_hypergraph_layout_served(server):
-    # 查看器页面通过 <script src="hypergraph_layout.js"> 加载超图布局，/viewer 与 / 下都解析到同一路径
-    with urllib.request.urlopen(server.url + "/hypergraph_layout.js") as res:
+def test_hypergraph_viz_served(server):
+    # 查看器页面通过 <script src="hypergraph-viz.global.js"> 加载超图渲染，/viewer 与 / 下都解析到同一路径
+    with urllib.request.urlopen(server.url + "/hypergraph-viz.global.js") as res:
         assert res.headers["Content-Type"].startswith("application/javascript")
-        assert "G6.register(G6.ExtensionCategory.LAYOUT, 'hypergraph'" in res.read().decode("utf-8")
+        assert "var HypergraphViz = " in res.read().decode("utf-8")
 
 
 def test_info_and_stats(server):

From 73e94bc4e66099bcee5a475fb84e166f4b905aca Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Tue, 20 Oct 2026 17:20:29 +0800
Subject: [PATCH 08/11] fix(viewer): stop pushing vertices with degree > 50 to
 the end of the sorted list
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

旧查看器为了默认中心避开枢纽实体，把度数大于 50 的实体固定排在列表末尾，导致按度数降序时最大的实体在最后、
按 ID 倒序时两组整体颠倒。现在严格按所选顺序，度数相同时按 ID，分页稳定。

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/draw.py     |  8 ++++----
 tests/test_admin.py | 24 ++++++++++++++++++++++++
 2 files changed, 28 insertions(+), 4 deletions(-)

diff --git a/hyperdb/draw.py b/hyperdb/draw.py
index 7f0dcec..122196e 100644
--- a/hyperdb/draw.py
+++ b/hyperdb/draw.py
@@ -144,11 +144,11 @@ def _get_vertices(self, page: int, page_size: int, search: str, sort_by: str, so
             # Sort by search score if searching (no degree filtering)
             vertex_data.sort(key=lambda x: x["score"], reverse=True)
         elif sort_by == "degree":
-            # First, separate by degree threshold (degree > 50 goes to the end)
-            vertex_data.sort(key=lambda x: (x["degree"] > 50, -x["degree"] if sort_order == "desc" else x["degree"]))
+            # Same degree: by id, so pages stay stable
+            vertex_data.sort(key=lambda x: str(x["id"]))
+            vertex_data.sort(key=lambda x: x["degree"], reverse=(sort_order == "desc"))
         elif sort_by == "id":
-            # First, separate by degree threshold (degree > 50 goes to the end)
-            vertex_data.sort(key=lambda x: (x["degree"] > 50, str(x["id"])), reverse=(sort_order == "desc"))
+            vertex_data.sort(key=lambda x: str(x["id"]), reverse=(sort_order == "desc"))
 
         # Remove score from output
         for v in vertex_data:
diff --git a/tests/test_admin.py b/tests/test_admin.py
index e29e3e8..118e735 100644
--- a/tests/test_admin.py
+++ b/tests/test_admin.py
@@ -190,3 +190,27 @@ def test_labels(tmp_path):
         assert call(admin, "/api/admin/info")[1]["labels"] == explicit
     finally:
         admin.stop_server()
+
+
+def test_viewer_vertices_sorted_by_degree_and_id(tmp_path):
+    # 查看器左栏的实体列表：按度数、ID 排序，度数高的实体不再被排到最后
+    db = HypergraphDB(storage_file=tmp_path / "hub.hgdb")
+    db.add_v("hub", {})
+    for i in range(60):
+        db.add_v(f"v{i:02d}", {})
+        db.add_e(("hub", f"v{i:02d}"), {})
+    db.add_e(("v00", "v01"), {})
+    admin = HypergraphAdmin(db, port=0)
+    admin.start_server(open_browser=False)
+    try:
+        def ids(sort_by, sort_order):
+            url = f"{admin.url}/api/vertices?page_size=100&sort_by={sort_by}&sort_order={sort_order}"
+            with urllib.request.urlopen(url) as res:
+                return [v["id"] for v in json.loads(res.read())["data"]]
+
+        assert ids("degree", "desc")[:3] == ["hub", "v00", "v01"]
+        assert ids("degree", "asc")[-1] == "hub"
+        assert ids("id", "asc")[0] == "hub"
+        assert ids("id", "desc")[0] == "v59"
+    finally:
+        admin.stop_server()

From abcf990117dcb8e5edbe0889d83f198e279d2ced Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Tue, 20 Oct 2026 17:20:38 +0800
Subject: [PATCH 09/11] feat(viewer, admin): use the hypergraph-viz 0.2.0
 explorer and admin console
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- hypergraph_viewer.html：mountExplorer（左栏实体列表、画布、右栏子图统计与渲染设置），数据源接 /api/database/info、
  /api/vertices、/api/graph；?vertex= 指定默认中心，语言与管理后台共用 hgdb-admin-lang
- admin.html：mountAdmin + createHttpAdminApi('/api/admin')，实体详情中多了关系图（/api/graph）；
  不再在浏览器里用 Babel 和 Tailwind 编译
- 两个页面从 unpkg 加载固定版本的 hypergraph-viz，去掉仓库里的 hypergraph-viz.global.js 与 draw 服务的静态文件路由；
  测试改为检查两个页面引用的 CDN 地址

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 hyperdb/draw.py                            |    9 -
 hyperdb/templates/admin.html               | 1131 +-----------------
 hyperdb/templates/hypergraph-viz.global.js | 1199 --------------------
 hyperdb/templates/hypergraph_viewer.html   |  937 +--------------
 tests/test_admin.py                        |   13 +-
 5 files changed, 80 insertions(+), 3209 deletions(-)
 delete mode 100644 hyperdb/templates/hypergraph-viz.global.js

diff --git a/hyperdb/draw.py b/hyperdb/draw.py
index 122196e..85f42cc 100644
--- a/hyperdb/draw.py
+++ b/hyperdb/draw.py
@@ -40,11 +40,6 @@ def do_GET(self):
             self.end_headers()
             self.wfile.write(self._get_html_template().encode("utf-8"))
 
-        elif path == "/hypergraph-viz.global.js":
-            self.send_header("Content-type", "application/javascript; charset=utf-8")
-            self.end_headers()
-            self.wfile.write(self._read_static("hypergraph-viz.global.js"))
-
         elif path == "/api/database/info":
             self.send_header("Content-type", "application/json; charset=utf-8")
             self.end_headers()
@@ -210,10 +205,6 @@ def _get_graph_data(self, vertex_id: str) -> Dict[str, Any]:
 
         return {"vertices": vertices_data, "edges": edges_data}
 
-    def _read_static(self, name: str) -> bytes:
-        """Read a static file shipped in the templates directory"""
-        return (Path(__file__).parent / "templates" / name).read_bytes()
-
     def _get_html_template(self) -> str:
         """Get HTML template without embedded data"""
         template_path = Path(__file__).parent / "templates" / "hypergraph_viewer.html"
diff --git a/hyperdb/templates/admin.html b/hyperdb/templates/admin.html
index 2c2b8a9..02c6b28 100644
--- a/hyperdb/templates/admin.html
+++ b/hyperdb/templates/admin.html
@@ -4,1115 +4,44 @@
     <meta charset="UTF-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>Hypergraph DB Admin</title>
+    <script src="https://unpkg.com/@antv/g6@5.0.49/dist/g6.min.js"></script>
     <script src="https://unpkg.com/react@18.3.1/umd/react.production.min.js"></script>
     <script src="https://unpkg.com/react-dom@18.3.1/umd/react-dom.production.min.js"></script>
-    <script src="https://unpkg.com/@babel/standalone@7.26.4/babel.min.js"></script>
-    <script src="https://unpkg.com/@tailwindcss/browser@4.1.11"></script>
-    <style type="text/tailwindcss">
-      @theme {
-        --color-primary-50: #faf5ff;
-        --color-primary-100: #f3e8ff;
-        --color-primary-500: #8b5cf6;
-        --color-primary-600: #7c3aed;
-        --color-primary-700: #6d28d9;
-      }
-    </style>
+    <!-- 管理后台（概览、实体与超边的增删改查、导入 / 导出），与 Hyper-RAG web-ui 共用 hypergraph-viz -->
+    <script src="https://unpkg.com/hypergraph-viz@0.2.0/dist/hypergraph-viz.explorer.global.js"></script>
+    <link rel="stylesheet" href="https://unpkg.com/hypergraph-viz@0.2.0/dist/style.css" />
     <style>
-      body { margin: 0; }
-      textarea.code { font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace; tab-size: 2; }
+      html,
+      body,
+      #root {
+        margin: 0;
+        width: 100vw;
+        height: 100vh;
+      }
     </style>
   </head>
-  <body class="bg-gray-50">
+  <body>
     <div id="root"></div>
 
