perf: 优化智能体与工作流幕布渲染性能

- 分阶段加载智能体配置并按需缓存 MCP 工具 - 合并画布状态更新与节点尺寸监听，启用大图可视区域渲染和静态连线 - 隔离 Tinyflow Store 实例并补充数据同步与回归测试
2026-07-27 18:27:01 +08:00
parent dc7e46260b
commit aedefe6b5e
39 changed files with 1349 additions and 408 deletions
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/Tinyflow.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/Tinyflow.ts
@@ -1,6 +1,6 @@
 import type {useSvelteFlow} from '@xyflow/svelte';
 import {componentName} from './consts';
-import {store} from './store/stores.svelte';
+import type {TinyflowStore} from './store/stores.svelte';
 import type {TinyflowData, TinyflowOptions, TinyflowTheme} from './types';
 import {installTinyflowBrowserCompat} from './utils/compat';
 import {createTinyflowNodeNormalizer} from './utils/nodeInteraction';
@@ -13,9 +13,13 @@ export class Tinyflow {
  private options!: TinyflowOptions;
  private rootEl!: Element;
  private svelteFlowInstance!: FlowInstance;
+  private store!: TinyflowStore;
  private tinyflowEl!: HTMLElement & {
    options: TinyflowOptions;
-    onInit: (svelteFlowInstance: FlowInstance) => void;
+    onInit: (
+      svelteFlowInstance: FlowInstance,
+      store: TinyflowStore,
+    ) => void;
  };

  constructor(options: TinyflowOptions) {
@@ -72,7 +76,10 @@ export class Tinyflow {
  private _createTinyflowElement() {
    const tinyflowEl = document.createElement(componentName) as HTMLElement & {
      options: TinyflowOptions;
-      onInit: (svelteFlowInstance: FlowInstance) => void;
+      onInit: (
+        svelteFlowInstance: FlowInstance,
+        store: TinyflowStore,
+      ) => void;
    };
    tinyflowEl.style.display = 'block';
    tinyflowEl.style.width = '100%';
@@ -80,8 +87,12 @@ export class Tinyflow {
    this._applyThemeClass(tinyflowEl, this.options.theme);

    tinyflowEl.options = this.options;
-    tinyflowEl.onInit = (svelteFlowInstance: FlowInstance) => {
+    tinyflowEl.onInit = (
+      svelteFlowInstance: FlowInstance,
+      store: TinyflowStore,
+    ) => {
      this.svelteFlowInstance = svelteFlowInstance;
+      this.store = store;
    };
    return tinyflowEl;
  }
@@ -104,29 +115,29 @@ export class Tinyflow {
      return false;
    }

-    const currentViewport = flow.getViewport();
-    const currentNodes = flow.getNodes();
    const normalizeNode = createTinyflowNodeNormalizer(this.options);
-    const currentNodePositions = new Map(
-      currentNodes.map((node) => [node.id, node.position]),
-    );
-    const nextNodes =
-      options?.preserveViewport === true
-        ? (data.nodes || currentNodes).map((node) => {
-            const currentPosition = currentNodePositions.get(node.id);
-            const nextNode = currentPosition
-              ? { ...node, position: { ...currentPosition } }
-              : node;
-            return normalizeNode(nextNode);
-          })
-        : (data.nodes || currentNodes).map((node) => normalizeNode(node));
-    store.setNodes(nextNodes);
-    store.setEdges(data.edges || flow.getEdges());
+    if (data.nodes) {
+      const currentNodePositions =
+        options?.preserveViewport === true
+          ? new Map(
+              flow.getNodes().map((node) => [node.id, node.position] as const),
+            )
+          : null;
+      const nextNodes = data.nodes.map((node) => {
+        const currentPosition = currentNodePositions?.get(node.id);
+        const nextNode = currentPosition
+          ? { ...node, position: { ...currentPosition } }
+          : node;
+        return normalizeNode(nextNode);
+      });
+      this.store.setNodes(nextNodes);
+    }
+    if (data.edges) {
+      this.store.setEdges(data.edges);
+    }

    if (data.viewport && options?.preserveViewport !== true) {
      flow.setViewport(data.viewport, { duration: 0 });
-    } else {
-      flow.setViewport(currentViewport, { duration: 0 });
    }
    return true;
  }
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/TinyflowComponent.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/TinyflowComponent.svelte
@@ -10,15 +10,22 @@
 <script lang="ts">
  import {SvelteFlowProvider, type useSvelteFlow} from '@xyflow/svelte';
  import TinyflowCore from './TinyflowCore.svelte';
-  import {store} from '#store/stores.svelte';
+  import {
+    createTinyflowStoreContext,
+    type TinyflowStore,
+  } from '#store/stores.svelte';
  import type {TinyflowData, TinyflowOptions} from '#types';
  import {setContext} from 'svelte';
  import {createTinyflowNodeNormalizer} from '../utils/nodeInteraction';

  const props = $props<{
        options: TinyflowOptions,
-        onInit: (svelteFlow: ReturnType<typeof useSvelteFlow>) => void,
+        onInit: (
+          svelteFlow: ReturnType<typeof useSvelteFlow>,
+          store: TinyflowStore,
+        ) => void,
    }>();
+    const store = createTinyflowStoreContext();

    const parseData = (source: TinyflowOptions['data']) => {
        let nextData = source;
@@ -61,5 +68,8 @@


