Updates

core/embedjs-interfaces/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-interfaces",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Interfaces for extending the embedjs ecosystem",
     "dependencies": {
-        "@langchain/core": "^0.3.25",
+        "@langchain/core": "^0.3.26",
         "debug": "^4.4.0",
         "md5": "^2.3.0",
         "uuid": "^11.0.3"

core/embedjs-utils/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-utils",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Useful util functions when extending the embedjs ecosystem",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25"
+        "@llm-tools/embedjs-interfaces": "0.1.26"
     },
     "type": "module",
     "main": "./src/index.js",

core/embedjs-utils/src/util/strings.ts

@@ -41,10 +41,10 @@ export function toTitleCase(str: string) {
     });
 }
 
-export function isValidURL(url: string) {
+export function isValidURL(candidateUrl: string) {
     try {
-        new URL(url);
-        return true;
+        const url = new URL(candidateUrl);
+        return url.protocol === 'http:' || url.protocol === 'https:';
     } catch {
         return false;
     }

core/embedjs/package.json

@@ -1,14 +1,14 @@
 {
     "type": "module",
     "name": "@llm-tools/embedjs",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "A NodeJS RAG framework to easily work with LLMs and custom datasets",
     "dependencies": {
         "@langchain/textsplitters": "^0.1.0",
-        "@llm-tools/embedjs-interfaces": "0.1.25",
-        "@llm-tools/embedjs-utils": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
+        "@llm-tools/embedjs-utils": "0.1.26",
         "debug": "^4.4.0",
-        "langchain": "^0.3.7",
+        "langchain": "^0.3.8",
         "md5": "^2.3.0",
         "mime": "^4.0.6",
         "stream-mime-type": "^2.0.0"

core/embedjs/src/core/rag-application.ts

@@ -1,6 +1,5 @@
 import createDebugMessages from 'debug';
 
-import { RAGEmbedding } from './rag-embedding.js';
 import { RAGApplicationBuilder } from './rag-application-builder.js';
 import {
     AddLoaderReturn,
@@ -14,6 +13,7 @@ import {
     QueryResponse,
     SIMPLE_MODELS,
     DEFAULT_INSERT_BATCH_SIZE,
+    BaseEmbeddings,
 } from '@llm-tools/embedjs-interfaces';
 import { cleanString, getUnique } from '@llm-tools/embedjs-utils';
 
@@ -24,12 +24,14 @@ export class RAGApplication {
     private readonly searchResultCount: number;
     private readonly systemMessage: string;
     private readonly vectorDatabase: BaseVectorDatabase;
+    private readonly embeddingModel: BaseEmbeddings;
     private readonly store: BaseStore;
     private loaders: BaseLoader[];
     private model: BaseModel;
 
     constructor(llmBuilder: RAGApplicationBuilder) {
         if (!llmBuilder.getEmbeddingModel()) throw new Error('Embedding model must be set!');
+        this.embeddingModel = llmBuilder.getEmbeddingModel();
 
         this.storeConversationsToDefaultThread = llmBuilder.getParamStoreConversationsToDefaultThread();
         this.store = llmBuilder.getStore();
@@ -55,7 +57,7 @@ export class RAGApplication {
      * LLM based on the configuration provided
      */
     public async init(llmBuilder: RAGApplicationBuilder) {
-        await RAGEmbedding.init(llmBuilder.getEmbeddingModel());
+        await this.embeddingModel.init();
 
         this.model = await this.getModel(llmBuilder.getModel());
         if (!this.model) this.debug('No base model set; query function unavailable!');
@@ -68,7 +70,7 @@ export class RAGApplication {
             this.debug('Initialized LLM class');
         }
 
-        await this.vectorDatabase.init({ dimensions: await RAGEmbedding.getEmbedding().getDimensions() });
+        await this.vectorDatabase.init({ dimensions: await this.embeddingModel.getDimensions() });
         this.debug('Initialized vector database');
 
         if (this.store) {
@@ -117,7 +119,7 @@ export class RAGApplication {
      */
     private async embedChunks(chunks: Pick<Chunk, 'pageContent'>[]) {
         const texts = chunks.map(({ pageContent }) => pageContent);
-        return RAGEmbedding.getEmbedding().embedDocuments(texts);
+        return this.embeddingModel.embedDocuments(texts);
     }
 
