refactor: knowledge base database engine

2024-12-25 17:31:11 +08:00 · 2024-12-25 17:31:11 +08:00 · 34ebab0af8
commit 34ebab0af8
parent b85765915e
31 changed files with 614 additions and 383 deletions
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@ -49,7 +49,7 @@ jobs:
      - name: Build Linux
        if: matrix.os == 'ubuntu-latest'
        run: |
-          yarn download:npm linux
+          yarn build:npm linux
          yarn build:linux

        env:
@ -58,7 +58,7 @@ jobs:
      - name: Build Mac
        if: matrix.os == 'macos-latest'
        run: |
-          yarn download:npm darwin
+          yarn build:npm mac
          yarn build:mac
        env:
          CSC_LINK: ${{ secrets.CSC_LINK }}
--- a/.yarn/patches/@llm-tools-embedjs-libsql-npm-0.1.25-fad000d74c.patch
+++ b/.yarn/patches/@llm-tools-embedjs-libsql-npm-0.1.25-fad000d74c.patch
@ -1,25 +0,0 @@
-diff --git a/src/libsql-db.js b/src/libsql-db.js
-index 58c42e4910bd0e53bc497ff9b9702b1f7a961266..c02351dc95ba36fc4db97ddfb69206539fb4de1c 100644
--- a/src/libsql-db.js
-+++ b/src/libsql-db.js
-@@ -41,9 +41,9 @@ export class LibSqlDb {
-     }
-     async similaritySearch(query, k) {
-         const statement = `SELECT id, pageContent, uniqueLoaderId, source, metadata,
-                vector_distance_cos(vector, vector32('[${query.join(',')}]'))
-+                vector_distance_cos(vector, vector32('[${query.join(',')}]')) as distance
-             FROM ${this.tableName}
-            ORDER BY vector_distance_cos(vector, vector32('[${query.join(',')}]')) ASC
-+            ORDER BY distance DESC
-             LIMIT ${k};`;
-         this.debug(`Executing statement - ${truncateCenterString(statement, 700)}`);
-         const results = await this.client.execute(statement);
-@@ -52,7 +52,7 @@ export class LibSqlDb {
-             return {
-                 metadata,
-                 pageContent: result.pageContent.toString(),
-                score: 1,
-+                score: 1 - result.distance,
-             };
-         });
-     }
--- a/.yarn/patches/@llm-tools-embedjs-npm-0.1.25-ec5645cf36.patch
+++ b/.yarn/patches/@llm-tools-embedjs-npm-0.1.25-ec5645cf36.patch
@ -0,0 +1,17 @@
+diff --git a/src/core/rag-embedding.js b/src/core/rag-embedding.js
+index 50c3c4064af17bc4c7c46554d8f2419b3afceb0e..632c9b2e04d2e0e3bb09ef1cd8f29d2560e6afc1 100644
+--- a/src/core/rag-embedding.js
+++ b/src/core/rag-embedding.js
+@@ -1,10 +1,8 @@
+ export class RAGEmbedding {
+     static singleton;
+     static async init(embeddingModel) {
+-        if (!this.singleton) {
+-            await embeddingModel.init();
+-            this.singleton = new RAGEmbedding(embeddingModel);
+-        }
+        await embeddingModel.init();
+        this.singleton = new RAGEmbedding(embeddingModel);
+     }
+     static getInstance() {
+         return RAGEmbedding.singleton;
--- a/electron.vite.config.ts
+++ b/electron.vite.config.ts
@ -20,7 +20,7 @@ export default defineConfig({
          '@llm-tools/embedjs-loader-xml',
          '@llm-tools/embedjs-loader-pdf',
          '@llm-tools/embedjs-loader-sitemap',
-          '@llm-tools/embedjs-libsql'
+          '@llm-tools/embedjs-lancedb'
        ]
      }),
      ...visualizerPlugin('main')
@ -34,9 +34,8 @@ export default defineConfig({
    },
    build: {
      rollupOptions: {
-        external: ['@libsql/client']
-      },
-      minify: true
+        external: ['@lancedb/lancedb']
+      }
    }
  },
  preload: {
@ -51,10 +50,7 @@ export default defineConfig({
      }
    },
    optimizeDeps: {
-      exclude: ['chunk-7UIZINC5.js', 'chunk-7OJJKI46.js']
-    },
-    build: {
-      minify: true
+      exclude: []
    }
  }
 })
--- a/package.json
+++ b/package.json
@ -25,7 +25,6 @@
    "typecheck": "npm run typecheck:node && npm run typecheck:web",
    "start": "electron-vite preview",
    "dev": "electron-vite dev",
-    "download:npm": "node scripts/download-npm.js",
    "build": "npm run typecheck && electron-vite build",
    "postinstall": "electron-builder install-app-deps",
    "build:unpack": "dotenv npm run build && electron-builder --dir",
@ -37,6 +36,7 @@
    "build:linux": "dotenv electron-vite build && electron-builder --linux",
    "build:linux:arm64": "dotenv electron-vite build && electron-builder --linux --arm64",
    "build:linux:x64": "dotenv electron-vite build && electron-builder --linux --x64",
+    "build:npm": "node scripts/build-npm.js",
    "release": "node scripts/version.js",
    "publish": "yarn release patch push",
    "pulish:artifacts": "cd packages/artifacts && npm publish && cd -",
@ -49,8 +49,8 @@
    "@electron-toolkit/preload": "^3.0.0",
    "@electron-toolkit/utils": "^3.0.0",
    "@electron/notarize": "^2.5.0",
-    "@llm-tools/embedjs": "^0.1.25",
-    "@llm-tools/embedjs-libsql": "patch:@llm-tools/embedjs-libsql@npm%3A0.1.25#~/.yarn/patches/@llm-tools-embedjs-libsql-npm-0.1.25-fad000d74c.patch",
+    "@llm-tools/embedjs": "patch:@llm-tools/embedjs@npm%3A0.1.25#~/.yarn/patches/@llm-tools-embedjs-npm-0.1.25-ec5645cf36.patch",
+    "@llm-tools/embedjs-lancedb": "^0.1.25",
    "@llm-tools/embedjs-loader-csv": "^0.1.25",
    "@llm-tools/embedjs-loader-markdown": "^0.1.25",
    "@llm-tools/embedjs-loader-msoffice": "^0.1.25",
@ -61,6 +61,7 @@
    "@llm-tools/embedjs-openai": "^0.1.25",
    "@types/react-infinite-scroll-component": "^5.0.0",
    "adm-zip": "^0.5.16",
+    "apache-arrow": "^18.1.0",
    "docx": "^9.0.2",
    "electron-log": "^5.1.5",
    "electron-store": "^8.2.0",
--- a/scripts/after-pack.js
+++ b/scripts/after-pack.js
@ -9,29 +9,34 @@ exports.default = async function (context) {
  const arch = context.arch

