diff --git a/.env.example b/.env.example
new file mode 100644
index 000000000..77bb5630e
--- /dev/null
+++ b/.env.example
@@ -0,0 +1,6 @@
+OPENAI_API_KEY=
+
+# Update these with your Supabase details from your project settings > API
+PINECONE_API_KEY=
+PINECONE_ENVIRONMENT=
+
diff --git a/.eslintrc.json b/.eslintrc.json
new file mode 100644
index 000000000..bffb357a7
--- /dev/null
+++ b/.eslintrc.json
@@ -0,0 +1,3 @@
+{
+ "extends": "next/core-web-vitals"
+}
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 000000000..1759b24fb
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,40 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# local env files
+.env*.local
+.env
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
+
+#Notion_db
+/Notion_DB
diff --git a/.prettierrc b/.prettierrc
new file mode 100644
index 000000000..0238bf0f0
--- /dev/null
+++ b/.prettierrc
@@ -0,0 +1,6 @@
+{
+ "trailingComma": "all",
+ "singleQuote": true,
+ "printWidth": 80,
+ "tabWidth": 2
+}
diff --git a/README.md b/README.md
new file mode 100644
index 000000000..ce318e9c5
--- /dev/null
+++ b/README.md
@@ -0,0 +1,63 @@
+# GPT-4 & LangChain - Create a ChatGPT Chatbot for Your PDF Docs
+
+Use the new GPT-4 api to build a chatGPT chatbot for Large PDF docs (56 pages used in this example).
+
+Tech stack used includes LangChain, Pinecone, Typescript, Openai, and Next.js. LangChain is a framework that makes it easier to build scalable AI/LLM apps and chatbots. Pinecone is a vectorstore for storing embeddings and your PDF in text to later retrieve similar docs.
+
+[Tutorial video](https://www.youtube.com/watch?v=ih9PBGVVOO4)
+
+[Get in touch via twitter if you have questions](https://twitter.com/mayowaoshin)
+
+The visual guide of this repo and tutorial is in the `visual guide` folder.
+
+## Development
+
+1. Clone the repo
+
+```
+git clone [github https url]
+```
+
+2. Install packages
+
+```
+pnpm install
+```
+
+3. Set up your `.env` file
+
+- Copy `.env.example` into `.env`
+ Your `.env` file should look like this:
+
+```
+OPENAI_API_KEY=
+
+PINECONE_API_KEY=
+PINECONE_ENVIRONMENT=
+
+```
+
+- Visit [openai](https://help.openai.com/en/articles/4936850-where-do-i-find-my-secret-api-key) to retrieve API keys and insert into your `.env` file.
+- Visit [pinecone](https://pinecone.io/) to create and retrieve your API keys.
+
+4. In the `config` folder, replace the `PINECONE_INDEX_NAME` and `PINECONE_NAME_SPACE` with your own details from your pinecone dashboard.
+
+5. In `utils/makechain.ts` chain change the `QA_PROMPT` for your own usecase. Change `modelName` in `new OpenAIChat` to a different api model if you don't have access to `gpt-4`.
+
+## Convert your PDF to embeddings
+
+1. In `docs` folder replace the pdf with your own pdf doc.
+
+2. In `scripts/ingest-data.ts` replace `filePath` with `docs/{yourdocname}.pdf`
+
+3. Run the script `npm run ingest` to 'ingest' and embed your docs
+
+4. Check Pinecone dashboard to verify your namespace and vectors have been added.
+
+## Run the app
+
+Once you've verified that the embeddings and content have been successfully added to your Pinecone, you can run the app `npm run dev` to launch the local dev environment and then type a question in the chat interface.