     /**
@@ -352,7 +354,7 @@ export class RAGApplication {
      * only the number of results specified by the `searchResultCount` property.
      */
     public async getEmbeddings(cleanQuery: string) {
-        const queryEmbedded = await RAGEmbedding.getEmbedding().embedQuery(cleanQuery);
+        const queryEmbedded = await this.embeddingModel.embedQuery(cleanQuery);
         const unfilteredResultSet = await this.vectorDatabase.similaritySearch(
             queryEmbedded,
             this.searchResultCount + 10,

databases/embedjs-astra/package.json

@@ -1,10 +1,10 @@
 {
     "name": "@llm-tools/embedjs-astradb",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add AstraDB support to embedjs",
     "dependencies": {
         "@datastax/astra-db-ts": "^1.5.0",
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "debug": "^4.4.0"
     },
     "type": "module",

databases/embedjs-cosmos/package.json

@@ -1,10 +1,10 @@
 {
     "name": "@llm-tools/embedjs-cosmos",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add CosmosDB support to embedjs",
     "dependencies": {
         "@azure/cosmos": "^4.2.0",
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "debug": "^4.4.0"
     },
     "type": "module",

databases/embedjs-hnswlib/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-hnswlib",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add HNSWLib support to embedjs",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "debug": "^4.4.0",
         "hnswlib-node": "^3.0.0"
     },

databases/embedjs-lancedb/package.json

@@ -1,10 +1,10 @@
 {
     "name": "@llm-tools/embedjs-lancedb",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add LanceDb support to embedjs",
     "dependencies": {
-        "@lancedb/lancedb": "^0.14.0",
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@lancedb/lancedb": "^0.14.1",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "compute-cosine-similarity": "^1.1.0",
         "debug": "^4.4.0"
     },

databases/embedjs-libsql/package.json

@@ -1,11 +1,11 @@
 {
     "name": "@llm-tools/embedjs-libsql",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add LibSQL support to embedjs",
     "dependencies": {
         "@libsql/client": "^0.14.0",
-        "@llm-tools/embedjs-interfaces": "0.1.25",
-        "@llm-tools/embedjs-utils": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
+        "@llm-tools/embedjs-utils": "0.1.26",
         "debug": "^4.4.0"
     },
     "type": "module",

databases/embedjs-lmdb/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-lmdb",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add LMDB support to embedjs",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "debug": "^4.4.0",
         "lmdb": "^3.2.0"
     },

databases/embedjs-mongodb/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-mongodb",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add MongoDB support to embedjs",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "debug": "^4.4.0",
         "mongodb": "^6.12.0"
     },

databases/embedjs-pinecone/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-pinecone",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add Pinecone support to embedjs",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "@pinecone-database/pinecone": "^4.0.0",
         "debug": "^4.4.0"
     },

databases/embedjs-qdrant/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-qdrant",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add Qdrant support to embedjs",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "@qdrant/js-client-rest": "^1.12.0",
         "debug": "^4.4.0",
         "uuid": "^11.0.3"

databases/embedjs-redis/package.json

@@ -1,10 +1,10 @@
 {
     "name": "@llm-tools/embedjs-redis",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add Redis support to embedjs",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25",
-        "ioredis": "^5.4.1"
+        "@llm-tools/embedjs-interfaces": "0.1.26",
+        "ioredis": "^5.4.2"
     },
     "type": "module",
     "main": "./src/index.js",

databases/embedjs-weaviate/package.json

@@ -1,9 +1,9 @@
 {
     "name": "@llm-tools/embedjs-weaviate",
-    "version": "0.1.25",
+    "version": "0.1.26",
     "description": "Add Weaviate support to embedjs",
     "dependencies": {
-        "@llm-tools/embedjs-interfaces": "0.1.25",
+        "@llm-tools/embedjs-interfaces": "0.1.26",
         "compute-cosine-similarity": "^1.1.0",
         "debug": "^4.4.0",
         "weaviate-ts-client": "^2.2.0"