update

embedding/add.ts

@@ -0,0 +1,40 @@
+import { index } from './common.ts'
+import { BailianChat } from '@kevisual/ai'
+const demos = [
+  {
+    id: 1,
+    text: 'This is a test embedding document.',
+  },
+  {
+    id: 2,
+    text: 'Another document for embedding storage.',
+  },
+  {
+    id: 3,
+    text: 'MeiliSearch is a powerful search engine.',
+  }
+]
+
+await index.updateEmbedders({
+  qwen: {
+    source: 'rest',
+    apiKey: process.env.BAILIAN_API_KEY,
+    url: BailianChat.BASE_URL + '/embeddings',
+    request: {
+      input: '{{text}}',
+      model: 'text-embedding-v4',
+    },
+    response: {
+      data: [
+        {
+          embedding: '{{embedding}}',
+        },
+      ],
+    }
+  },
+});
+async function run() {
+  const response = await index.addDocuments(demos)
+  console.log('Documents added:', response)
+}
+run();

embedding/common.ts

@@ -1,3 +1,18 @@
 import dotenv from 'dotenv';
 
 dotenv.config();
+
+import { MeiliSearch } from 'meilisearch';
+
+
+const meiliSearchKey = process.env.MEILISEARCH_KEY;
+const host = process.env.MEILISEARCH_URL!;
+export const meiliSearch = new MeiliSearch({
+  host: host,
+  apiKey: meiliSearchKey,
+});
+
+export const index = meiliSearch.index('test-embedding');
+
+// const one = await index.getDocuments({ limit: 1 });
+// console.log(one);

embedding/get.ts

@@ -0,0 +1,12 @@
+import util  from 'node:util';
+import { index } from './common.ts'
+
+// const documents = await index.getDocuments({ limit: 10 });
+// console.log('Documents:', documents);
+
+const v = await index.search('engine search', {
+  limit: 2,
+  // showMatchesPosition: true,
+  showRankingScore: true,
+})
+console.log('Search Results:', util.inspect(v, { depth: null }));

package.json

@@ -12,6 +12,7 @@
   "packageManager": "pnpm@10.14.0",
   "type": "module",
   "dependencies": {
+    "@kevisual/ai": "^0.0.16",
     "meilisearch": "^0.51.0"
   },
   "devDependencies": {

pnpm-lock.yaml

@@ -8,6 +8,9 @@ importers:
 
   .:
     dependencies:
+      '@kevisual/ai':
+        specifier: ^0.0.16
+        version: 0.0.16
       meilisearch:
         specifier: ^0.51.0
         version: 0.51.0
@@ -30,6 +33,18 @@ importers:
 
 packages:
 
+  '@kevisual/ai@0.0.16':
+    resolution: {integrity: sha512-K5KYm+dwHCnB61BhVFh9UcWiOS/FeS29ijvgwE/cQR8RonfPtX/oI7WhAu0jCGGSxTI6cel2LjrpU4JoVzWgnA==}
+
+  '@kevisual/logger@0.0.4':
+    resolution: {integrity: sha512-+fpr92eokSxoGOW1SIRl/27lPuO+zyY+feR5o2Q4YCNlAdt2x64NwC/w8r/3NEC5QenLgd4K0azyKTI2mHbARw==}
+
+  '@kevisual/permission@0.0.3':
+    resolution: {integrity: sha512-8JsA/5O5Ax/z+M+MYpFYdlioHE6jNmWMuFSokBWYs9CCAHNiSKMR01YLkoVDoPvncfH/Y8F5K/IEXRCbptuMNA==}
+
+  '@kevisual/query@0.0.30':
+    resolution: {integrity: sha512-mDPEaLX9LdTRgi9anmWQ4EJ491umsASu/gs6K85J5nJqtUN/kfnZ3x5IouUr6aNbgAhrNLv/vTqpQTBsQhEYHQ==}
+
   '@kevisual/types@0.0.10':
     resolution: {integrity: sha512-Q73uzzjk9UidumnmCvOpgzqDDvQxsblz22bIFuoiioUFJWwaparx8bpd8ArRyFojicYL1YJoFDzDZ9j9NN8grA==}
 
@@ -120,6 +135,18 @@ packages:
 
 snapshots:
 
+  '@kevisual/ai@0.0.16':
+    dependencies:
+      '@kevisual/logger': 0.0.4
+      '@kevisual/permission': 0.0.3
+      '@kevisual/query': 0.0.30
+
+  '@kevisual/logger@0.0.4': {}
+
+  '@kevisual/permission@0.0.3': {}
+
+  '@kevisual/query@0.0.30': {}
+
   '@kevisual/types@0.0.10': {}
 
   '@nodelib/fs.scandir@2.1.5':