diff --git a/.changeset/curly-beers-know.md b/.changeset/curly-beers-know.md
new file mode 100644
index 000000000..51751e78e
--- /dev/null
+++ b/.changeset/curly-beers-know.md
@@ -0,0 +1,5 @@
+---
+"@hi-ui/hiui": patch
+---
+
+perf(check-tree-select): 优化大数据下勾选卡顿
diff --git a/.changeset/little-bananas-cry.md b/.changeset/little-bananas-cry.md
new file mode 100644
index 000000000..7dcd60a44
--- /dev/null
+++ b/.changeset/little-bananas-cry.md
@@ -0,0 +1,7 @@
+---
+"@hi-ui/check-tree-select": patch
+"@hi-ui/tag-input": patch
+"@hi-ui/tree": patch
+---
+
+perf: 优化大数据下勾选卡顿
diff --git a/packages/ui/check-tree-select/src/hooks/use-check.ts b/packages/ui/check-tree-select/src/hooks/use-check.ts
index 1c2f1e7f5..ba2f817fe 100644
--- a/packages/ui/check-tree-select/src/hooks/use-check.ts
+++ b/packages/ui/check-tree-select/src/hooks/use-check.ts
@@ -30,11 +30,16 @@ export const useCheck = (
   // 搜索时临时选中缓存数据
   const [checkedNodes, setCheckedNodes] = useState<FlattedCheckTreeSelectDataItem[]>([])
 
+  const flattedDataMap = useMemo(() => new Map(flattedData.map((item) => [item.id, item])), [
+    flattedData,
+  ])
+
   const [checkedIds, trySetCheckedIds] = useUncontrolledState(
     defaultCheckedIds,
     checkedIdsProp,
     (checkedIds, checkedNode, checked, semiCheckedIds) => {
-      const nextCheckedNodes = flattedData.filter((item) => checkedIds.includes(item.id))
+      const checkedIdsSet = new Set(checkedIds)
+      const nextCheckedNodes = flattedData.filter((item) => checkedIdsSet.has(item.id))
       setCheckedNodes(nextCheckedNodes)
 
       onCheck?.(checkedIds, {
@@ -69,12 +74,12 @@ export const useCheck = (
   const proxyOnNodeCheck = useCallback(
     (target: FlattedCheckTreeSelectDataItem, shouldChecked: boolean) => {
       // 保证 target 来源于原数据自身，而不是tree内部
-      const targetNode = flattedData.find((item) => item.id === target.id)
+      const targetNode = flattedDataMap.get(target.id)
       if (targetNode) {
         onNodeCheck(targetNode, shouldChecked)
       }
     },
-    [onNodeCheck, flattedData]
+    [flattedDataMap, onNodeCheck]
   )
 
   return [checkedIds, trySetCheckedIds, proxyOnNodeCheck, checkedNodes, parsedCheckedIds] as const
diff --git a/packages/ui/check-tree-select/src/utils/index.ts b/packages/ui/check-tree-select/src/utils/index.ts
index 89c9463b1..bb4202ba0 100644
--- a/packages/ui/check-tree-select/src/utils/index.ts
+++ b/packages/ui/check-tree-select/src/utils/index.ts
@@ -1,5 +1,5 @@
 import React from 'react'
-import { fFindNodeById, findNestedChildren, getNodeAncestors } from '@hi-ui/tree-utils'
+import { findNestedChildren, getNodeAncestors } from '@hi-ui/tree-utils'
 import { isArrayNonEmpty } from '@hi-ui/type-assertion'
 
 /**
@@ -16,11 +16,12 @@ export const processCheckedIds = (
   allowCheck: (node: any) => boolean
 ) => {
   const keySet = new Set(checkedIds)
+  const flattedDataMap = new Map(flattenData.map((item: any) => [item.id, item]))
 
   switch (type) {
     case 'CHILD':
       return checkedIds.filter((id) => {
-        const node = fFindNodeById(flattenData, id)
+        const node = flattedDataMap.get(id) as any
 
         if (node) {
           const { children } = node
@@ -38,7 +39,8 @@ export const processCheckedIds = (
 
     case 'PARENT':
       return checkedIds.filter((id) => {
-        const node = fFindNodeById(flattenData, id) as any
+        const node = flattedDataMap.get(id) as any
+
         if (node) {
           // 向上递归遍历是否被勾选
           const ancestors = getNodeAncestors(node)
diff --git a/packages/ui/tag-input/src/TagInputMock.tsx b/packages/ui/tag-input/src/TagInputMock.tsx
index df9365ea9..3c2efb5f8 100644
--- a/packages/ui/tag-input/src/TagInputMock.tsx
+++ b/packages/ui/tag-input/src/TagInputMock.tsx
@@ -56,10 +56,10 @@ export const TagInputMock = forwardRef<HTMLDivElement | null, TagInputMockProps>
   ) => {
     const [value, tryChangeValue] = useUncontrolledState(defaultValue, valueProp, onChange)
 
-    const tagList = useMemo(
-      () => value.map((id) => data.find((item) => item.id === id) || { id, title: id }),
-      [value, data]
-    )
+    const tagList = useMemo(() => {
+      const dataMap = new Map(data.map((item) => [item.id, item]))
+      return value.map((id) => dataMap.get(id) || { id, title: id })
+    }, [value, data])
     const tagCount = tagList.length
 
     const [containerWidth = 0, setContainerWidth] = useState<number>()
diff --git a/packages/ui/tree/src/hooks/use-check.ts b/packages/ui/tree/src/hooks/use-check.ts
index 4cf39e405..2662f5810 100644
--- a/packages/ui/tree/src/hooks/use-check.ts
+++ b/packages/ui/tree/src/hooks/use-check.ts
@@ -27,8 +27,9 @@ export const useCheck = (
     defaultCheckedIds,
     checkedIdsProp,
     (checkedIds, checkedNode, checked, semiCheckedIds) => {
+      const checkedIdsSet = new Set(checkedIds)
       const nextCheckedNodes = flattedData
-        .filter((item) => checkedIds.includes(item.id))
+        .filter((item) => checkedIdsSet.has(item.id))
         .map((item) => item.raw)
 
       onCheck?.(checkedIds, {
diff --git a/packages/ui/tree/src/utils/index.ts b/packages/ui/tree/src/utils/index.ts
index ed72478a4..c156ae73a 100644
--- a/packages/ui/tree/src/utils/index.ts
+++ b/packages/ui/tree/src/utils/index.ts
@@ -37,17 +37,22 @@ export const processCheckedIds = (
   flattenData: any
 ) => {
   const keySet = new Set(checkedIds)
+  const flattedDataMap = new Map(flattenData.map((node: any) => [node.id, node]))
 
   switch (type) {
     case 'CHILD':
       return checkedIds.filter((id) => {
-        const node = fFindNodeById(flattenData, id)
+        const node = flattedDataMap.get(id) as any
 
         if (node) {
           const { children } = node
 
           if (isArrayNonEmpty(children)) {
-            if (children.filter((node) => !node.disabled).every((node) => keySet.has(node.id))) {
+            if (
+              children
+                .filter((node: any) => !node.disabled)
+                .every((node: any) => keySet.has(node.id))
+            ) {
               return false
             }
           }
@@ -59,7 +64,8 @@ export const processCheckedIds = (
 
     case 'PARENT':
       return checkedIds.filter((id) => {
-        const node = fFindNodeById(flattenData, id)
+        const node = flattedDataMap.get(id) as any
+
         if (node) {
           // 向上递归遍历是否被勾选
           const ancestors = getNodeAncestors(node)