-    <script type="text/babel">
-      const { useState, useEffect, useCallback, useRef } = React;
-
-      // ------------------------------------------------------------------ API
-      async function api(path, body) {
-        const opts = body === undefined
-          ? {}
-          : { method: "POST", headers: { "Content-Type": "application/json" }, body: JSON.stringify(body) };
-        const res = await fetch(path, opts);
-        let data;
-        try {
-          data = await res.json();
-        } catch (e) {
-          throw new Error(`HTTP ${res.status}`);
-        }
-        if (!res.ok || (data && data.error)) throw new Error(data.error || `HTTP ${res.status}`);
-        return data;
-      }
-
-      const qs = (params) =>
-        new URLSearchParams(Object.entries(params).filter(([, v]) => v !== "" && v != null)).toString();
-
-
-      // ------------------------------------------------------------------ i18n
-      // Entries are strings with {placeholders}, or functions returning JSX for rich text.
-      const MESSAGES = {
-        en: {
-          appSubtitle: "Admin console",
-          navOverview: "Overview", navVertices: "Vertices", navEdges: "Hyperedges", navData: "Import / Export", navGraph: "Graph viewer",
-          vertices: "Vertices", hyperedges: "Hyperedges",
-          connecting: "Connecting...", loading: "Loading...", noData: "No data", none: "None",
-          unsaved: "Unsaved changes", saved: "Saved", save: "Save", savedToDisk: "Saved to disk",
-          cancel: "Cancel", create: "Create", close: "Close", delete: "Delete", open: "Open", saveChanges: "Save changes",
-          confirmTitle: "Please confirm",
-          jsonValid: "Valid JSON object", jsonInvalid: "Invalid: {error}", jsonMustBeObject: "Must be a JSON object",
-          records: "{n} records", prev: "Prev", next: "Next", pageOf: "Page {page} / {total}",
-          logScale: "Log scale",
-          statVertices: "Vertices", statEdges: "Hyperedges", statAvgDegree: "Avg. vertex degree", statMaxDegree: "Max vertex degree",
-          statAvgSize: "Avg. hyperedge size", statMaxSize: "Max hyperedge size", statIsolated: "Isolated vertices",
-          degreeDist: "Vertex degree distribution", sizeDist: "Hyperedge size distribution", histDegree: "degree", histSize: "size",
-          edgeTypes: "Hyperedge types", entityTypes: "Entity types", attributeKeys: "Attribute keys",
-          newVertex: "+ New vertex", searchVertices: "Search id or attributes...", allEntityTypes: "All entity types",
-          sortDegreeDesc: "Degree ↓", sortDegreeAsc: "Degree ↑", sortIdAsc: "ID A→Z", sortIdDesc: "ID Z→A",
-          colId: "ID", colDegree: "Degree", colEntityType: "Entity type", colAttributes: "Attributes", colVertices: "Vertices", colSize: "Size",
-          noVertices: "No vertices", noEdges: "No hyperedges",
-          newVertexTitle: "New vertex", idLabel: "ID", idPlaceholder: "e.g. Alice", attributes: "Attributes", attributesJson: "Attributes (JSON)",
-          vertexCreated: "Vertex {id} created", vertexSaved: "Vertex saved", vertexDeleted: "Vertex deleted",
-          confirmDeleteVertex: ({ id, degree }) => <>Delete vertex <b>{id}</b>? It will be removed from its {degree} hyperedge(s); hyperedges left with fewer than 2 vertices are deleted.</>,
-          vertexTitle: ({ id }) => <>Vertex <span className="text-primary-600">{id}</span></>,
-          degree: "Degree", neighbors: "Neighbors", openViewer: "Open graph viewer ↗",
-          incidentEdges: "Incident hyperedges ({n})", first200: " — showing first 200", isolated: "This vertex is isolated.",
-          newEdge: "+ New hyperedge", searchEdges: "Search vertices or attributes...", allEdgeTypes: "All hyperedge types",
-          sortSizeDesc: "Size ↓", sortSizeAsc: "Size ↑", sortVerticesAsc: "Vertices A→Z", more: "+{n} more",
-          pickTwo: "Pick at least 2 vertices", searchToAdd: "Search vertices to add...", deg: "deg {n}", noMatch: "No matching vertices",
-          newEdgeTitle: "New hyperedge", edgeCreated: "Hyperedge created", edgeSaved: "Hyperedge saved", edgeDeleted: "Hyperedge deleted",
-          confirmDeleteEdge: "Delete this hyperedge connecting {n} vertices? The vertices themselves are kept.",
-          edgeTitle: "Hyperedge ({n} vertices)",
-          membershipHint: "Membership is the hyperedge's identity — to change it, create a new hyperedge and delete this one.",
-          invalidJsonFile: "Not valid JSON: {error}",
-          confirmImport: ({ file, v, e }) => <>Import <b>{file}</b>? This <b>replaces all {v} vertices and {e} hyperedges</b> in memory. The file on disk is untouched until you click Save.</>,
-          replaceData: "Replace data", imported: "Imported {v} vertices, {e} hyperedges",
-          storage: "Storage", file: "File", onDisk: "On disk", bytes: "{n} bytes", notSavedYet: "Not saved yet",
-          lastSaved: "Last saved", notThisSession: "Not in this session", status: "Status", inSync: "In sync", saveToDisk: "Save to disk",
-          hifTitle: "HIF import / export", hifDesc: "(Hypergraph Interchange Format) is a JSON format supported by many hypergraph libraries.",
-          exportHif: "Export HIF", importHif: "Import HIF…",
-        },
-        zh: {
-          appSubtitle: "管理后台",
-          navOverview: "概览", navVertices: "实体", navEdges: "超边", navData: "导入 / 导出", navGraph: "超图可视化",
-          vertices: "实体", hyperedges: "超边",
-          connecting: "连接中...", loading: "加载中...", noData: "暂无数据", none: "无",
-          unsaved: "有未保存的修改", saved: "已保存", save: "保存", savedToDisk: "已保存到磁盘",
-          cancel: "取消", create: "创建", close: "关闭", delete: "删除", open: "打开", saveChanges: "保存修改",
-          confirmTitle: "请确认",
-          jsonValid: "JSON 格式正确", jsonInvalid: "格式错误：{error}", jsonMustBeObject: "必须是 JSON 对象",
-          records: "共 {n} 条", prev: "上一页", next: "下一页", pageOf: "第 {page} / {total} 页",
-          logScale: "对数刻度",
-          statVertices: "实体数", statEdges: "超边数", statAvgDegree: "实体平均度", statMaxDegree: "实体最大度",
-          statAvgSize: "超边平均大小", statMaxSize: "超边最大大小", statIsolated: "孤立实体",
-          degreeDist: "实体度分布", sizeDist: "超边大小分布", histDegree: "度", histSize: "大小",
-          edgeTypes: "超边类型", entityTypes: "实体类型", attributeKeys: "属性字段",
-          newVertex: "+ 新建实体", searchVertices: "搜索 ID 或属性...", allEntityTypes: "全部实体类型",
-          sortDegreeDesc: "度数 ↓", sortDegreeAsc: "度数 ↑", sortIdAsc: "ID A→Z", sortIdDesc: "ID Z→A",
-          colId: "ID", colDegree: "度数", colEntityType: "实体类型", colAttributes: "属性", colVertices: "实体", colSize: "大小",
-          noVertices: "没有实体", noEdges: "没有超边",
-          newVertexTitle: "新建实体", idLabel: "ID", idPlaceholder: "例如：关羽", attributes: "属性", attributesJson: "属性（JSON）",
-          vertexCreated: "已创建实体 {id}", vertexSaved: "实体已保存", vertexDeleted: "实体已删除",
-          confirmDeleteVertex: ({ id, degree }) => <>确定删除实体 <b>{id}</b> 吗？它会从所属的 {degree} 条超边中移除，移除后不足 2 个实体的超边会被一起删除。</>,
-          vertexTitle: ({ id }) => <>实体 <span className="text-primary-600">{id}</span></>,
-          degree: "度数", neighbors: "邻居数", openViewer: "在超图可视化中打开 ↗",
-          incidentEdges: "关联超边（{n}）", first200: " — 仅显示前 200 条", isolated: "这是一个孤立实体。",
-          newEdge: "+ 新建超边", searchEdges: "搜索实体或属性...", allEdgeTypes: "全部超边类型",
-          sortSizeDesc: "大小 ↓", sortSizeAsc: "大小 ↑", sortVerticesAsc: "实体 A→Z", more: "+{n} 个",
-          pickTwo: "至少选择 2 个实体", searchToAdd: "搜索要添加的实体...", deg: "度 {n}", noMatch: "没有匹配的实体",
-          newEdgeTitle: "新建超边", edgeCreated: "超边已创建", edgeSaved: "超边已保存", edgeDeleted: "超边已删除",
-          confirmDeleteEdge: "确定删除这条连接 {n} 个实体的超边吗？实体本身会保留。",
-          edgeTitle: "超边（{n} 个实体）",
-          membershipHint: "超边由它的实体集合唯一确定，不能直接修改成员。要修改成员，请新建一条超边并删除这条。",
-          invalidJsonFile: "不是有效的 JSON：{error}",
-          confirmImport: ({ file, v, e }) => <>确定导入 <b>{file}</b> 吗？这会<b>替换内存中全部 {v} 个实体和 {e} 条超边</b>。点击保存之前，磁盘上的文件不会改变。</>,
-          replaceData: "替换数据", imported: "已导入 {v} 个实体、{e} 条超边",
-          storage: "存储", file: "文件", onDisk: "磁盘占用", bytes: "{n} 字节", notSavedYet: "尚未保存",
-          lastSaved: "上次保存", notThisSession: "本次会话未保存", status: "状态", inSync: "已同步", saveToDisk: "保存到磁盘",
-          hifTitle: "HIF 导入 / 导出", hifDesc: "（Hypergraph Interchange Format）是一种被许多超图工具支持的 JSON 交换格式。",
-          exportHif: "导出 HIF", importHif: "导入 HIF…",
+    <script>
+      const { mountAdmin, createHttpAdminApi, fromKeyedEdges } = window.HypergraphViz;
+
+      mountAdmin(document.getElementById("root"), {
+        api: {
+          ...createHttpAdminApi("/api/admin"),
+          // 实体详情中的关系图：查看器服务的 /api/graph（超边 key 为用 |#| 拼接的成员）
+          subgraph: async (id) => {
+            const res = await fetch(`/api/graph?${new URLSearchParams({ vertex_id: id })}`);
+            const data = await res.json();
+            if (data.error) throw new Error(data.error);
+            return fromKeyedEdges(data);
+          },
         },
-      };
-
-      const detectLang = () => {
-        try {
-          const saved = localStorage.getItem("hgdb-admin-lang");
-          if (saved in MESSAGES) return saved;
-        } catch (e) {}
-        return (navigator.language || "").toLowerCase().startsWith("zh") ? "zh" : "en";
-      };
-      // Set by <App> on every render, before its children render.
-      let currentLang = "en";
-      function t(key, vars = {}) {
-        const msg = MESSAGES[currentLang][key] ?? MESSAGES.en[key] ?? key;
-        if (typeof msg === "function") return msg(vars);
-        return msg.replace(/\{(\w+)\}/g, (m, k) => (k in vars ? vars[k] : m));
-      }
-      // Display labels of the database (info.labels, from <name>.labels.json): {lang: {entity_type|edge_type|key: {value: label}}}.
-      // Only what is shown changes; filters and API calls keep the raw values.
-      let currentLabels = {};
-      const lbl = (kind, value) => currentLabels[currentLang]?.[kind]?.[value] ?? value;
-
-      const fmtId = (id) => (typeof id === "string" ? id : JSON.stringify(id));
-      const fmtNum = (n) => (typeof n === "number" ? n.toLocaleString() : n);
-
-      // ------------------------------------------------------------------ small UI pieces
-      function Button({ variant = "default", className = "", ...props }) {
-        const styles = {
-          default: "bg-white border border-gray-300 text-gray-700 hover:bg-gray-50",
-          primary: "bg-primary-600 text-white hover:bg-primary-700 border border-primary-600",
-          danger: "bg-white border border-red-300 text-red-600 hover:bg-red-50",
-          dangerSolid: "bg-red-600 text-white hover:bg-red-700 border border-red-600",
-          ghost: "text-gray-600 hover:bg-gray-100 border border-transparent",
-        };
-        return (
-          <button
-            className={`px-3 py-1.5 text-sm font-medium rounded-lg transition-colors disabled:opacity-50 disabled:cursor-not-allowed ${styles[variant]} ${className}`}
-            {...props}
-          />
-        );
-      }
-
-      function Input(props) {
-        return (
-          <input
-            {...props}
-            className={`px-3 py-1.5 text-sm border border-gray-300 rounded-lg focus:outline-none focus:ring-2 focus:ring-primary-500 focus:border-transparent ${props.className || ""}`}
-          />
-        );
-      }
-
-      function Select({ children, ...props }) {
-        return (
-          <select
-            {...props}
-            className={`px-2 py-1.5 text-sm border border-gray-300 rounded-lg bg-white focus:outline-none focus:ring-2 focus:ring-primary-500 ${props.className || ""}`}
-          >
-            {children}
-          </select>
-        );
-      }
-
-      function Card({ title, actions, children, className = "" }) {
-        return (
-          <div className={`bg-white rounded-xl border border-gray-200 shadow-sm ${className}`}>
-            {title && (
-              <div className="flex items-center justify-between px-5 py-3 border-b border-gray-100">
-                <h3 className="font-semibold text-gray-800">{title}</h3>
-                {actions}
-              </div>
-            )}
-            <div className="p-5">{children}</div>
-          </div>
-        );
-      }
-
-      function Modal({ title, onClose, children, footer, wide }) {
-        useEffect(() => {
-          const onKey = (e) => e.key === "Escape" && onClose();
-          window.addEventListener("keydown", onKey);
-          return () => window.removeEventListener("keydown", onKey);
-        }, [onClose]);
-        return (
-          <div className="fixed inset-0 z-40 flex items-center justify-center bg-black/30 p-4" onMouseDown={onClose}>
-            <div
-              className={`bg-white rounded-xl shadow-2xl w-full ${wide ? "max-w-3xl" : "max-w-lg"} max-h-[90vh] flex flex-col`}
-              onMouseDown={(e) => e.stopPropagation()}
-            >
-              <div className="flex items-center justify-between px-5 py-3 border-b border-gray-100">
-                <h3 className="font-semibold text-gray-800">{title}</h3>
-                <button className="text-gray-400 hover:text-gray-600 text-xl leading-none" onClick={onClose}>×</button>
-              </div>
-              <div className="p-5 overflow-y-auto">{children}</div>
-              {footer && <div className="px-5 py-3 border-t border-gray-100 flex justify-end gap-2">{footer}</div>}
-            </div>
-          </div>
-        );
-      }
-
-      function ConfirmModal({ message, confirmText, onConfirm, onClose }) {
-        const [busy, setBusy] = useState(false);
-        return (
-          <Modal
-            title={t("confirmTitle")}
-            onClose={onClose}
-            footer={
-              <>
-                <Button onClick={onClose}>{t("cancel")}</Button>
-                <Button
-                  variant="dangerSolid"
-                  disabled={busy}
-                  onClick={async () => {
-                    setBusy(true);
-                    try { await onConfirm(); onClose(); } finally { setBusy(false); }
-                  }}
-                >
-                  {confirmText || t("delete")}
-                </Button>
-              </>
-            }
-          >
-            <div className="text-sm text-gray-700">{message}</div>
-          </Modal>
-        );
-      }
-
-      function JsonEditor({ value, onChange, rows = 12 }) {
-        let error = null;
-        try {
-          const parsed = JSON.parse(value || "{}");
-          if (parsed === null || typeof parsed !== "object" || Array.isArray(parsed)) error = t("jsonMustBeObject");
-        } catch (e) {
-          error = e.message;
-        }
-        return (
-          <div>
-            <textarea
-              className={`code w-full text-xs p-3 border rounded-lg focus:outline-none focus:ring-2 ${error ? "border-red-300 focus:ring-red-400" : "border-gray-300 focus:ring-primary-500"}`}
-              rows={rows}
-              spellCheck={false}
-              value={value}
-              onChange={(e) => onChange(e.target.value)}
-            />
-            <div className={`text-xs mt-1 ${error ? "text-red-600" : "text-gray-400"}`}>
-              {error ? t("jsonInvalid", { error }) : t("jsonValid")}
-            </div>
-          </div>
-        );
-      }
-      const jsonValid = (s) => {
-        try {
-          const p = JSON.parse(s || "{}");
-          return p !== null && typeof p === "object" && !Array.isArray(p);
-        } catch (e) {
-          return false;
-        }
-      };
-
-      function Pagination({ pagination, onPage }) {
-        if (!pagination) return null;
-        const { page, total_pages, total } = pagination;
-        return (
-          <div className="flex items-center justify-between text-sm text-gray-600 mt-3">
-            <span>{t("records", { n: fmtNum(total) })}</span>
-            <div className="flex items-center gap-2">
-              <Button disabled={page <= 1} onClick={() => onPage(page - 1)}>{t("prev")}</Button>
-              <span>{t("pageOf", { page, total: total_pages })}</span>
-              <Button disabled={page >= total_pages} onClick={() => onPage(page + 1)}>{t("next")}</Button>
-            </div>
-          </div>
-        );
-      }
-
-      function VertexChip({ id, onClick }) {
-        return (
-          <span
-            onClick={onClick}
-            className={`inline-flex items-center px-2 py-0.5 rounded-md text-xs bg-primary-50 text-primary-700 border border-primary-100 max-w-[16rem] truncate ${onClick ? "cursor-pointer hover:bg-primary-100" : ""}`}
-            title={fmtId(id)}
-          >
-            {fmtId(id)}
-          </span>
-        );
-      }
-
-      // Bar chart for [value, count] pairs. Long tails (typical power-law degree
-      // distributions) get exact bars for small values, then geometrically widening ranges.
-      function Histogram({ data, label }) {
-        const [log, setLog] = useState(true);
-        if (!data || data.length === 0) return <div className="text-sm text-gray-400">{t("noData")}</div>;
-        let bars = data.map(([k, c]) => ({ label: String(k), count: c }));
-        if (data.length > 24) {
-          const hi = data[data.length - 1][0];
-          const ranges = [];
-          for (let start = data[0][0], width = 1; start <= hi; start += width) {
-            ranges.push([start, start + width - 1]);
-            if (ranges.length >= 8) width = Math.ceil(width * 1.6);
-          }
-          bars = ranges
-            .map(([a, b]) => ({
-              label: a === b ? String(a) : `${a}-${b}`,
-              count: data.reduce((s, [k, c]) => (k >= a && k <= b ? s + c : s), 0),
-            }))
-            .filter((b) => b.count > 0);
-        }
-        const scale = (n) => (log ? Math.log10(n + 1) : n);
-        const max = Math.max(...bars.map((b) => scale(b.count)));
-        const labelEvery = Math.ceil(bars.length / 14);
-        return (
-          <div>
-            <label className="flex items-center justify-end gap-1.5 text-xs text-gray-500 mb-2 select-none">
-              <input type="checkbox" checked={log} onChange={(e) => setLog(e.target.checked)} className="accent-primary-600" />
-              {t("logScale")}
-            </label>
-            <div className="flex items-end gap-1 h-40">
-              {bars.map((b) => (
-                <div key={b.label} className="flex-1 flex flex-col items-center justify-end h-full group relative">
-                  <div className="absolute -top-6 hidden group-hover:block text-xs bg-gray-800 text-white px-1.5 py-0.5 rounded whitespace-nowrap z-10">
-                    {label} {b.label}: {fmtNum(b.count)}
-                  </div>
-                  <div
-                    className="w-full bg-primary-500/80 hover:bg-primary-600 rounded-t"
-                    style={{ height: `${Math.max(2, (scale(b.count) / max) * 100)}%` }}
-                  />
-                </div>
-              ))}
-            </div>
-            <div className="flex gap-1 mt-1">
-              {bars.map((b, i) => (
-                <div key={b.label} className="flex-1 text-[10px] text-gray-500 text-center whitespace-nowrap overflow-visible">
-                  {i % labelEvery === 0 ? b.label : ""}
-                </div>
-              ))}
-            </div>
-          </div>
-        );
-      }
-
-      function RankList({ items, onClick, label = (k) => k }) {
-        if (!items || items.length === 0) return <div className="text-sm text-gray-400">{t("noData")}</div>;
-        const max = Math.max(...items.map(([, c]) => c));
-        return (
-          <div className="space-y-1.5">
-            {items.map(([k, c]) => (
-              <div key={k} className={`text-sm ${onClick ? "cursor-pointer" : ""}`} onClick={() => onClick && onClick(k)}>
-                <div className="flex justify-between mb-0.5">
-                  <span className="text-gray-700 truncate mr-2" title={k}>{label(k)}</span>
-                  <span className="text-gray-500 tabular-nums">{fmtNum(c)}</span>
-                </div>
-                <div className="h-1.5 bg-gray-100 rounded">
-                  <div className="h-1.5 bg-primary-500 rounded" style={{ width: `${(c / max) * 100}%` }} />
-                </div>
-              </div>
-            ))}
-          </div>
-        );
-      }
-
-      // ------------------------------------------------------------------ Overview page
-      function Overview({ version, gotoVertices, gotoEdges }) {
-        const [stats, setStats] = useState(null);
-        const [error, setError] = useState(null);
-        useEffect(() => {
-          api("/api/admin/stats").then(setStats).catch((e) => setError(e.message));
-        }, [version]);
-        if (error) return <div className="text-red-600">{error}</div>;
-        if (!stats) return <div className="text-gray-500">{t("loading")}</div>;
-        const cards = [
-          [t("statVertices"), stats.num_v],
-          [t("statEdges"), stats.num_e],
-          [t("statAvgDegree"), stats.avg_degree],
-          [t("statMaxDegree"), stats.max_degree],
-          [t("statAvgSize"), stats.avg_edge_size],
-          [t("statMaxSize"), stats.max_edge_size],
-          [t("statIsolated"), stats.isolated_v],
-        ];
-        return (
-          <div className="space-y-6">
-            <div className="grid grid-cols-2 md:grid-cols-4 xl:grid-cols-7 gap-4">
-              {cards.map(([label, value]) => (
-                <div key={label} className="bg-white rounded-xl border border-gray-200 shadow-sm p-4">
-                  <div className="text-xs text-gray-500">{label}</div>
-                  <div className="text-2xl font-bold text-gray-800 mt-1 tabular-nums">{fmtNum(value)}</div>
-                </div>
-              ))}
-            </div>
-            <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
-              <Card title={t("degreeDist")}>
-                <Histogram data={stats.degree_hist} label={t("histDegree")} />
-              </Card>
-              <Card title={t("sizeDist")}>
-                <Histogram data={stats.edge_size_hist} label={t("histSize")} />
-              </Card>
-            </div>
-            <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
-              <Card title={t("edgeTypes")}>
-                <RankList items={stats.edge_types} label={(k) => lbl("edge_type", k)} onClick={(t) => gotoEdges({ edge_type: t })} />
-              </Card>
-              <Card title={t("entityTypes")}>
-                <RankList items={stats.entity_types} label={(k) => lbl("entity_type", k)} onClick={(t) => gotoVertices({ entity_type: t })} />
-              </Card>
-              <Card title={t("attributeKeys")}>
-                <div className="text-xs font-semibold text-gray-500 mb-2 uppercase">{t("vertices")}</div>
-                <div className="flex flex-wrap gap-1.5 mb-4">
-                  {stats.vertex_keys.map(([k, c]) => (
-                    <span key={k} title={k} className="text-xs px-2 py-0.5 rounded bg-gray-100 text-gray-700">{lbl("key", k)} <span className="text-gray-400">{fmtNum(c)}</span></span>
-                  ))}
-                  {stats.vertex_keys.length === 0 && <span className="text-sm text-gray-400">{t("none")}</span>}
-                </div>
-                <div className="text-xs font-semibold text-gray-500 mb-2 uppercase">{t("hyperedges")}</div>
-                <div className="flex flex-wrap gap-1.5">
-                  {stats.edge_keys.map(([k, c]) => (
-                    <span key={k} title={k} className="text-xs px-2 py-0.5 rounded bg-gray-100 text-gray-700">{lbl("key", k)} <span className="text-gray-400">{fmtNum(c)}</span></span>
-                  ))}
-                  {stats.edge_keys.length === 0 && <span className="text-sm text-gray-400">{t("none")}</span>}
-                </div>
-              </Card>
-            </div>
-          </div>
-        );
-      }
-
-      // ------------------------------------------------------------------ Vertex pages
-      function VerticesPage({ version, filters, setFilters, openVertex, onCreate }) {
-        const [result, setResult] = useState(null);
-        const [error, setError] = useState(null);
-        const [search, setSearch] = useState(filters.search || "");
-        const [types, setTypes] = useState([]);
-
-        useEffect(() => {
-          api("/api/admin/stats").then((s) => setTypes(s.entity_types.map(([t]) => t))).catch(() => {});
-        }, [version]);
-        useEffect(() => {
-          const t = setTimeout(() => search !== (filters.search || "") && setFilters({ ...filters, search, page: 1 }), 300);
-          return () => clearTimeout(t);
-        }, [search]);
-        useEffect(() => {
-          api(`/api/admin/vertices?${qs({ page_size: 25, ...filters })}`)
-            .then((r) => { setResult(r); setError(null); })
-            .catch((e) => setError(e.message));
-        }, [filters, version]);
-
-        return (
-          <Card
-            title={t("navVertices")}
-            actions={<Button variant="primary" onClick={onCreate}>{t("newVertex")}</Button>}
-          >
-            <div className="flex flex-wrap gap-2 mb-4">
-              <Input placeholder={t("searchVertices")} value={search} onChange={(e) => setSearch(e.target.value)} className="w-72" />
-              <Select value={filters.entity_type || ""} onChange={(e) => setFilters({ ...filters, entity_type: e.target.value, page: 1 })}>
-                <option value="">{t("allEntityTypes")}</option>
-                {types.map((t) => <option key={t} value={t}>{lbl("entity_type", t)}</option>)}
-              </Select>
-              <Select
-                value={`${filters.sort_by || "degree"}:${filters.sort_order || "desc"}`}
-                onChange={(e) => {
-                  const [sort_by, sort_order] = e.target.value.split(":");
-                  setFilters({ ...filters, sort_by, sort_order, page: 1 });
-                }}
-              >
-                <option value="degree:desc">{t("sortDegreeDesc")}</option>
-                <option value="degree:asc">{t("sortDegreeAsc")}</option>
-                <option value="id:asc">{t("sortIdAsc")}</option>
-                <option value="id:desc">{t("sortIdDesc")}</option>