  if (platform === 'mac') {
-    const nodeModulesPath = path.join(
+    const node_modules_path = path.join(
      context.appOutDir,
      'Cherry Studio.app',
      'Contents',
      'Resources',
      'app.asar.unpacked',
-      'node_modules',
-      '@libsql'
+      'node_modules'
    )

-    keepLibsqlNodeModules(nodeModulesPath, arch === Arch.arm64 ? ['darwin-arm64'] : ['darwin-x64'])
+    removeDifferentArchNodeFiles(
+      node_modules_path,
+      '@lancedb',
+      arch === Arch.arm64 ? ['lancedb-darwin-arm64'] : ['lancedb-darwin-x64']
+    )
  }

  if (platform === 'linux') {
-    const nodeModulesPath = path.join(context.appOutDir, 'resources', 'app.asar.unpacked', 'node_modules', '@libsql')
-    keepLibsqlNodeModules(
-      nodeModulesPath,
-      arch === Arch.arm64 ? ['linux-arm64-gnu', 'linux-arm64-musl'] : ['linux-x64-gnu', 'linux-x64-musl']
-    )
+    const node_modules_path = path.join(context.appOutDir, 'resources', 'app.asar.unpacked', 'node_modules')
+    const _arch =
+      arch === Arch.arm64
+        ? ['lancedb-linux-arm64-gnu', 'lancedb-linux-arm64-musl']
+        : ['lancedb-linux-x64-gnu', 'lancedb-linux-x64-musl']
+    removeDifferentArchNodeFiles(node_modules_path, '@lancedb', _arch)
  }
 }

-function keepLibsqlNodeModules(modulePath, arch) {
+function removeDifferentArchNodeFiles(nodeModulesPath, packageName, arch) {
+  const modulePath = path.join(nodeModulesPath, packageName)
  const dirs = fs.readdirSync(modulePath)
  dirs
    .filter((dir) => !arch.includes(dir))
--- a/scripts/build-npm.js
+++ b/scripts/build-npm.js
@ -0,0 +1,28 @@
+const { downloadNpmPackage } = require('./utils')
+
+async function downloadNpm(platform) {
+  if (!platform || platform === 'mac') {
+    downloadNpmPackage(
+      '@lancedb/lancedb-darwin-arm64',
+      'https://registry.npmjs.org/@lancedb/lancedb-darwin-arm64/-/lancedb-darwin-arm64-0.14.0.tgz'
+    )
+    downloadNpmPackage(
+      '@lancedb/lancedb-darwin-x64',
+      'https://registry.npmjs.org/@lancedb/lancedb-darwin-x64/-/lancedb-darwin-x64-0.14.0.tgz'
+    )
+  }
+
+  if (!platform || platform === 'linux') {
+    downloadNpmPackage(
+      '@lancedb/lancedb-linux-arm64-gnu',
+      'https://registry.npmjs.org/@lancedb/lancedb-linux-arm64-gnu/-/lancedb-linux-arm64-gnu-0.14.0.tgz'
+    )
+    downloadNpmPackage(
+      '@lancedb/lancedb-linux-x64-gnu',
+      'https://registry.npmjs.org/@lancedb/lancedb-linux-x64-gnu/-/lancedb-linux-x64-gnu-0.14.0.tgz'
+    )
+  }
+}
+
+const platformArg = process.argv[2]
+downloadNpm(platformArg)
--- a/scripts/download-npm.js
+++ b/scripts/download-npm.js
@ -1,14 +0,0 @@
-const { downloadNpmPackage } = require('./utils')
-
-async function downloadNpm(platform) {
-  if (!platform || platform === 'darwin') {
-    downloadNpmPackage('@libsql', '0.4.7', 'darwin', ['arm64', 'x64'])
-  }
-
-  if (!platform || platform === 'linux') {
-    downloadNpmPackage('@libsql', '0.4.7', 'linux', ['arm64-gnu', 'x64-gnu'])
-  }
-}
-
-const platformArg = process.argv[2]
-downloadNpm(platformArg)
--- a/scripts/utils.js
+++ b/scripts/utils.js
@ -2,37 +2,33 @@ const fs = require('fs')
 const path = require('path')
 const os = require('os')

-function downloadNpmPackage(package, version, platform, architectures = ['x64', 'arm64']) {
+function downloadNpmPackage(packageName, url) {
  const tempDir = fs.mkdtempSync(path.join(os.tmpdir(), 'npm-download-'))

-  for (const arch of architectures) {
-    const targetDir = path.join('./node_modules/', package, `${platform}-${arch}`)
+  const targetDir = path.join('./node_modules/', packageName)
+  const filename = packageName.replace('/', '-') + '.tgz'

