diff --git a/README.md b/README.md
index 33595c97..9a268c86 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@
 
 ### 介绍
 
-web 版 **linux(终端[终端回放、命令过滤] 文件 脚本 进程 计划任务)、数据库（mysql postgres oracle sqlserver 达梦 高斯 sqlite）数据同步 数据迁移、redis(单机 哨兵 集群)、mongo 等集工单流程审批于一体的统一管理操作平台**
+web 版 **linux(终端[终端回放、命令过滤] 文件 脚本 进程 计划任务)、数据库（mysql postgres oracle sqlserver 达梦 高斯 sqlite）数据操作 数据同步 数据迁移、redis(单机 哨兵 集群)、mongo 等集工单流程审批于一体的统一管理操作平台**
 
 ### 开发语言与主要框架
 
diff --git a/mayfly_go_web/package.json b/mayfly_go_web/package.json
index 6e12e1be..dfd2235a 100644
--- a/mayfly_go_web/package.json
+++ b/mayfly_go_web/package.json
@@ -17,7 +17,7 @@
     "cropperjs": "^1.6.1",
     "dayjs": "^1.11.11",
     "echarts": "^5.5.0",
-    "element-plus": "^2.7.3",
+    "element-plus": "^2.7.4",
     "js-base64": "^3.7.7",
     "jsencrypt": "^3.3.2",
     "lodash": "^4.17.21",
@@ -57,7 +57,7 @@
     "prettier": "^3.2.5",
     "sass": "^1.77.1",
     "typescript": "^5.4.5",
-    "vite": "^5.2.11",
+    "vite": "^5.2.12",
     "vue-eslint-parser": "^9.4.2"
   },
   "browserslist": [
diff --git a/mayfly_go_web/src/common/utils/string.ts b/mayfly_go_web/src/common/utils/string.ts
index 1f593b40..923df11d 100644
--- a/mayfly_go_web/src/common/utils/string.ts
+++ b/mayfly_go_web/src/common/utils/string.ts
@@ -97,43 +97,6 @@ export function getTextWidth(str: string) {
     return width;
 }
 
-/**
- * 获取内容所需要占用的宽度
- */
-export function getContentWidth(content: any): number {
-    if (!content) {
-        return 50;
-    }
-    // 以下分配的单位长度可根据实际需求进行调整
-    let flexWidth = 0;
-    for (const char of content) {
-        if (flexWidth > 500) {
-            break;
-        }
-        if ((char >= '0' && char <= '9') || (char >= 'a' && char <= 'z')) {
-            // 小写字母、数字字符
-            flexWidth += 9.3;
-            continue;
-        }
-        if (char >= 'A' && char <= 'Z') {
-            flexWidth += 9;
-            continue;
-        }
-        if (char >= '\u4e00' && char <= '\u9fa5') {
-            // 如果是中文字符，为字符分配16个单位宽度
-            flexWidth += 20;
-        } else {
-            // 其他种类字符
-            flexWidth += 8;
-        }
-    }
-    // if (flexWidth > 450) {
-    //     // 设置最大宽度
-    //     flexWidth = 450;
-    // }
-    return flexWidth;
-}
-
 /**
  *
  * @returns uuid
@@ -179,3 +142,38 @@ export async function copyToClipboard(txt: string, selector: string = '#copyValu
         clipboard.destroy();
     });
 }
+
+export function fuzzyMatchField(keyword: string, fields: any[], ...valueExtractFuncs: Function[]) {
+    keyword = keyword?.toLowerCase();
+    return fields.filter((field) => {
+        for (let valueExtractFunc of valueExtractFuncs) {
+            const value = valueExtractFunc(field)?.toLowerCase();
+            if (isPrefixSubsequence(keyword, value)) {
+                return true;
+            }
+        }
+        return false;
+    });
+}
+
+/**
+ * 匹配是否为前缀子序列 targetTemplate=username prefix=uname -> true，prefix=uname2 -> false
+ * @param prefix 字符串前缀（不连续也可以,但不改变字符的相对顺序）
+ * @param targetTemplate 目标模板
+ * @returns 是否匹配
+ */
+export function isPrefixSubsequence(prefix: string, targetTemplate: string) {
+    let i = 0; // 指向prefix的索引
+    let j = 0; // 指向targetTemplate的索引
+
+    while (i < prefix.length && j < targetTemplate.length) {
+        if (prefix[i] === targetTemplate[j]) {
+            // 字符匹配，两个指针都向前移动
+            i++;
+        }
+        j++; // 目标字符串指针始终向前移动
+    }
+
+    // 如果prefix的所有字符都被找到，返回true
+    return i === prefix.length;
+}
diff --git a/mayfly_go_web/src/views/ops/component/TagTree.vue b/mayfly_go_web/src/views/ops/component/TagTree.vue
index 6feee81a..7c686200 100644
--- a/mayfly_go_web/src/views/ops/component/TagTree.vue
+++ b/mayfly_go_web/src/views/ops/component/TagTree.vue
@@ -53,6 +53,7 @@ import { NodeType, TagTreeNode } from './tag';
 import TagInfo from './TagInfo.vue';
 import { Contextmenu } from '@/components/contextmenu';
 import { tagApi } from '../tag/api';
+import { isPrefixSubsequence } from '@/common/utils/string';
 