-              </Select>
-            </div>
-            {error && <div className="text-red-600 text-sm mb-2">{error}</div>}
-            <div className="overflow-x-auto border border-gray-100 rounded-lg">
-              <table className="w-full text-sm">
-                <thead className="bg-gray-50 text-gray-500 text-left">
-                  <tr>
-                    <th className="px-3 py-2 font-medium">{t("colId")}</th>
-                    <th className="px-3 py-2 font-medium w-20">{t("colDegree")}</th>
-                    <th className="px-3 py-2 font-medium w-40">{t("colEntityType")}</th>
-                    <th className="px-3 py-2 font-medium">{t("colAttributes")}</th>
-                  </tr>
-                </thead>
-                <tbody>
-                  {result && result.data.map((v) => (
-                    <tr key={fmtId(v.id)} className="border-t border-gray-100 hover:bg-primary-50/50 cursor-pointer" onClick={() => openVertex(v.id)}>
-                      <td className="px-3 py-2 font-medium text-gray-800 max-w-xs truncate">{fmtId(v.id)}</td>
-                      <td className="px-3 py-2 tabular-nums">{v.degree}</td>
-                      <td className="px-3 py-2 text-gray-600 truncate max-w-[10rem]" title={v.entity_type}>{lbl("entity_type", v.entity_type)}</td>
-                      <td className="px-3 py-2 text-gray-500 font-mono text-xs truncate max-w-md">{v.preview}</td>
-                    </tr>
-                  ))}
-                  {result && result.data.length === 0 && (
-                    <tr><td colSpan="4" className="px-3 py-8 text-center text-gray-400">{t("noVertices")}</td></tr>
-                  )}
-                </tbody>
-              </table>
-            </div>
-            <Pagination pagination={result && result.pagination} onPage={(page) => setFilters({ ...filters, page })} />
-          </Card>
-        );
-      }
-
-      function NewVertexModal({ onClose, onDone, notify }) {
-        const [id, setId] = useState("");
-        const [idType, setIdType] = useState("string");
-        const [data, setData] = useState('{\n  "entity_type": "",\n  "description": ""\n}');
-        const [busy, setBusy] = useState(false);
-        const idValue = idType === "number" ? Number(id) : id;
-        const idOk = id.trim() !== "" && (idType === "string" || !Number.isNaN(idValue));
-        const submit = async () => {
-          setBusy(true);
-          try {
-            const res = await api("/api/admin/vertex/upsert", { create: true, id: idValue, data: JSON.parse(data || "{}") });
-            notify(t("vertexCreated", { id: fmtId(res.id) }));
-            onDone(res.id);
-          } catch (e) {
-            notify(e.message, "error");
-          } finally {
-            setBusy(false);
-          }
-        };
-        return (
-          <Modal
-            title={t("newVertexTitle")}
-            onClose={onClose}
-            footer={<><Button onClick={onClose}>{t("cancel")}</Button><Button variant="primary" disabled={!idOk || !jsonValid(data) || busy} onClick={submit}>{t("create")}</Button></>}
-          >
-            <label className="block text-sm font-medium text-gray-700 mb-1">{t("idLabel")}</label>
-            <div className="flex gap-2 mb-4">
-              <Input autoFocus value={id} onChange={(e) => setId(e.target.value)} className="flex-1" placeholder={t("idPlaceholder")} />
-              <Select value={idType} onChange={(e) => setIdType(e.target.value)}>
-                <option value="string">string</option>
-                <option value="number">number</option>
-              </Select>
-            </div>
-            <label className="block text-sm font-medium text-gray-700 mb-1">{t("attributes")}</label>
-            <JsonEditor value={data} onChange={setData} rows={8} />
-          </Modal>
-        );
-      }
-
-      function VertexDetail({ id, onClose, openVertex, openEdge, onChanged, notify, confirm }) {
-        const [detail, setDetail] = useState(null);
-        const [text, setText] = useState("");
-        const [busy, setBusy] = useState(false);
-        const load = useCallback(() => {
-          api("/api/admin/vertex/get", { id })
-            .then((d) => { setDetail(d); setText(JSON.stringify(d.data, null, 2)); })
-            .catch((e) => { notify(e.message, "error"); onClose(); });
-        }, [id]);
-        useEffect(load, [load]);
-
-        const save = async () => {
-          setBusy(true);
-          try {
-            await api("/api/admin/vertex/upsert", { id, data: JSON.parse(text || "{}"), replace: true });
-            notify(t("vertexSaved"));
-            onChanged();
-            load();
-          } catch (e) {
-            notify(e.message, "error");
-          } finally {
-            setBusy(false);
-          }
-        };
-        const remove = () =>
-          confirm({
-            message: t("confirmDeleteVertex", { id: fmtId(id), degree: detail.degree }),
-            onConfirm: async () => {
-              try {
-                await api("/api/admin/vertex/delete", { id });
-                notify(t("vertexDeleted"));
-                onChanged();
-                onClose();
-              } catch (e) {
-                notify(e.message, "error");
-              }
-            },
-          });
-
-        const dirty = detail && text !== JSON.stringify(detail.data, null, 2);
-        return (
-          <Modal
-            title={t("vertexTitle", { id: fmtId(id) })}
-            onClose={onClose}
-            wide
-            footer={
-              <>
-                <Button variant="danger" className="mr-auto" disabled={!detail} onClick={remove}>{t("delete")}</Button>
-                <Button onClick={onClose}>{t("close")}</Button>
-                <Button variant="primary" disabled={!dirty || !jsonValid(text) || busy} onClick={save}>{t("saveChanges")}</Button>
-              </>
-            }
-          >
-            {!detail ? (
-              <div className="text-gray-500">{t("loading")}</div>
-            ) : (
-              <div className="space-y-5">
-                <div className="flex gap-6 text-sm">
-                  <div><span className="text-gray-500">{t("degree")}</span> <b className="tabular-nums">{detail.degree}</b></div>
-                  <div><span className="text-gray-500">{t("neighbors")}</span> <b className="tabular-nums">{detail.neighbors}</b></div>
-                  <a className="text-primary-600 hover:underline ml-auto" href={`/viewer?vertex=${encodeURIComponent(fmtId(id))}`} target="_blank">{t("openViewer")}</a>
-                </div>
-                <div>
-                  <div className="text-sm font-medium text-gray-700 mb-1">{t("attributesJson")}</div>
-                  <JsonEditor value={text} onChange={setText} />
-                </div>
-                <div>
-                  <div className="text-sm font-medium text-gray-700 mb-2">
-                    {t("incidentEdges", { n: detail.degree })}{detail.edges_truncated && t("first200")}
-                  </div>
-                  <div className="space-y-1.5 max-h-64 overflow-y-auto">
-                    {detail.edges.map((e) => (
-                      <div key={JSON.stringify(e.vertices)} className="flex items-center gap-2 p-2 border border-gray-100 rounded-lg hover:bg-gray-50">
-                        <div className="flex flex-wrap gap-1 flex-1 min-w-0">
-                          {e.vertices.map((v) => (
-                            <VertexChip key={fmtId(v)} id={v} onClick={JSON.stringify(v) === JSON.stringify(id) ? null : () => openVertex(v)} />
-                          ))}
-                        </div>
-                        <Button variant="ghost" onClick={() => openEdge(e.vertices)}>{t("open")}</Button>
-                      </div>
-                    ))}
-                    {detail.edges.length === 0 && <div className="text-sm text-gray-400">{t("isolated")}</div>}
-                  </div>
-                </div>
-              </div>
-            )}
-          </Modal>
-        );
-      }
-
-      // ------------------------------------------------------------------ Hyperedge pages
-      function EdgesPage({ version, filters, setFilters, openEdge, onCreate, openVertex }) {
-        const [search, setSearch] = useState(filters.search || "");
-        const [result, setResult] = useState(null);
-        const [error, setError] = useState(null);
-        const [types, setTypes] = useState([]);
-        useEffect(() => {
-          api("/api/admin/stats").then((s) => setTypes(s.edge_types.map(([t]) => t))).catch(() => {});
-        }, [version]);
-        useEffect(() => {
-          const t = setTimeout(() => search !== (filters.search || "") && setFilters({ ...filters, search, page: 1 }), 300);
-          return () => clearTimeout(t);
-        }, [search]);
-        useEffect(() => {
-          api(`/api/admin/edges?${qs({ page_size: 25, ...filters })}`)
-            .then((r) => { setResult(r); setError(null); })
-            .catch((e) => setError(e.message));
-        }, [filters, version]);
-
-        return (
-          <Card title={t("navEdges")} actions={<Button variant="primary" onClick={onCreate}>{t("newEdge")}</Button>}>
-            <div className="flex flex-wrap gap-2 mb-4">
-              <Input placeholder={t("searchEdges")} value={search} onChange={(e) => setSearch(e.target.value)} className="w-72" />
-              {(types.length > 0 || filters.edge_type) && (
-                <Select value={filters.edge_type || ""} onChange={(e) => setFilters({ ...filters, edge_type: e.target.value, page: 1 })}>
-                  <option value="">{t("allEdgeTypes")}</option>
-                  {types.map((ty) => <option key={ty} value={ty}>{lbl("edge_type", ty)}</option>)}
-                </Select>
-              )}
-              <Select
-                value={`${filters.sort_by}:${filters.sort_order}`}
-                onChange={(e) => {
-                  const [sort_by, sort_order] = e.target.value.split(":");
-                  setFilters({ ...filters, sort_by, sort_order, page: 1 });
-                }}
-              >
-                <option value="size:desc">{t("sortSizeDesc")}</option>
-                <option value="size:asc">{t("sortSizeAsc")}</option>
-                <option value="vertices:asc">{t("sortVerticesAsc")}</option>
-              </Select>
-            </div>
-            {error && <div className="text-red-600 text-sm mb-2">{error}</div>}
-            <div className="overflow-x-auto border border-gray-100 rounded-lg">
-              <table className="w-full text-sm">
-                <thead className="bg-gray-50 text-gray-500 text-left">
-                  <tr>
-                    <th className="px-3 py-2 font-medium">{t("colVertices")}</th>
-                    <th className="px-3 py-2 font-medium w-16">{t("colSize")}</th>
-                    <th className="px-3 py-2 font-medium">{t("colAttributes")}</th>
-                  </tr>
-                </thead>
-                <tbody>
-                  {result && result.data.map((e) => (
-                    <tr key={JSON.stringify(e.vertices)} className="border-t border-gray-100 hover:bg-primary-50/50 cursor-pointer" onClick={() => openEdge(e.vertices)}>
-                      <td className="px-3 py-2 max-w-md">
-                        <div className="flex flex-wrap gap-1">
-                          {e.vertices.slice(0, 8).map((v) => (
-                            <VertexChip key={fmtId(v)} id={v} onClick={(ev) => { ev.stopPropagation(); openVertex(v); }} />
-                          ))}
-                          {e.vertices.length > 8 && <span className="text-xs text-gray-400">{t("more", { n: e.vertices.length - 8 })}</span>}
-                        </div>
-                      </td>
-                      <td className="px-3 py-2 tabular-nums">{e.size}</td>
-                      <td className="px-3 py-2 text-gray-500 font-mono text-xs truncate max-w-md">{e.preview}</td>
-                    </tr>
-                  ))}
-                  {result && result.data.length === 0 && (
-                    <tr><td colSpan="3" className="px-3 py-8 text-center text-gray-400">{t("noEdges")}</td></tr>
-                  )}
-                </tbody>
-              </table>
-            </div>
-            <Pagination pagination={result && result.pagination} onPage={(page) => setFilters({ ...filters, page })} />
-          </Card>
-        );
-      }
-
-      function VertexPicker({ selected, setSelected }) {
-        const [q, setQ] = useState("");
-        const [options, setOptions] = useState([]);
-        useEffect(() => {
-          const t = setTimeout(() => {
-            api(`/api/admin/vertices?${qs({ search: q, page_size: 8 })}`).then((r) => setOptions(r.data)).catch(() => {});
-          }, 200);
-          return () => clearTimeout(t);
-        }, [q]);
-        const key = (v) => JSON.stringify(v);
-        const isSel = (v) => selected.some((s) => key(s) === key(v));
-        return (
-          <div>
-            <div className="flex flex-wrap gap-1 min-h-[2rem] p-2 border border-gray-200 rounded-lg mb-2">
-              {selected.length === 0 && <span className="text-xs text-gray-400">{t("pickTwo")}</span>}
-              {selected.map((v) => (
-                <span key={key(v)} className="inline-flex items-center gap-1 px-2 py-0.5 rounded-md text-xs bg-primary-600 text-white">
-                  {fmtId(v)}
-                  <button onClick={() => setSelected(selected.filter((s) => key(s) !== key(v)))}>×</button>
-                </span>
-              ))}
-            </div>
-            <Input placeholder={t("searchToAdd")} value={q} onChange={(e) => setQ(e.target.value)} className="w-full mb-1" />
-            <div className="border border-gray-100 rounded-lg divide-y divide-gray-100">
-              {options.map((v) => (
-                <div
-                  key={key(v.id)}
-                  className={`px-3 py-1.5 text-sm flex justify-between ${isSel(v.id) ? "text-gray-300" : "cursor-pointer hover:bg-primary-50"}`}
-                  onClick={() => !isSel(v.id) && setSelected([...selected, v.id])}
-                >
-                  <span className="truncate">{fmtId(v.id)}</span>
-                  <span className="text-xs text-gray-400">{lbl("entity_type", v.entity_type)} · {t("deg", { n: v.degree })}</span>
-                </div>
-              ))}
-              {options.length === 0 && <div className="px-3 py-2 text-sm text-gray-400">{t("noMatch")}</div>}
-            </div>
-          </div>
-        );
-      }
-
-      function NewEdgeModal({ onClose, onDone, notify }) {
-        const [selected, setSelected] = useState([]);
-        const [data, setData] = useState('{\n  "keywords": "",\n  "summary": ""\n}');
-        const [busy, setBusy] = useState(false);
-        const submit = async () => {
-          setBusy(true);
-          try {
-            const res = await api("/api/admin/edge/upsert", { create: true, vertices: selected, data: JSON.parse(data || "{}") });
-            notify(t("edgeCreated"));
-            onDone(res.vertices.map((v) => v.id));
-          } catch (e) {
-            notify(e.message, "error");
-          } finally {
-            setBusy(false);
-          }
-        };
-        return (
-          <Modal
-            title={t("newEdgeTitle")}
-            onClose={onClose}
-            wide
-            footer={<><Button onClick={onClose}>{t("cancel")}</Button><Button variant="primary" disabled={selected.length < 2 || !jsonValid(data) || busy} onClick={submit}>{t("create")}</Button></>}
-          >
-            <label className="block text-sm font-medium text-gray-700 mb-1">{t("vertices")}</label>
-            <VertexPicker selected={selected} setSelected={setSelected} />
-            <label className="block text-sm font-medium text-gray-700 mt-4 mb-1">{t("attributes")}</label>
-            <JsonEditor value={data} onChange={setData} rows={6} />
-          </Modal>
-        );
-      }
-
-      function EdgeDetail({ vertices, onClose, openVertex, onChanged, notify, confirm }) {
-        const [detail, setDetail] = useState(null);
-        const [text, setText] = useState("");
-        const [busy, setBusy] = useState(false);
-        const load = useCallback(() => {
-          api("/api/admin/edge/get", { vertices })
-            .then((d) => { setDetail(d); setText(JSON.stringify(d.data, null, 2)); })
-            .catch((e) => { notify(e.message, "error"); onClose(); });
-        }, [JSON.stringify(vertices)]);
-        useEffect(load, [load]);
-
-        const save = async () => {
-          setBusy(true);
-          try {
-            await api("/api/admin/edge/upsert", { vertices, data: JSON.parse(text || "{}"), replace: true });
-            notify(t("edgeSaved"));
-            onChanged();
-            load();
-          } catch (e) {
-            notify(e.message, "error");
-          } finally {
-            setBusy(false);
-          }
-        };
-        const remove = () =>
-          confirm({
-            message: t("confirmDeleteEdge", { n: vertices.length }),
-            onConfirm: async () => {
-              try {
-                await api("/api/admin/edge/delete", { vertices });
-                notify(t("edgeDeleted"));
-                onChanged();
-                onClose();
-              } catch (e) {
-                notify(e.message, "error");
-              }
-            },
-          });
-        const dirty = detail && text !== JSON.stringify(detail.data, null, 2);
-        return (
-          <Modal
-            title={t("edgeTitle", { n: vertices.length })}
-            onClose={onClose}
-            wide
-            footer={
-              <>
-                <Button variant="danger" className="mr-auto" disabled={!detail} onClick={remove}>{t("delete")}</Button>
-                <Button onClick={onClose}>{t("close")}</Button>
-                <Button variant="primary" disabled={!dirty || !jsonValid(text) || busy} onClick={save}>{t("saveChanges")}</Button>
-              </>
-            }
-          >
-            {!detail ? (
-              <div className="text-gray-500">{t("loading")}</div>
-            ) : (
-              <div className="space-y-5">
-                <div>
-                  <div className="text-sm font-medium text-gray-700 mb-2">{t("vertices")}</div>
-                  <div className="flex flex-wrap gap-1.5 max-h-40 overflow-y-auto">
-                    {detail.vertices.map((v) => (
-                      <span key={fmtId(v.id)} className="inline-flex items-center gap-1">
-                        <VertexChip id={v.id} onClick={() => openVertex(v.id)} />
-                        <span className="text-[10px] text-gray-400">{v.degree}</span>
-                      </span>
-                    ))}
-                  </div>
-                  <div className="text-xs text-gray-400 mt-2">
-                    {t("membershipHint")}
-                  </div>
-                </div>
-                <div>
-                  <div className="text-sm font-medium text-gray-700 mb-1">{t("attributesJson")}</div>
-                  <JsonEditor value={text} onChange={setText} />
-                </div>
-              </div>
-            )}
-          </Modal>
-        );
-      }
-
-      // ------------------------------------------------------------------ Data page
-      function DataPage({ info, onChanged, notify, confirm, save }) {
-        const fileRef = useRef(null);
-        const importFile = (file) => {
-          const reader = new FileReader();
-          reader.onload = () => {
-            let parsed;
-            try {
-              parsed = JSON.parse(reader.result);
-            } catch (e) {
-              notify(t("invalidJsonFile", { error: e.message }), "error");
-              return;
-            }
-            confirm({
-              message: t("confirmImport", { file: file.name, v: fmtNum(info.num_v), e: fmtNum(info.num_e) }),
-              confirmText: t("replaceData"),
-              onConfirm: async () => {
-                try {
-                  const res = await api("/api/admin/hif", parsed);
-                  notify(t("imported", { v: fmtNum(res.num_v), e: fmtNum(res.num_e) }));
-                  onChanged();
-                } catch (e) {
-                  notify(e.message, "error");
-                }
-              },
-            });
-          };
-          reader.readAsText(file);
-        };
-        return (
-          <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
-            <Card title={t("storage")}>
-              <dl className="text-sm space-y-2">
-                <div className="flex gap-2"><dt className="text-gray-500 w-28 shrink-0">{t("file")}</dt><dd className="font-mono text-xs break-all">{info.storage_file}</dd></div>
-                <div className="flex gap-2"><dt className="text-gray-500 w-28 shrink-0">{t("onDisk")}</dt><dd>{info.file_exists ? t("bytes", { n: fmtNum(info.file_size) }) : t("notSavedYet")}</dd></div>
-                <div className="flex gap-2"><dt className="text-gray-500 w-28 shrink-0">{t("lastSaved")}</dt><dd>{info.last_saved ? new Date(info.last_saved * 1000).toLocaleString() : t("notThisSession")}</dd></div>
-                <div className="flex gap-2"><dt className="text-gray-500 w-28 shrink-0">{t("status")}</dt><dd>{info.dirty ? <span className="text-amber-600">{t("unsaved")}</span> : <span className="text-green-600">{t("inSync")}</span>}</dd></div>
-              </dl>
-              <Button variant="primary" className="mt-4" onClick={save} disabled={!info.dirty}>{t("saveToDisk")}</Button>
-            </Card>
-            <Card title={t("hifTitle")}>
-              <p className="text-sm text-gray-600 mb-4">
-                <a className="text-primary-600 hover:underline" href="https://github.com/pszufe/HIF-standard" target="_blank">HIF</a> {t("hifDesc")}
-              </p>
-              <div className="flex gap-2">
-                <a href="/api/admin/hif" download="hypergraph.hif.json"><Button>{t("exportHif")}</Button></a>
-                <Button variant="danger" onClick={() => fileRef.current.click()}>{t("importHif")}</Button>
-                <input ref={fileRef} type="file" accept=".json,application/json" className="hidden"
-                  onChange={(e) => { e.target.files[0] && importFile(e.target.files[0]); e.target.value = ""; }} />
-              </div>
-            </Card>
-          </div>
-        );
-      }
-
-      // ------------------------------------------------------------------ App shell
-      const NAV = [
-        ["overview", "navOverview", "M3 12l2-2m0 0l7-7 7 7M5 10v10a1 1 0 001 1h3m10-11l2 2m-2-2v10a1 1 0 01-1 1h-3m-6 0a1 1 0 001-1v-4a1 1 0 011-1h2a1 1 0 011 1v4a1 1 0 001 1m-6 0h6"],
-        ["vertices", "navVertices", "M12 21a9 9 0 100-18 9 9 0 000 18z"],
-        ["edges", "navEdges", "M13.828 10.172a4 4 0 00-5.656 0l-4 4a4 4 0 105.656 5.656l1.102-1.101m-.758-4.899a4 4 0 005.656 0l4-4a4 4 0 00-5.656-5.656l-1.1 1.1"],
-        ["data", "navData", "M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-8l-4-4m0 0L8 8m4-4v12"],
-        ["graph", "navGraph", "M9 20l-5.447-2.724A1 1 0 013 16.382V5.618a1 1 0 011.447-.894L9 7m0 13l6-3m-6 3V7m6 10l4.553 2.276A1 1 0 0021 18.382V7.618a1 1 0 00-.553-.894L15 4m0 13V4m0 0L9 7"],
-      ];
-
-      const EDGE_FILTERS = { page: 1, sort_by: "size", sort_order: "desc" };
-
-      function App() {
-        const [page, setPage] = useState(() => location.hash.slice(1) || "overview");
-        const [info, setInfo] = useState(null);
-        const [version, setVersion] = useState(0);
-        const [vertexFilters, setVertexFilters] = useState({ page: 1 });
-        const [edgeFilters, setEdgeFilters] = useState(EDGE_FILTERS);
-        const [stack, setStack] = useState([]); // open detail modals: {type, id|vertices}
-        const [modal, setModal] = useState(null); // "newVertex" | "newEdge"
-        const [confirmState, setConfirmState] = useState(null);
-        const [toasts, setToasts] = useState([]);
-        const [lang, setLang] = useState(detectLang);
-        currentLang = lang;
-        currentLabels = info?.labels || {};
-        useEffect(() => {
-          document.documentElement.lang = lang === "zh" ? "zh-CN" : "en";
-          try { localStorage.setItem("hgdb-admin-lang", lang); } catch (e) {}
-        }, [lang]);
-
-        const notify = useCallback((message, kind = "ok") => {
-          const id = Math.random();
-          setToasts((t) => [...t, { id, message, kind }]);
-          setTimeout(() => setToasts((t) => t.filter((x) => x.id !== id)), kind === "error" ? 6000 : 3000);
-        }, []);
-        const refreshInfo = useCallback(() => api("/api/admin/info").then(setInfo).catch((e) => notify(e.message, "error")), []);
-        const onChanged = useCallback(() => { setVersion((v) => v + 1); refreshInfo(); }, []);
-
-        useEffect(() => { refreshInfo(); }, []);
-        useEffect(() => { location.hash = page; }, [page]);
-        useEffect(() => {
-          const onHash = () => setPage(location.hash.slice(1) || "overview");
-          window.addEventListener("hashchange", onHash);
-          return () => window.removeEventListener("hashchange", onHash);
-        }, []);
-        useEffect(() => {
-          const warn = (e) => { if (info && info.dirty) { e.preventDefault(); e.returnValue = ""; } };
-          window.addEventListener("beforeunload", warn);
-          return () => window.removeEventListener("beforeunload", warn);
-        }, [info]);
-
-        const save = async () => {
-          try {
-            setInfo(await api("/api/admin/save", {}));
-            notify(t("savedToDisk"));
-          } catch (e) {
-            notify(e.message, "error");
-          }
-        };
-        useEffect(() => {
-          const onKey = (e) => {
-            if ((e.metaKey || e.ctrlKey) && e.key === "s") { e.preventDefault(); save(); }
-          };
-          window.addEventListener("keydown", onKey);
-          return () => window.removeEventListener("keydown", onKey);
-        }, []);
-
-        const openVertex = (id) => setStack((s) => [...s, { type: "vertex", id }]);