-    // Skip if directory already exists
-    if (fs.existsSync(targetDir)) {
-      console.log(`${targetDir} already exists, skipping download...`)
-      continue
-    }
-
-    const filename = path.join(tempDir, `${platform}-${arch}-${version}.tgz`)
-    const url = `https://registry.npmjs.org/${package}/${platform}-${arch}/-/${platform}-${arch}-${version}.tgz`
-
-    try {
-      console.log(`Downloading ${filename}...`, url)
-      const { execSync } = require('child_process')
-      execSync(`curl --fail -o ${filename} ${url}`)
-
-      console.log(`Extracting ${filename}...`)
-      execSync(`tar -xvf ${filename}`)
-      execSync(`rm -rf ${filename}`)
-      execSync(`mv package ${targetDir}`)
-    } catch (error) {
-      console.error(`Error processing ${filename}: ${error.message}`)
-      if (fs.existsSync(filename)) {
-        fs.unlinkSync(filename)
-      }
-      throw error
+  // Skip if directory already exists
+  if (fs.existsSync(targetDir)) {
+    console.log(`${targetDir} already exists, skipping download...`)
+    return
+  }
+
+  try {
+    console.log(`Downloading ${packageName}...`, url)
+    const { execSync } = require('child_process')
+    execSync(`curl --fail -o ${filename} ${url}`)
+
+    console.log(`Extracting ${filename}...`)
+    execSync(`tar -xvf ${filename}`)
+    execSync(`rm -rf ${filename}`)
+    execSync(`mv package ${targetDir}`)
+  } catch (error) {
+    console.error(`Error processing ${packageName}: ${error.message}`)
+    if (fs.existsSync(filename)) {
+      fs.unlinkSync(filename)
    }
+    throw error
  }

  fs.rmSync(tempDir, { recursive: true, force: true })
--- a/src/main/services/FileStorage.ts
+++ b/src/main/services/FileStorage.ts
@ -56,8 +56,6 @@ class FileStorage {
      const storedFilePath = path.join(this.storageDir, file)
      const storedStats = fs.statSync(storedFilePath)

-      console.debug('storedFilePath', storedFilePath)
-
      if (storedStats.size === fileSize) {
        const [originalHash, storedHash] = await Promise.all([
          this.getFileHash(filePath),
--- a/src/main/services/KnowledgeService.ts
+++ b/src/main/services/KnowledgeService.ts
@ -3,7 +3,7 @@ import path from 'node:path'

 import { LocalPathLoader, RAGApplication, RAGApplicationBuilder, TextLoader } from '@llm-tools/embedjs'
 import { AddLoaderReturn, ExtractChunkData } from '@llm-tools/embedjs-interfaces'
-import { LibSqlDb } from '@llm-tools/embedjs-libsql'
+import { LanceDb } from '@llm-tools/embedjs-lancedb'
 import { MarkdownLoader } from '@llm-tools/embedjs-loader-markdown'
 import { DocxLoader, ExcelLoader, PptLoader } from '@llm-tools/embedjs-loader-msoffice'
 import { PdfLoader } from '@llm-tools/embedjs-loader-pdf'
@ -26,8 +26,13 @@ class KnowledgeService {
    }
  }

-  private getRagApplication = async ({ id, model, apiKey, baseURL }: KnowledgeBaseParams): Promise<RAGApplication> => {
-    console.debug('getRagApplication', path.join(this.storageDir, id))
+  private getRagApplication = async ({
+    id,
+    model,
+    apiKey,
+    baseURL,
+    dimensions
+  }: KnowledgeBaseParams): Promise<RAGApplication> => {
    return new RAGApplicationBuilder()
      .setModel('NO_MODEL')
      .setEmbeddingModel(
@ -35,19 +40,16 @@ class KnowledgeService {
          model,
          apiKey,
          configuration: { baseURL },
-          dimensions: 1024,
-          batchSize: 10
+          dimensions,
+          batchSize: 20
        })
      )
-      .setVectorDatabase(new LibSqlDb({ path: path.join(this.storageDir, id) }))
+      .setVectorDatabase(new LanceDb({ path: path.join(this.storageDir, id) }))
      .build()
  }

-  public create = async (
-    _: Electron.IpcMainInvokeEvent,
-    { id, model, apiKey, baseURL }: KnowledgeBaseParams
-  ): Promise<void> => {
-    this.getRagApplication({ id, model, apiKey, baseURL })
+  public create = async (_: Electron.IpcMainInvokeEvent, base: KnowledgeBaseParams): Promise<void> => {
+    this.getRagApplication(base)
  }

  public reset = async (_: Electron.IpcMainInvokeEvent, { base }: { base: KnowledgeBaseParams }): Promise<void> => {
--- a/src/renderer/src/components/ListItem/index.tsx
+++ b/src/renderer/src/components/ListItem/index.tsx
@ -5,15 +5,20 @@ interface ListItemProps {
  active?: boolean
  icon?: ReactNode
  title: string
+  subtitle?: string
  onClick?: () => void
 }

-const ListItem = ({ active, icon, title, onClick }: ListItemProps) => {
+const ListItem = ({ active, icon, title, subtitle, onClick }: ListItemProps) => {
+  const borderRadius = subtitle ? '10px' : '16px'
  return (
-    <ListItemContainer className={active ? 'active' : ''} onClick={onClick}>
+    <ListItemContainer className={active ? 'active' : ''} onClick={onClick} style={{ borderRadius }}>
      <ListItemContent>
-        {icon && <span style={{ marginRight: '8px' }}>{icon}</span>}
-        {title}
+        {icon && <IconWrapper>{icon}</IconWrapper>}
+        <TextContainer>
+          <TitleText>{title}</TitleText>
+          {subtitle && <SubtitleText>{subtitle}</SubtitleText>}
+        </TextContainer>
      </ListItemContent>
    </ListItemContainer>
  )
@ -42,11 +47,38 @@ const ListItemContainer = styled.div`
 `

 const ListItemContent = styled.div`
-  display: -webkit-box;
-  -webkit-line-clamp: 1;
-  -webkit-box-orient: vertical;
+  display: flex;
+  align-items: center;
+  gap: 8px;
  overflow: hidden;
  font-size: 13px;
 `

