diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index f6ac9a0..7066671 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -18,6 +18,7 @@
         "file-saver": "^2.0.5",
         "html-midi-player": "^1.5.0",
         "i18next": "^22.4.15",
+        "lodash-es": "^4.17.21",
         "mobx": "^6.9.0",
         "mobx-react-lite": "^3.4.3",
         "pdfjs-dist": "^4.0.189",
@@ -40,6 +41,7 @@
       },
       "devDependencies": {
         "@types/file-saver": "^2.0.7",
+        "@types/lodash-es": "^4.17.12",
         "@types/react": "^18.2.6",
         "@types/react-beautiful-dnd": "^13.1.4",
         "@types/react-dom": "^18.2.4",
@@ -2533,6 +2535,21 @@
         "hoist-non-react-statics": "^3.3.0"
       }
     },
+    "node_modules/@types/lodash": {
+      "version": "4.14.202",
+      "resolved": "https://registry.npmjs.org/@types/lodash/-/lodash-4.14.202.tgz",
+      "integrity": "sha512-OvlIYQK9tNneDlS0VN54LLd5uiPCBOp7gS5Z0f1mjoJYBrtStzgmJBxONW3U6OZqdtNzZPmn9BS/7WI7BFFcFQ==",
+      "dev": true
+    },
+    "node_modules/@types/lodash-es": {
+      "version": "4.17.12",
+      "resolved": "https://registry.npmjs.org/@types/lodash-es/-/lodash-es-4.17.12.tgz",
+      "integrity": "sha512-0NgftHUcV4v34VhXm8QBSftKVXtbkBG3ViCjs6+eJ5a6y6Mi/jiFGPc1sC7QK+9BFhWrURE3EOggmWaSxL9OzQ==",
+      "dev": true,
+      "dependencies": {
+        "@types/lodash": "*"
+      }
+    },
     "node_modules/@types/long": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/@types/long/-/long-4.0.2.tgz",
@@ -4210,6 +4227,11 @@
       "integrity": "sha512-7ylylesZQ/PV29jhEDl3Ufjo6ZX7gCqJr5F7PKrqc93v7fzSymt1BpwEU8nAUXs8qzzvqhbjhK5QZg6Mt/HkBg==",
       "dev": true
     },
+    "node_modules/lodash-es": {
+      "version": "4.17.21",
+      "resolved": "https://registry.npmjs.org/lodash-es/-/lodash-es-4.17.21.tgz",
+      "integrity": "sha512-mKnC+QJ9pWVzv+C4/U3rRsHapFfHvQFoFB92e52xeyGMcX6/OlIl78je1u8vePzYZSkkogMPJ2yjxxsb89cxyw=="
+    },
     "node_modules/long": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/long/-/long-4.0.0.tgz",
diff --git a/frontend/package.json b/frontend/package.json
index c0ff6de..b866159 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -19,6 +19,7 @@
     "file-saver": "^2.0.5",
     "html-midi-player": "^1.5.0",
     "i18next": "^22.4.15",
+    "lodash-es": "^4.17.21",
     "mobx": "^6.9.0",
     "mobx-react-lite": "^3.4.3",
     "pdfjs-dist": "^4.0.189",
@@ -41,6 +42,7 @@
   },
   "devDependencies": {
     "@types/file-saver": "^2.0.7",
+    "@types/lodash-es": "^4.17.12",
     "@types/react": "^18.2.6",
     "@types/react-beautiful-dnd": "^13.1.4",
     "@types/react-dom": "^18.2.4",
diff --git a/frontend/src/utils/index.tsx b/frontend/src/utils/index.tsx
index 452be72..b55597a 100644
--- a/frontend/src/utils/index.tsx
+++ b/frontend/src/utils/index.tsx
@@ -27,6 +27,7 @@ import logo from '../assets/images/logo.png';
 import { Preset } from '../types/presets';
 import { botName, Conversation, MessageType, userName } from '../types/chat';
 import { v4 as uuid } from 'uuid';
+import { findLastIndex } from 'lodash-es';
 
 export type Cache = {
   version: string
@@ -145,7 +146,7 @@ function initLastUnfinishedModelDownloads() {
 
 export async function refreshRemoteModels(cache: {
   models: ModelSourceItem[]
-}) {
+}, filter: boolean = true, initUnfinishedModels: boolean = false) {
   const manifestUrls = commonStore.modelSourceManifestList.split(/[,，;；\n]/);
   const requests = manifestUrls.filter(url => url.endsWith('.json')).map(
     url => fetch(url, { cache: 'no-cache' }).then(r => r.json()));
@@ -162,18 +163,16 @@ export async function refreshRemoteModels(cache: {
   });
   cache.models = cache.models.filter((model, index, self) => {
     return modelSuffix.some((ext => model.name.endsWith(ext)))
-      && index === self.findIndex(
-        m => m.name === model.name || (m.SHA256 && m.SHA256 === model.SHA256 && m.size === model.size));
-  });
-  commonStore.setModelSourceList(cache.models);
-  await saveCache().catch(() => {
+      && index === findLastIndex(self,
+        m => m.name === model.name || (!!m.SHA256 && m.SHA256 === model.SHA256 && m.size === model.size));
   });
+  await refreshLocalModels(cache, filter, initUnfinishedModels);
 }
 
 export const refreshModels = async (readCache: boolean = false, initUnfinishedModels: boolean = false) => {
   const cache = await refreshBuiltInModels(readCache);
   await refreshLocalModels(cache, false, initUnfinishedModels);
-  await refreshRemoteModels(cache);
+  await refreshRemoteModels(cache, false, initUnfinishedModels);
 };
 
 export const getStrategy = (modelConfig: ModelConfig | undefined = undefined) => {
diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts
index 1c1b93b..040ed0b 100644
--- a/frontend/vite.config.ts
+++ b/frontend/vite.config.ts
@@ -12,7 +12,7 @@ const vendor = [
   'mobx', 'mobx-react-lite',
   'i18next', 'react-i18next',
   'usehooks-ts', 'react-toastify',
-  'classnames'
+  'classnames', 'lodash-es'
 ];
 
 const embedded = [