-        const openEdge = (vertices) => setStack((s) => [...s, { type: "edge", vertices }]);
-        const closeTop = () => setStack((s) => s.slice(0, -1));
-        const confirm = (opts) => setConfirmState(opts);
-        const top = stack[stack.length - 1];
-
-        if (!info) return <div className="p-8 text-gray-500">{t("connecting")}</div>;
-        const navKey = NAV.find(([k]) => k === page)?.[1];
-        const title = navKey && t(navKey);
-
-        return (
-          <div className="flex h-screen">
-            <aside className="w-60 bg-white border-r border-gray-200 flex flex-col shrink-0">
-              <div className="px-5 py-5 border-b border-gray-100">
-                <div className="text-lg font-bold text-gray-800">Hypergraph DB</div>
-                <div className="text-xs text-gray-500">{t("appSubtitle")}</div>
-              </div>
-              <nav className="p-3 space-y-1 flex-1">
-                {NAV.map(([key, label, icon]) => (
-                  <button
-                    key={key}
-                    onClick={() => setPage(key)}
-                    className={`w-full flex items-center gap-3 px-3 py-2 rounded-lg text-sm transition-colors ${page === key ? "bg-primary-50 text-primary-700 font-semibold" : "text-gray-600 hover:bg-gray-50"}`}
-                  >
-                    <svg className="w-4 h-4" fill="none" stroke="currentColor" strokeWidth="2" viewBox="0 0 24 24"><path strokeLinecap="round" strokeLinejoin="round" d={icon} /></svg>
-                    {t(label)}
-                  </button>
-                ))}
-              </nav>
-              <div className="p-4 border-t border-gray-100 text-xs text-gray-500 space-y-1">
-                <div className="flex justify-between"><span>{t("vertices")}</span><b className="text-primary-600">{fmtNum(info.num_v)}</b></div>
-                <div className="flex justify-between"><span>{t("hyperedges")}</span><b className="text-primary-600">{fmtNum(info.num_e)}</b></div>
-              </div>
-            </aside>
-
-            <main className="flex-1 flex flex-col min-w-0">
-              <header className="h-14 bg-white border-b border-gray-200 flex items-center px-6 gap-4 shrink-0">
-                <h1 className="font-semibold text-gray-800">{title}</h1>
-                <span className="font-mono text-xs text-gray-400 truncate" title={info.storage_file}>{info.storage_file}</span>
-                <div className="ml-auto flex items-center gap-3">
-                  <div className="flex rounded-lg border border-gray-200 overflow-hidden text-xs" role="group" aria-label="Language">
-                    {[["en", "EN"], ["zh", "中文"]].map(([code, name]) => (
-                      <button
-                        key={code}
-                        onClick={() => setLang(code)}
-                        className={`px-2.5 py-1 ${lang === code ? "bg-primary-600 text-white" : "bg-white text-gray-600 hover:bg-gray-50"}`}
-                      >
-                        {name}
-                      </button>
-                    ))}
-                  </div>
-                  {info.dirty ? (
-                    <span className="text-xs px-2 py-1 rounded-full bg-amber-50 text-amber-700 border border-amber-200">{t("unsaved")}</span>
-                  ) : (
-                    <span className="text-xs px-2 py-1 rounded-full bg-green-50 text-green-700 border border-green-200">{t("saved")}</span>
-                  )}
-                  <Button variant="primary" onClick={save} disabled={!info.dirty} title="Ctrl/⌘ + S">{t("save")}</Button>
-                </div>
-              </header>
-              <div className={`flex-1 overflow-y-auto ${page === "graph" ? "" : "p-6"}`}>
-                {page === "overview" && (
-                  <Overview version={version}
-                    gotoVertices={(f) => { setVertexFilters({ page: 1, ...f }); setPage("vertices"); }}
-                    gotoEdges={(f) => { setEdgeFilters({ ...EDGE_FILTERS, ...f }); setPage("edges"); }} />
-                )}
-                {page === "vertices" && (
-                  <VerticesPage version={version} filters={vertexFilters} setFilters={setVertexFilters}
-                    openVertex={openVertex} onCreate={() => setModal("newVertex")} />
-                )}
-                {page === "edges" && (
-                  <EdgesPage version={version} filters={edgeFilters} setFilters={setEdgeFilters}
-                    openEdge={openEdge} openVertex={openVertex} onCreate={() => setModal("newEdge")} />
-                )}
-                {page === "data" && <DataPage info={info} onChanged={onChanged} notify={notify} confirm={confirm} save={save} />}
-                {page === "graph" && <iframe key={version} src="/viewer" className="w-full h-full border-0" />}
-              </div>
-            </main>
-
-            {top && top.type === "vertex" && (
-              <VertexDetail key={`v-${stack.length}-${fmtId(top.id)}`} id={top.id} onClose={closeTop}
-                openVertex={openVertex} openEdge={openEdge} onChanged={onChanged} notify={notify} confirm={confirm} />
-            )}
-            {top && top.type === "edge" && (
-              <EdgeDetail key={`e-${stack.length}-${JSON.stringify(top.vertices)}`} vertices={top.vertices} onClose={closeTop}
-                openVertex={openVertex} onChanged={onChanged} notify={notify} confirm={confirm} />
-            )}
-            {modal === "newVertex" && (
-              <NewVertexModal onClose={() => setModal(null)} notify={notify}
-                onDone={(id) => { setModal(null); onChanged(); openVertex(id); }} />
-            )}
-            {modal === "newEdge" && (
-              <NewEdgeModal onClose={() => setModal(null)} notify={notify}
-                onDone={(vs) => { setModal(null); onChanged(); openEdge(vs); }} />
-            )}
-            {confirmState && <ConfirmModal {...confirmState} onClose={() => setConfirmState(null)} />}
-
-            <div className="fixed bottom-4 right-4 z-50 space-y-2">
-              {toasts.map((t) => (
-                <div key={t.id} className={`px-4 py-2 rounded-lg shadow-lg text-sm text-white ${t.kind === "error" ? "bg-red-600" : "bg-gray-800"}`}>
-                  {t.message}
-                </div>
-              ))}
-            </div>
-          </div>
-        );
-      }
-
-      ReactDOM.createRoot(document.getElementById("root")).render(<App />);
+        viewerUrl: "/viewer",
+        hashRouting: true,
+        // 语言与查看器共用同一个 localStorage 键
+        localeStorageKey: "hgdb-admin-lang",
+      });
     </script>
   </body>
 </html>
diff --git a/hyperdb/templates/hypergraph-viz.global.js b/hyperdb/templates/hypergraph-viz.global.js
deleted file mode 100644
index 91a4e8f..0000000
--- a/hyperdb/templates/hypergraph-viz.global.js
+++ /dev/null
@@ -1,1199 +0,0 @@
-/* hypergraph-viz@0.1.0：由 HypergraphViewer/packages/hypergraph-viz 构建（npm run build）后经 scripts/copy-global.mjs 拷入，请勿手改。
- * 需先引入 G6 的 UMD 包（window.G6），全局变量为 window.HypergraphViz */
-"use strict";
-var HypergraphViz = (() => {
-  var __create = Object.create;
-  var __defProp = Object.defineProperty;
-  var __getOwnPropDesc = Object.getOwnPropertyDescriptor;
-  var __getOwnPropNames = Object.getOwnPropertyNames;
-  var __getProtoOf = Object.getPrototypeOf;
-  var __hasOwnProp = Object.prototype.hasOwnProperty;
-  var __commonJS = (cb, mod) => function __require() {
-    return mod || (0, cb[__getOwnPropNames(cb)[0]])((mod = { exports: {} }).exports, mod), mod.exports;
-  };
-  var __export = (target, all) => {
-    for (var name in all)
-      __defProp(target, name, { get: all[name], enumerable: true });
-  };
-  var __copyProps = (to, from, except, desc) => {
-    if (from && typeof from === "object" || typeof from === "function") {
-      for (let key of __getOwnPropNames(from))
-        if (!__hasOwnProp.call(to, key) && key !== except)
-          __defProp(to, key, { get: () => from[key], enumerable: !(desc = __getOwnPropDesc(from, key)) || desc.enumerable });
-    }
-    return to;
-  };
-  var __toESM = (mod, isNodeMode, target) => (target = mod != null ? __create(__getProtoOf(mod)) : {}, __copyProps(
-    // If the importer is in node compatibility mode or this is not an ESM
-    // file that has been converted to a CommonJS file using a Babel-
-    // compatible transform (i.e. "__esModule" has not been set), then set
-    // "default" to the CommonJS "module.exports" for node compatibility.
-    isNodeMode || !mod || !mod.__esModule ? __defProp(target, "default", { value: mod, enumerable: true }) : target,
-    mod
-  ));
-  var __toCommonJS = (mod) => __copyProps(__defProp({}, "__esModule", { value: true }), mod);
-
-  // g6-global:g6
-  var require_g6 = __commonJS({
-    "g6-global:g6"(exports, module) {
-      "use strict";
-      module.exports = window.G6;
-    }
-  });
-
-  // src/index.ts
-  var src_exports = {};
-  __export(src_exports, {
-    BUBBLE_SETS_TARGET: () => BUBBLE_SETS_TARGET,
-    DEFAULT_THEME: () => DEFAULT_THEME,
-    EDGE_SEPARATOR: () => EDGE_SEPARATOR,
-    HOVER_BUBBLE_SETS: () => HOVER_BUBBLE_SETS,
-    HYPERGRAPH_LAYOUT: () => HYPERGRAPH_LAYOUT,
-    HoverBubbleSets: () => HoverBubbleSets,
-    HypergraphLayout: () => HypergraphLayout,
-    KeyBoundsBubbleSets: () => KeyBoundsBubbleSets,
-    bubbleKeyOf: () => bubbleKeyOf,
-    createHypergraphView: () => createHypergraphView,
-    fromKeyedEdges: () => fromKeyedEdges,
-    pairId: () => pairId,
-    registerHypergraph: () => registerHypergraph,
-    resolveTheme: () => resolveTheme,
-    toG6Spec: () => toG6Spec,
-    typeColorsOf: () => typeColorsOf
-  });
-
-  // src/adapters.ts
-  var EDGE_SEPARATOR = "|#|";
-  var fromKeyedEdges = (graph, separator = EDGE_SEPARATOR) => ({
-    vertices: graph.vertices,
-    hyperedges: Object.entries(graph.edges).map(
-      ([key, edge]) => ({ ...edge, id: key, members: key.split(separator) })
-    )
-  });
-
-  // src/bubble-sets-key.ts
-  var import_g6 = __toESM(require_g6(), 1);
-  var KeyBoundsBubbleSets = class extends import_g6.BubbleSets {
-    constructor(context, options) {
-      super(context, options);
-      const self = this;
-      const getPath = self.getPath;
-      self.getPath = (...args) => {
-        if (self.options.memberBoundsType !== "key") return getPath(...args);
-        const graph = self.context.graph;
-        graph.getElementRenderBounds = (id) => self.context.element.getElement(id).getShape("key").getRenderBounds();
-        try {
-          return getPath(...args);
-        } finally {
-          delete graph.getElementRenderBounds;
-        }
-      };
-    }
-  };
-
-  // src/hover-bubble-sets.ts
-  var import_g62 = __toESM(require_g6(), 1);
-  var HOVER_BUBBLE_SETS = "hover-bubble-sets";
-  var BUBBLE_SETS_TARGET = "bubble-sets";
-  var SHAPE_EVENTS = [import_g62.CommonEvent.POINTER_OVER, import_g62.CommonEvent.POINTER_MOVE, import_g62.CommonEvent.POINTER_LEAVE, import_g62.CommonEvent.CLICK];
-  var HoverBubbleSets = class extends KeyBoundsBubbleSets {
-    constructor(context, options) {
-      super(context, { zIndex: -1, pointerEvents: "all", ...options });
-      this.layouting = false;
-      this.boundKey = null;
-      this.onBeforeLayout = () => {
-        this.layouting = true;
-        this.setContourVisible(false);
-      };
-      this.onAfterLayout = () => {
-        this.layouting = false;
-        this.drawBubbleSets();
-      };
-      this.forward = (event) => {
-        this.context.graph.emit(event.type, {
-          ...event,
-          target: { ...this.options, id: this.options.key, options: this.options },
-          targetType: BUBBLE_SETS_TARGET,
-          originalTarget: event.target
-        });
-      };
-      const self = this;
-      const { graph } = this.context;
-      graph.off(import_g62.GraphEvent.AFTER_RENDER, self.drawBubbleSets);
-      const baseDraw = self.drawBubbleSets;
-      self.drawBubbleSets = () => {
-        self.init();
-        baseDraw();
-        this.bindShapeEvents();
-        this.setContourVisible(!this.layouting);
-      };
-      graph.on(import_g62.GraphEvent.AFTER_RENDER, self.drawBubbleSets);
-      graph.on(import_g62.GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
-      graph.on(import_g62.GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
-    }
-    update(options) {
-      super.update(options);
-      const self = this;
-      if (self.shape && !self.shape.destroyed) self.shape.update(self.parseOptions().style);
-    }
-    setContourVisible(visible) {
-      const shape = this.shape;
-      if (shape) shape.style.visibility = visible ? "visible" : "hidden";
-    }
-    bindShapeEvents() {
-      const key = this.shape?.shapeMap?.key;
-      if (!key || key === this.boundKey) return;
-      this.unbindShapeEvents();
-      key.style.pointerEvents = "all";
-      SHAPE_EVENTS.forEach((type) => key.addEventListener(type, this.forward));
-      this.boundKey = key;
-    }
-    unbindShapeEvents() {
-      if (!this.boundKey) return;
-      SHAPE_EVENTS.forEach((type) => this.boundKey.removeEventListener(type, this.forward));
-      this.boundKey = null;
-    }
-    destroy() {
-      const self = this;
-      const { graph } = this.context;
-      graph.off(import_g62.GraphEvent.AFTER_RENDER, self.drawBubbleSets);
-      graph.off(import_g62.GraphEvent.BEFORE_LAYOUT, this.onBeforeLayout);
-      graph.off(import_g62.GraphEvent.AFTER_LAYOUT, this.onAfterLayout);
-      this.unbindShapeEvents();
-      if (!self.shape) self.shape = { destroy: () => void 0 };
-      super.destroy();
-    }
-  };
-
-  // src/layout.ts
-  var import_g63 = __toESM(require_g6(), 1);
-  var parseSize = (size = 0) => {
-    if (typeof size === "number") return [size, size, size];
-    const [x, y = x, z = x] = size;
-    return [x, y, z];
-  };
-  var ALPHA_MIN = 1e-3;
-  var _HypergraphLayout = class _HypergraphLayout extends import_g63.BaseLayout {
-    constructor() {
-      super(...arguments);
-      this.id = "hypergraph";
-      this.resolvedOptions = { type: "hypergraph" };
-      /**
-       * <zh/> 执行若干次迭代，未指定次数时迭代至收敛
-       *
-       * <en/> Run several iterations, until convergence when no count is given
-       * @param iterations - <zh/> 迭代次数 | <en/> iterations
-       * @returns <zh/> 当前布局结果 | <en/> current layout result
-       */
-      this.tick = (iterations) => {
-        const sim = this.simulation;
-        if (!sim) return { nodes: [] };
-        const limit = iterations ?? Infinity;
-        for (let i = 0; i < limit && sim.alpha >= ALPHA_MIN; i++) step(sim, this.resolvedOptions);
-        if (sim.alpha < ALPHA_MIN) settle(sim);
-        return this.output();
-      };
-      this.stop = () => {
-        if (this.timer !== void 0) clearTimeout(this.timer);
-        this.timer = void 0;
-      };
-    }
-    async execute(model, options) {
-      this.stop();
-      const opts = Object.assign({}, _HypergraphLayout.defaultOptions, this.options, options);
-      this.resolvedOptions = opts;
-      this.simulation = initSimulation(model, opts);
-      const { onTick, ticksPerFrame = 3 } = opts;
-      if (!onTick) {
-        this.tick();
-        return this.output();
-      }
-      return new Promise((resolve) => {
-        const frame = () => {
-          const sim = this.simulation;
-          for (let i = 0; i < ticksPerFrame && sim.alpha >= ALPHA_MIN; i++) step(sim, this.resolvedOptions);
-          if (sim.alpha < ALPHA_MIN) settle(sim);
-          const data = this.output();
-          onTick(data);
-          if (sim.alpha < ALPHA_MIN) {
-            this.timer = void 0;
-            resolve(data);
-          } else this.timer = setTimeout(frame, 16);
-        };
-        this.timer = setTimeout(frame, 0);
-      });
-    }
-    output() {
-      const sim = this.simulation;
-      if (!sim) return { nodes: [] };
-      return { nodes: sim.ids.map((id, i) => ({ id, style: { x: sim.x[i], y: sim.y[i] } })) };
-    }
-  };
-  _HypergraphLayout.defaultOptions = {
-    nodeSize: 20,
-    nodeSpacing: 10,
-    preventLabelOverlap: false,
-    labelFontSize: 12,
-    labelPlacement: "bottom",
-    labelPadding: 4,
-    radiusFactor: 0.6,
-    attraction: 1,
-    repulsion: 1,
-    exclusion: 1,
-    hyperedgeRepulsion: 1,
-    gravity: 0.05,
-    iterations: 300,
-    ticksPerFrame: 3,
-    velocityDecay: 0.4,
-    seed: 1
-  };
-  var HypergraphLayout = _HypergraphLayout;
-  function createRandom(seed) {
-    let a = seed >>> 0;
-    return () => {
-      a = a + 1831565813 >>> 0;
-      let t = a;
-      t = Math.imul(t ^ t >>> 15, t | 1);
-      t ^= t + Math.imul(t ^ t >>> 7, t | 61);
-      return ((t ^ t >>> 14) >>> 0) / 4294967296;
-    };
-  }
-  function resolveHyperedges(model, options) {
-    const { hyperedges = [] } = options;
-    const edges = (model.edges || []).map((edge) => ({ id: edge.id, members: [edge.source, edge.target] }));
-    return [...typeof hyperedges === "function" ? hyperedges(model) : hyperedges, ...edges];
-  }
-  function orderByOverlap(sets, shared) {
-    const rest = new Set(sets.map((_, i) => i));
-    const order = [];
-    const largest = () => [...rest].reduce((a, b) => sets[b].length > sets[a].length ? b : a);
-    let current = rest.size ? largest() : -1;
-    while (current !== -1) {
-      order.push(current);
-      rest.delete(current);
-      if (!rest.size) break;
-      let next = -1;
-      let best = 0;
-      rest.forEach((candidate) => {
-        const score = shared(current, candidate) / Math.min(sets[current].length, sets[candidate].length);
-        if (score > best || score === best && next !== -1 && sets[candidate].length > sets[next].length) {
-          best = score;
-          next = candidate;
-        }
-      });
-      current = best > 0 ? next : largest();
-    }
-    return order;
-  }
-  function initSimulation(model, options) {
-    const {
-      nodeSize = 20,
-      nodeSpacing = 10,
-      radiusFactor = 0.6,
-      centerNode,
-      center,
-      width = 0,
-      height = 0,
-      iterations = 300,
-      seed = 1,
-      preventLabelOverlap = false
-    } = options;
-    const random = createRandom(seed);
-    const nodes = model.nodes || [];
-    const n = nodes.length;
-    const ids = nodes.map((node) => node.id);
-    const indexOf = new Map(ids.map((id, i) => [id, i]));
-    const sizeOf = typeof nodeSize === "function" ? nodeSize : () => nodeSize;
-    const diameter = nodes.reduce((max, node) => {
-      const [w, h] = parseSize(sizeOf(node));
-      return Math.max(max, w, h);
-    }, 0);
-    const spacing = diameter + nodeSpacing;
-    const [cx, cy] = center || [width / 2, height / 2];
-    const radius = Float64Array.from(nodes, (node) => Math.max(...parseSize(sizeOf(node))) / 2);
-    const labels = preventLabelOverlap ? measureLabels(nodes, radius, options) : null;
-    let reach = diameter / 2;
-    if (labels) {
-      for (let i = 0; i < n; i++) {
-        const [dx, dy, hw, hh] = labels.subarray(i * 4, i * 4 + 4);
-        reach = Math.max(reach, Math.abs(dx) + hw, Math.abs(dy) + hh);
-      }
-    }
-    const memberSets = [];
-    const seen = /* @__PURE__ */ new Set();
-    resolveHyperedges(model, options).forEach(({ members }) => {
-      const indices = [...new Set(members.map((id) => indexOf.get(id)).filter((i) => i !== void 0))];
-      if (indices.length < 2) return;
-      indices.sort((a, b) => a - b);
-      const key = indices.join(",");
-      if (seen.has(key)) return;
-      seen.add(key);
-      memberSets.push(Int32Array.from(indices));
-    });
-    const hubSets = memberSets.filter((set) => set.length > 2);
-    const pairSets = memberSets.filter((set) => set.length === 2);
-    const degree = new Float64Array(n);
-    const hubsOf = Array.from({ length: n }, () => []);
-    hubSets.forEach((set, h) => set.forEach((v) => (degree[v]++, hubsOf[v].push(h))));
-    pairSets.forEach(([u, v]) => (degree[u]++, degree[v]++));
-    const hubCount = hubSets.length;
-    const sharedCount = /* @__PURE__ */ new Map();
-    hubsOf.forEach((list) => {
-      for (let a = 0; a < list.length; a++) {
-        for (let b = a + 1; b < list.length; b++) {
-          const key = list[a] * hubCount + list[b];
-          sharedCount.set(key, (sharedCount.get(key) || 0) + 1);
-        }
-      }
-    });
-    const shared = (a, b) => sharedCount.get(Math.min(a, b) * hubCount + Math.max(a, b)) || 0;
-    const hubWeights = new Float64Array(hubCount * hubCount);
-    for (let a = 0; a < hubCount; a++) {
-      for (let b = a + 1; b < hubCount; b++) {
-        const weight = 1 - shared(a, b) / Math.min(hubSets[a].length, hubSets[b].length);
-        hubWeights[a * hubCount + b] = hubWeights[b * hubCount + a] = weight;
-      }
-    }
-    const hubParents = hubSets.map(
-      (set, a) => hubSets.map((_, b) => b).filter((b) => b !== a && shared(a, b) === set.length)
-    );
-    const pairParents = pairSets.map(([u, v]) => hubsOf[u].filter((h) => hubsOf[v].includes(h)));
-    const hubs = hubSets.map((members) => {
-      const radius2 = radiusFactor * spacing * Math.sqrt(members.length);
-      return { members, radius: radius2, rest: radius2 * 0.65, x: cx, y: cy, vx: 0, vy: 0 };
-    });
-    const x = new Float64Array(n);
-    const y = new Float64Array(n);
-    const placed = new Uint8Array(n);
-    const fixed = centerNode !== void 0 ? indexOf.get(centerNode) ?? -1 : -1;
-    const order = orderByOverlap(hubSets, shared);
-    if (fixed !== -1) {
-      x[fixed] = cx;
-      y[fixed] = cy;
-      placed[fixed] = 1;
-      const leaves = pairSets.filter((set) => set[0] === fixed || set[1] === fixed).map(([u, v]) => u === fixed ? v : u);
-      const slots = [
-        ...order.map((h) => ({ hub: h, leaf: -1, width: 2 * hubs[h].radius })),
-        ...leaves.map((leaf) => ({ hub: -1, leaf, width: spacing }))
-      ];
-      const total = slots.reduce((sum, slot) => sum + slot.width, 0) || 1;
-      let angle = 0;
-      slots.forEach((slot) => {
-        const theta = (angle + slot.width / 2) / total * Math.PI * 2;
-        angle += slot.width;
-        if (slot.hub !== -1) {
-          const hub = hubs[slot.hub];
-          const distance = Math.max(hub.rest, total / (Math.PI * 2) * 0.5);
-          hub.x = cx + Math.cos(theta) * distance;
-          hub.y = cy + Math.sin(theta) * distance;
-        } else if (!hubsOf[slot.leaf].length) {
-          const distance = Math.max(spacing * 1.5, total / (Math.PI * 2));
-          x[slot.leaf] = cx + Math.cos(theta) * distance;
-          y[slot.leaf] = cy + Math.sin(theta) * distance;
-          placed[slot.leaf] = 1;
-        }
-      });
-    } else {
-      const gap = spacing * 3 / (Math.PI * 2);
-      let theta = 0;
-      order.forEach((h, i) => {
-        const hub = hubs[h];
-        if (i > 0) theta += 2 * hub.radius / Math.max(gap * theta, hub.radius);
-        hub.x = cx + gap * theta * Math.cos(theta);
-        hub.y = cy + gap * theta * Math.sin(theta);
-      });
-    }
-    for (let v = 0; v < n; v++) {
-      if (placed[v] || !hubsOf[v].length) continue;
-      let sx = 0;
-      let sy = 0;
-      let r = Infinity;
-      hubsOf[v].forEach((h) => {
-        sx += hubs[h].x;
-        sy += hubs[h].y;
-        r = Math.min(r, hubs[h].radius);
-      });
-      const angle = random() * Math.PI * 2;
-      const distance = Math.sqrt(random()) * r * 0.8;
-      x[v] = sx / hubsOf[v].length + Math.cos(angle) * distance;
-      y[v] = sy / hubsOf[v].length + Math.sin(angle) * distance;
-      placed[v] = 1;
-    }
-    const neighbors = Array.from({ length: n }, () => []);
-    pairSets.forEach(([u, v]) => (neighbors[u].push(v), neighbors[v].push(u)));
-    const queue = [];
-    for (let v = 0; v < n; v++) if (placed[v]) queue.push(v);
-    const spread = spacing * Math.sqrt(n);
-    for (let v = 0; v < n || queue.length; ) {
-      if (!queue.length) {
-        while (v < n && placed[v]) v++;
-        if (v >= n) break;
-        const angle = random() * Math.PI * 2;
-        const distance = Math.sqrt(random()) * spread;
-        x[v] = cx + Math.cos(angle) * distance;
-        y[v] = cy + Math.sin(angle) * distance;
-        placed[v] = 1;
-        queue.push(v);
-      }
-      const u = queue.shift();
-      neighbors[u].forEach((w) => {
-        if (placed[w]) return;
-        const angle = random() * Math.PI * 2;
-        x[w] = x[u] + Math.cos(angle) * spacing * 1.5;
-        y[w] = y[u] + Math.sin(angle) * spacing * 1.5;
-        placed[w] = 1;
-        queue.push(w);
-      });
-    }
-    const pairs = new Int32Array(pairSets.length * 2);
-    pairSets.forEach(([u, v], i) => (pairs[i * 2] = u, pairs[i * 2 + 1] = v));
-    return {
-      ids,
-      x,
-      y,
-      vx: new Float64Array(n),
-      vy: new Float64Array(n),
-      degree,
-      hubs,
-      pairs,
-      hubWeights,
-      hubsOf,
-      hubParents,
-      pairParents,
-      radius,
-      labels,
-      reach,
-      settled: false,
-      fixed,
-      spacing,
-      cx,
-      cy,
-      alpha: 1,
-      alphaDecay: 1 - Math.pow(ALPHA_MIN, 1 / Math.max(1, iterations))
-    };
-  }
-  var Grid = class {
-    constructor(x, y, size) {
-      this.x = x;
-      this.y = y;
-      this.size = size;
-      this.cells = /* @__PURE__ */ new Map();
-      for (let i = 0; i < x.length; i++) {
-        const key = this.key(Math.floor(x[i] / size), Math.floor(y[i] / size));
-        const cell = this.cells.get(key);
-        if (cell) cell.push(i);
-        else this.cells.set(key, [i]);
-      }
-    }
-    key(i, j) {
-      return (i + 32768) * 65536 + (j + 32768);
-    }
-    /**
-     * <zh/> 遍历包围盒内的点
-     *
-     * <en/> Visit points within a bounding box
-     * @param x0 - <zh/> 左 | <en/> left
-     * @param y0 - <zh/> 上 | <en/> top
-     * @param x1 - <zh/> 右 | <en/> right
-     * @param y1 - <zh/> 下 | <en/> bottom
-     * @param visit - <zh/> 回调 | <en/> callback
-     */
-    query(x0, y0, x1, y1, visit) {
-      const { size } = this;
-      for (let i = Math.floor(x0 / size); i <= Math.floor(x1 / size); i++) {
-        for (let j = Math.floor(y0 / size); j <= Math.floor(y1 / size); j++) {
-          this.cells.get(this.key(i, j))?.forEach(visit);
-        }
-      }
-    }
-  };
-  function step(sim, options) {
-    const {