+const IconWrapper = styled.span`
+  margin-right: 8px;
+`
+
+const TextContainer = styled.div`
+  display: flex;
+  flex-direction: column;
+  overflow: hidden;
+`
+
+const TitleText = styled.div`
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+`
+
+const SubtitleText = styled.div`
+  font-size: 10px;
+  color: var(--color-text-soft);
+  margin-top: 2px;
+  display: -webkit-box;
+  -webkit-line-clamp: 1;
+  -webkit-box-orient: vertical;
+  overflow: hidden;
+  color: var(--color-text-3);
+`
+
 export default ListItem
--- a/src/renderer/src/components/Popups/PromptPopup.tsx
+++ b/src/renderer/src/components/Popups/PromptPopup.tsx
@ -14,7 +14,7 @@ interface PromptPopupShowParams {
 }

 interface Props extends PromptPopupShowParams {
-  resolve: (value: string) => void
+  resolve: (value: any) => void
 }

 const PromptPopupContainer: React.FC<Props> = ({
@ -30,18 +30,21 @@ const PromptPopupContainer: React.FC<Props> = ({

  const onOk = () => {
    setOpen(false)
+    resolve(value)
  }

-  const handleCancel = () => {
+  const onCancel = () => {
    setOpen(false)
  }

  const onClose = () => {
-    resolve(value)
+    resolve(null)
  }

+  PromptPopup.hide = onCancel
+
  return (
-    <Modal title={title} open={open} onOk={onOk} onCancel={handleCancel} afterClose={onClose} centered>
+    <Modal title={title} open={open} onOk={onOk} onCancel={onCancel} afterClose={onClose} centered>
      <Box mb={8}>{message}</Box>
      <Input.TextArea
        placeholder={inputPlaceholder}
@ -57,10 +60,12 @@ const PromptPopupContainer: React.FC<Props> = ({
  )
 }

+const TopViewKey = 'PromptPopup'
+
 export default class PromptPopup {
  static topviewId = 0
  static hide() {
-    TopView.hide('PromptPopup')
+    TopView.hide(TopViewKey)
  }
  static show(props: PromptPopupShowParams) {
    return new Promise<string>((resolve) => {
@ -69,7 +74,7 @@ export default class PromptPopup {
          {...props}
          resolve={(v) => {
            resolve(v)
-            this.hide()
+            TopView.hide(TopViewKey)
          }}
        />,
        'PromptPopup'
--- a/src/renderer/src/config/prompts.ts
+++ b/src/renderer/src/config/prompts.ts
@ -50,23 +50,12 @@ export const SUMMARIZE_PROMPT =
 export const TRANSLATE_PROMPT =
  'You are a translation expert. Translate from input language to {{target_language}}, provide the translation result directly without any explanation and keep original format. Do not translate if the target language is the same as the source language.'

-export const REFERENCE_PROMPT = `请根据参考资料回答问题，并使用脚注格式引用数据来源。参考资料可能和问题无关，请忽略无关的参考资料。
+export const REFERENCE_PROMPT = `请根据参考资料回答问题，并使用脚注格式引用数据来源。请忽略无关的参考资料。

 ## 脚注格式：

 1. **脚注标记**：在正文中使用 [^数字] 的形式标记脚注，例如 [^1]。
-2. **脚注内容**：在文档末尾使用 [^数字]: 脚注内容 的形式定义脚注的具体内容。
-
-## 脚注示例和要求：
-
-1. type 为 file 时：[^1]: [__name__](http://file/__url__)
-2. type 为 directory 时：[^1]: [__name__](http://file/__url__)
-3. type 为 url,sitemap 时：[^1]: [__name__](__url__)
-4. type 为 note 时：[^1]: __note__
-
-__url__ 替换成参考资料的 url
-__name__ 请根据参考资料的 url 进行解析和替换
-__note__ 请根据参考资料的 content 进行总结和替换
+2. **脚注内容**：在文档末尾使用 [^数字]: 脚注内容 的形式定义脚注的具体内容