 <SvelteFlowProvider>
-    <TinyflowCore onInit={props.onInit} />
+    <TinyflowCore
+      onInit={(svelteFlow: ReturnType<typeof useSvelteFlow>) =>
+        props.onInit(svelteFlow, store)}
+    />
 </SvelteFlowProvider>
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/TinyflowCore.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/TinyflowCore.svelte
@@ -9,11 +9,12 @@
    type NodeTypes,
    Panel,
    SvelteFlow,
-    useSvelteFlow
+    useSvelteFlow,
+    useUpdateNodeInternals
  } from '@xyflow/svelte';
  import '@xyflow/svelte/dist/style.css';
  import '../styles/index.ts';
-  import {store} from '#store/stores.svelte';
+  import {useTinyflowStore} from '#store/stores.svelte';
  import {nodeTypes} from './nodes';
  import Toolbar from './Toolbar.svelte';
  import NodePicker from './core/NodePicker.svelte';
@@ -34,7 +35,7 @@
  import {useGetNodesFromSource} from '#components/utils/useGetNodesFromSource.svelte';
  import {useGetNodeRelativePosition} from '#components/utils/useGetNodeRelativePosition.svelte';
  import {useCopyPasteHandler} from '#components/utils/useCopyPasteHandler.svelte';
-  import {onDestroy, onMount} from 'svelte';
+  import {onDestroy, onMount, setContext} from 'svelte';
  import {isInEditableElement} from '#components/utils/isInEditableElement';
  import {getAvailableNodes, type NodePaletteItem} from './utils/nodePalette';
  import {
@@ -42,9 +43,69 @@
    ensureStartNodeParameters,
    START_NODE_TYPE,
  } from '../utils/workflowNodeFields';
+  import type {TinyflowData, TinyflowDataCommitReason} from '../types';
+  import {
+    TINYFLOW_NODE_SIZE_OBSERVER,
+    type TinyflowNodeSizeObserver,
+  } from './utils/nodeSizeObserver';

  const { onInit }: { onInit: any; [key: string]: any } = $props();
+    const store = useTinyflowStore();
    const svelteFlow = useSvelteFlow();
+    const updateNodeInternals = useUpdateNodeInternals();
+    const nodeSizeIds = new WeakMap<Element, string>();
+    const pendingNodeSizeIds = new Set<string>();
+    let nodeSizeObserver: ResizeObserver | null = null;
+    let nodeSizeFrame = 0;
+
+    function flushNodeSizeUpdates() {
+        nodeSizeFrame = 0;
+        if (!flowRootEl?.isConnected || pendingNodeSizeIds.size === 0) {
+            pendingNodeSizeIds.clear();
+            return;
+        }
+        const nodeIds = Array.from(pendingNodeSizeIds);
+        pendingNodeSizeIds.clear();
+        updateNodeInternals(nodeIds);
+    }
+
+    function scheduleNodeSizeUpdate(nodeId: string) {
+        if (!nodeId) {
+            return;
+        }
+        pendingNodeSizeIds.add(nodeId);
+        if (!nodeSizeFrame) {
+            nodeSizeFrame = requestAnimationFrame(flushNodeSizeUpdates);
+        }
+    }
+
+    function ensureNodeSizeObserver() {
+        if (nodeSizeObserver || typeof ResizeObserver === 'undefined') {
+            return nodeSizeObserver;
+        }
+        nodeSizeObserver = new ResizeObserver((entries) => {
+            entries.forEach((entry) => {
+                const nodeId = nodeSizeIds.get(entry.target);
+                if (nodeId && entry.target.isConnected) {
+                    scheduleNodeSizeUpdate(nodeId);
+                }
+            });
+        });
+        return nodeSizeObserver;
+    }
+
+    const sharedNodeSizeObserver: TinyflowNodeSizeObserver = {
+        observe(nodeId, element) {
+            nodeSizeIds.set(element, nodeId);
+            scheduleNodeSizeUpdate(nodeId);
+            ensureNodeSizeObserver()?.observe(element);
+        },
+        unobserve(element) {
+            nodeSizeObserver?.unobserve(element);
+            nodeSizeIds.delete(element);
+        }
+    };
+    setContext(TINYFLOW_NODE_SIZE_OBSERVER, sharedNodeSizeObserver);

    let showEdgePanel = $state(false);
    let currentEdge = $state<Edge | null>(null);
@@ -71,6 +132,7 @@
    const nodesDraggable = options.nodesDraggable ?? !readonly;
    const nodesConnectable = options.nodesConnectable ?? !readonly;
    const elementsSelectable = options.elementsSelectable ?? !readonly;
+    const onlyRenderVisibleElements = options.onlyRenderVisibleElements === true;
    const dropEnabled = options.dropEnabled ?? !readonly;
    const connectionEnabled = nodesConnectable && !readonly;
    const availableNodes = getAvailableNodes(options);
@@ -327,8 +389,11 @@
    $effect(() => {
        const vp = store.getViewport();
        if (vp) {
-            currentZoomPercent = Math.round(vp.zoom * 100);
-            zoomSelectValue = String(currentZoomPercent);
+            const nextZoomPercent = Math.round(vp.zoom * 100);
+            if (currentZoomPercent !== nextZoomPercent) {
+                currentZoomPercent = nextZoomPercent;
+                zoomSelectValue = String(nextZoomPercent);
+            }
        }
    });

@@ -680,6 +745,9 @@
    const { copyHandler, pasteHandler } = useCopyPasteHandler();

    const handleKeyDown = (e: KeyboardEvent) => {
+        if (!flowRootEl?.isConnected) {
+            return;
+        }
        if (nodePickerVisible && e.key === 'Escape') {
            e.preventDefault();
            closeNodePicker();
@@ -709,6 +777,9 @@
    };

    const handleGlobalPaste = async (event: ClipboardEvent) => {
+        if (!flowRootEl?.isConnected) {
+            return;
+        }
        // 只在“非输入态”下处理流程图粘贴
        if (isInEditableElement()) {
            return;
@@ -718,7 +789,7 @@
    };

    function handleGlobalPointerDown(event: PointerEvent) {
-        if (readonly) {
+        if (readonly || !flowRootEl?.isConnected) {
            return;
        }
        if (!nodePickerVisible || !inlineNodePickerEl) {
@@ -764,15 +835,155 @@
        }
    }