-      attraction = 1,
-      repulsion = 1,
-      exclusion = 1,
-      hyperedgeRepulsion = 1,
-      gravity = 0.05,
-      velocityDecay = 0.4
-    } = options;
-    const { x, y, vx, vy, degree, hubs, pairs, hubWeights, hubsOf, hubParents, pairParents, spacing, cx, cy, fixed } = sim;
-    const sharesParent = (v, parents) => parents.some((p) => hubsOf[v].includes(p));
-    const n = x.length;
-    const alpha = sim.alpha;
-    const pairRest = spacing * 1.5;
-    hubs.forEach((hub) => {
-      const size = hub.members.length;
-      hub.members.forEach((v) => {
-        let dx = hub.x + hub.vx - x[v] - vx[v];
-        let dy = hub.y + hub.vy - y[v] - vy[v];
-        const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
-        const l = (d - hub.rest) / d * alpha * (attraction / Math.min(degree[v], size));
-        const bias = size / (size + degree[v]);
-        dx *= l;
-        dy *= l;
-        vx[v] += dx * bias;
-        vy[v] += dy * bias;
-        hub.vx -= dx * (1 - bias);
-        hub.vy -= dy * (1 - bias);
-      });
-    });
-    for (let i = 0; i < pairs.length; i += 2) {
-      const u = pairs[i];
-      const v = pairs[i + 1];
-      let dx = x[v] + vx[v] - x[u] - vx[u];
-      let dy = y[v] + vy[v] - y[u] - vy[u];
-      const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
-      const l = (d - pairRest) / d * alpha * (attraction / Math.min(degree[u], degree[v]));
-      const bias = degree[u] / (degree[u] + degree[v]);
-      dx *= l;
-      dy *= l;
-      vx[v] -= dx * bias;
-      vy[v] -= dy * bias;
-      vx[u] += dx * (1 - bias);
-      vy[u] += dy * (1 - bias);
-    }
-    const range = spacing * 4;
-    const grid = new Grid(x, y, range);
-    const charge = repulsion * spacing * spacing * 0.5;
-    for (let i = 0; i < n; i++) {
-      grid.query(x[i] - range, y[i] - range, x[i] + range, y[i] + range, (j) => {
-        if (j <= i) return;
-        let dx = x[j] - x[i];
-        let dy = y[j] - y[i];
-        let d2 = dx * dx + dy * dy;
-        if (d2 > range * range) return;
-        if (d2 < 1e-6) {
-          dx = (i - j) * 1e-3;
-          dy = 1e-3;
-          d2 = dx * dx + dy * dy;
-        }
-        const d = Math.sqrt(d2);
-        let f = charge * alpha / d2;
-        if (d < spacing) f += (spacing - d) * 0.35;
-        const fx = dx / d * f;
-        const fy = dy / d * f;
-        vx[i] -= fx;
-        vy[i] -= fy;
-        vx[j] += fx;
-        vy[j] += fy;
-      });
-    }
-    const labelWeight = (1 - alpha) * (1 - alpha);
-    if (sim.labels && labelWeight > 0) {
-      forEachBoxOverlap(sim, grid, (i, j, ox, oy) => {
-        vx[i] -= ox * labelWeight;
-        vy[i] -= oy * labelWeight;
-        vx[j] += ox * labelWeight;
-        vy[j] += oy * labelWeight;
-      });
-    }
-    const mark = new Int32Array(n);
-    const margin = spacing * 0.75;
-    hubs.forEach((hub, h) => {
-      let extent = 0;
-      hub.members.forEach((v) => {
-        mark[v] = h + 1;
-        extent = Math.max(extent, Math.abs(x[v] - hub.x), Math.abs(y[v] - hub.y));
-      });
-      if (extent > hub.radius * 2.5) return;
-      const polygon = convexHull(hub.members, x, y);
-      let x0 = Infinity;
-      let y0 = Infinity;
-      let x1 = -Infinity;
-      let y1 = -Infinity;
-      for (let i = 0; i < polygon.length; i += 2) {
-        x0 = Math.min(x0, polygon[i]);
-        x1 = Math.max(x1, polygon[i]);
-        y0 = Math.min(y0, polygon[i + 1]);
-        y1 = Math.max(y1, polygon[i + 1]);
-      }
-      grid.query(x0 - margin, y0 - margin, x1 + margin, y1 + margin, (v) => {
-        if (mark[v] === h + 1 || sharesParent(v, hubParents[h])) return;
-        const [distance, nx, ny] = signedDistance(polygon, x[v], y[v]);
-        if (distance >= margin) return;
-        const f = (margin - distance) * exclusion * Math.max(alpha, 0.1) * 0.5;
-        vx[v] += nx * f * 0.8;
-        vy[v] += ny * f * 0.8;
-        hub.vx -= nx * f * 0.2;
-        hub.vy -= ny * f * 0.2;
-      });
-    });
-    for (let i = 0; i < pairs.length; i += 2) {
-      const u = pairs[i];
-      const v = pairs[i + 1];
-      const ex = x[v] - x[u];
-      const ey = y[v] - y[u];
-      const len2 = ex * ex + ey * ey;
-      if (len2 < 1e-6 || len2 > pairRest * pairRest * 9) continue;
-      grid.query(
-        Math.min(x[u], x[v]) - margin,
-        Math.min(y[u], y[v]) - margin,
-        Math.max(x[u], x[v]) + margin,
-        Math.max(y[u], y[v]) + margin,
-        (w) => {
-          if (w === u || w === v || sharesParent(w, pairParents[i / 2])) return;
-          const t = ((x[w] - x[u]) * ex + (y[w] - y[u]) * ey) / len2;
-          if (t <= 0.05 || t >= 0.95) return;
-          const dx = x[w] - (x[u] + ex * t);
-          const dy = y[w] - (y[u] + ey * t);
-          const d = Math.sqrt(dx * dx + dy * dy) || 1e-6;
-          if (d >= margin) return;
-          const f = (margin - d) / d * exclusion * Math.max(alpha, 0.1) * 0.5;
-          vx[w] += dx * f;
-          vy[w] += dy * f;
-        }
-      );
-    }
-    const hubCount = hubs.length;
-    for (let a = 0; a < hubCount; a++) {
-      for (let b = a + 1; b < hubCount; b++) {
-        const weight = hubWeights[a * hubCount + b] * hyperedgeRepulsion;
-        if (weight <= 0) continue;
-        const A = hubs[a];
-        const B = hubs[b];
-        let dx = B.x - A.x;
-        let dy = B.y - A.y;
-        let d2 = dx * dx + dy * dy;
-        if (d2 < 1e-6) {
-          dx = (a - b) * 1e-3;
-          dy = 1e-3;
-          d2 = dx * dx + dy * dy;
-        }
-        const reach = A.radius + B.radius;
-        const d = Math.sqrt(d2);
-        let f = weight * reach * reach * 0.5 * alpha / d2;
-        if (d < reach) f += (reach - d) * weight * 0.1 * alpha;
-        const fx = dx / d * f;
-        const fy = dy / d * f;
-        A.vx -= fx;
-        A.vy -= fy;
-        B.vx += fx;
-        B.vy += fy;
-      }
-    }
-    const g = gravity * alpha;
-    for (let i = 0; i < n; i++) {
-      vx[i] += (cx - x[i]) * g;
-      vy[i] += (cy - y[i]) * g;
-    }
-    hubs.forEach((hub) => {
-      hub.vx += (cx - hub.x) * g;
-      hub.vy += (cy - hub.y) * g;
-    });
-    const decay = 1 - velocityDecay;
-    const maxSpeed = spacing * 4;
-    const clamp = (v) => Math.max(-maxSpeed, Math.min(maxSpeed, v));
-    for (let i = 0; i < n; i++) {
-      if (i === fixed) {
-        x[i] = cx;
-        y[i] = cy;
-        vx[i] = vy[i] = 0;
-        continue;
-      }
-      vx[i] = clamp(vx[i] * decay);
-      vy[i] = clamp(vy[i] * decay);
-      x[i] += vx[i];
-      y[i] += vy[i];
-    }
-    hubs.forEach((hub) => {
-      hub.vx = clamp(hub.vx * decay);
-      hub.vy = clamp(hub.vy * decay);
-      hub.x += hub.vx;
-      hub.y += hub.vy;
-    });
-    sim.alpha += (0 - sim.alpha) * sim.alphaDecay;
-  }
-  function charWidth(char) {
-    const code = char.charCodeAt(0);
-    if (code >= 11904) return 1;
-    if (code >= 65 && code <= 90) return 0.72;
-    return 0.6;
-  }
-  function measureLabels(nodes, radius, options) {
-    const {
-      labelText,
-      labelFontSize = 12,
-      labelMaxWidth = Infinity,
-      labelPlacement = "bottom",
-      labelPadding = 4
-    } = options;
-    const textOf = labelText || ((node) => String(node.style?.labelText ?? node.id));
-    const boxes = new Float64Array(nodes.length * 4);
-    nodes.forEach((node, i) => {
-      let width = 0;
-      let lines = 0;
-      textOf(node).split("\n").forEach((line) => {
-        let w = 0;
-        for (const char of line) w += labelFontSize * charWidth(char);
-        lines += Math.max(1, Math.ceil(w / labelMaxWidth));
-        width = Math.max(width, Math.min(w, labelMaxWidth));
-      });
-      const hw = width / 2 + labelPadding / 2;
-      const hh = lines * labelFontSize * 1.3 / 2 + labelPadding / 2;
-      const r = radius[i];
-      const [dx, dy] = {
-        bottom: [0, r + hh],
-        top: [0, -r - hh],
-        left: [-r - hw, 0],
-        right: [r + hw, 0],
-        center: [0, 0]
-      }[labelPlacement];
-      boxes.set([dx, dy, hw, hh], i * 4);
-    });
-    return boxes;
-  }
-  function forEachBoxOverlap(sim, grid, visit) {
-    const { x, y, radius, reach } = sim;
-    const labels = sim.labels;
-    const n = x.length;
-    const box = (i, label) => label ? [x[i] + labels[i * 4], y[i] + labels[i * 4 + 1], labels[i * 4 + 2], labels[i * 4 + 3]] : [x[i], y[i], radius[i], radius[i]];
-    for (let i = 0; i < n; i++) {
-      grid.query(x[i] - reach * 2, y[i] - reach * 2, x[i] + reach * 2, y[i] + reach * 2, (j) => {
-        if (j <= i) return;
-        const sx = x[j] > x[i] || x[j] === x[i] && i < j ? 1 : -1;
-        const sy = y[j] > y[i] || y[j] === y[i] && i < j ? 1 : -1;
-        let needX = 0;
-        let needY = 0;
-        const test = (a, b) => {
-          const dx = b[0] - a[0];
-          const dy = b[1] - a[1];
-          if (a[2] + b[2] <= Math.abs(dx) || a[3] + b[3] <= Math.abs(dy)) return;
-          needX = Math.max(needX, a[2] + b[2] - sx * dx);
-          needY = Math.max(needY, a[3] + b[3] - sy * dy);
-        };
-        const li = box(i, true);
-        const lj = box(j, true);
-        test(li, lj);
-        test(li, box(j, false));
-        test(box(i, false), lj);
-        if (!needX && !needY) return;
-        if (needX < needY) visit(i, j, sx * needX, 0);
-        else visit(i, j, 0, sy * needY);
-      });
-    }
-  }
-  function settle(sim) {
-    if (sim.settled) return;
-    sim.settled = true;
-    if (!sim.labels) return;
-    const { x, y, fixed } = sim;
-    for (let pass = 0; pass < 300; pass++) {
-      let moved = false;
-      forEachBoxOverlap(sim, new Grid(x, y, sim.reach * 2), (i, j, ox, oy) => {
-        moved = true;
-        const sx = ox && ox + Math.sign(ox);
-        const sy = oy && oy + Math.sign(oy);
-        const wi = i === fixed ? 0 : j === fixed ? 1 : 0.5;
-        x[i] -= sx * wi;
-        y[i] -= sy * wi;
-        x[j] += sx * (1 - wi);
-        y[j] += sy * (1 - wi);
-      });
-      if (!moved) break;
-    }
-  }
-  function convexHull(indices, x, y) {
-    const points = Array.from(indices).sort((a, b) => x[a] - x[b] || y[a] - y[b]);
-    const cross = (o, a, b) => (x[a] - x[o]) * (y[b] - y[o]) - (y[a] - y[o]) * (x[b] - x[o]);
-    const chain = (list) => {
-      const result = [];
-      list.forEach((p) => {
-        while (result.length >= 2 && cross(result[result.length - 2], result[result.length - 1], p) <= 0) result.pop();
-        result.push(p);
-      });
-      result.pop();
-      return result;
-    };
-    const hull = [...chain(points), ...chain(points.reverse())];
-    return hull.flatMap((i) => [x[i], y[i]]);
-  }
-  function signedDistance(polygon, px, py) {
-    const count = polygon.length / 2;
-    let best = Infinity;
-    let qx = px;
-    let qy = py;
-    let inside = count >= 3;
-    for (let i = 0; i < count; i++) {
-      const ax = polygon[i * 2];
-      const ay = polygon[i * 2 + 1];
-      const j = (i + 1) % count;
-      const ex = polygon[j * 2] - ax;
-      const ey = polygon[j * 2 + 1] - ay;
-      const length2 = ex * ex + ey * ey;
-      if (ex * (py - ay) - ey * (px - ax) < 0) inside = false;
-      const t = length2 ? Math.max(0, Math.min(1, ((px - ax) * ex + (py - ay) * ey) / length2)) : 0;
-      const cx = ax + ex * t;
-      const cy = ay + ey * t;
-      const d = Math.hypot(px - cx, py - cy);
-      if (d < best) {
-        best = d;
-        qx = cx;
-        qy = cy;
-      }
-    }
-    let nx = inside ? qx - px : px - qx;
-    let ny = inside ? qy - py : py - qy;
-    const length = Math.hypot(nx, ny);
-    if (length > 1e-6) {
-      nx /= length;
-      ny /= length;
-    } else {
-      nx = 1;
-      ny = 0;
-    }
-    return [inside ? -best : best, nx, ny];
-  }
-
-  // src/register.ts
-  var import_g64 = __toESM(require_g6(), 1);
-  var HYPERGRAPH_LAYOUT = "hypergraph";
-  var registered = false;
-  var bubbleSetsOverridden = false;
-  var registerHypergraph = ({ overrideBubbleSets = false } = {}) => {
-    if (!registered) {
-      registered = true;
-      (0, import_g64.register)(import_g64.ExtensionCategory.LAYOUT, HYPERGRAPH_LAYOUT, HypergraphLayout);
-      (0, import_g64.register)(import_g64.ExtensionCategory.PLUGIN, HOVER_BUBBLE_SETS, HoverBubbleSets);
-    }
-    if (overrideBubbleSets && !bubbleSetsOverridden) {
-      bubbleSetsOverridden = true;
-      (0, import_g64.register)(import_g64.ExtensionCategory.PLUGIN, "bubble-sets", KeyBoundsBubbleSets);
-    }
-  };
-
-  // src/theme.ts
-  var DEFAULT_THEME = {
-    hyperedgeColors: [
-      "#F6BD16",
-      "#00C9C9",
-      "#F08F56",
-      "#D580FF",
-      "#FF3D00",
-      "#16f69c",
-      "#004ac9",
-      "#f056d1",
-      "#a680ff",
-      "#c8ff00"
-    ],
-    typePalette: ["#00C9C9", "#a68fff", "#F08F56", "#0d7c4f", "#004ac9", "#f056d1"],
-    nodeColor: "#8b5cf6",
-    centerColor: "#6d28d9",
-    highlightColor: "#6d28d9",
-    edgeColor: "#a68fff",
-    nodeSize: 20,
-    largeNodeSize: 15,
-    largeGraphThreshold: 100,
-    labelFontSize: 12,
-    bubble: {
-      normal: { fillOpacity: 0.2, strokeOpacity: 0.2, lineWidth: 1 },
-      highlight: { fillOpacity: 0.45, strokeOpacity: 1, lineWidth: 3 },
-      dimmed: { fillOpacity: 0.03, strokeOpacity: 0.05, lineWidth: 1 }
-    },
-    bubbleOptions: {
-      maxRoutingIterations: 100,
-      maxMarchingIterations: 20,
-      pixelGroup: 4,
-      edgeR0: 30,
-      edgeR1: 50,
-      nodeR0: 1,
-      nodeR1: 5,
-      morphBuffer: 10,
-      threshold: 4,
-      memberInfluenceFactor: 1,
-      edgeInfluenceFactor: 4,
-      nonMemberInfluenceFactor: -0.8,
-      virtualEdges: true
-    },
-    inactiveNodeOpacity: 0.15,
-    inactiveEdgeOpacity: 0.1
-  };
-  var resolveTheme = (theme) => ({
-    ...DEFAULT_THEME,
-    ...theme,
-    bubble: { ...DEFAULT_THEME.bubble, ...theme?.bubble },
-    bubbleOptions: { ...DEFAULT_THEME.bubbleOptions, ...theme?.bubbleOptions }
-  });
-  var typeColorsOf = (vertices, typeField = "entity_type", palette = DEFAULT_THEME.typePalette) => {
-    const colors = {};
-    let i = 0;
-    for (const v of vertices) {
-      const type = v?.[typeField];
-      if (!type || type in colors) continue;
-      colors[type] = palette[i++ % palette.length];
-    }
-    return colors;
-  };
-
-  // src/spec.ts
-  var PAIR_SEP = "|#|";
-  var pairId = (a, b) => a < b ? `${a}${PAIR_SEP}${b}` : `${b}${PAIR_SEP}${a}`;
-  var bubbleKeyOf = (id) => `bubble-sets-${id}`;
-  var toG6Spec = (graph, options = {}) => {
-    const {
-      mode = "hyper",
-      centerNode,
-      typeField = "entity_type",
-      graphEdges = "binary",
-      labelText = (d) => String(d.id)
-    } = options;
-    const theme = resolveTheme(options.theme);
-    const isGraph = mode === "graph";
-    let nodes = Object.entries(graph.vertices).map(([id, value]) => ({ ...value, id, label: id }));
-    const edges = [];
-    const lineIds = /* @__PURE__ */ new Set();
-    const pushLine = (a, b, attrs) => {
-      const id = pairId(a, b);
-      if (lineIds.has(id)) return;
-      lineIds.add(id);
-      edges.push({ ...attrs, id, source: a, target: b });
-    };
-    const hyperedges = /* @__PURE__ */ new Map();
-    const layoutHyperedges = [];
-    const plugins = [];
-    graph.hyperedges.forEach((he, i) => {
-      const members = [...new Set(he.members)];
-      if (members.length < 2) return;
-      const id = he.id ?? (members.length === 2 ? pairId(members[0], members[1]) : members.join(PAIR_SEP));
-      const item = { ...he, id, members };
-      hyperedges.set(id, item);
-      const { members: _, id: __, ...attrs } = he;
-      if (members.length === 2) {
-        pushLine(members[0], members[1], attrs);
-        return;
-      }
-      if (isGraph) {
-        if (graphEdges === "clique") {
-          for (let a = 0; a < members.length; a++) {
-            for (let b = a + 1; b < members.length; b++) pushLine(members[a], members[b], attrs);
-          }
-        }
-        return;
-      }
-      const color = theme.hyperedgeColors[i % theme.hyperedgeColors.length];
-      plugins.push({
-        key: bubbleKeyOf(id),
-        type: HOVER_BUBBLE_SETS,
-        members,
-        // 只圈节点，不包裹标签
-        memberBoundsType: "key",
-        hyperedge: item,
-        fill: color,
-        stroke: color,
-        ...theme.bubbleOptions,
-        ...theme.bubble.normal
-      });
-      layoutHyperedges.push({ id, weight: he.weight || members.length, members });
-    });
-    if (isGraph && graphEdges === "binary") {
-      const connected = /* @__PURE__ */ new Set();
-      edges.forEach((e) => {
-        connected.add(e.source);
-        connected.add(e.target);
-      });
-      nodes = nodes.filter((n) => connected.has(n.id));
-    } else if (!isGraph) {
-      const clusterOf = /* @__PURE__ */ new Map();
-      layoutHyperedges.forEach((he) => {
-        he.members.forEach((m) => {
-          const cur = clusterOf.get(m);
-          if (!cur || he.weight > cur.weight) clusterOf.set(m, { id: he.id, weight: he.weight });
-        });
-      });
-      nodes = nodes.map((n) => {
-        const c = clusterOf.get(n.id);
-        return c ? { ...n, cluster: c.id } : n;
-      });
-    }
-    const typeColors = options.typeColors ?? typeColorsOf(nodes, typeField, theme.typePalette);
-    const large = nodes.length > theme.largeGraphThreshold;
-    const hasCenter = centerNode !== void 0 && nodes.some((n) => n.id === centerNode);
-    return {
-      data: { nodes, edges },
-      hyperedges,
-      plugins: isGraph ? [] : plugins,
-      node: {
-        palette: { field: "cluster" },
-        style: {
-          size: large ? theme.largeNodeSize : theme.nodeSize,
-          labelText,
-          fill: (d) => hasCenter && d.id === centerNode ? theme.centerColor : typeColors[d[typeField]] || theme.nodeColor,
-          // 显式写出被状态覆盖的样式：G6 移除状态时只回到这里的值，不写就会保留状态样式
-          opacity: 1,
-          lineWidth: 0,
-          labelFontWeight: "normal"
-        },
-        // 点击超边高亮：成员实体 highlight，其余 inactive
-        state: {
-          highlight: { stroke: theme.highlightColor, lineWidth: 3, labelFontWeight: "bold" },
-          inactive: { opacity: theme.inactiveNodeOpacity }
-        }
-      },
-      edge: {
-        style: { size: isGraph ? 3 : 2, stroke: theme.edgeColor, lineWidth: 1, opacity: 1 },
-        state: {
-          highlight: { stroke: theme.highlightColor, lineWidth: 3 },
-          inactive: { opacity: theme.inactiveEdgeOpacity }
-        }
-      },
-      // 超图模式：超图布局，连线也作为 2 元超边参与，以中心实体为中心呈花瓣状排布；
-      // 图模式：力导布局
-      layout: !isGraph ? {
-        type: HYPERGRAPH_LAYOUT,
-        hyperedges: layoutHyperedges,
-        centerNode: hasCenter ? centerNode : void 0,
-        nodeSpacing: 50,
-        // 标签互不重叠：与节点样式的 labelText、字号保持一致
-        preventLabelOverlap: true,
-        labelText,
-        labelFontSize: theme.labelFontSize
-      } : { type: "force", preventOverlap: true, gravity: 50, linkDistance: 50 }
-    };
-  };
-
-  // src/view.ts
-  var import_g65 = __toESM(require_g6(), 1);
-  var destroyGraph = (graph) => {
-    if (graph.destroyed) return;
-    try {
-      graph.destroy();
-    } catch {
-      graph.context.canvas?.destroy();
-      graph.destroyed = true;
-    }
-  };
-  var createHypergraphView = (container, initial = {}) => {
-    registerHypergraph();
-    let options = { ...initial };
-    let spec = null;
-    let selected = null;
-    const host = document.createElement("div");
-    host.style.cssText = "position: absolute; inset: 0; overflow: hidden;";
-    if (getComputedStyle(container).position === "static") container.style.position = "relative";
-    container.appendChild(host);
-    const graph = new import_g65.Graph({
-      container: host,
-      width: container.offsetWidth,
-      height: container.offsetHeight || options.fallbackHeight || 300,
-      behaviors: options.behaviors ?? ["zoom-canvas", "drag-canvas", "drag-element"],
-      autoFit: options.autoFit ?? "center",
-      animation: false
-    });
-    const hitOf = (e) => {
-      if (!spec) return null;
-      if (e.targetType === "node") {
-        const node = spec.data.nodes.find((n) => n.id === e.target.id);
-        return node ? { kind: "node", id: node.id, item: node } : null;
-      }
-      if (e.targetType === "edge") {
-        const edge = spec.data.edges.find((d) => d.id === e.target.id);
-        if (!edge) return null;
-        const { source, target, ...rest } = edge;
-        const members = [source, target];
-        return { kind: "edge", id: edge.id, members, item: { ...rest, id: edge.id, members } };
-      }
-      if (e.targetType === BUBBLE_SETS_TARGET) {
-        const item = e.target.options?.hyperedge;
-        return item ? { kind: "hyperedge", id: item.id, members: item.members, item } : null;
-      }
-      return null;
-    };
-    const applySelection = () => {
-      if (!spec) return;
-      const { bubble } = resolveTheme(options.theme);
-      const members = new Set(selected?.members);
-      const states = {};
-      spec.data.nodes.forEach((n) => {
-        states[n.id] = !selected ? [] : members.has(n.id) ? ["highlight"] : ["inactive"];
-      });
-      spec.data.edges.forEach((d) => {
-        states[d.id] = !selected ? [] : selected.kind === "edge" && d.id === selected.id ? ["highlight"] : ["inactive"];
-      });
-      graph.setElementState(states, false);
-      graph.setPlugins(
-        (plugins) => plugins.map(
-          (p) => p.type !== HOVER_BUBBLE_SETS ? p : {
-            ...p,
-            ...!selected ? bubble.normal : selected.kind === "hyperedge" && p.hyperedge?.id === selected.id ? bubble.highlight : bubble.dimmed
-          }
-        )
-      );
-    };
-    const setSelected = (next) => {
-      selected = next;
-      applySelection();
-      options.onSelect?.(selected);
-    };
-    graph.on("click", (e) => {
-      if (e.targetType === "node") return;
-      const hit = hitOf(e);
-      const next = hit && hit.kind !== "node" && hit.id !== selected?.id ? hit : null;
-      if (next || selected) setSelected(next);
-    });
-    graph.on("pointermove", (e) => {
-      if (!options.onHover) return;
-      const hit = e.client ? hitOf(e) : null;
-      options.onHover(hit ? { ...hit, client: { x: e.client.x, y: e.client.y } } : null);
-    });
-    const onLeave = () => options.onHover?.(null);
-    container.addEventListener("pointerleave", onLeave);
-    const observer = new ResizeObserver(() => {
-      if (!graph.destroyed && container.offsetWidth && container.offsetHeight) {
-        graph.setSize(container.offsetWidth, container.offsetHeight);
-      }
-    });
-    observer.observe(container);
-    const render = () => {
-      if (graph.destroyed || !options.data) return;
-      if (selected) {
-        selected = null;
-        applySelection();
-      }
-      spec = toG6Spec(options.data, options);
-      if (graph.context.layout) graph.stopLayout();
-      graph.setOptions({
-        data: spec.data,
-        node: spec.node,
-        edge: spec.edge,
-        layout: spec.layout,
-        plugins: spec.plugins
-      });
-      scheduleRender();
-    };
-    let renderPending = false;
-    const scheduleRender = () => {
-      if (renderPending) return;
-      renderPending = true;
-      queueMicrotask(() => {
-        renderPending = false;
-        if (!graph.destroyed) graph.render().catch(() => void 0);
-      });
-    };
-    render();
-    return {
-      graph,
-      update(next) {
-        options = { ...options, ...next };
-        const hadSelection = !!selected;
-        render();
-        if (hadSelection) options.onSelect?.(null);
-      },
-      select(id) {
-        if (id === null) return setSelected(null);
-        const he = spec?.hyperedges.get(id);
-        if (!he) return;
-        const [a, b] = he.members;
-        setSelected(
-          he.members.length === 2 ? { kind: "edge", id: pairId(a, b), members: he.members, item: he } : { kind: "hyperedge", id: he.id, members: he.members, item: he }
-        );
-      },
-      destroy() {
-        observer.disconnect();
-        container.removeEventListener("pointerleave", onLeave);
-        spec = null;
-        destroyGraph(graph);
-        host.remove();
-      }
-    };
-  };
-  return __toCommonJS(src_exports);
-})();
diff --git a/hyperdb/templates/hypergraph_viewer.html b/hyperdb/templates/hypergraph_viewer.html
index a7bfbbd..2c56785 100644
--- a/hyperdb/templates/hypergraph_viewer.html
+++ b/hyperdb/templates/hypergraph_viewer.html
@@ -5,908 +5,55 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>Hypergraph Visualization</title>
     <script src="https://unpkg.com/@antv/g6@5.0.49/dist/g6.min.js"></script>
-    <!-- 超图渲染（超图布局、只圈节点的超边轮廓、悬停与点击高亮），与 HypergraphViewer、Hyper-RAG web-ui 共用 hypergraph-viz；
-         templates/hypergraph-viz.global.js 由 HypergraphViewer/packages/hypergraph-viz 的 npm run sync:hypergraph-db 拷入 -->
-    <script src="hypergraph-viz.global.js"></script>
-    <script src="https://unpkg.com/react@18/umd/react.production.min.js"></script>
-    <script src="https://unpkg.com/react-dom@18/umd/react-dom.production.min.js"></script>
-    <script src="https://unpkg.com/@babel/standalone/babel.min.js"></script>
-    <script src="https://unpkg.com/@tailwindcss/browser@4"></script>
-    <!-- <script src="./data.js"></script> -->
-    <style type="text/tailwindcss">
-      @theme {
-        --color-primary-50: #faf5ff;
-        --color-primary-500: #8b5cf6;
-        --color-primary-600: #7c3aed;
-        --color-primary-700: #6d28d9;
+    <script src="https://unpkg.com/react@18.3.1/umd/react.production.min.js"></script>
+    <script src="https://unpkg.com/react-dom@18.3.1/umd/react-dom.production.min.js"></script>
+    <!-- 超图浏览器（左栏实体列表、画布、右栏子图统计与渲染设置），与 HypergraphViewer、Hyper-RAG web-ui 共用 hypergraph-viz -->
+    <script src="https://unpkg.com/hypergraph-viz@0.2.0/dist/hypergraph-viz.explorer.global.js"></script>
+    <link rel="stylesheet" href="https://unpkg.com/hypergraph-viz@0.2.0/dist/style.css" />
+    <style>
+      html,
+      body,
+      #root {
+        margin: 0;
+        width: 100vw;
+        height: 100vh;
+        overflow: hidden;
       }
     </style>
   </head>
   <body>
     <div id="root"></div>
 