+
+## Credit
+
+Frontend of this repo is inspired by [langchain-chat-nextjs](https://github.com/zahidkhawaja/langchain-chat-nextjs)
diff --git a/components/layout.tsx b/components/layout.tsx
new file mode 100644
index 000000000..4481b4dcb
--- /dev/null
+++ b/components/layout.tsx
@@ -0,0 +1,24 @@
+interface LayoutProps {
+ children?: React.ReactNode;
+}
+
+export default function Layout({ children }: LayoutProps) {
+ return (
+
+ );
+}
diff --git a/components/ui/LoadingDots.tsx b/components/ui/LoadingDots.tsx
new file mode 100644
index 000000000..46f2b9167
--- /dev/null
+++ b/components/ui/LoadingDots.tsx
@@ -0,0 +1,23 @@
+import styles from '@/styles/loading-dots.module.css';
+
+const LoadingDots = ({
+ color = '#000',
+ style = 'small',
+}: {
+ color: string;
+ style: string;
+}) => {
+ return (
+
+
+
+
+
+ );
+};
+
+export default LoadingDots;
+
+LoadingDots.defaultProps = {
+ style: 'small',
+};
diff --git a/components/ui/TextArea.tsx b/components/ui/TextArea.tsx
new file mode 100644
index 000000000..aa1f87a9c
--- /dev/null
+++ b/components/ui/TextArea.tsx
@@ -0,0 +1,23 @@
+import * as React from 'react';
+import { cn } from '@/utils/cn';
+
+export interface TextareaProps
+ extends React.TextareaHTMLAttributes {}
+
+const Textarea = React.forwardRef(
+ ({ className, ...props }, ref) => {
+ return (
+
+ );
+ },
+);
+Textarea.displayName = 'Textarea';
+
+export { Textarea };
diff --git a/components/ui/accordion.tsx b/components/ui/accordion.tsx
new file mode 100644
index 000000000..3eae56d63
--- /dev/null
+++ b/components/ui/accordion.tsx
@@ -0,0 +1,61 @@
+import * as React from 'react';
+import * as AccordionPrimitive from '@radix-ui/react-accordion';
+import { ChevronDown } from 'lucide-react';
+
+import { cn } from '@/utils/cn';
+
+const Accordion = AccordionPrimitive.Root;
+
+const AccordionItem = React.forwardRef<
+ React.ElementRef,
+ React.ComponentPropsWithoutRef
+>(({ className, ...props }, ref) => (
+
+));
+AccordionItem.displayName = 'AccordionItem';
+
+const AccordionTrigger = React.forwardRef<
+ React.ElementRef,
+ React.ComponentPropsWithoutRef
+>(({ className, children, ...props }, ref) => (
+
+ svg]:rotate-180',
+ className,
+ )}
+ {...props}
+ >
+ {children}
+
+
+
+));
+AccordionTrigger.displayName = AccordionPrimitive.Trigger.displayName;
+
+const AccordionContent = React.forwardRef<
+ React.ElementRef,
+ React.ComponentPropsWithoutRef
+>(({ className, children, ...props }, ref) => (
+
+ {children}
+
+));
+AccordionContent.displayName = AccordionPrimitive.Content.displayName;
+
+export { Accordion, AccordionItem, AccordionTrigger, AccordionContent };
diff --git a/config/pinecone.ts b/config/pinecone.ts
new file mode 100644
index 000000000..2de6181d4
--- /dev/null
+++ b/config/pinecone.ts
@@ -0,0 +1,9 @@
+/**
+ * Change the index and namespace to your own
+ */
+
+const PINECONE_INDEX_NAME = 'langchainjsfundamentals';
+
+const PINECONE_NAME_SPACE = 'demo'; //namespace is optional for your vectors
+
+export { PINECONE_INDEX_NAME, PINECONE_NAME_SPACE };
diff --git a/docs/MorseVsFrederick.pdf b/docs/MorseVsFrederick.pdf
new file mode 100644
index 000000000..570f464ff
Binary files /dev/null and b/docs/MorseVsFrederick.pdf differ
diff --git a/next.config.js b/next.config.js