+    const resolvedNodeTypes = {
+        ...nodeTypes,
+        ...customNodeTypes
+    } as NodeTypes;
+    const defaultEdgeOptions = {
+        type: 'flow',
+        markerEnd: {
+            type: MarkerType.ArrowClosed,
+            width: 20,
+            height: 20
+        }
+    };
+
+    function handleEdgeClick(event: { edge: Edge }) {
+        if (readonly || hideEdgePanel) {
+            return;
+        }
+        showEdgePanel = true;
+        currentEdge = event.edge;
+    }
+
+    function handleCanvasClick(event: MouseEvent) {
+        if (readonly || hideEdgePanel) {
+            return;
+        }
+        const element = event.target as HTMLElement;
+        if (element.classList.contains('svelte-flow__edge-interaction')
+            || element.classList.contains('panel-content')
+            || element.closest('.panel-content')) {
+            return;
+        }
+        showEdgePanel = false;
+        currentEdge = null;
+    }
+
    const onDataChange = options.onDataChange;
-    $effect(() => {
-        onDataChange?.({
+    const onDataCommit = options.onDataCommit;
+    let dataChangeFrame = 0;
+    let pendingDataChange: TinyflowData | null = null;
+    let dataCommitFrame = 0;
+    let pendingDataCommit: TinyflowData | null = null;
+    let pendingDataCommitReason: TinyflowDataCommitReason = 'change';
+    let nodeDragging = false;
+    let viewportMoving = false;
+
+    function currentData(): TinyflowData {
+        return {
            nodes: store.getNodes(),
            edges: store.getEdges(),
            viewport: store.getViewport()
-        });
+        };
+    }
+
+    function interactionActive() {
+        return nodeDragging || viewportMoving;
+    }
+
+    function flushDataChange() {
+        dataChangeFrame = 0;
+        const data = pendingDataChange;
+        pendingDataChange = null;
+        if (data) {
+            onDataChange?.(data);
+        }
+    }
+
+    function scheduleDataChange(data: TinyflowData) {
+        pendingDataChange = data;
+        if (!dataChangeFrame) {
+            dataChangeFrame = requestAnimationFrame(flushDataChange);
+        }
+    }
+
+    function flushDataCommit() {
+        dataCommitFrame = 0;
+        if (interactionActive()) {
+            return;
+        }
+        const data = pendingDataCommit;
+        const reason = pendingDataCommitReason;
+        pendingDataCommit = null;
+        pendingDataCommitReason = 'change';
+        if (data) {
+            onDataCommit?.(data, reason);
+        }
+    }
+
+    function scheduleDataCommit(
+        data: TinyflowData,
+        reason: TinyflowDataCommitReason = 'change'
+    ) {
+        pendingDataCommit = data;
+        if (reason !== 'change' || pendingDataCommitReason === 'change') {
+            pendingDataCommitReason = reason;
+        }
+        if (!interactionActive() && !dataCommitFrame) {
+            dataCommitFrame = requestAnimationFrame(flushDataCommit);
+        }
+    }
+
+    function handleNodeDragStart() {
+        nodeDragging = true;
+    }
+
+    function handleNodeDragStop() {
+        nodeDragging = false;
+        scheduleDataCommit(currentData(), 'node-drag-stop');
+    }
+
+    function handleViewportMoveStart() {
+        viewportMoving = true;
+    }
+
+    function handleViewportMoveEnd() {
+        viewportMoving = false;
+        scheduleDataCommit(currentData(), 'viewport-move-end');
+    }
+
+    $effect(() => {
+        const data = currentData();
+        if (onDataChange) {
+            scheduleDataChange(data);
+        }
+        if (onDataCommit) {
+            scheduleDataCommit(data);
+        }
    });

+    onDestroy(() => {
+        if (dataChangeFrame) {
+            cancelAnimationFrame(dataChangeFrame);
+            dataChangeFrame = 0;
+        }
+        if (dataCommitFrame) {
+            cancelAnimationFrame(dataCommitFrame);
+            dataCommitFrame = 0;
+        }
+        flushDataChange();
+        nodeDragging = false;
+        viewportMoving = false;
+        flushDataCommit();
+        if (nodeSizeFrame) {
+            cancelAnimationFrame(nodeSizeFrame);
+            nodeSizeFrame = 0;
+        }
+        pendingNodeSizeIds.clear();
+        nodeSizeObserver?.disconnect();
+        nodeSizeObserver = null;
+    });