-    <script type="text/babel">
-      const { useState, useEffect, useLayoutEffect, useMemo, useRef } = React;
-      const { createHypergraphView, fromKeyedEdges, pairId, typeColorsOf } = window.HypergraphViz;
-
-      // API base path
-      const API_BASE = window.location.origin;
-      // dev mode
-      // const API_BASE = "http://localhost:8080";
-
-      const formatDescription = (description) => {
-        if (!description) return "";
-        return description.split("<SEP>").join(" ");
-      };
-
-      // API call functions
-      const fetchDatabaseInfo = async () => {
-        if (typeof datas !== "undefined") {
-          return Promise.resolve(datas.database);
-        }
-        const response = await fetch(`${API_BASE}/api/database/info`);
-        return await response.json();
-      };
-
-      const fetchVertices = async (
-        page,
-        pageSize,
-        search,
-        sortBy,
-        sortOrder
-      ) => {
-        if (typeof datas !== "undefined") {
-          const toLower = (v) => (v ?? "").toString().toLowerCase();
-          let list = Array.isArray(datas.vertices) ? datas.vertices : [];
-
-          if (search) {
-            const q = toLower(search);
-            list = list.filter(
-              (v) =>
-                toLower(v.id).includes(q) ||
-                toLower(v.entity_type).includes(q) ||
-                toLower(v.description).includes(q)
-            );
-          }
-
-          if (sortBy === "degree") {
-            list.sort((a, b) =>
-              sortOrder === "asc"
-                ? (a.degree || 0) - (b.degree || 0)
-                : (b.degree || 0) - (a.degree || 0)
-            );
-          } else if (sortBy === "id") {
-            list.sort((a, b) => {
-              const cmp = String(a.id).localeCompare(String(b.id));
-              return sortOrder === "asc" ? cmp : -cmp;
-            });
-          }
-
-          const total = list.length;
-          const total_pages = Math.max(1, Math.ceil(total / pageSize));
-          const cur = Math.min(Math.max(1, page), total_pages);
-          const start = (cur - 1) * pageSize;
-          const data = list.slice(start, start + pageSize);
-          return Promise.resolve({
-            data,
-            pagination: { page: cur, page_size: pageSize, total, total_pages },
-          });
-        }
-        const params = new URLSearchParams({
-          page: page.toString(),
-          page_size: pageSize.toString(),
-          search: search || "",
-          sort_by: sortBy,
-          sort_order: sortOrder,
-        });
-        const response = await fetch(`${API_BASE}/api/vertices?${params}`);
-        return await response.json();
-      };
-
-      const fetchGraphData = async (vertexId) => {
-        if (typeof datas !== "undefined") {
-          const entry = datas.graphs[vertexId];
-          if (entry && entry.vertices && entry.edges) {
-            return Promise.resolve({
-              vertices: entry.vertices,
-              edges: entry.edges,
-            });
-          }
-          return Promise.resolve({ vertices: {}, edges: {} });
-        }
-        const params = new URLSearchParams({ vertex_id: vertexId });
-        const response = await fetch(`${API_BASE}/api/graph?${params}`);
-        return await response.json();
-      };
-
-      // ------------------------------------------------------------------ i18n
-      // 与管理后台（admin.html）同一套做法，语言选择也共用同一个 localStorage 键
-      const MESSAGES = {
-        en: {
-          pageTitle: "Hypergraph Visualization",
-          databaseInfo: "Database Information",
-          verticesLabel: "Vertices:", hyperedgesLabel: "Hyperedges:", edgesLabel: "Edges:",
-          searchList: "Search & Vertex List",
-          searchPlaceholder: "Search vertex ID, type or description...",
-          found: "Found {n} results", loadingVertices: "Loading vertices...", noMatch: "No matching vertices found",
-          typeLabel: "Type:", idLabel: "ID:", degreeLabel: "Degree:",
-          prev: "Previous", next: "Next",
-          titleHyper: "Hypergraph Visualization", titleGraph: "Graph Visualization",
-          modeLabel: "Mode:", modeHyper: "Hypergraph", modeGraph: "Graph",
-          loadingGraph: "Loading hypergraph data...", loadingHint: "This may take a few seconds",
-          loadFailed: "Failed to load graph data",
-          detail: "Hypergraph Detail", hyperedge: "Hyperedge", edge: "Edge", node: "Node",
+    <script>
+      const { mountExplorer, fromKeyedEdges } = window.HypergraphViz;
+
+      const getJSON = async (path, params) => {
+        const res = await fetch(`${path}?${new URLSearchParams(params)}`);
+        if (!res.ok) throw new Error(`HTTP ${res.status}`);
+        const data = await res.json();
+        if (data.error) throw new Error(data.error);
+        return data;
+      };
+
+      mountExplorer(document.getElementById("root"), {
+        // 数据源：接查看器服务的 /api/database/info、/api/vertices、/api/graph。
+        // 全库可能很大，左栏只显示数据库计数与实体列表（不统计全库、没有超边列表），任何实体都可作为中心
+        source: {
+          overview: async () => ({ database: await getJSON("/api/database/info") }),
+          listVertices: ({ page, pageSize, search, sortBy, sortOrder }) =>
+            getJSON("/api/vertices", { page, page_size: pageSize, search, sort_by: sortBy, sort_order: sortOrder }),
+          // 超边 key 为用 |#| 拼接的成员，转为 hypergraph-viz 的输入格式
+          subgraph: async (vertexId) => fromKeyedEdges(await getJSON("/api/graph", { vertex_id: vertexId })),
         },
-        zh: {
-          pageTitle: "超图可视化",
-          databaseInfo: "数据库信息",
-          verticesLabel: "实体：", hyperedgesLabel: "超边：", edgesLabel: "边：",
-          searchList: "搜索与实体列表",
-          searchPlaceholder: "搜索实体 ID、类型或描述...",
-          found: "共找到 {n} 个结果", loadingVertices: "加载实体中...", noMatch: "没有匹配的实体",
-          typeLabel: "类型：", idLabel: "ID：", degreeLabel: "度数：",
-          prev: "上一页", next: "下一页",
-          titleHyper: "超图可视化", titleGraph: "图可视化",
-          modeLabel: "模式：", modeHyper: "超图", modeGraph: "图",
-          loadingGraph: "加载超图数据中...", loadingHint: "可能需要几秒钟",
-          loadFailed: "加载图数据失败",
-          detail: "超图详情", hyperedge: "超边", edge: "边", node: "实体",
-        },
-      };
-      const LANG_KEY = "hgdb-admin-lang";
-
-      const detectLang = () => {
-        try {
-          const saved = localStorage.getItem(LANG_KEY);
-          if (saved in MESSAGES) return saved;
-        } catch (e) {}
-        return (navigator.language || "").toLowerCase().startsWith("zh") ? "zh" : "en";
-      };
-      // Set by <HypergraphViewer> on every render, before its children render.
-      let currentLang = "en";
-      function t(key, vars = {}) {
-        // 未收录的键原样返回（如服务端返回的错误信息）
-        const msg = MESSAGES[currentLang][key] ?? MESSAGES.en[key] ?? key;
-        return msg.replace(/\{(\w+)\}/g, (m, k) => (k in vars ? vars[k] : m));
-      }
-
-      const EXCLUDED_KEYS = new Set([
-        "id",
-        "label",
-        "style",
-        "data",
-        "weight",
-        "source_id",
-        "cluster",
-      ]);
-
-      // 悬停卡片中超边优先显示的属性、有 type 时不显示的属性（类型看 type），以及最多显示的属性个数；侧边栏显示全部属性
-      const HYPEREDGE_PRIORITY = ["description", "type", "summary", "keywords", "members"];
-      const HYPEREDGE_TIP_EXCLUDED = ["keywords"];
-      const HYPEREDGE_FIELD_LIMIT = 5;
-      const TIP_OFFSET = 12;
-      const TIP_MARGIN = 8;
-
-      const PropertyRow = ({ name, value }) => {
-        // Special handling for keywords
-        if (name === "keywords" && typeof value === "string") {
-          return (
-            <div>
-              <span className="font-medium">keywords:</span>
-              <div className="flex flex-wrap gap-2 mt-2">
-                {value
-                  .split(/,|，|、|。|<SEP>/)
-                  .filter((k) => k.trim())
-                  .map((keyword, i) => (
-                    <span
-                      key={i}
-                      className="inline-block p-1 bg-primary-50 rounded text-xs"
-                    >
-                      {keyword.trim()}
-                    </span>
-                  ))}
-              </div>
-            </div>
-          );
-        }
-
-        // Special handling for members
-        if (Array.isArray(value)) {
-          return (
-            <div>
-              <div className="font-medium">
-                {name} ({value.length}):
-              </div>
-              <div className="flex flex-wrap gap-2 mt-2">
-                {value.map((member, i) => (
-                  <span key={i} className="p-1 bg-primary-50 rounded text-xs">
-                    {member}
-                  </span>
-                ))}
-              </div>
-            </div>
-          );
-        }
-
-        // Convert value to string for length check
-        const stringValue =
-          typeof value === "object"
-            ? JSON.stringify(value, null, 2)
-            : String(value).replace(/<SEP>/g, " | ");
-
-        // Short values are displayed as tags
-        if (stringValue.length < 20) {
-          return (
-            <div>
-              <span className="font-medium">{name}:</span>
-              <div className="mt-1">
-                <span className="inline-block px-2 py-1 bg-gray-100 rounded text-xs">
-                  {stringValue}
-                </span>
-              </div>
-            </div>
-          );
-        }
-
-        // Default handling for longer values
-        return (
-          <div>
-            <span className="font-medium">{name}:</span>
-            <div className="mt-1 text-gray-600 bg-gray-100 p-2 rounded text-xs">
-              {stringValue}
-            </div>
-          </div>
-        );
-      };
-
-      // 按属性自动渲染超边 / 顶点；侧边栏与悬停卡片（HoverTip）共用。
-      // priority 中的字段排在最前（默认 description），其余按原顺序；exclude 额外不显示的属性；limit 限制显示的属性个数
-      const PropertyList = ({
-        item,
-        priority = ["description"],
-        exclude = [],
-        limit = Infinity,
-      }) => {
-        const rank = (k) =>
-          priority.includes(k) ? priority.indexOf(k) : priority.length;
-        return Object.entries(item)
-          .filter(
-            ([key, value]) =>
-              value &&
-              !(Array.isArray(value) && value.length === 0) &&
-              !EXCLUDED_KEYS.has(key) &&
-              !exclude.includes(key)
-          )
-          .sort(([a], [b]) => rank(a) - rank(b))
-          .slice(0, limit)
-          .map(([key, value]) => (
-            <PropertyRow key={key} name={key} value={value} />
-          ));
-      };
-
-      // 跟随鼠标的悬停卡片，替代 G6 tooltip 插件：插件把视口坐标与画布尺寸比较来翻转，
-      // 且卡片插在画布容器内，图边缘的卡片会被裁掉。这里挂到 body，默认在指针右下，
-      // 越出视口的一侧翻到指针另一侧，最后夹紧在视口内
-      const HoverTip = ({ title, item, priority, exclude, limit, x, y }) => {
-        const ref = useRef(null);
-        const [pos, setPos] = useState({
-          left: x + TIP_OFFSET,
-          top: y + TIP_OFFSET,
-        });
-
-        useLayoutEffect(() => {
-          const el = ref.current;
-          if (!el) return;
-          const { offsetWidth: w, offsetHeight: h } = el;
-          const vw = window.innerWidth;
-          const vh = window.innerHeight;
-          let left = x + TIP_OFFSET;
-          let top = y + TIP_OFFSET;
-          if (left + w > vw - TIP_MARGIN) left = x - TIP_OFFSET - w;
-          if (top + h > vh - TIP_MARGIN) top = y - TIP_OFFSET - h;
-          left = Math.max(TIP_MARGIN, Math.min(left, vw - w - TIP_MARGIN));
-          top = Math.max(TIP_MARGIN, Math.min(top, vh - h - TIP_MARGIN));
-          setPos((prev) =>
-            prev.left === left && prev.top === top ? prev : { left, top }
-          );
-        }, [item, x, y]);
-
-        return ReactDOM.createPortal(
-          <div
-            ref={ref}
-            className="fixed z-[2000] w-80 overflow-hidden pointer-events-none break-words bg-white/95 border border-gray-200 rounded-md shadow-lg p-3"
-            style={{
-              left: pos.left,
-              top: pos.top,
-              maxHeight: `calc(100vh - ${TIP_MARGIN * 2}px)`,
-            }}
-          >
-            <div className="text-sm text-gray-700 space-y-3">
-              <div className="text-base font-semibold text-gray-900 pb-1 border-b-2 border-primary-500">
-                {t(title)}
-              </div>
-              <PropertyList
-                item={item}
-                priority={priority}
-                exclude={exclude}
-                limit={limit}
-              />
-            </div>
-          </div>,
-          document.body
-        );
-      };
-
-      // 悬停目标 → 悬停卡片内容：顶点 → 顶点属性；连线（2 个顶点的超边）/ 超边轮廓 → 超边属性
-      const tipOf = (hit) => {
-        if (hit.kind === "node") return { title: "node", item: hit.item };
-        return {
-          title: hit.kind,
-          item: hit.item,
-          priority: HYPEREDGE_PRIORITY,
-          // 没有 type 的超边（如 Hyper-RAG 原版抽取的图）仍显示 keywords
-          exclude: hit.item.type ? HYPEREDGE_TIP_EXCLUDED : [],
-          limit: HYPEREDGE_FIELD_LIMIT,
-        };
-      };
-
-      function HypergraphViewer() {
-        const containerRef = useRef(null);
-        const viewRef = useRef(null);
-        const searchTimeoutRef = useRef(null);
-
-        const [databaseInfo, setDatabaseInfo] = useState({
-          vertices: 0,
-          edges: 0,
-        });
-        const [vertices, setVertices] = useState([]);
-        const [pagination, setPagination] = useState({
-          page: 1,
-          page_size: 50,
-          total: 0,
-          total_pages: 0,
-        });
-        const [selectedVertex, setSelectedVertex] = useState("");
-        // Vertex requested via ?vertex=<id> (e.g. from the admin console); wins over the
-        // default "select first vertex" until the user picks something else.
-        const initialVertexRef = useRef(
-          new URLSearchParams(window.location.search).get("vertex") || ""
-        );
-        const [graphData, setGraphData] = useState(null);
-        const [loading, setLoading] = useState(false);
-        const [loadingVertices, setLoadingVertices] = useState(false);
-        const [error, setError] = useState("");
-        const [searchTerm, setSearchTerm] = useState("");
-        const [sortBy, setSortBy] = useState("degree");
-        const [sortOrder, setSortOrder] = useState("desc");
-        const [visualizationMode, setVisualizationMode] = useState("hyper");
-        const [hoverHyperedge, setHoverHyperedge] = useState(null);
-        const [hoverNode, setHoverNode] = useState(null);
-        const [tip, setTip] = useState(null);
-        // 选中期间侧边栏固定显示该超边，不随悬停变化
-        const selectedRef = useRef(null);
-        const [lang, setLang] = useState(detectLang);
-        currentLang = lang;
-        useEffect(() => {
-          document.documentElement.lang = lang === "zh" ? "zh-CN" : "en";
-          document.title = t("pageTitle");
-          try {
-            localStorage.setItem(LANG_KEY, lang);
-          } catch (e) {}
-        }, [lang]);
-
-        // Generate entity type color mapping
-        const entityTypeColors = useMemo(() => {
-          return typeColorsOf(vertices);
-        }, [vertices]);
-
-        // Load database info
-        useEffect(() => {
-          fetchDatabaseInfo().then(setDatabaseInfo).catch(console.error);
-        }, []);
-
-        // Load vertices list
-        const loadVertices = async (page, search, sortBy, sortOrder) => {
-          setLoadingVertices(true);
-          try {
-            const result = await fetchVertices(
-              page,
-              pagination.page_size,
-              search,
-              sortBy,
-              sortOrder
-            );
-            setVertices(result.data);
-            setPagination(result.pagination);
-
-            // Select the requested vertex, otherwise the first one
-            if (initialVertexRef.current) {
-              setSelectedVertex(initialVertexRef.current);
-            } else if (result.data.length > 0) {
-              setSelectedVertex(result.data[0].id);
-            }
-          } catch (err) {
-            console.error("Failed to load vertices:", err);
-          } finally {
-            setLoadingVertices(false);
-          }
-        };
-
-        // Initial load of vertices
-        useEffect(() => {
-          loadVertices(1, "", sortBy, sortOrder);
-        }, []);
-
-        // Search debounce
-        useEffect(() => {
-          if (searchTimeoutRef.current) {
-            clearTimeout(searchTimeoutRef.current);
-          }
-
-          searchTimeoutRef.current = setTimeout(() => {
-            loadVertices(1, searchTerm, sortBy, sortOrder);
-          }, 300);
-
-          return () => {
-            if (searchTimeoutRef.current) {
-              clearTimeout(searchTimeoutRef.current);
-            }
-          };
-        }, [searchTerm]);
-
-        // Reload when sort changes
-        useEffect(() => {
-          if (vertices.length > 0) {
-            loadVertices(pagination.page, searchTerm, sortBy, sortOrder);
-          }
-        }, [sortBy, sortOrder]);
-
-        // Load when page changes
-        const handlePageChange = (newPage) => {
-          initialVertexRef.current = "";
-          loadVertices(newPage, searchTerm, sortBy, sortOrder);
-        };
-
-        // Load graph data
-        useEffect(() => {
-          if (selectedVertex) {
-            setLoading(true);
-            setError("");
-
-            fetchGraphData(selectedVertex)
-              .then((data) => {
-                if (data.error) {
-                  setError(data.error);
-                } else {
-                  setGraphData(data);
-                }
-              })
-              .catch((err) => {
-                // 存翻译键，显示时翻译
-                setError("loadFailed");
-                console.error(err);
-              })
-              .finally(() => {
-                setLoading(false);
-              });
-          }
-        }, [selectedVertex]);
-
-        // 超边 key 为用 |#| 拼接的成员，转为 hypergraph-viz 的输入格式
-        const hypergraph = useMemo(() => graphData && fromKeyedEdges(graphData), [graphData]);
-
-        // 图模式只画 2 个顶点的超边，按顶点对去重后的连线数
-        const lineCount = useMemo(() => {
-          if (!hypergraph) return 0;
-          const pairs = hypergraph.hyperedges.filter((he) => new Set(he.members).size === 2);
-          return new Set(pairs.map((he) => pairId(...new Set(he.members)))).size;
-        }, [hypergraph]);
-
-        // 视图只创建一次，数据、模式、中心实体变化时复用实例重新布局；悬停 / 点击回调经 ref 读取最新的 setState
-        const handlersRef = useRef(null);
-        handlersRef.current = {
-          // 点击超边：选中并高亮；再点同一条或点空白处取消
-          onSelect: (hit) => {
-            selectedRef.current = hit;
-            if (hit) setHoverHyperedge(hit.item);
-          },
-          onHover: (hit) => {
-            if (hit?.kind === "hyperedge" && !selectedRef.current) {
-              setHoverHyperedge((prev) => (prev?.id === hit.item.id ? prev : hit.item));
-            }
-            if (hit?.kind === "node") {
-              setHoverNode((prev) => (prev?.id === hit.item.id ? prev : hit.item));
-            }
-            // 侧边栏保留最后悬停的超边 / 顶点；悬停卡片只在指针位于元素上时显示
-            setTip(hit ? { ...tipOf(hit), x: hit.client.x, y: hit.client.y } : null);
-          },
-        };
-
-        useEffect(() => {
-          const view = createHypergraphView(containerRef.current, {
-            fallbackHeight: 800,
-            onHover: (hit) => handlersRef.current.onHover(hit),
-            onSelect: (hit) => handlersRef.current.onSelect(hit),
-          });
-          viewRef.current = view;
-          return () => {
-            viewRef.current = null;
-            view.destroy();
-          };
-        }, []);
-
-        useEffect(() => {
-          if (!hypergraph) return;
-          viewRef.current.update({
-            data: hypergraph,
-            mode: visualizationMode,
-            centerNode: selectedVertex,
-            typeColors: entityTypeColors,
-          });
-          setHoverHyperedge(null);
-          setTip(null);
-          selectedRef.current = null;
-        }, [hypergraph, visualizationMode, selectedVertex, entityTypeColors]);
-
-        // Select the "largest" node and hyperedges by default
-        useEffect(() => {
-          if (!hypergraph) return;
-
-          const nodes = Object.entries(hypergraph.vertices).map(([id, v]) => ({ ...v, id, label: id }));
-          if (!hoverNode && nodes.length > 0) {
-            const nodeWithMax = nodes.reduce((best, cur) =>
-              (cur.degree || 0) > (best.degree || 0) ? cur : best
-            );
-            setHoverNode(nodeWithMax);
-          }
-
-          if (visualizationMode === "hyper") {
-            const hyperEdges = hypergraph.hyperedges.filter((he) => new Set(he.members).size > 2);
-            if (!hoverHyperedge && hyperEdges.length > 0) {
-              const getWeight = (edge) =>
-                edge.weight || edge.members?.length || 0;
-              const hyperWithMax = hyperEdges.reduce((best, cur) =>
-                getWeight(cur) > getWeight(best) ? cur : best
-              );
-
-              setHoverHyperedge({
-                ...hyperWithMax,
-                description:
-                  hyperWithMax.description || hyperWithMax.summary || "",
-                members: hyperWithMax.members || [],
-                weight: getWeight(hyperWithMax),
-              });
-            }
-          }
-        }, [hypergraph, visualizationMode, hoverNode, hoverHyperedge]);
-
-        return (
-          <div className="flex h-screen bg-gradient-to-br from-gray-50 to-gray-100">
-            <div className="w-80 h-screen overflow-hidden bg-white/95 backdrop-blur-sm border-r border-gray-200/50 p-6 shadow-xl shrink-0 flex flex-col">
-              <h2 className="text-2xl font-bold text-gray-800 mb-6 flex items-center">
-                Hypergraph-DB
-              </h2>
-
-              <div className="text-lg font-bold text-gray-800 mb-3 pb-2 border-b-2 border-primary-500">
-                {t("databaseInfo")}
-              </div>
-              <div className="p-2 rounded-xl mb-6 text-sm border">
-                <div className="flex justify-between items-center mb-2">
-                  <span className="font-semibold text-gray-700">
-                    {t("verticesLabel")}
-                  </span>
-                  <span className="font-bold text-primary-600">
-                    {databaseInfo.vertices}
-                  </span>
-                </div>
-                <div className="flex justify-between items-center">
-                  <span className="font-semibold text-gray-700">
-                    {t("hyperedgesLabel")}
-                  </span>
-                  <span className="font-bold text-primary-600">
-                    {databaseInfo.edges}
-                  </span>
-                </div>
-              </div>
-
-              <div className="text-lg font-bold text-gray-800 mb-3 pb-2 border-b-2 border-primary-500">
-                {t("searchList")}
-              </div>
-
-              {/* Search and Sort */}
-              <div className="mb-4">
-                <div className="relative mb-2">
-                  <input
-                    type="text"
-                    placeholder={t("searchPlaceholder")}
-                    value={searchTerm}
-                    onChange={(e) => {
-                      initialVertexRef.current = "";
-                      setSearchTerm(e.target.value);
-                    }}
-                    className="w-full px-4 py-2 pl-10 pr-4 text-sm border border-gray-300 rounded-lg focus:ring-2 focus:ring-primary-500 focus:border-transparent transition-all duration-200"
-                  />
-                  <div className="absolute inset-y-0 left-0 pl-3 flex items-center pointer-events-none">
-                    <svg
-                      className="h-4 w-4 text-gray-400"
-                      fill="none"
-                      stroke="currentColor"
-                      viewBox="0 0 24 24"
-                    >
-                      <path
-                        strokeLinecap="round"
-                        strokeLinejoin="round"
-                        strokeWidth={2}
-                        d="M21 21l-6-6m2-5a7 7 0 11-14 0 7 7 0 0114 0z"
-                      />
-                    </svg>
-                  </div>
-                  {searchTerm && (
-                    <button
-                      onClick={() => setSearchTerm("")}
-                      className="absolute inset-y-0 right-0 pr-3 flex items-center text-gray-400 hover:text-gray-600"
-                    >
-                      <svg
-                        className="h-4 w-4"
-                        fill="none"
-                        stroke="currentColor"
-                        viewBox="0 0 24 24"
-                      >
-                        <path
-                          strokeLinecap="round"
-                          strokeLinejoin="round"
-                          strokeWidth={2}
-                          d="M6 18L18 6M6 6l12 12"
-                        />
-                      </svg>
-                    </button>
-                  )}
-                </div>
-
-                {/* Sort Selection */}
-                {/*<div className="flex gap-2 text-xs text-gray-600">
-                  <select
-                    value={sortBy}
-                    onChange={(e) => setSortBy(e.target.value)}
-                    className="flex-1 px-2 py-1 border border-gray-300 rounded"
-                  >
-                    <option value="degree">By Degree</option>
-                    <option value="id">By ID</option>
-                  </select>
-                  <select
-                    value={sortOrder}
-                    onChange={(e) => setSortOrder(e.target.value)}
-                    className="flex-1 px-2 py-1 border border-gray-300 rounded"
-                  >
-                    <option value="desc">Descending</option>
-                    <option value="asc">Ascending</option>
-                  </select>
-                </div>*/}
-
-                <div className="mt-2 text-sm text-gray-600">
-                  {t("found", { n: pagination.total })}
-                </div>
-              </div>
-
-              {/* Vertices List */}
-              <div className="flex-1 overflow-y-scroll hide-scrollbar border border-gray-200 rounded-xl bg-white shadow-inner">
-                {loadingVertices ? (
-                  <div className="p-4 text-center text-gray-500">
-                    {t("loadingVertices")}
-                  </div>
-                ) : vertices.length === 0 ? (
-                  <div className="p-4 text-center text-gray-500">
-                    {t("noMatch")}
-                  </div>
-                ) : (
-                  vertices.map((vertex) => {
-                    const isSelected = selectedVertex === vertex.id;
-
-                    return (
-                      <div
-                        key={vertex.id}
-                        className={`p-2 border-b border-gray-100 cursor-pointer transition-all duration-200 hover:bg-gray-50 hover:shadow-sm ${
-                          isSelected
-                            ? "bg-primary-50 border-l-4 border-l-primary-500 shadow-md"
-                            : ""
-                        }`}
-                        onClick={() => {
-                          initialVertexRef.current = "";
-                          setSelectedVertex(vertex.id);
-                        }}
-                      >
-                        <div className="font-bold text-gray-800 mb-2 flex items-center">
-                          {vertex.id}
-                        </div>
-                        <div className="text-sm text-gray-600 flex gap-2 items-center">
-                          <div className="flex items-center">
-                            <span className="font-medium">
-                              {vertex.entity_type ? t("typeLabel") : t("idLabel")}
-                            </span>
-                            <span className="ml-2 px-2 py-1 bg-gray-100 rounded text-xs">
-                              {vertex.entity_type || vertex.id}
-                            </span>
-                          </div>
-                          <div className="flex items-center">
-                            <span className="font-medium">
-                              {t("degreeLabel")}
-                            </span>
-                            <span className="ml-2 px-2 py-1 bg-blue-100 text-blue-700 rounded text-xs font-semibold">
-                              {vertex.degree}
-                            </span>
-                          </div>
-                        </div>
-                        {vertex.description && (
-                          <div className="mt-2 text-xs text-gray-500 bg-gray-50 p-2 rounded">
-                            {formatDescription(vertex.description)}
-                          </div>
-                        )}
-                      </div>
-                    );
-                  })
-                )}
-              </div>
-
-              {/* Pagination Controls */}
-              {pagination.total_pages > 1 && (
-                <div className="mt-4 flex items-center justify-between text-sm">
-                  <button
-                    onClick={() => handlePageChange(pagination.page - 1)}
-                    disabled={pagination.page === 1}
-                    className="px-3 py-1 bg-primary-500 text-white rounded disabled:bg-gray-300 disabled:cursor-not-allowed hover:bg-primary-600"
-                  >
-                    {t("prev")}
-                  </button>
-                  <span className="text-gray-600">
-                    {pagination.page} / {pagination.total_pages}
-                  </span>
-                  <button
-                    onClick={() => handlePageChange(pagination.page + 1)}
-                    disabled={pagination.page === pagination.total_pages}
-                    className="px-3 py-1 bg-primary-500 text-white rounded disabled:bg-gray-300 disabled:cursor-not-allowed hover:bg-primary-600"
-                  >
-                    {t("next")}
-                  </button>
-                </div>
-              )}
-            </div>
-
-            <div className="flex-1 flex flex-col bg-white/10 backdrop-blur-sm">
-              <div className="bg-white/95 p-4 border-b border-gray-200/50 flex justify-between items-center shadow-sm">
-                <div className="flex items-center gap-4">
-                  <h3 className="text-xl font-semibold text-gray-800 m-0">
-                    {t(visualizationMode === "hyper" ? "titleHyper" : "titleGraph")}{" "}
-                    {selectedVertex && `- ${selectedVertex}`}
-                  </h3>
-
-                  {/* Visualization Mode Selector */}
-                  <div className="flex items-center gap-2">
-                    <span className="text-sm text-gray-600">{t("modeLabel")}</span>
-                    <div className="flex space-x-1">
-                      {["hyper", "graph"].map((mode) => (
-                        <button
-                          key={mode}
-                          onClick={() => setVisualizationMode(mode)}
-                          className={`px-3 py-1 text-xs rounded-full transition-all duration-200 ${
-                            visualizationMode === mode
-                              ? "bg-primary-500 text-white shadow-md"
-                              : "bg-gray-100 text-gray-600 hover:bg-gray-200"
-                          }`}
-                        >
-                          {t(mode === "hyper" ? "modeHyper" : "modeGraph")}
-                        </button>
-                      ))}
-                    </div>
-                  </div>
-                </div>
-
-                <div className="flex items-center gap-3">
-                {graphData && (
-                  <div className="bg-white px-4 py-2 text-sm text-gray-600 rounded-lg shadow-sm border border-gray-200">
-                    <span className="font-semibold">{t("verticesLabel")}</span>{" "}
-                    {Object.keys(graphData.vertices).length} |
-                    <span className="font-semibold ml-1">
-                      {t(visualizationMode === "hyper" ? "hyperedgesLabel" : "edgesLabel")}
-                    </span>{" "}
-                    {visualizationMode === "hyper"
-                      ? Object.keys(graphData.edges).length
-                      : lineCount}
-                  </div>
-                )}
-                  <div
-                    className="flex rounded-lg border border-gray-200 overflow-hidden text-xs"
-                    role="group"
-                    aria-label="Language"
-                  >
-                    {[["en", "EN"], ["zh", "中文"]].map(([code, name]) => (
-                      <button
-                        key={code}
-                        onClick={() => setLang(code)}
-                        className={`px-2.5 py-1 ${
-                          lang === code
-                            ? "bg-primary-500 text-white"
-                            : "bg-white text-gray-600 hover:bg-gray-50"
-                        }`}
-                      >
-                        {name}
-                      </button>
-                    ))}
-                  </div>
-                </div>
-              </div>
-
-              <div className="flex-1 relative bg-white">
-                {error && (
-                  <div className="bg-red-50 text-red-700 p-4 m-4 rounded-lg border-l-4 border-red-500 shadow-sm">
-                    <div className="flex items-center">
-                      <span className="text-xl mr-2">⚠️</span>
-                      <span className="font-medium">{t(error)}</span>
-                    </div>
-                  </div>
-                )}
-
-                {loading && (
-                  <div className="absolute inset-0 flex justify-center items-center bg-white/80 backdrop-blur-sm z-50 text-lg text-gray-600">
-                    <div className="text-center">
-                      <div className="text-2xl mb-4">🔄</div>
-                      <div className="font-semibold">
-                        {t("loadingGraph")}
-                      </div>
-                      <div className="text-sm mt-2 text-gray-500">
-                        {t("loadingHint")}
-                      </div>
-                    </div>
-                  </div>
-                )}
-
-                <div className="flex h-[calc(100vh-71px)]">
-                  <div ref={containerRef} className="w-full rounded-xl h-full" />
-                  {tip && (
-                    <HoverTip
-                      title={tip.title}
-                      item={tip.item}
-                      priority={tip.priority}
-                      exclude={tip.exclude}
-                      limit={tip.limit}
-                      x={tip.x}
-                      y={tip.y}
-                    />
-                  )}
-                  {visualizationMode === "hyper" && (
-                    <div className="shrink-0 w-72 h-full overflow-y-auto bg-white/95 backdrop-blur-sm border-l border-gray-200/50 p-3 shadow-xl overflow-y-auto">
-                      <div className="text-lg font-bold text-gray-800 mb-3 pb-2 border-b-2 border-primary-500">
-                        {t("detail")}
-                      </div>
-                      {hoverHyperedge && (
-                        <div className="text-sm text-gray-700 space-y-3 border-b-2 border-primary-500 pb-6">
-                          <div className="text-base font-semibold text-gray-900">
-                            {t(
-                              hoverHyperedge.members?.length === 2
-                                ? "edge"
-                                : "hyperedge"
-                            )}
-                          </div>
-                          <PropertyList item={hoverHyperedge} />
-                        </div>
-                      )}
-                      {hoverNode && (
-                        <div className="text-sm text-gray-700 space-y-3 mt-4">
-                          <div className="text-base font-semibold text-gray-900">
-                            {t("node")}
-                          </div>
-                          <PropertyList item={hoverNode} />
-                        </div>
-                      )}
-                    </div>
-                  )}
-                </div>
-              </div>
-            </div>
-          </div>
-        );
-      }
-
-      ReactDOM.render(<HypergraphViewer />, document.getElementById("root"));
+        // ?vertex=<id>（如从管理后台跳转）指定默认中心，否则为实体列表中的第一个
+        defaultCenter: new URLSearchParams(window.location.search).get("vertex") || undefined,
+        title: "Hypergraph-DB",
+        // 实体列表中的数字是实体所在的超边数
+        messages: { en: { neighborhoodCol: "Degree" }, zh: { neighborhoodCol: "度数" } },
+        storageKey: "hgdb-viewer",
+        // 语言与管理后台（admin.html）共用同一个 localStorage 键
+        localeStorageKey: "hgdb-admin-lang",
+      });
     </script>
   </body>
 </html>
diff --git a/tests/test_admin.py b/tests/test_admin.py
index 118e735..a14eea7 100644
--- a/tests/test_admin.py
+++ b/tests/test_admin.py
@@ -1,4 +1,5 @@
 import json
+import re
 import urllib.error
 import urllib.request
 