 const props = defineProps({
     resourceType: {
@@ -105,8 +106,7 @@ watch(filterText, (val) => {
 });
 
 const filterNode = (value: string, data: any) => {
-    if (!value) return true;
-    return data.label.includes(value);
+    return !value || isPrefixSubsequence(value, data.label);
 };
 
 /**
diff --git a/mayfly_go_web/src/views/ops/component/TagTreeCheck.vue b/mayfly_go_web/src/views/ops/component/TagTreeCheck.vue
index 9575d817..3adb5735 100755
--- a/mayfly_go_web/src/views/ops/component/TagTreeCheck.vue
+++ b/mayfly_go_web/src/views/ops/component/TagTreeCheck.vue
@@ -50,6 +50,7 @@ import { ref, reactive, onMounted } from 'vue';
 import { tagApi } from '../tag/api';
 import { TagResourceTypeEnum } from '@/common/commonEnum';
 import EnumValue from '@/common/Enum';
+import { isPrefixSubsequence } from '@/common/utils/string';
 
 const props = defineProps({
     height: {
@@ -102,10 +103,7 @@ const search = async () => {
 };
 
 const filterNode = (value: string, data: any) => {
-    if (!value) {
-        return true;
-    }
-    return data.codePath.toLowerCase().includes(value) || data.name.includes(value);
+    return !value || isPrefixSubsequence(value, data.codePath) || isPrefixSubsequence(value, data.name);
 };
 
 const onFilterValChanged = (val: string) => {
diff --git a/mayfly_go_web/src/views/ops/db/component/table/DbTableDataOp.vue b/mayfly_go_web/src/views/ops/db/component/table/DbTableDataOp.vue
index 34882f73..c6b86983 100644
--- a/mayfly_go_web/src/views/ops/db/component/table/DbTableDataOp.vue
+++ b/mayfly_go_web/src/views/ops/db/component/table/DbTableDataOp.vue
@@ -259,7 +259,7 @@ import DbTableData from './DbTableData.vue';
 import { DbDialect } from '@/views/ops/db/dialect';
 import SvgIcon from '@/components/svgIcon/index.vue';
 import { useEventListener, useStorage } from '@vueuse/core';
-import { copyToClipboard } from '@/common/utils/string';
+import { copyToClipboard, fuzzyMatchField } from '@/common/utils/string';
 import DbTableDataForm from './DbTableDataForm.vue';
 
 const props = defineProps({
@@ -476,10 +476,7 @@ const getColumnTips = (queryString: string, callback: any) => {
 
     let res = [];
     if (columnNameSearch) {
-        columnNameSearch = columnNameSearch.toLowerCase();
-        res = columns.filter((data: any) => {
-            return data.columnName.toLowerCase().includes(columnNameSearch);
-        });
+        res = fuzzyMatchField(columnNameSearch, columns, (x: any) => x.columnName);
     }
 
     completeCond = condition.value;
@@ -534,10 +531,12 @@ const filterColumns = (searchKey: string) => {
     if (!searchKey) {
         return columns;
     }
-    searchKey = searchKey.toLowerCase();
-    return columns.filter((data: any) => {
-        return data.columnName.toLowerCase().includes(searchKey) || data.columnComment.toLowerCase().includes(searchKey);
-    });
+    return fuzzyMatchField(
+        searchKey,
+        columns,
+        (x: any) => x.columnName,
+        (x: any) => x.columnComment
+    );
 };
 