 </script>

@@ -782,7 +993,7 @@
    style="position: relative; height: 100%; width: 100%;overflow: hidden"
    bind:this={flowRootEl}
 >
-    <SvelteFlow nodeTypes={{ ...nodeTypes, ...customNodeTypes}}
+    <SvelteFlow nodeTypes={resolvedNodeTypes}
                edgeTypes={customEdgeTypes}
                bind:nodes={store.getNodes, store.setNodes}
                bind:edges={store.getEdges, store.setEdges}
@@ -790,47 +1001,27 @@
                nodesDraggable={nodesDraggable && !canvasLocked}
                nodesConnectable={nodesConnectable && !canvasLocked}
                elementsSelectable={elementsSelectable && !canvasLocked}
+                {onlyRenderVisibleElements}
                panOnDrag={readonly ? true : !canvasLocked}
                zoomOnScroll={readonly ? true : !canvasLocked}
                zoomOnDoubleClick={readonly ? true : !canvasLocked}
                ondrop={dropEnabled ? onDrop : undefined}
                ondragover={dropEnabled ? onDragOver : undefined}
+                onnodedragstart={onDataCommit ? handleNodeDragStart : undefined}
+                onnodedragstop={onDataCommit ? handleNodeDragStop : undefined}
+                onmovestart={onDataCommit ? handleViewportMoveStart : undefined}
+                onmoveend={onDataCommit ? handleViewportMoveEnd : undefined}
                isValidConnection={isValidConnection}
                onconnectend={connectionEnabled ? onconnectend : undefined}
                onconnectstart={connectionEnabled ? onconnectstart : undefined}
                onconnect={connectionEnabled ? onconnect : undefined}
                connectionRadius={50}
                connectionLineComponent={FlowConnectionLine}
-                onedgeclick={(e) => {
-                    if (readonly || hideEdgePanel) {
-                        return;
-                    }
-                    showEdgePanel = true;
-                    currentEdge = e.edge;
-                }}
+                onedgeclick={handleEdgeClick}
                onbeforeconnect={(edge: any) => normalizeEdgeBeforeConnect(edge)}
                ondelete={readonly ? undefined : onDelete}
-                onclick={(e) => {
-                    if (readonly || hideEdgePanel) {
-                        return;
-                    }
-                    const el = e.target as HTMLElement;
-                    if (el.classList.contains("svelte-flow__edge-interaction")
-                        || el.classList.contains('panel-content')
-                        || el.closest('.panel-content')){
-                     return
-                    }
-                     showEdgePanel = false;
-                     currentEdge = null;
-                }}
-                defaultEdgeOptions={{
-                    type: 'flow',
-                    markerEnd: {
-                        type: MarkerType.ArrowClosed,
-                        width: 20,
-                        height: 20
-                    }
-                }}
+                onclick={handleCanvasClick}
+                defaultEdgeOptions={defaultEdgeOptions}
    >
        <Background />
        {#if !hideMiniMap}
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/DefinedParameterItem.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/DefinedParameterItem.svelte
@@ -4,7 +4,7 @@
  import {useNodesData, useSvelteFlow} from '@xyflow/svelte';
  import {contentTypes, startFormTypes} from '#consts';
  import type {Parameter} from '#types';
-  import {store} from '#store/stores.svelte';
+  import {useTinyflowStore} from '#store/stores.svelte';
  import {getCurrentNodeId} from '#components/utils/NodeUtils';
  import {
    renameStartFieldReferencesInNodes,
@@ -18,6 +18,7 @@
        parameter: Parameter,
        index: number
    } = $props();
+    const store = useTinyflowStore();


    let currentNodeId = getCurrentNodeId();
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/NodeWrapper.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/core/NodeWrapper.svelte
@@ -14,6 +14,7 @@
  import {getOptions} from '../utils/NodeUtils';
  import {getCurrentNodeId} from '#components/utils/NodeUtils';
  import type {TinyflowNodeData} from '#types';
+  import {useTinyflowNodeSizeObserver} from '../utils/nodeSizeObserver';

  const {
        data,
@@ -82,36 +83,23 @@
    };
    let currentNodeId = getCurrentNodeId();
    let wrapperElement: HTMLDivElement | null = null;
-    let resizeObserver: ResizeObserver | null = null;
-    let resizeFrame = 0;
-
-    const scheduleUpdateNodeInternals = () => {
-        if (!id) {
-            return;
-        }
-        if (resizeFrame) {
-            cancelAnimationFrame(resizeFrame);
-        }
-        resizeFrame = requestAnimationFrame(() => {
-            updateNodeInternals(id);
-        });
-    };
+    const nodeSizeObserver = useTinyflowNodeSizeObserver();

    onMount(() => {
-        scheduleUpdateNodeInternals();
-        if (typeof ResizeObserver !== 'undefined' && wrapperElement) {
-            resizeObserver = new ResizeObserver(() => {
-                scheduleUpdateNodeInternals();
-            });
-            resizeObserver.observe(wrapperElement);
+        if (!wrapperElement) {
+            return;
+        }
+        if (nodeSizeObserver) {
+            nodeSizeObserver.observe(id, wrapperElement);
+        } else {
+            updateNodeInternals(id);
        }
    });

    onDestroy(() => {
-        if (resizeFrame) {
-            cancelAnimationFrame(resizeFrame);
+        if (wrapperElement) {
+            nodeSizeObserver?.unobserve(wrapperElement);
        }
-        resizeObserver?.disconnect();
    });

 </script>
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/nodes/ConditionNode.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/nodes/ConditionNode.svelte
@@ -16,10 +16,11 @@
  import {genShortId} from '../utils/IdGen';
  import {deepEqual} from '../utils/deepEqual';
  import {useRefOptions} from '#components/utils/useRefOptions.svelte';
-  import {store} from '#store/stores.svelte';
+  import {useTinyflowStore} from '#store/stores.svelte';
  import type {Parameter, SelectItem} from '#types';

  const SHOW_EXPRESSION_ENTRY = false;
+  const store = useTinyflowStore();

  type ConditionOperator =
    | 'eq'
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/nodes/CustomNode.svelte
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/nodes/CustomNode.svelte
@@ -11,7 +11,7 @@
  import OutputDefList from '../core/OutputDefList.svelte';
  import ParamTokenEditor from '../core/ParamTokenEditor.svelte';
  import type {TinyflowNodeData} from '#types';
-  import {onMount} from 'svelte';
+  import {onDestroy, onMount} from 'svelte';

  const props = $props<{
        data: TinyflowNodeData,
@@ -73,6 +73,10 @@
        customNode.render?.(externalElement, buildNode(), flowInstance);
    });