@@ -40,11 +41,13 @@ def test_pages_served(server):
         assert b"Hypergraph Visualization" in res.read()
 
 
-def test_hypergraph_viz_served(server):
-    # 查看器页面通过 <script src="hypergraph-viz.global.js"> 加载超图渲染，/viewer 与 / 下都解析到同一路径
-    with urllib.request.urlopen(server.url + "/hypergraph-viz.global.js") as res:
-        assert res.headers["Content-Type"].startswith("application/javascript")
-        assert "var HypergraphViz = " in res.read().decode("utf-8")
+@pytest.mark.parametrize("path", ["/", "/viewer"])
+def test_pages_load_hypergraph_viz(server, path):
+    # 管理后台与查看器页面从 unpkg 加载固定版本的 hypergraph-viz（带面板的全局版与样式）
+    with urllib.request.urlopen(server.url + path) as res:
+        html = res.read().decode("utf-8")
+    assert re.search(r"unpkg\.com/hypergraph-viz@\d+\.\d+\.\d+/dist/hypergraph-viz\.explorer\.global\.js", html)
+    assert re.search(r"unpkg\.com/hypergraph-viz@\d+\.\d+\.\d+/dist/style\.css", html)
 
 
 def test_info_and_stats(server):

From d83efdff564f9959df752ef51ceb9b004f03a3ba Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Tue, 20 Oct 2026 18:02:00 +0800
Subject: [PATCH 10/11] style(tests): format test_admin.py with black