 /**
diff --git a/mayfly_go_web/src/views/ops/db/component/table/DbTablesOp.vue b/mayfly_go_web/src/views/ops/db/component/table/DbTablesOp.vue
index b3f22b47..b3e60c19 100644
--- a/mayfly_go_web/src/views/ops/db/component/table/DbTablesOp.vue
+++ b/mayfly_go_web/src/views/ops/db/component/table/DbTablesOp.vue
@@ -131,6 +131,7 @@ import { compatibleMysql, editDbTypes, getDbDialect } from '../../dialect/index'
 import { DbInst } from '../../db';
 import MonacoEditor from '@/components/monaco/MonacoEditor.vue';
 import { format as sqlFormatter } from 'sql-formatter';
+import { fuzzyMatchField } from '@/common/utils/string';
 
 const DbTableOp = defineAsyncComponent(() => import('./DbTableOp.vue'));
 
@@ -219,17 +220,11 @@ const filterTableInfos = computed(() => {
     if (!tableNameSearch && !tableCommentSearch) {
         return tables;
     }
-    return tables.filter((data: any) => {
-        let tnMatch = true;
-        let tcMatch = true;
-        if (tableNameSearch) {
-            tnMatch = data.tableName.toLowerCase().includes(tableNameSearch.toLowerCase());
-        }
-        if (tableCommentSearch) {
-            tcMatch = data.tableComment.includes(tableCommentSearch);
-        }
-        return tnMatch && tcMatch;
-    });
+
+    if (tableNameSearch) {
+        return fuzzyMatchField(tableNameSearch, tables, (table: any) => table.tableName);
+    }
+    return fuzzyMatchField(tableCommentSearch, tables, (table: any) => table.tableComment);
 });
 
 const getTables = async () => {
diff --git a/mayfly_go_web/src/views/ops/machine/file/MachineFile.vue b/mayfly_go_web/src/views/ops/machine/file/MachineFile.vue
index 7ab9cd5c..88b79da2 100755
--- a/mayfly_go_web/src/views/ops/machine/file/MachineFile.vue
+++ b/mayfly_go_web/src/views/ops/machine/file/MachineFile.vue
@@ -293,6 +293,7 @@ import { getToken } from '@/common/utils/storage';
 import { convertToBytes, formatByteSize } from '@/common/utils/format';
 import { getMachineConfig } from '@/common/sysconfig';
 import { MachineProtocolEnum } from '../enums';
+import { fuzzyMatchField } from '@/common/utils/string';
 
 const props = defineProps({
     machineId: { type: Number },
@@ -371,33 +372,7 @@ onMounted(async () => {
     state.machineConfig = await getMachineConfig();
 });
 
-// watch(
-//     () => props.machineId,
-//     () => {
-//         if (props.protocol != MachineProtocolEnum.Ssh.value) {
-//             userMap.clear();
-//             groupMap.clear();
-//             return;
-//         }
-
-//         const machineId = props.machineId;
-//         machineApi.users.request({ machineId }).then((res: any) => {
-//             for (let user of res) {
-//                 userMap.set(user.uid, user);
-//             }
-//         });
-
-//         machineApi.groups.request({ machineId }).then((res: any) => {
-//             for (let group of res) {
-//                 groupMap.set(group.gid, group);
-//             }
-//         });
-//     }
-// );
-
-const filterFiles = computed(() =>
-    state.files.filter((data: any) => !state.fileNameFilter || data.name.toLowerCase().includes(state.fileNameFilter.toLowerCase()))
-);
+const filterFiles = computed(() => fuzzyMatchField(state.fileNameFilter, state.files, (file: any) => file.name));
 
 const filePathNav = computed(() => {
     let basePath = state.basePath;
diff --git a/mayfly_go_web/src/views/ops/tag/TagTreeList.vue b/mayfly_go_web/src/views/ops/tag/TagTreeList.vue
index e015c316..73578b86 100644
--- a/mayfly_go_web/src/views/ops/tag/TagTreeList.vue
+++ b/mayfly_go_web/src/views/ops/tag/TagTreeList.vue
@@ -156,6 +156,7 @@ import { TagResourceTypeEnum } from '@/common/commonEnum';
 import EnumTag from '@/components/enumtag/EnumTag.vue';
 import EnumValue from '@/common/Enum';
 import TagCodePath from '../component/TagCodePath.vue';
+import { isPrefixSubsequence } from '@/common/utils/string';
 
