V0.2.0 rc3

example/src/App.tsx

@@ -1,4 +1,5 @@
-import { type Message, MemoryVectorStore, useRAG } from 'react-native-rag';
+import { type Message, useRAG } from 'react-native-rag';
+import { OPSQLiteVectorStore } from '@react-native-rag/op-sqlite';
 import {
   QWEN3_0_6B_QUANTIZED,
   ALL_MINILM_L6_V2,
@@ -32,7 +33,8 @@ export default function App() {
   const [messages, setMessages] = useState<Message[]>([]);
 
   const vectorStore = useMemo(() => {
-    return new MemoryVectorStore({
+    return new OPSQLiteVectorStore({
+      name: 'rag_example_db1',
       embeddings: new ExecuTorchEmbeddings(ALL_MINILM_L6_V2),
     });
   }, []);
@@ -55,13 +57,11 @@ export default function App() {
     try {
       if (ids.length) {
         for (const id of ids) {
-          await rag.deleteDocument({
-            ids: [id],
-          });
+          await rag.deleteDocument({ predicate: (value) => value.id === id });
         }
         setIds([]);
       }
-      const newIds = await rag.splitAddDocument(document);
+      const newIds = await rag.splitAddDocument({ document });
       setIds(newIds);
       console.log('Document splitted and added with IDs:', newIds);
       setModalVisible(false);

package.json

@@ -1,6 +1,6 @@
 {
   "name": "react-native-rag",
-  "version": "0.2.0",
+  "version": "0.2.0-rc3",
   "description": "Private, local RAGs. Supercharge LLMs with your own knowledge base.",
   "main": "./lib/module/index.js",
   "types": "./lib/typescript/src/index.d.ts",

packages/executorch/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@react-native-rag/executorch",
-  "version": "0.2.0",
+  "version": "0.2.0-rc3",
   "main": "src/index.ts",
   "scripts": {
     "test": "echo \"Error: no test specified\" && exit 1"

packages/executorch/src/wrappers/embeddings.ts

@@ -9,7 +9,7 @@ interface ExecuTorchEmbeddingsParams {
   modelSource: ResourceSource;
   /** Source of the tokenizer model. */
   tokenizerSource: ResourceSource;
-  /** Optional download progress callback (0-1). */
+  /** Download progress callback (0-1). */
   onDownloadProgress?: (progress: number) => void;
 }
 
@@ -29,7 +29,7 @@ export class ExecuTorchEmbeddings implements Embeddings {
    * @param params - Parameters for the instance.
    * @param params.modelSource - Source of the embedding model.
    * @param params.tokenizerSource - Source of the tokenizer.
-   * @param params.onDownloadProgress - Optional download progress callback (0-1).
+   * @param params.onDownloadProgress - Download progress callback (0-1).
    */
   constructor({
     modelSource,
@@ -61,16 +61,16 @@ export class ExecuTorchEmbeddings implements Embeddings {
   }
 
   /**
-   * Unloads the underlying module. Note: unload is synchronous in ExecuTorch
-   * at the time of writing; this method resolves immediately after calling delete.
+   * Unloads the underlying module.
+   * Note: current ExecuTorch unload is synchronous.
    * Awaiting this method will not guarantee completion.
-   * @returns Promise that resolves when unloading is initiated.
    */
   async unload() {
     console.warn(
       'This function will call a synchronous unload on the instance of TextEmbeddingsModule from React Native ExecuTorch. Awaiting this method will not guarantee completion. This may change in future versions to support async unload.'
     );
     this.module.delete();
+    this.isLoaded = false;
   }
 
   /**

packages/executorch/src/wrappers/llms.ts

@@ -12,14 +12,14 @@ interface ExecuTorchLLMParams {
   /** Source of the tokenizer config. */
   tokenizerConfigSource: ResourceSource;
 
-  /** Optional download progress callback (0-1). */
+  /** Download progress callback (0-1). */
   onDownloadProgress?: (progress: number) => void;
   /** Callback invoked with final full response string. */
   responseCallback?: (response: string) => void;
   /** Reserved: callback for message history changes (not wired currently). */
   messageHistoryCallback?: (messageHistory: Message[]) => void;
 
-  /** Optional chat configuration forwarded to ExecuTorch. */
+  /** Chat configuration forwarded to ExecuTorch. */
   chatConfig?: Partial<ChatConfig>;
 }
 
@@ -43,9 +43,9 @@ export class ExecuTorchLLM implements LLM {
    * @param params.modelSource - Source of the LLM model.
    * @param params.tokenizerSource - Source of the tokenizer.
    * @param params.tokenizerConfigSource - Source of the tokenizer config.
-   * @param params.onDownloadProgress - Optional download progress callback (0-1).
+   * @param params.onDownloadProgress - Download progress callback (0-1).
    * @param params.responseCallback - Callback invoked with final full response string.
-   * @param params.chatConfig - Optional chat configuration forwarded to ExecuTorch.
+   * @param params.chatConfig - Chat configuration forwarded to ExecuTorch.
    */
   constructor({
     modelSource,
@@ -88,10 +88,9 @@ export class ExecuTorchLLM implements LLM {
   }
 
   /**
-   * Interrupts current generation. Note: interrupt is synchronous in ExecuTorch
-   * at the time of writing; this method resolves immediately after calling interrupt.
+   * Interrupts current generation.
+   * Note: current ExecuTorch interrupt is synchronous.
    * Awaiting this method will not guarantee completion.
-   * @returns Promise that resolves when interrupt is initiated.
    */
   async interrupt() {
     console.warn(
@@ -101,15 +100,16 @@ export class ExecuTorchLLM implements LLM {
   }
 
   /**
-   * Unloads the underlying module. Note: unload is synchronous in ExecuTorch.
+   * Unloads the underlying module.
+   * Note: current ExecuTorch unload is synchronous.
    * Awaiting this method will not guarantee completion.
-   * @returns Promise that resolves when unload is initiated.
    */
   async unload() {
     console.warn(
       'This function will call a synchronous unload on the instance of LLMModule from React Native ExecuTorch. Awaiting this method will not guarantee completion. This may change in future versions to support async unload.'
     );
     this.module.delete();
+    this.isLoaded = false;
   }
 
   /**

packages/op-sqlite/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@react-native-rag/op-sqlite",
-  "version": "0.2.0",
+  "version": "0.2.0-rc3",
   "main": "src/index.ts",
   "scripts": {
     "test": "echo \"Error: no test specified\" && exit 1"