 ## 我的问题是：

--- a/src/renderer/src/i18n/locales/en-us.json
+++ b/src/renderer/src/i18n/locales/en-us.json
@ -248,7 +248,8 @@
      "upgrade.success.content": "Please restart the application to complete the upgrade",
      "upgrade.success.title": "Upgrade successfully",
      "regenerate.confirm": "Regenerating will replace current message",
-      "copy.success": "Copied!"
+      "copy.success": "Copied!",
+      "get_embedding_dimensions": "Failed to get embedding dimensions"
    },
    "minapp": {
      "title": "MinApp"
@ -559,7 +560,9 @@
      "sitemap_placeholder": "Enter Website Map URL",
      "directories": "Directories",
      "add_directory": "Add Directory",
-      "directory_placeholder": "Enter Directory Path"
+      "directory_placeholder": "Enter Directory Path",
+      "model_info": "Model Info",
+      "not_support": "Knowledge base database engine updated, the knowledge base will no longer be supported, please create a new knowledge base"
    },
    "models": {
      "pinned": "Pinned",
@ -577,7 +580,8 @@
      "free": "Free",
      "embedding": "Embedding",
      "embedding_model": "Embedding Model",
-      "embedding_model_tooltip": "Add in Settings->Model Provider->Manage"
+      "embedding_model_tooltip": "Add in Settings->Model Provider->Manage",
+      "dimensions": "Dimensions {{dimensions}}"
    }
  }
 }
--- a/src/renderer/src/i18n/locales/ru-ru.json
+++ b/src/renderer/src/i18n/locales/ru-ru.json
@ -248,7 +248,8 @@
      "upgrade.success.content": "Пожалуйста, перезапустите приложение для завершения обновления",
      "upgrade.success.title": "Обновление успешно",
      "regenerate.confirm": "Перегенерация заменит текущее сообщение",
-      "copy.success": "Скопировано!"
+      "copy.success": "Скопировано!",
+      "get_embedding_dimensions": "Не удалось получить размерность встраивания"
    },
    "minapp": {
      "title": "Встроенные приложения"
@ -559,7 +560,9 @@
      "sitemap_placeholder": "Введите URL карты сайта",
      "directories": "Директории",
      "add_directory": "Добавить директорию",
-      "directory_placeholder": "Введите путь к директории"
+      "directory_placeholder": "Введите путь к директории",
+      "model_info": "Модель информации",
+      "not_support": "База знаний базы данных движок обновлен, база знаний больше не поддерживается, пожалуйста, создайте новую базу знаний"
    },
    "models": {
      "pinned": "Закреплено",
@ -577,7 +580,8 @@
      "free": "Бесплатные модели",
      "embedding": "Встраиваемые модели",
      "embedding_model": "Встраиваемые модели",
-      "embedding_model_tooltip": "Добавьте в настройки->модель сервиса->управление"
+      "embedding_model_tooltip": "Добавьте в настройки->модель сервиса->управление",
+      "dimensions": "{{dimensions}} мер"
    }
  }
 }
--- a/src/renderer/src/i18n/locales/zh-cn.json
+++ b/src/renderer/src/i18n/locales/zh-cn.json
@ -249,7 +249,8 @@
      "upgrade.success.content": "重启用以完成升级",
      "upgrade.success.title": "升级成功",
      "regenerate.confirm": "重新生成会覆盖当前消息",
-      "copy.success": "复制成功"
+      "copy.success": "复制成功",
+      "get_embedding_dimensions": "获取嵌入维度失败"
    },
    "minapp": {
      "title": "小程序"
@ -548,7 +549,9 @@
      "sitemap_placeholder": "请输入站点地图 URL",
      "directories": "目录",
      "add_directory": "添加目录",
-      "directory_placeholder": "请输入目录路径"
+      "directory_placeholder": "请输入目录路径",
+      "model_info": "模型信息",
+      "not_support": "知识库数据库引擎已更新，该知识库将不再支持，请重新创建知识库"
    },
    "models": {
      "pinned": "已固定",
@ -566,7 +569,8 @@
      "free": "免费模型",
      "embedding": "嵌入模型",
      "embedding_model": "嵌入模型",
-      "embedding_model_tooltip": "在设置->模型服务中点击管理按钮添加"
+      "embedding_model_tooltip": "在设置->模型服务中点击管理按钮添加",
+      "dimensions": "{{dimensions}} 维"
    }
  }
 }
--- a/src/renderer/src/i18n/locales/zh-tw.json
+++ b/src/renderer/src/i18n/locales/zh-tw.json
@ -248,7 +248,8 @@
      "upgrade.success.content": "請重新啟動應用以完成升級",
      "upgrade.success.title": "升級成功",
      "regenerate.confirm": "重新生成會覆蓋當前訊息",
-      "copy.success": "複製成功"
+      "copy.success": "複製成功",
+      "get_embedding_dimensions": "獲取嵌入維度失敗"
    },
    "minapp": {
      "title": "小程序"
@ -547,7 +548,9 @@
      "sitemap_placeholder": "請輸入網站地圖 URL",
      "directories": "目錄",
      "add_directory": "添加目錄",
-      "directory_placeholder": "請輸入目錄路徑"
+      "directory_placeholder": "請輸入目錄路徑",
+      "model_info": "模型信息",
+      "not_support": "知識庫數據庫引擎已更新，該知識庫將不再支持，請重新創建知識庫"
    },
    "models": {
      "pinned": "已固定",
@ -565,7 +568,8 @@
      "free": "免費模型",
      "embedding": "嵌入模型",
      "embedding_model": "嵌入模型",
-      "embedding_model_tooltip": "在设置->模型服务中点击管理按钮添加"
+      "embedding_model_tooltip": "在设置->模型服务中点击管理按钮添加",
+      "dimensions": "{{dimensions}} 維"
    }
  }
 }
--- a/src/renderer/src/pages/knowledge/KnowledgeContent.tsx
+++ b/src/renderer/src/pages/knowledge/KnowledgeContent.tsx
@ -14,7 +14,7 @@ import Scrollbar from '@renderer/components/Scrollbar'
 import { useKnowledge } from '@renderer/hooks/useKnowledge'
 import FileManager from '@renderer/services/FileManager'
 import { FileType, FileTypes, KnowledgeBase } from '@renderer/types'
-import { Button, Card, message, Typography, Upload } from 'antd'
+import { Alert, Button, Card, Divider, message, Tag, Typography, Upload } from 'antd'
 import { FC } from 'react'
 import { useTranslation } from 'react-i18next'
 import styled from 'styled-components'
@ -177,6 +177,9 @@ const KnowledgeContent: FC<KnowledgeContentProps> = ({ selectedBase }) => {

  return (
    <MainContent>
+      {!base.dimensions && (
+        <Alert message={t('knowledge_base.not_support')} type="error" style={{ marginBottom: 20 }} showIcon />
+      )}
      <FileSection>
        <TitleWrapper>
          <Title level={5}>{t('files.title')}</Title>
@ -323,6 +326,15 @@ const KnowledgeContent: FC<KnowledgeContentProps> = ({ selectedBase }) => {
        </FlexColumn>
      </ContentSection>

+      <Divider style={{ margin: '10px 0' }} />
+
+      <ModelInfo>
+        <label htmlFor="model-info">{t('knowledge_base.model_info')}</label>
+        <Tag color="blue">{base.model.name}</Tag>
+        <Tag color="cyan">{t('models.dimensions', { dimensions: base.dimensions || 0 })}</Tag>
+        <Tag color="purple">{base.model.provider}</Tag>
+      </ModelInfo>
+
      <IndexSection>
        <Button type="primary" onClick={() => KnowledgeSearchPopup.show({ base })} icon={<SearchOutlined />}>
          {t('knowledge_base.search')}
@ -340,6 +352,7 @@ const MainContent = styled(Scrollbar)`
  flex-direction: column;
  padding-bottom: 50px;
  padding: 15px;
+  position: relative;
 `

 const FileSection = styled.div`
@ -416,4 +429,15 @@ const IndexSection = styled.div`
  justify-content: center;
 `