 const MachineList = defineAsyncComponent(() => import('../machine/MachineList.vue'));
 const InstanceList = defineAsyncComponent(() => import('../db/InstanceList.vue'));
@@ -371,8 +372,7 @@ const setNowTabData = () => {
 };
 
 const filterNode = (value: string, data: Tree) => {
-    if (!value) return true;
-    return data.codePath.toLowerCase().includes(value) || data.name.includes(value);
+    return !value || isPrefixSubsequence(value, data.codePath) || isPrefixSubsequence(value, data.name);
 };
 
 const search = async () => {
diff --git a/mayfly_go_web/src/views/system/resource/ResourceList.vue b/mayfly_go_web/src/views/system/resource/ResourceList.vue
index cedad989..66ddc10b 100644
--- a/mayfly_go_web/src/views/system/resource/ResourceList.vue
+++ b/mayfly_go_web/src/views/system/resource/ResourceList.vue
@@ -123,6 +123,7 @@ import { formatDate } from '@/common/utils/format';
 import EnumTag from '@/components/enumtag/EnumTag.vue';
 import { Contextmenu, ContextmenuItem } from '@/components/contextmenu';
 import { Splitpanes, Pane } from 'splitpanes';
+import { isPrefixSubsequence } from '@/common/utils/string';
 
 const menuTypeValue = ResourceTypeEnum.Menu.value;
 const permissionTypeValue = ResourceTypeEnum.Permission.value;
@@ -209,10 +210,7 @@ watch(filterResource, (val) => {
 });
 
 const filterNode = (value: string, data: any) => {
-    if (!value) {
-        return true;
-    }
-    return data.name.includes(value);
+    return !value || isPrefixSubsequence(value, data.name);
 };
 
 const search = async () => {
diff --git a/server/go.mod b/server/go.mod
index a491e4d7..6bd26f60 100644
--- a/server/go.mod
+++ b/server/go.mod
@@ -32,8 +32,8 @@ require (
 	github.com/stretchr/testify v1.9.0
 	github.com/veops/go-ansiterm v0.0.5
 	go.mongodb.org/mongo-driver v1.15.0 // mongo
-	golang.org/x/crypto v0.23.0 // ssh
-	golang.org/x/oauth2 v0.20.0
+	golang.org/x/crypto v0.24.0 // ssh
+	golang.org/x/oauth2 v0.21.0
 	golang.org/x/sync v0.7.0
 	gopkg.in/natefinch/lumberjack.v2 v2.2.1
 	gopkg.in/yaml.v3 v3.0.1
@@ -94,8 +94,8 @@ require (
 	golang.org/x/exp v0.0.0-20230519143937-03e91628a987 // indirect
 	golang.org/x/image v0.13.0 // indirect
 	golang.org/x/net v0.25.0 // indirect
-	golang.org/x/sys v0.20.0 // indirect
-	golang.org/x/text v0.15.0 // indirect
+	golang.org/x/sys v0.21.0 // indirect
+	golang.org/x/text v0.16.0 // indirect
 	google.golang.org/genproto v0.0.0-20230131230820-1c016267d619 // indirect
 	google.golang.org/grpc v1.52.3 // indirect
 	google.golang.org/protobuf v1.34.1 // indirect
diff --git a/server/internal/db/application/db_instance.go b/server/internal/db/application/db_instance.go
index 96d5e196..dd93d0c0 100644
--- a/server/internal/db/application/db_instance.go
+++ b/server/internal/db/application/db_instance.go
@@ -2,7 +2,6 @@ package application
 
 import (
 	"context"
-	"errors"
 	"mayfly-go/internal/common/consts"
 	"mayfly-go/internal/db/application/dto"
 	"mayfly-go/internal/db/dbm"
@@ -13,14 +12,11 @@ import (
 	tagdto "mayfly-go/internal/tag/application/dto"
 	tagentity "mayfly-go/internal/tag/domain/entity"
 	"mayfly-go/pkg/base"
-	"mayfly-go/pkg/biz"
 	"mayfly-go/pkg/errorx"
 	"mayfly-go/pkg/logx"
 	"mayfly-go/pkg/model"
 	"mayfly-go/pkg/utils/collx"
 	"mayfly-go/pkg/utils/structx"
-
-	"gorm.io/gorm"
 )
 
 type Instance interface {
@@ -171,7 +167,7 @@ func (app *instanceAppImpl) SaveDbInstance(ctx context.Context, instance *dto.Sa
 }
 
