diff --git a/.gitignore b/.gitignore index a978aba..dd4cf3e 100644 --- a/.gitignore +++ b/.gitignore @@ -20,6 +20,7 @@ .DS_Store *.pem .vscode +.idea/ # debug npm-debug.log* @@ -28,6 +29,7 @@ yarn-error.log* # local env files .env*.local +.env # vercel .vercel @@ -36,4 +38,4 @@ yarn-error.log* *.tsbuildinfo next-env.d.ts -/public/assets \ No newline at end of file +/public/assets diff --git a/README.md b/README.md index 4c41063..d2e3447 100644 --- a/README.md +++ b/README.md @@ -22,7 +22,7 @@ For RAG, we are using LangChain, Couchbase Vector Search & OpenAI. We fetch part - #### Set the environment secrets - Copy the `.env.template` file in and rename it to `.env` (`.env.local` in case of local development) and replace the placeholders with the actual values for your environment + Copy the `.env.template` file in and rename it to `.env` (`.env.local` in case of local development) and replace the placeholders with the actual values for your environment. **Note: the DB_CONN_STR must start with couchbase:// and should not contain the port number.** ``` OPENAI_API_KEY= diff --git a/app/api/chat/route.ts b/app/api/chat/route.ts index 62328c7..2c79140 100644 --- a/app/api/chat/route.ts +++ b/app/api/chat/route.ts @@ -1,16 +1,16 @@ import { - CouchbaseVectorStore, - CouchbaseVectorStoreArgs, -} from "@langchain/community/vectorstores/couchbase"; + CouchbaseSearchVectorStore, +} from "@langchain/community/vectorstores/couchbase_search"; import { ChatOpenAI, OpenAIEmbeddings } from "@langchain/openai"; import { createCouchbaseCluster } from "@/lib/couchbase-connection"; import { Message as VercelChatMessage } from "ai"; import { HumanMessage, AIMessage, ChatMessage } from "@langchain/core/messages"; -import { createHistoryAwareRetriever } from "langchain/chains/history_aware_retriever"; import { ChatPromptTemplate, MessagesPlaceholder } from "@langchain/core/prompts"; -import { createStuffDocumentsChain } from "langchain/chains/combine_documents"; -import { createRetrievalChain } from "langchain/chains/retrieval"; +import { createHistoryAwareRetriever } from "@langchain/classic/chains/history_aware_retriever"; +import { createStuffDocumentsChain } from "@langchain/classic/chains/combine_documents"; +import { createRetrievalChain } from "@langchain/classic/chains/retrieval"; import { Document } from '@langchain/core/documents'; +import {NextResponse} from 'next/server'; const formatVercelMessages = (message: VercelChatMessage) => { if (message.role === "user") { @@ -26,6 +26,12 @@ const formatVercelMessages = (message: VercelChatMessage) => { }; export async function POST(request: Request) { + // Load environment variables explicitly + const openaiApiKey = process.env.OPENAI_API_KEY; + if (!openaiApiKey) { + return NextResponse.json({ error: "OPENAI_API_KEY not set" }, { status: 500 }); + } + const body = await request.json(); const messages = body.messages ?? []; if (!messages.length) { @@ -38,10 +44,12 @@ export async function POST(request: Request) { const currentMessageContent = messages[messages.length - 1].content; try { const model = new ChatOpenAI({ - model: "gpt-4" + model: "gpt-4", + openAIApiKey: openaiApiKey, }); const embeddings = new OpenAIEmbeddings({ - openAIApiKey: process.env.OPENAI_API_KEY, + apiKey: openaiApiKey, + model: "text-embedding-3-small", }); const historyAwarePrompt = ChatPromptTemplate.fromMessages([ @@ -78,7 +86,12 @@ export async function POST(request: Request) { const scopedIndex = true; const cluster = await createCouchbaseCluster(); - const couchbaseConfig: CouchbaseVectorStoreArgs = { + + if (!cluster) { + throw new Error("Couchbase cluster connection failed"); + } + + const couchbaseConfig = { cluster, bucketName, scopeName, @@ -88,7 +101,7 @@ export async function POST(request: Request) { embeddingKey, scopedIndex, }; - const couchbaseVectorStore = await CouchbaseVectorStore.initialize( + const couchbaseSearchVectorStore = await CouchbaseSearchVectorStore.initialize( embeddings, couchbaseConfig ); @@ -98,7 +111,9 @@ export async function POST(request: Request) { resolveWithDocuments = resolve; }); - const retriever = couchbaseVectorStore.asRetriever({ + const retriever = couchbaseSearchVectorStore.asRetriever({ + searchType: "similarity", + k: 4, callbacks: [ { handleRetrieverEnd(documents) { @@ -108,15 +123,20 @@ export async function POST(request: Request) { }, }, ], - } - ); + }); + // Create the history-aware retriever chain const historyAwareRetrieverChain = await createHistoryAwareRetriever({ llm: model, retriever, rephrasePrompt: historyAwarePrompt, }); + // Use history-aware retriever only when there's chat history + const retrieverToUse = formattedPreviousMessages.length > 0 + ? historyAwareRetrieverChain + : retriever; + // Create a chain that answers questions using retrieved relevant documents as context. const documentChain = await createStuffDocumentsChain({ llm: model, @@ -125,7 +145,7 @@ export async function POST(request: Request) { // Create a chain that combines the above retriever and question answering chains. const conversationalRetrievalChain = await createRetrievalChain({ - retriever: historyAwareRetrieverChain, + retriever: retrieverToUse, combineDocsChain: documentChain, }); @@ -164,5 +184,6 @@ export async function POST(request: Request) { } catch (err) { console.log("Error Received ", err); + return NextResponse.json({ error: "Failed to process chat message" }); } } diff --git a/app/api/ingestPdf/route.ts b/app/api/ingestPdf/route.ts index 8b3c9bc..81fee7b 100644 --- a/app/api/ingestPdf/route.ts +++ b/app/api/ingestPdf/route.ts @@ -1,10 +1,9 @@ import { NextResponse } from "next/server"; -import { RecursiveCharacterTextSplitter } from "langchain/text_splitter"; +import { RecursiveCharacterTextSplitter } from "@langchain/textsplitters"; import { PDFLoader } from '@langchain/community/document_loaders/fs/pdf'; import { - CouchbaseVectorStore, - CouchbaseVectorStoreArgs, -} from "@langchain/community/vectorstores/couchbase"; + CouchbaseSearchVectorStore, CouchbaseSearchVectorStoreArgs, +} from "@langchain/community/vectorstores/couchbase_search"; import { OpenAIEmbeddings } from "@langchain/openai"; import { createCouchbaseCluster } from "@/lib/couchbase-connection"; import { writeFile } from "fs/promises"; @@ -52,7 +51,12 @@ export async function POST(request: Request) { const scopedIndex = true; const cluster = await createCouchbaseCluster(); - const couchbaseConfig: CouchbaseVectorStoreArgs = { + + if (!cluster) { + throw new Error("Couchbase cluster connection failed"); + } + + const couchbaseConfig: CouchbaseSearchVectorStoreArgs = { cluster, bucketName, scopeName, @@ -62,7 +66,7 @@ export async function POST(request: Request) { embeddingKey, scopedIndex, }; - await CouchbaseVectorStore.fromDocuments(docs, embeddings, couchbaseConfig); + await CouchbaseSearchVectorStore.fromDocuments(docs, embeddings, couchbaseConfig); console.log("creating vector store..."); } catch (error) { diff --git a/app/chatPage/page.tsx b/app/chatPage/page.tsx index 7b3835a..5159917 100644 --- a/app/chatPage/page.tsx +++ b/app/chatPage/page.tsx @@ -7,7 +7,7 @@ import type { TransformToolbarSlot, } from "@react-pdf-viewer/toolbar"; import { toolbarPlugin } from "@react-pdf-viewer/toolbar"; -import { useEffect, useRef, useState } from "react"; +import { useEffect, useRef, useState, Suspense } from "react"; import { useSearchParams } from "next/navigation"; import Image from "next/image"; import { useChat } from "ai/react"; @@ -16,7 +16,7 @@ import LoadingDots from "@/components/LoadingDots"; import "@react-pdf-viewer/core/lib/styles/index.css"; import "@react-pdf-viewer/default-layout/lib/styles/index.css"; -const ChatPage = () => { +const ChatContent = ({ searchParams }: { searchParams: URLSearchParams }) => { const [sourcesForMessages, setSourcesForMessages] = useState< Record >({}); @@ -25,7 +25,7 @@ const ChatPage = () => { const toolbarPluginInstance = toolbarPlugin(); const pageNavigationPluginInstance = pageNavigationPlugin(); const { renderDefaultToolbar, Toolbar } = toolbarPluginInstance; - const searchParams = useSearchParams(); + useEffect(() => { setPdfUrl(("/assets/" + searchParams.get("fileName")) as string); }, [searchParams]); @@ -237,4 +237,15 @@ const ChatPage = () => { ); }; -export default ChatPage; +export default function ChatPage() { + return ( + Loading...