+    onDestroy(() => {
+        customNode.onDestroy?.(externalElement);
+    });
+
    let container = $state<HTMLElement | null>(null);
    $effect(() => {
        // 注意：由于 $effect 的 state 自动追踪问题，需要 data.expand 方在 if 里的最前面
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/nodeSizeObserver.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/nodeSizeObserver.ts
@@ -0,0 +1,16 @@
+import { getContext } from 'svelte';
+
+export const TINYFLOW_NODE_SIZE_OBSERVER = Symbol(
+  'tinyflow_node_size_observer',
+);
+
+export type TinyflowNodeSizeObserver = {
+  observe: (nodeId: string, element: Element) => void;
+  unobserve: (element: Element) => void;
+};
+
+export function useTinyflowNodeSizeObserver() {
+  return getContext<TinyflowNodeSizeObserver | undefined>(
+    TINYFLOW_NODE_SIZE_OBSERVER,
+  );
+}
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useCopyNode.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useCopyNode.svelte.ts
@@ -1,7 +1,8 @@
 import { genShortId } from './IdGen';
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useCopyNode = () => {
+  const store = useTinyflowStore();
  const copyNode = (id: string) => {
    const node = store.getNode(id);
    if (node) {
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useCopyPasteHandler.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useCopyPasteHandler.svelte.ts
@@ -1,4 +1,4 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';
 import { genShortId } from '#components/utils/IdGen';
 import { type Edge, type Node, useSvelteFlow } from '@xyflow/svelte';

@@ -119,6 +119,7 @@ function rewriteRefsInData(obj: any, idMap: Map<string, string>): any {
 * 复制粘贴处理器 Hook
 */
 export const useCopyPasteHandler = () => {
+  const store = useTinyflowStore();
  const svelteFlow = useSvelteFlow();

  const copyHandler = async (event: ClipboardEvent | KeyboardEvent) => {
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useDeleteEdge.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useDeleteEdge.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useDeleteEdge = () => {
+  const store = useTinyflowStore();
  const deleteEdge = (id: string) => {
    store.removeEdge(id);
  };
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useDeleteNode.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useDeleteNode.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useDeleteNode = () => {
+  const store = useTinyflowStore();
  const deleteNode = (id: string) => {
    store.removeNode(id);
    store.updateEdges((edges) =>
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useEnsureParentInNodesBefore.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useEnsureParentInNodesBefore.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '../../store/stores.svelte';
+import { useTinyflowStore } from '../../store/stores.svelte';

 export const useEnsureParentInNodesBefore = () => {
+  const store = useTinyflowStore();
  const ensureParentInNodesBefore = (
    parentNodeId: string,
    childNodeId: string,
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetEdgesBySource.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetEdgesBySource.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useGetEdgesBySource = () => {
+  const store = useTinyflowStore();
  const getEdgesBySource = (target: string) => {
    const edges = store.getEdges();
    return edges.filter((edge) => edge.source === target);
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetEdgesByTarget.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetEdgesByTarget.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useGetEdgesByTarget = () => {
+  const store = useTinyflowStore();
  const getEdgesByTarget = (target: string) => {
    const edges = store.getEdges();
    return edges.filter((edge) => edge.target === target);
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetNode.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetNode.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useGetNode = () => {
+  const store = useTinyflowStore();
  const getNode = (id: string) => {
    return store.getNode(id);
  };
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetNodeRelativePosition.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetNodeRelativePosition.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useGetNodeRelativePosition = () => {
+  const store = useTinyflowStore();
  const getNodeRelativePosition = (parentNodeId: string) => {
    let node = store.getNode(parentNodeId);
    const position = { x: 0, y: 0 };
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetNodesFromSource.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useGetNodesFromSource.svelte.ts
@@ -1,7 +1,8 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';
 import type { Edge, Node } from '@xyflow/svelte';

 export const useGetNodesFromSource = () => {
+  const store = useTinyflowStore();
  const getEdgesBySource = (target: string, edges: Edge[]) => {
    return edges.filter(
      // 排除循环节点的子节点，否则在多层循环嵌套时不正确
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useUpdateEdgeData.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/components/utils/useUpdateEdgeData.svelte.ts
@@ -1,6 +1,7 @@
-import { store } from '#store/stores.svelte';
+import { useTinyflowStore } from '#store/stores.svelte';

 export const useUpdateEdgeData = () => {
+  const store = useTinyflowStore();
  const updateEdgeData = (
    id: string,
    dataUpdate: any,
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/store/stores.svelte.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/store/stores.svelte.ts
@@ -1,9 +1,11 @@
 import { type Edge, type Node, type Viewport } from '@xyflow/svelte';
+import { getContext, setContext } from 'svelte';
 import type { TinyflowNodeNormalizer } from '../utils/nodeInteraction';

 const DEFAULT_VIEWPORT: Viewport = { x: 250, y: 100, zoom: 1 };
+const TINYFLOW_STORE_CONTEXT = Symbol('tinyflow_store');

-const createStore = () => {
+export const createStore = () => {
  let nodesInternal = $state.raw([] as Node[]);
  let edgesInternal = $state.raw([] as Edge[]);
  let viewport = $state.raw({ ...DEFAULT_VIEWPORT } as Viewport);
@@ -86,4 +88,18 @@ const createStore = () => {
  };
 };