new file mode 100644
index 000000000..edb615be8
--- /dev/null
+++ b/next.config.js
@@ -0,0 +1,11 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+ reactStrictMode: true,
+ swcMinify: true,
+ webpack(config) {
+ config.experiments = { ...config.experiments, topLevelAwait: true };
+ return config;
+ },
+};
+
+export default nextConfig;
diff --git a/package.json b/package.json
new file mode 100644
index 000000000..db4c411e8
--- /dev/null
+++ b/package.json
@@ -0,0 +1,58 @@
+{
+ "name": "gpt4-langchain-pdf-chatbot",
+ "version": "0.1.0",
+ "private": true,
+ "license": "MIT",
+ "author": "Mayooear",
+ "type": "module",
+ "scripts": {
+ "dev": "next dev",
+ "build": "next build",
+ "start": "next start",
+ "type-check": "tsc --noEmit",
+ "lint": "eslint --ignore-path .gitignore \"**/*.+(ts|js|tsx)\"",
+ "format": "prettier --ignore-path .gitignore \"**/*.+(ts|js|tsx)\" --write",
+ "ingest": "tsx -r dotenv/config scripts/ingest-data.ts"
+ },
+ "dependencies": {
+ "@microsoft/fetch-event-source": "^2.0.1",
+ "@pinecone-database/pinecone": "^0.0.10",
+ "@radix-ui/react-accordion": "^1.1.1",
+ "clsx": "^1.2.1",
+ "dotenv": "^16.0.3",
+ "langchain": "^0.0.33",
+ "lucide-react": "^0.125.0",
+ "next": "13.2.3",
+ "pdf-parse": "1.1.1",
+ "react": "18.2.0",
+ "react-dom": "18.2.0",
+ "react-markdown": "^8.0.5",
+ "tailwind-merge": "^1.10.0"
+ },
+ "devDependencies": {
+ "@types/node": "^18.14.6",
+ "@types/react": "^18.0.28",
+ "@types/react-dom": "^18.0.11",
+ "@typescript-eslint/parser": "^5.54.0",
+ "autoprefixer": "^10.4.13",
+ "eslint": "8.35.0",
+ "eslint-config-next": "13.2.3",
+ "postcss": "^8.4.21",
+ "prettier": "^2.8.4",
+ "tailwindcss": "^3.2.7",
+ "tsx": "^3.12.3",
+ "typescript": "^4.9.5"
+ },
+ "keywords": [
+ "starter",
+ "gpt4",
+ "pinecone",
+ "typescript",
+ "nextjs",
+ "langchain",
+ "law",
+ "legal",
+ "pdf",
+ "openai"
+ ]
+}
diff --git a/pages/_app.tsx b/pages/_app.tsx
new file mode 100644
index 000000000..316a0acd6
--- /dev/null
+++ b/pages/_app.tsx
@@ -0,0 +1,20 @@
+import '@/styles/base.css';
+import type { AppProps } from 'next/app';
+import { Inter } from 'next/font/google';
+
+const inter = Inter({
+ variable: '--font-inter',
+ subsets: ['latin'],
+});
+
+function MyApp({ Component, pageProps }: AppProps) {
+ return (
+ <>
+
+
+
+ >
+ );
+}
+
+export default MyApp;
diff --git a/pages/_document.tsx b/pages/_document.tsx
new file mode 100644
index 000000000..b2fff8b42
--- /dev/null
+++ b/pages/_document.tsx
@@ -0,0 +1,13 @@
+import { Html, Head, Main, NextScript } from "next/document";
+
+export default function Document() {
+ return (
+
+
+
+
+
+
+
+ );
+}
diff --git a/pages/api/chat.ts b/pages/api/chat.ts
new file mode 100644
index 000000000..a96464411
--- /dev/null
+++ b/pages/api/chat.ts
@@ -0,0 +1,62 @@
+import type { NextApiRequest, NextApiResponse } from 'next';
+import { OpenAIEmbeddings } from 'langchain/embeddings';
+import { PineconeStore } from 'langchain/vectorstores';
+import { makeChain } from '@/utils/makechain';
+import { pinecone } from '@/utils/pinecone-client';
+import { PINECONE_INDEX_NAME, PINECONE_NAME_SPACE } from '@/config/pinecone';
+
+export default async function handler(
+ req: NextApiRequest,
+ res: NextApiResponse,