 func (app *instanceAppImpl) Delete(ctx context.Context, instanceId uint64) error {
-	instance, err := app.GetById(instanceId, "name")
+	instance, err := app.GetById(instanceId)
 	if err != nil {
 		return errorx.NewBiz("获取数据库实例错误，数据库实例ID为: %d", instance.Id)
 	}
@@ -180,26 +176,16 @@ func (app *instanceAppImpl) Delete(ctx context.Context, instanceId uint64) error
 		DbInstanceId: instanceId,
 	}
 	err = app.restoreApp.restoreRepo.GetByCond(restore)
-	switch {
-	case err == nil:
-		biz.ErrNotNil(err, "不能删除数据库实例【%s】，请先删除关联的数据库恢复任务。", instance.Name)
-	case errors.Is(err, gorm.ErrRecordNotFound):
-		break
-	default:
-		biz.ErrIsNil(err, "删除数据库实例失败: %v", err)
+	if err != nil {
+		return errorx.NewBiz("不能删除数据库实例【%s】,请先删除关联的数据库恢复任务。", instance.Name)
 	}
 
 	backup := &entity.DbBackup{
 		DbInstanceId: instanceId,
 	}
 	err = app.backupApp.backupRepo.GetByCond(backup)
-	switch {
-	case err == nil:
-		biz.ErrNotNil(err, "不能删除数据库实例【%s】，请先删除关联的数据库备份任务。", instance.Name)
-	case errors.Is(err, gorm.ErrRecordNotFound):
-		break
-	default:
-		biz.ErrIsNil(err, "删除数据库实例失败: %v", err)
+	if err != nil {
+		return errorx.NewBiz("不能删除数据库实例【%s】,请先删除关联的数据库备份任务。", instance.Name)
 	}
 
 	dbs, _ := app.dbApp.ListByCond(&entity.Db{
diff --git a/server/internal/machine/mcm/stats.go b/server/internal/machine/mcm/stats.go
index f96c5b09..947786d2 100644
--- a/server/internal/machine/mcm/stats.go
+++ b/server/internal/machine/mcm/stats.go
@@ -264,6 +264,9 @@ func getInterfaceInfo(iInfo string, stats *Stats) (err error) {
 }
 
 func getCPU(cpuInfo string, stats *Stats) (err error) {
+	if !strings.Contains(cpuInfo, ":") {
+		return
+	}
 	// %Cpu(s):  6.1 us,  3.0 sy,  0.0 ni, 90.9 id,  0.0 wa,  0.0 hi,  0.0 si,  0.0 st
 	value := strings.Split(cpuInfo, ":")[1]
 	values := strings.Split(value, ",")
diff --git a/server/internal/tag/application/tag_tree.go b/server/internal/tag/application/tag_tree.go
index 98bc31b2..65a816cd 100644
--- a/server/internal/tag/application/tag_tree.go
+++ b/server/internal/tag/application/tag_tree.go
@@ -312,6 +312,7 @@ func (p *tagTreeAppImpl) DeleteTagByParam(ctx context.Context, param *dto.DelRes
 	}
 
 	delTagType := param.ChildType
+	var childrenTagIds []uint64
 	for _, resourceTag := range resourceTags {
 		// 获取所有关联的子标签
 		childrenTag, _ := p.ListByCond(model.NewCond().RLike("code_path", resourceTag.CodePath).Eq("type", delTagType))
@@ -319,14 +320,16 @@ func (p *tagTreeAppImpl) DeleteTagByParam(ctx context.Context, param *dto.DelRes
 			continue
 		}
 
-		childrenTagIds := collx.ArrayMap(childrenTag, func(item *entity.TagTree) uint64 {
+		childrenTagIds = append(childrenTagIds, collx.ArrayMap(childrenTag, func(item *entity.TagTree) uint64 {
 			return item.Id
-		})
-		// 删除code_path下的所有子标签
-		return p.deleteByIds(ctx, childrenTagIds)
+		})...)
 	}
 
-	return nil
+	if len(childrenTagIds) == 0 {
+		return nil
+	}
+	// 删除code_path下的所有子标签
+	return p.deleteByIds(ctx, collx.ArrayDeduplicate(childrenTagIds))
 }
 
 func (p *tagTreeAppImpl) ListByQuery(condition *entity.TagTreeQuery, toEntity any) {