-export const store = createStore();
+export type TinyflowStore = ReturnType<typeof createStore>;
+
+export const createTinyflowStoreContext = () => {
+  const store = createStore();
+  setContext(TINYFLOW_STORE_CONTEXT, store);
+  return store;
+};
+
+export const useTinyflowStore = () => {
+  const store = getContext<TinyflowStore | undefined>(TINYFLOW_STORE_CONTEXT);
+  if (!store) {
+    throw new Error('Tinyflow store context is not initialized');
+  }
+  return store;
+};
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/tinyflow-store-isolation.test.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/tinyflow-store-isolation.test.ts
@@ -0,0 +1,88 @@
+import { beforeEach, describe, expect, it } from 'vitest';
+
+import './components/TinyflowComponent.svelte';
+import { Tinyflow } from './Tinyflow';
+
+const waitForRender = () =>
+  new Promise<void>((resolve) => {
+    setTimeout(resolve, 0);
+  });
+
+describe('tinyflow store isolation', () => {
+  beforeEach(() => {
+    document.body.innerHTML = '';
+  });
+
+  it('keeps simultaneous canvas data isolated', async () => {
+    const firstContainer = document.createElement('div');
+    const secondContainer = document.createElement('div');
+    document.body.append(firstContainer, secondContainer);
+
+    const first = new Tinyflow({
+      element: firstContainer,
+      data: {
+        nodes: [
+          { id: 'first-source', position: { x: 0, y: 0 }, data: {} },
+          { id: 'first-target', position: { x: 300, y: 0 }, data: {} },
+        ],
+        edges: [
+          {
+            id: 'first-edge',
+            source: 'first-source',
+            target: 'first-target',
+          },
+        ],
+      },
+    });
+    const second = new Tinyflow({
+      element: secondContainer,
+      data: {
+        nodes: [
+          { id: 'second-source', position: { x: 0, y: 0 }, data: {} },
+          { id: 'second-target', position: { x: 300, y: 0 }, data: {} },
+        ],
+        edges: [
+          {
+            id: 'second-edge',
+            source: 'second-source',
+            target: 'second-target',
+          },
+        ],
+      },
+    });
+
+    await waitForRender();
+
+    expect(first.getData()?.nodes.map((node) => node.id)).toEqual([
+      'first-source',
+      'first-target',
+    ]);
+    expect(second.getData()?.nodes.map((node) => node.id)).toEqual([
+      'second-source',
+      'second-target',
+    ]);
+
+    first.updateData({
+      nodes: [
+        { id: 'first-updated', position: { x: 100, y: 100 }, data: {} },
+      ],
+      edges: [],
+    });
+    await waitForRender();
+
+    expect(first.getData()?.nodes.map((node) => node.id)).toEqual([
+      'first-updated',
+    ]);
+    expect(first.getData()?.edges).toEqual([]);
+    expect(second.getData()?.nodes.map((node) => node.id)).toEqual([
+      'second-source',
+      'second-target',
+    ]);
+    expect(second.getData()?.edges.map((edge) => edge.id)).toEqual([
+      'second-edge',
+    ]);
+
+    first.destroy();
+    second.destroy();
+  });
+});
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/types.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/types.ts
@@ -4,6 +4,10 @@ import type {Node, useSvelteFlow} from '@xyflow/svelte';
 export type TinyflowData = Partial<
  ReturnType<ReturnType<typeof useSvelteFlow>['toObject']>
 >;
+export type TinyflowDataCommitReason =
+  | 'change'
+  | 'node-drag-stop'
+  | 'viewport-move-end';
 export type TinyflowNodeData = Record<string, any>;
 export type TinyflowTheme = 'light' | 'dark';

@@ -94,6 +98,7 @@ export type CustomNode = {
    flowInstance: ReturnType<typeof useSvelteFlow>,
  ) => void;
  onUpdate?: (parent: HTMLElement, node: Node) => void;
+  onDestroy?: (parent: HTMLElement) => void;
  forms?: CustomNodeForm[];
 };

@@ -115,6 +120,7 @@ export type TinyflowOptions = {
  nodesDraggable?: boolean;
  nodesConnectable?: boolean;
  elementsSelectable?: boolean;
+  onlyRenderVisibleElements?: boolean;
  dropEnabled?: boolean;
  provider?: {
    llm?: () => SelectItem[] | Promise<SelectItem[]>;
@@ -128,6 +134,10 @@ export type TinyflowOptions = {
  onRunTest?: () => void | Promise<void>;
  hiddenNodes?: string[] | (() => string[]);
  onDataChange?: (data: TinyflowData) => void;
+  onDataCommit?: (
+    data: TinyflowData,
+    reason: TinyflowDataCommitReason,
+  ) => void;
 };

 export type Parameter = {
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/utils/nodeInteraction.test.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/utils/nodeInteraction.test.ts
@@ -0,0 +1,49 @@
+import type { Node } from '@xyflow/svelte';
+
+import { describe, expect, it } from 'vitest';
+
+import {
+  createTinyflowNodeNormalizer,
+  DEFAULT_NODE_DRAG_HANDLE,
+} from './nodeInteraction';
+
+function createNode(patch: Partial<Node> = {}): Node {
+  return {
+    data: {},
+    id: 'node-1',
+    position: { x: 0, y: 0 },
+    type: 'customNode',
+    ...patch,
+  };
+}
+
+describe('createTinyflowNodeNormalizer', () => {
+  it('节点已经规范化时保留引用', () => {
+    const normalizer = createTinyflowNodeNormalizer();
+    const node = createNode({ dragHandle: DEFAULT_NODE_DRAG_HANDLE });
+
+    expect(normalizer(node)).toBe(node);
+  });
+
+  it('需要补齐交互属性时采用写时复制且不修改输入', () => {
+    const normalizer = createTinyflowNodeNormalizer();
+    const node = createNode();
+
+    const normalized = normalizer(node);
+
+    expect(normalized).not.toBe(node);
+    expect(normalized.dragHandle).toBe(DEFAULT_NODE_DRAG_HANDLE);
+    expect(node.dragHandle).toBeUndefined();
+  });
+
+  it('只读节点已经包含限制属性时保留引用', () => {
+    const normalizer = createTinyflowNodeNormalizer({ readonly: true } as any);
+    const node = createNode({
+      connectable: false,
+      draggable: false,
+      selectable: false,
+    });
+
+    expect(normalizer(node)).toBe(node);
+  });
+});
--- a/easyflow-ui-admin/packages/tinyflow-ui/src/utils/nodeInteraction.ts
+++ b/easyflow-ui-admin/packages/tinyflow-ui/src/utils/nodeInteraction.ts
@@ -25,33 +25,45 @@ export function createTinyflowNodeNormalizer(
  const elementsSelectable = options?.elementsSelectable ?? !readonly;

  return (node) => {
-    const nextNode = { ...node };
+    let nextNode = node;
+    const mutableNode = () => {
+      if (nextNode === node) {
+        nextNode = { ...node };
+      }
+      return nextNode;
+    };