+) {
+ const { question, history } = req.body;
+
+ if (!question) {
+ return res.status(400).json({ message: 'No question in the request' });
+ }
+ // OpenAI recommends replacing newlines with spaces for best results
+ const sanitizedQuestion = question.trim().replaceAll('\n', ' ');
+
+ const index = pinecone.Index(PINECONE_INDEX_NAME);
+
+ /* create vectorstore*/
+ const vectorStore = await PineconeStore.fromExistingIndex(
+ index,
+ new OpenAIEmbeddings({}),
+ 'text',
+ PINECONE_NAME_SPACE, //optional
+ );
+
+ res.writeHead(200, {
+ 'Content-Type': 'text/event-stream',
+ 'Cache-Control': 'no-cache, no-transform',
+ Connection: 'keep-alive',
+ });
+
+ const sendData = (data: string) => {
+ res.write(`data: ${data}\n\n`);
+ };
+
+ sendData(JSON.stringify({ data: '' }));
+
+ //create chain
+ const chain = makeChain(vectorStore, (token: string) => {
+ sendData(JSON.stringify({ data: token }));
+ });
+
+ try {
+ //Ask a question
+ const response = await chain.call({
+ question: sanitizedQuestion,
+ chat_history: history || [],
+ });
+
+ console.log('response', response);
+ sendData(JSON.stringify({ sourceDocs: response.sourceDocuments }));
+ } catch (error) {
+ console.log('error', error);
+ } finally {
+ sendData('[DONE]');
+ res.end();
+ }
+}
diff --git a/pages/index.tsx b/pages/index.tsx
new file mode 100644
index 000000000..0b29b8450
--- /dev/null
+++ b/pages/index.tsx
@@ -0,0 +1,309 @@
+import { useRef, useState, useEffect, useMemo } from 'react';
+import Layout from '@/components/layout';
+import styles from '@/styles/Home.module.css';
+import { Message } from '@/types/chat';
+import { fetchEventSource } from '@microsoft/fetch-event-source';
+import Image from 'next/image';
+import ReactMarkdown from 'react-markdown';
+import LoadingDots from '@/components/ui/LoadingDots';
+import { Document } from 'langchain/document';
+import {
+ Accordion,
+ AccordionContent,
+ AccordionItem,
+ AccordionTrigger,
+} from '@/components/ui/accordion';
+
+export default function Home() {
+ const [query, setQuery] = useState('');
+ const [loading, setLoading] = useState(false);
+ const [sourceDocs, setSourceDocs] = useState([]);
+ const [messageState, setMessageState] = useState<{
+ messages: Message[];
+ pending?: string;
+ history: [string, string][];
+ pendingSourceDocs?: Document[];
+ }>({
+ messages: [
+ {
+ message: 'Hi, what would you like to learn about this legal case?',
+ type: 'apiMessage',
+ },
+ ],
+ history: [],
+ pendingSourceDocs: [],
+ });
+
+ const { messages, pending, history, pendingSourceDocs } = messageState;
+
+ console.log('messageState', messageState);
+
+ const messageListRef = useRef(null);
+ const textAreaRef = useRef(null);
+
+ useEffect(() => {
+ textAreaRef.current?.focus();
+ }, []);
+
+ //handle form submission
+ async function handleSubmit(e: any) {
+ e.preventDefault();
+
+ if (!query) {
+ alert('Please input a question');
+ return;
+ }
+
+ const question = query.trim();
+
+ setMessageState((state) => ({
+ ...state,
+ messages: [
+ ...state.messages,
+ {
+ type: 'userMessage',
+ message: question,
+ },
+ ],
+ pending: undefined,
+ }));
+
+ setLoading(true);
+ setQuery('');
+ setMessageState((state) => ({ ...state, pending: '' }));
+