}> + + + ); +} + +function ChatPageContentWrapper() { + const searchParams = useSearchParams(); + return ; +} diff --git a/components/PDFUploader.tsx b/components/PDFUploader.tsx index 6d54d23..b6ff087 100644 --- a/components/PDFUploader.tsx +++ b/components/PDFUploader.tsx @@ -1,13 +1,12 @@ "use client"; import { useRouter, useSearchParams } from "next/navigation"; -import React, { useCallback, useEffect, useState } from "react"; +import React, { useCallback, useEffect, useState, Suspense } from "react"; import { useDropzone } from "react-dropzone"; import { Loader } from "./Loader"; -const PDFUploader = () => { +const PDFUploaderContent = ({ searchParams }: { searchParams: URLSearchParams }) => { const router = useRouter(); - const searchParams = useSearchParams(); const createQueryString = useCallback( (name: string, value: string) => { @@ -98,4 +97,15 @@ const PDFUploader = () => { ); }; -export default PDFUploader; +export default function PDFUploader() { + return ( + Loading...}> + + + ); +} + +function PDFUploaderWrapper() { + const searchParams = useSearchParams(); + return ; +} diff --git a/lib/couchbase-connection.ts b/lib/couchbase-connection.ts index f94784c..e8fb467 100644 --- a/lib/couchbase-connection.ts +++ b/lib/couchbase-connection.ts @@ -1,6 +1,6 @@ import { connect, Cluster } from "couchbase"; -export async function createCouchbaseCluster(): Promise { +export async function createCouchbaseCluster(): Promise { const connectionString = process.env.DB_CONN_STR; const databaseUsername = process.env.DB_USERNAME; const databasePassword = process.env.DB_PASSWORD; @@ -23,11 +23,16 @@ export async function createCouchbaseCluster(): Promise { ); } - const cluster = await connect(connectionString, { - username: databaseUsername, - password: databasePassword, - configProfile: "wanDevelopment", - }); + try { + return await connect(connectionString, { + username: databaseUsername, + password: databasePassword, + configProfile: "wanDevelopment", + }); + } catch (e) { + throw new Error( + `Could not connect to the Couchbase cluster. Please check your DB_CONN_STR, DB_USERNAME, and DB_PASSWORD environment variables. \n${e}`, + ) + } - return cluster; } diff --git a/package-lock.json b/package-lock.json index 7a2b49c..0ca5e80 100644 --- a/package-lock.json +++ b/package-lock.json @@ -8,15 +8,17 @@ "name": "vector-search-nodejs", "version": "0.1.0", "dependencies": { - "@langchain/community": "^0.3.5", - "@langchain/openai": "^0.3.7", + "@langchain/classic": "^1.0.14", + "@langchain/community": "^1.1.8", + "@langchain/core": "^1.1.19", + "@langchain/openai": "^1.2.4", "@react-pdf-viewer/core": "^3.12.0", "@react-pdf-viewer/default-layout": "^3.12.0", "@react-pdf-viewer/page-navigation": "^3.12.0", "ai": "^2.1.28", "couchbase": "^4.4.2", "date-fns": "^3.3.1", - "langchain": "^0.3.2", + "langchain": "^1.2.2", "next": "14.2.15", "pdf-parse": "1.1.1", "pdfjs-dist": "3.4.120", @@ -53,7 +55,7 @@ "version": "2.3.0", "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz", "integrity": "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==", - "peer": true, + "license": "Apache-2.0", "dependencies": { "@jridgewell/gen-mapping": "^0.3.5", "@jridgewell/trace-mapping": "^0.3.24" @@ -62,31 +64,61 @@ "node": ">=6.0.0" } }, + "node_modules/@anthropic-ai/sdk": { + "version": "0.27.3", + "resolved": "https://registry.npmjs.org/@anthropic-ai/sdk/-/sdk-0.27.3.tgz", + "integrity": "sha512-IjLt0gd3L4jlOfilxVXTifn42FnVffMgDC04RJK1KDZpmkBWLv0XC92MVVmkxrFZNS/7l3xWgP/I3nqtX1sQHw==", + "license": "MIT", + "dependencies": { + "@types/node": "^18.11.18", + "@types/node-fetch": "^2.6.4", + "abort-controller": "^3.0.0", + "agentkeepalive": "^4.2.1", + "form-data-encoder": "1.7.2", + "formdata-node": "^4.3.2", + "node-fetch": "^2.6.7" + } + }, + "node_modules/@anthropic-ai/sdk/node_modules/@types/node": { + "version": "18.19.130", + "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.130.tgz", + "integrity": "sha512-GRaXQx6jGfL8sKfaIDD6OupbIHBr9jv7Jnaml9tB7l4v068PAOXqfcujMMo5PhbIs6ggR1XODELqahT2R8v0fg==", + "license": "MIT", + "dependencies": { + "undici-types": "~5.26.4" + } + }, + "node_modules/@anthropic-ai/sdk/node_modules/undici-types": { + "version": "5.26.5", + "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz", + "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==", + "license": "MIT" + }, "node_modules/@babel/helper-string-parser": { - 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