    if (nodesDraggable) {
      if (nextNode.draggable === false) {
-        delete nextNode.draggable;
+        delete mutableNode().draggable;
      }
      if (shouldUseDefaultDragHandle(nextNode, options?.customNodes)) {
-        nextNode.dragHandle = DEFAULT_NODE_DRAG_HANDLE;
+        mutableNode().dragHandle = DEFAULT_NODE_DRAG_HANDLE;
      }
    } else {
-      nextNode.draggable = false;
+      if (nextNode.draggable !== false) {
+        mutableNode().draggable = false;
+      }
    }

    if (nodesConnectable) {
      if (nextNode.connectable === false) {
-        delete nextNode.connectable;
+        delete mutableNode().connectable;
      }
    } else {
-      nextNode.connectable = false;
+      if (nextNode.connectable !== false) {
+        mutableNode().connectable = false;
+      }
    }

    if (elementsSelectable) {
      if (nextNode.selectable === false) {
-        delete nextNode.selectable;
+        delete mutableNode().selectable;
      }
    } else {
-      nextNode.selectable = false;
+      if (nextNode.selectable !== false) {
+        mutableNode().selectable = false;
+      }
    }

    return nextNode;
--- a/easyflow-ui-admin/packages/tinyflow-vue/src/Tinyflow.vue
+++ b/easyflow-ui-admin/packages/tinyflow-vue/src/Tinyflow.vue
@@ -3,7 +3,9 @@
 </template>

 <script setup lang="ts">
-import {Tinyflow as TinyflowNative, TinyflowOptions} from '@tinyflow-ai/ui';
+import type { TinyflowOptions } from '@tinyflow-ai/ui';
+
+import { Tinyflow as TinyflowNative } from '@tinyflow-ai/ui';
 import '@tinyflow-ai/ui/dist/index.css';
 import {
  getCurrentInstance,
@@ -15,8 +17,7 @@ import {
  watch,
 } from 'vue';

-type TinyflowDataOption = Exclude<TinyflowOptions['data'], string | undefined>;
-type StructuredCloneFn = <T>(value: T) => T;
+import { createTinyflowDataSync } from './dataSync';

 const props = defineProps<
  {
@@ -30,7 +31,7 @@ const attrs = useAttrs();
 const instance = getCurrentInstance();
 let tinyflow: TinyflowNative | null = null;
 let mountedDataReady = false;
-let lastAppliedDataSignature = '';
+const dataSync = createTinyflowDataSync();
 const optionalBooleanOptionKeys = new Set([
  'readonly',
  'hideBottomDock',
@@ -45,6 +46,7 @@ const optionalBooleanOptionKeys = new Set([
  'nodesDraggable',
  'nodesConnectable',
  'elementsSelectable',
+  'onlyRenderVisibleElements',
  'dropEnabled',
 ]);

@@ -81,58 +83,6 @@ function normalizeProps(source: Record<string, unknown>) {
  );
 }

-// 安全深拷贝工具函数
-function safeDeepClone<T>(obj: T): T {
-  if (obj === null || typeof obj !== 'object') return obj;
-
-  try {
-    const clone = (globalThis as { structuredClone?: StructuredCloneFn })
-      .structuredClone;
-    if (clone) {
-      return clone(obj);
-    }
-  } catch {
-    // Fall through to JSON cloning for browsers without native structuredClone.
-  }
-
-  try {
-    return JSON.parse(JSON.stringify(obj));
-  } catch {
-    try {
-      console.warn(
-        'Failed to clone object, returning original (may cause issues)',
-        obj,
-      );
-      return obj;
-    } catch {
-      return obj;
-    }
-  }
-}
-
-function createDataSignature(data: unknown) {
-  if (data == null || typeof data === 'string') {
-    return String(data ?? '');
-  }
-  try {
-    return JSON.stringify(data);
-  } catch {
-    return '';
-  }
-}
-
-function cloneDataIfChanged(data: TinyflowOptions['data']) {
-  if (data == null || typeof data === 'string') {
-    return null;
-  }
-  const signature = createDataSignature(data);
-  if (signature && signature === lastAppliedDataSignature) {
-    return null;
-  }
-  lastAppliedDataSignature = signature;
-  return safeDeepClone(data as TinyflowDataOption);
-}
-
 onMounted(() => {
  if (divRef.value) {
    // 净化 props.data，避免响应式对象或函数污染
@@ -141,8 +91,21 @@ onMounted(() => {
      ...normalizeProps(props),
    } as any;
    if ('data' in cleanedProps && cleanedProps.data != null) {
-      cleanedProps.data = cloneDataIfChanged(cleanedProps.data);
+      cleanedProps.data = dataSync.cloneExternalDataIfChanged(cleanedProps.data);
    }
+    (['onDataChange', 'onDataCommit'] as const).forEach((callbackKey) => {
+      const callback = cleanedProps[callbackKey];
+      if (typeof callback !== 'function') {
+        return;
+      }
+      cleanedProps[callbackKey] = (
+        data: TinyflowOptions['data'],
+        ...args: unknown[]
+      ) => {
+        dataSync.markNativeData(data);
+        callback(data, ...args);
+      };
+    });

    tinyflow = new TinyflowNative({
      ...cleanedProps,
@@ -158,7 +121,7 @@ onUnmounted(() => {
    tinyflow = null;
  }
  mountedDataReady = false;
-  lastAppliedDataSignature = '';
+  dataSync.reset();
 });