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 tests/test_admin.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/test_admin.py b/tests/test_admin.py
index a14eea7..c6902a3 100644
--- a/tests/test_admin.py
+++ b/tests/test_admin.py
@@ -206,6 +206,7 @@ def test_viewer_vertices_sorted_by_degree_and_id(tmp_path):
     admin = HypergraphAdmin(db, port=0)
     admin.start_server(open_browser=False)
     try:
+
         def ids(sort_by, sort_order):
             url = f"{admin.url}/api/vertices?page_size=100&sort_by={sort_by}&sort_order={sort_order}"
             with urllib.request.urlopen(url) as res:

From 83112d29aa1009a731921cc92ff90b1a28613a24 Mon Sep 17 00:00:00 2001
From: yuxizhe <yuxizhe2008@gmail.com>
Date: Tue, 20 Oct 2026 18:23:26 +0800
Subject: [PATCH 11/11] docs: update the viewer screenshot for the new
 hypergraph-viz explorer

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 docs/assets/vis_hg.jpg | Bin 945789 -> 897075 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/docs/assets/vis_hg.jpg b/docs/assets/vis_hg.jpg
index 6ebefedc67be83c879d2e98eec62d2561b9dedff..6ddced3e417b9fe9f5418fe2abfeab213be0786f 100644
GIT binary patch
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