+const ModelInfo = styled.div`
+  display: flex;
+  align-items: center;
+  padding: 5px;
+  color: var(--color-text-3);
+  label {
+    margin-right: 8px;
+    color: var(--color-text-2);
+  }
+`
+
 export default KnowledgeContent
--- a/src/renderer/src/pages/knowledge/KnowledgePage.tsx
+++ b/src/renderer/src/pages/knowledge/KnowledgePage.tsx
@ -7,7 +7,7 @@ import Scrollbar from '@renderer/components/Scrollbar'
 import { useKnowledgeBases } from '@renderer/hooks/useKnowledge'
 import { KnowledgeBase } from '@renderer/types'
 import { Dropdown, Empty, MenuProps } from 'antd'
-import { FC, useCallback, useEffect, useState } from 'react'
+import { FC, useCallback, useEffect, useRef, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import styled from 'styled-components'

@ -19,6 +19,7 @@ const KnowledgePage: FC = () => {
  const { bases, renameKnowledgeBase, deleteKnowledgeBase, updateKnowledgeBases } = useKnowledgeBases()
  const [selectedBase, setSelectedBase] = useState<KnowledgeBase>()
  const [isDragging, setIsDragging] = useState(false)
+  const prevLength = useRef(0)

  const handleAddKnowledge = async () => {
    await AddKnowledgePopup.show({ title: t('knowledge_base.add.title') })
@ -35,6 +36,14 @@ const KnowledgePage: FC = () => {
    }
  }, [bases, selectedBase])

+  useEffect(() => {
+    const currentLength = bases.length
+    if (currentLength > 0 && currentLength > prevLength.current) {
+      setSelectedBase(bases[currentLength - 1])
+    }
+    prevLength.current = currentLength
+  }, [bases])
+
  const getMenuItems = useCallback(
    (base: KnowledgeBase) => {
      const menus: MenuProps['items'] = [
@ -90,7 +99,7 @@ const KnowledgePage: FC = () => {
              style={{ marginBottom: 0, paddingBottom: isDragging ? 50 : 0 }}
              onDragStart={() => setIsDragging(true)}
              onDragEnd={() => setIsDragging(false)}>
-              {(base) => (
+              {(base: KnowledgeBase) => (
                <Dropdown menu={{ items: getMenuItems(base) }} trigger={['contextMenu']} key={base.id}>
                  <div>
                    <ListItem
--- a/src/renderer/src/pages/knowledge/components/AddKnowledgePopup.tsx
+++ b/src/renderer/src/pages/knowledge/components/AddKnowledgePopup.tsx
@ -2,6 +2,7 @@ import { TopView } from '@renderer/components/TopView'
 import { isEmbeddingModel } from '@renderer/config/models'
 import { useKnowledgeBases } from '@renderer/hooks/useKnowledge'
 import { useProviders } from '@renderer/hooks/useProvider'
+import AiProvider from '@renderer/providers/AiProvider'
 import { getKnowledgeBaseParams } from '@renderer/services/KnowledgeService'
 import { getModelUniqId } from '@renderer/services/ModelService'
 import { Model } from '@renderer/types'
@ -30,6 +31,7 @@ const PopupContainer: React.FC<Props> = ({ title, resolve }) => {
  const { t } = useTranslation()
  const { providers } = useProviders()
  const { addKnowledgeBase } = useKnowledgeBases()
+  const [loading, setLoading] = useState(false)
  const allModels = providers
    .map((p) => p.models)
    .flat()
@ -55,10 +57,29 @@ const PopupContainer: React.FC<Props> = ({ title, resolve }) => {
      const selectedModel = find(allModels, JSON.parse(values.model)) as Model

      if (selectedModel) {
+        setLoading(true)
+        const provider = providers.find((p) => p.id === selectedModel.provider)
+
+        if (!provider) {
+          return
+        }
+
+        const aiProvider = new AiProvider(provider)
+        let dimensions = 0
+
+        try {
+          dimensions = await aiProvider.getEmbeddingDimensions(selectedModel)
+        } catch (error) {
+          console.error('Error getting embedding dimensions:', error)
+          window.message.error(t('message.error.get_embedding_dimensions'))
+          return
+        }
+
        const newBase = {
          id: nanoid(),
          name: values.name,
          model: selectedModel,
+          dimensions,
          items: [],
          created_at: Date.now(),
          updated_at: Date.now()
@ -84,7 +105,15 @@ const PopupContainer: React.FC<Props> = ({ title, resolve }) => {
  }

  return (
-    <Modal title={title} open={open} onOk={onOk} onCancel={onCancel} afterClose={onClose} destroyOnClose centered>
+    <Modal
+      title={title}
+      open={open}
+      onOk={onOk}
+      onCancel={onCancel}
+      afterClose={onClose}
+      destroyOnClose
+      centered
+      okButtonProps={{ loading }}>
      <Form form={form} layout="vertical">
        <Form.Item
          name="name"
--- a/src/renderer/src/providers/AiProvider.ts
+++ b/src/renderer/src/providers/AiProvider.ts
@ -1,6 +1,6 @@
 import BaseProvider from '@renderer/providers/BaseProvider'
 import ProviderFactory from '@renderer/providers/ProviderFactory'
-import { Assistant, Message, Provider, Suggestion } from '@renderer/types'
+import { Assistant, Message, Model, Provider, Suggestion } from '@renderer/types'
 import OpenAI from 'openai'