 watch(
@@ -179,7 +142,7 @@ watch(
      data != null &&
      typeof data !== 'string'
    ) {
-      const clonedData = cloneDataIfChanged(data);
+      const clonedData = dataSync.cloneExternalDataIfChanged(data);
      if (clonedData) {
        tinyflow.updateData(clonedData, { preserveViewport: true });
      }
@@ -229,7 +192,7 @@ const updateData = (
  options?: { preserveViewport?: boolean },
 ) => {
  if (tinyflow && data != null && typeof data !== 'string') {
-    const clonedData = cloneDataIfChanged(data);
+    const clonedData = dataSync.cloneExternalDataIfChanged(data);
    if (!clonedData) {
      return true;
    }
--- a/easyflow-ui-admin/packages/tinyflow-vue/src/dataSync.test.ts
+++ b/easyflow-ui-admin/packages/tinyflow-vue/src/dataSync.test.ts
@@ -0,0 +1,76 @@
+import { describe, expect, it } from 'vitest';
+
+import { createTinyflowDataSync } from './dataSync';
+
+describe('createTinyflowDataSync', () => {
+  it('克隆真正的外部数据并跳过相同内容', () => {
+    const sync = createTinyflowDataSync();
+    const data = {
+      edges: [],
+      nodes: [{ data: { title: '开始' }, id: 'start', position: { x: 0, y: 0 } }],
+    };
+
+    const cloned = sync.cloneExternalDataIfChanged(data);
+
+    expect(cloned).toEqual(data);
+    expect(cloned).not.toBe(data);
+    expect(sync.cloneExternalDataIfChanged(data)).toBeNull();
+  });
+
+  it('跳过原生画布回传后由父组件形成的属性回声', () => {
+    const sync = createTinyflowDataSync();
+    const emitted = {
+      edges: [],
+      nodes: [{ data: { title: '开始' }, id: 'start', position: { x: 12, y: 8 } }],
+      viewport: { x: 20, y: 30, zoom: 1 },
+    };
+
+    sync.markNativeData(emitted);
+
+    expect(
+      sync.cloneExternalDataIfChanged(structuredClone(emitted)),
+    ).toBeNull();
+  });
+
+  it('原生回传后仍应用内容不同的外部更新', () => {
+    const sync = createTinyflowDataSync();
+    const emitted = {
+      edges: [],
+      nodes: [{ data: { title: '开始' }, id: 'start', position: { x: 12, y: 8 } }],
+    };
+    sync.markNativeData(emitted);
+
+    const external = {
+      ...emitted,
+      nodes: [
+        {
+          ...emitted.nodes[0],
+          data: { title: '已更新' },
+        },
+      ],
+    };
+
+    expect(sync.cloneExternalDataIfChanged(external)).toEqual(external);
+  });
+
+  it('画布变化后允许重新应用曾经加载过的外部版本', () => {
+    const sync = createTinyflowDataSync();
+    const initial = {
+      edges: [],
+      nodes: [{ data: { title: '初始' }, id: 'start', position: { x: 0, y: 0 } }],
+    };
+    expect(sync.cloneExternalDataIfChanged(initial)).toEqual(initial);
+
+    sync.markNativeData({
+      ...initial,
+      nodes: [
+        {
+          ...initial.nodes[0],
+          position: { x: 120, y: 80 },
+        },
+      ],
+    });
+
+    expect(sync.cloneExternalDataIfChanged(initial)).toEqual(initial);
+  });
+});
--- a/easyflow-ui-admin/packages/tinyflow-vue/src/dataSync.ts
+++ b/easyflow-ui-admin/packages/tinyflow-vue/src/dataSync.ts
@@ -0,0 +1,86 @@
+import type { TinyflowOptions } from '@tinyflow-ai/ui';
+
+type TinyflowDataOption = Exclude<
+  TinyflowOptions['data'],
+  string | undefined
+>;
+type StructuredCloneFn = <T>(value: T) => T;
+
+function createDataSignature(data: unknown) {
+  if (data == null || typeof data === 'string') {
+    return String(data ?? '');
+  }
+  try {
+    return JSON.stringify(data);
+  } catch {
+    return '';
+  }
+}
+
+function safeDeepClone<T>(value: T): T {
+  if (value === null || typeof value !== 'object') {
+    return value;
+  }
+
+  try {
+    const clone = (globalThis as { structuredClone?: StructuredCloneFn })
+      .structuredClone;
+    if (clone) {
+      return clone(value);
+    }
+  } catch {
+    // Fall through to JSON cloning for browsers without native structuredClone.
+  }
+
+  try {
+    return JSON.parse(JSON.stringify(value));
+  } catch {
+    console.warn(
+      'Failed to clone object, returning original (may cause issues)',
+      value,
+    );
+    return value;
+  }
+}
+
+/**
+ * 维护 Vue 属性数据与 Tinyflow 原生数据之间的同步边界。
+ *
+ * 原生画布回传的数据会被父组件再次作为属性传入。延迟到属性更新时再比较
+ * 两侧签名，可以阻止同一份画布状态被重新深拷贝并整图应用，同时避免在
+ * 每一帧提前序列化完整画布。
+ */
+export function createTinyflowDataSync() {
+  let lastAppliedDataSignature = '';
+  let lastNativeData: TinyflowOptions['data'] | null = null;
+
+  return {
+    cloneExternalDataIfChanged(data: TinyflowOptions['data']) {
+      if (data == null || typeof data === 'string') {
+        return null;
+      }
+      const signature = createDataSignature(data);
+      if (lastNativeData != null) {
+        const nativeSignature = createDataSignature(lastNativeData);
+        lastNativeData = null;
+        if (signature && signature === nativeSignature) {
+          lastAppliedDataSignature = signature;
+          return null;
+        }
+        lastAppliedDataSignature = '';
+      }
+      if (signature && signature === lastAppliedDataSignature) {
+        return null;
+      }
+      lastAppliedDataSignature = signature;
+      return safeDeepClone(data as TinyflowDataOption);
+    },
+    markNativeData(data: TinyflowOptions['data']) {
+      lastNativeData = data;
+    },
+    reset() {
+      lastAppliedDataSignature = '';
+      lastNativeData = null;
+    },
+  };
+}