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 }));