 import { CompletionsParams } from '.'
@ -60,4 +60,12 @@ export default class AiProvider {
  }): Promise<string[]> {
    return this.sdk.generateImage(params)
  }
+
+  public async getEmbeddingDimensions(model: Model): Promise<number> {
+    return this.sdk.getEmbeddingDimensions(model)
+  }
+
+  public getBaseURL(): string {
+    return this.sdk.getBaseURL()
+  }
 }
--- a/src/renderer/src/providers/AnthropicProvider.ts
+++ b/src/renderer/src/providers/AnthropicProvider.ts
@ -265,4 +265,8 @@ export default class AnthropicProvider extends BaseProvider {
  public async models(): Promise<OpenAI.Models.Model[]> {
    return []
  }
+
+  public async getEmbeddingDimensions(): Promise<number> {
+    return 0
+  }
 }
--- a/src/renderer/src/providers/BaseProvider.ts
+++ b/src/renderer/src/providers/BaseProvider.ts
@ -2,7 +2,7 @@ import { REFERENCE_PROMPT } from '@renderer/config/prompts'
 import { getOllamaKeepAliveTime } from '@renderer/hooks/useOllama'
 import { getKnowledgeBaseParams } from '@renderer/services/KnowledgeService'
 import store from '@renderer/store'
-import { Assistant, Message, Provider, Suggestion } from '@renderer/types'
+import { Assistant, Message, Model, Provider, Suggestion } from '@renderer/types'
 import { delay } from '@renderer/utils'
 import { take } from 'lodash'
 import OpenAI from 'openai'
@ -37,6 +37,7 @@ export default abstract class BaseProvider {
    guidanceScale: number
    signal?: AbortSignal
  }): Promise<string[]>
+  abstract getEmbeddingDimensions(model: Model): Promise<number>

  public getBaseURL(): string {
    const host = this.provider.apiHost
@ -106,12 +107,12 @@ export default abstract class BaseProvider {
      return {
        id: index,
        content: item.pageContent,
-        url: encodeURIComponent(sourceUrl),
+        sourceUrl: sourceUrl.startsWith('http') ? sourceUrl : encodeURIComponent(sourceUrl),
        type: baseItem?.type
      }
    })

-    const referencesContent = JSON.stringify(references, null, 2)
+    const referencesContent = `\`\`\`json\n${JSON.stringify(references, null, 2)}\n\`\`\``

    return REFERENCE_PROMPT.replace('{question}', message.content).replace('{references}', referencesContent)
  }
--- a/src/renderer/src/providers/GeminiProvider.ts
+++ b/src/renderer/src/providers/GeminiProvider.ts
@ -13,7 +13,7 @@ import { SUMMARIZE_PROMPT } from '@renderer/config/prompts'
 import { getAssistantSettings, getDefaultModel, getTopNamingModel } from '@renderer/services/AssistantService'
 import { EVENT_NAMES } from '@renderer/services/EventService'
 import { filterContextMessages } from '@renderer/services/MessagesService'
-import { Assistant, FileTypes, Message, Provider, Suggestion } from '@renderer/types'
+import { Assistant, FileTypes, Message, Model, Provider, Suggestion } from '@renderer/types'
 import axios from 'axios'
 import { first, isEmpty, last, takeRight } from 'lodash'
 import OpenAI from 'openai'
@ -29,10 +29,14 @@ export default class GeminiProvider extends BaseProvider {
    super(provider)
    this.sdk = new GoogleGenerativeAI(this.apiKey)
    this.requestOptions = {
-      baseUrl: this.provider.apiHost
+      baseUrl: this.getBaseURL()
    }
  }

+  public getBaseURL(): string {
+    return this.provider.apiHost
+  }
+
  private async getMessageContents(message: Message): Promise<Content> {
    const role = message.role === 'user' ? 'user' : 'model'

@ -288,4 +292,9 @@ export default class GeminiProvider extends BaseProvider {
      return []
    }
  }
+
+  public async getEmbeddingDimensions(model: Model): Promise<number> {
+    const data = await this.sdk.getGenerativeModel({ model: model.id }, this.requestOptions).embedContent('hi')
+    return data.embedding.values.length
+  }
 }
--- a/src/renderer/src/providers/OpenAIProvider.ts
+++ b/src/renderer/src/providers/OpenAIProvider.ts
@ -378,4 +378,12 @@ export default class OpenAIProvider extends BaseProvider {

    return response.data.map((item) => item.url)
  }
+
+  public async getEmbeddingDimensions(model: Model): Promise<number> {
+    const data = await this.sdk.embeddings.create({
+      model: model.id,
+      input: 'hi'
+    })
+    return data.data[0].embedding.length
+  }
 }
--- a/src/renderer/src/queue/KnowledgeQueue.ts
+++ b/src/renderer/src/queue/KnowledgeQueue.ts
@ -9,7 +9,7 @@ class KnowledgeQueue {
  private processing: Map<string, boolean> = new Map()
  private pollingInterval: NodeJS.Timeout | null = null
  // private readonly POLLING_INTERVAL = 5000
-  private readonly MAX_RETRIES = 3
+  private readonly MAX_RETRIES = 2

  constructor() {
    this.checkAllBases().catch(console.error)
--- a/src/renderer/src/services/AssistantService.ts
+++ b/src/renderer/src/services/AssistantService.ts
@ -67,7 +67,7 @@ export function getAssistantProvider(assistant: Assistant): Provider {
  return provider || getDefaultProvider()
 }

-export function getProviderByModel(model?: Model) {
+export function getProviderByModel(model?: Model): Provider {
  const providers = store.getState().llm.providers
  const providerId = model ? model.provider : getDefaultProvider().id
  return providers.find((p) => p.id === providerId) as Provider
--- a/src/renderer/src/services/KnowledgeService.ts
+++ b/src/renderer/src/services/KnowledgeService.ts
@ -12,10 +12,17 @@ export const getKnowledgeBaseParams = (base: KnowledgeBase): KnowledgeBaseParams
    provider.apiKey = 'empty'
  }

+  let host = aiProvider.getBaseURL()
+
+  if (host.includes('generativelanguage.googleapis.com')) {
+    host = host + '/v1beta/openai/'
+  }
+
  return {
    id: base.id,
-    model: base.model.name,
+    model: base.model.id,
+    dimensions: base.dimensions,
    apiKey: aiProvider.getApiKey(),
-    baseURL: provider.apiHost + '/v1'
+    baseURL: host
  }
 }
--- a/src/renderer/src/types/index.ts
+++ b/src/renderer/src/types/index.ts
@ -203,6 +203,7 @@ export interface KnowledgeBase {
  id: string
  name: string
  model: Model
+  dimensions: number
  description?: string
  items: KnowledgeItem[]
  created_at: number
@ -212,6 +213,7 @@ export interface KnowledgeBase {
 export type KnowledgeBaseParams = {
  id: string
  model: string
+  dimensions: number
  apiKey: string
  baseURL: string
 }
--- a/yarn.lock
+++ b/yarn.lock
@ -1342,6 +1342,98 @@ __metadata:
  languageName: node
  linkType: hard

+"@lancedb/lancedb-darwin-arm64@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-darwin-arm64@npm:0.14.0"
+  conditions: os=darwin & cpu=arm64
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb-darwin-x64@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-darwin-x64@npm:0.14.0"
+  conditions: os=darwin & cpu=x64
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb-linux-arm64-gnu@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-linux-arm64-gnu@npm:0.14.0"
+  conditions: os=linux & cpu=arm64 & libc=glibc
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb-linux-arm64-musl@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-linux-arm64-musl@npm:0.14.0"
+  conditions: os=linux & cpu=arm64 & libc=musl
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb-linux-x64-gnu@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-linux-x64-gnu@npm:0.14.0"
+  conditions: os=linux & cpu=x64 & libc=glibc
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb-linux-x64-musl@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-linux-x64-musl@npm:0.14.0"
+  conditions: os=linux & cpu=x64 & libc=musl
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb-win32-arm64-msvc@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-win32-arm64-msvc@npm:0.14.0"
+  conditions: os=win32 & cpu=arm64
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb-win32-x64-msvc@npm:0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb-win32-x64-msvc@npm:0.14.0"
+  conditions: os=win32 & cpu=x64
+  languageName: node
+  linkType: hard
+
+"@lancedb/lancedb@npm:^0.14.0":
+  version: 0.14.0
+  resolution: "@lancedb/lancedb@npm:0.14.0"
+  dependencies:
+    "@lancedb/lancedb-darwin-arm64": "npm:0.14.0"
+    "@lancedb/lancedb-darwin-x64": "npm:0.14.0"
+    "@lancedb/lancedb-linux-arm64-gnu": "npm:0.14.0"
+    "@lancedb/lancedb-linux-arm64-musl": "npm:0.14.0"
+    "@lancedb/lancedb-linux-x64-gnu": "npm:0.14.0"
+    "@lancedb/lancedb-linux-x64-musl": "npm:0.14.0"
+    "@lancedb/lancedb-win32-arm64-msvc": "npm:0.14.0"
+    "@lancedb/lancedb-win32-x64-msvc": "npm:0.14.0"
+    reflect-metadata: "npm:^0.2.2"
+  peerDependencies:
+    apache-arrow: ">=13.0.0 <=17.0.0"
+  dependenciesMeta:
+    "@lancedb/lancedb-darwin-arm64":
+      optional: true
+    "@lancedb/lancedb-darwin-x64":
+      optional: true
+    "@lancedb/lancedb-linux-arm64-gnu":
+      optional: true
+    "@lancedb/lancedb-linux-arm64-musl":
+      optional: true
+    "@lancedb/lancedb-linux-x64-gnu":
+      optional: true
+    "@lancedb/lancedb-linux-x64-musl":
+      optional: true
+    "@lancedb/lancedb-win32-arm64-msvc":
+      optional: true
+    "@lancedb/lancedb-win32-x64-msvc":
+      optional: true
+  conditions: (os=darwin | os=linux | os=win32) & (cpu=x64 | cpu=arm64)
+  languageName: node
+  linkType: hard
+
 "@langchain/core@npm:^0.3.25":
  version: 0.3.26
  resolution: "@langchain/core@npm:0.3.26"
@ -1401,106 +1493,6 @@ __metadata:
  languageName: node
  linkType: hard

-"@libsql/client@npm:^0.14.0":
-  version: 0.14.0
-  resolution: "@libsql/client@npm:0.14.0"
-  dependencies:
-    "@libsql/core": "npm:^0.14.0"
-    "@libsql/hrana-client": "npm:^0.7.0"
-    js-base64: "npm:^3.7.5"
-    libsql: "npm:^0.4.4"
-    promise-limit: "npm:^2.7.0"
-  checksum: 10c0/9c6bab468453df765f647422c772af3578f1e108b663a80b99063f47ed3542db26ae0fcdba2e153d72e6d5089c5caeba947a167a6c065b0191a0832621539335
-  languageName: node
-  linkType: hard
-
-"@libsql/core@npm:^0.14.0":
-  version: 0.14.0
-  resolution: "@libsql/core@npm:0.14.0"
-  dependencies:
-    js-base64: "npm:^3.7.5"
-  checksum: 10c0/327bb991cf191d5a9a9fc0cc1a17123f7ca88f222187a3bde845fbad8ceaeaa1f139882080e4b2969da57b83e576c52702572e2838d1743c6bff75f95e6f774a
-  languageName: node
-  linkType: hard
-
-"@libsql/darwin-arm64@npm:0.4.7":
-  version: 0.4.7
-  resolution: "@libsql/darwin-arm64@npm:0.4.7"
-  conditions: os=darwin & cpu=arm64
-  languageName: node
-  linkType: hard
-
-"@libsql/darwin-x64@npm:0.4.7":
-  version: 0.4.7
-  resolution: "@libsql/darwin-x64@npm:0.4.7"
-  conditions: os=darwin & cpu=x64
-  languageName: node
-  linkType: hard
-
-"@libsql/hrana-client@npm:^0.7.0":
-  version: 0.7.0
-  resolution: "@libsql/hrana-client@npm:0.7.0"
-  dependencies:
-    "@libsql/isomorphic-fetch": "npm:^0.3.1"
-    "@libsql/isomorphic-ws": "npm:^0.1.5"
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