+ const ctrl = new AbortController();
+
+ try {
+ fetchEventSource('/api/chat', {
+ method: 'POST',
+ headers: {
+ 'Content-Type': 'application/json',
+ },
+ body: JSON.stringify({
+ question,
+ history,
+ }),
+ signal: ctrl.signal,
+ onmessage: (event) => {
+ if (event.data === '[DONE]') {
+ setMessageState((state) => ({
+ history: [...state.history, [question, state.pending ?? '']],
+ messages: [
+ ...state.messages,
+ {
+ type: 'apiMessage',
+ message: state.pending ?? '',
+ sourceDocs: state.pendingSourceDocs,
+ },
+ ],
+ pending: undefined,
+ pendingSourceDocs: undefined,
+ }));
+ setLoading(false);
+ ctrl.abort();
+ } else {
+ const data = JSON.parse(event.data);
+ if (data.sourceDocs) {
+ setMessageState((state) => ({
+ ...state,
+ pendingSourceDocs: data.sourceDocs,
+ }));
+ } else {
+ setMessageState((state) => ({
+ ...state,
+ pending: (state.pending ?? '') + data.data,
+ }));
+ }
+ }
+ },
+ });
+ } catch (error) {
+ setLoading(false);
+ console.log('error', error);
+ }
+ }
+
+ //prevent empty submissions
+ const handleEnter = (e: any) => {
+ if (e.key === 'Enter' && query) {
+ handleSubmit(e);
+ } else if (e.key == 'Enter') {
+ e.preventDefault();
+ }
+ };
+
+ const chatMessages = useMemo(() => {
+ return [
+ ...messages,
+ ...(pending
+ ? [
+ {
+ type: 'apiMessage',
+ message: pending,
+ sourceDocs: pendingSourceDocs,
+ },
+ ]
+ : []),
+ ];
+ }, [messages, pending, pendingSourceDocs]);
+
+ return (
+ <>
+
+
+
+ Chat With Your Legal Docs
+
+
+
+
+ {chatMessages.map((message, index) => {
+ let icon;
+ let className;
+ if (message.type === 'apiMessage') {
+ icon = (
+
+ );
+ className = styles.apimessage;
+ } else {
+ icon = (
+
+ );
+ // The latest message sent by the user will be animated while waiting for a response
+ className =
+ loading && index === chatMessages.length - 1
+ ? styles.usermessagewaiting
+ : styles.usermessage;
+ }
+ return (
+ <>
+
+ {icon}
+
+
+ {message.message}
+
+
+
+ {message.sourceDocs && (
+
+
+ {message.sourceDocs.map((doc, index) => (
+
+
+
+ Source {index + 1}
+
+
+
+ {doc.pageContent}
+
+
+ Source: {doc.metadata.source}
+
+
+
+
+ ))}
+
+
+ )}
+ >
+ );
+ })}
+ {sourceDocs.length > 0 && (
+
+
+ {sourceDocs.map((doc, index) => (
+
+
+
+ Source {index + 1}
+
+
+
+ {doc.pageContent}
+
+
+
+
+ ))}
+
+
+ )}
+
+
+
+
+
+
+
+ >
+ );
+}
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
new file mode 100644
index 000000000..4e92e69e6
--- /dev/null
+++ b/pnpm-lock.yaml
@@ -0,0 +1,4606 @@
+lockfileVersion: 5.4
+
+specifiers:
+ '@microsoft/fetch-event-source': ^2.0.1
+ '@pinecone-database/pinecone': ^0.0.10
+ '@radix-ui/react-accordion': ^1.1.1
+ '@types/node': ^18.14.6
+ '@types/react': ^18.0.28
+ '@types/react-dom': ^18.0.11
+ '@typescript-eslint/parser': ^5.54.0
+ autoprefixer: ^10.4.13
+ clsx: ^1.2.1
+ dotenv: ^16.0.3
+ eslint: 8.35.0
+ eslint-config-next: 13.2.3
+ langchain: ^0.0.33
+ lucide-react: ^0.125.0
+ next: 13.2.3
+ pdf-parse: 1.1.1
+ postcss: ^8.4.21
+ prettier: ^2.8.4
+ react: 18.2.0
+ react-dom: 18.2.0
+ react-markdown: ^8.0.5
+ tailwind-merge: ^1.10.0
+ tailwindcss: ^3.2.7
+ tsx: ^3.12.3
+ typescript: ^4.9.5
+
+dependencies:
+ '@microsoft/fetch-event-source': 2.0.1
+ '@pinecone-database/pinecone': 0.0.10
+ '@radix-ui/react-accordion': 1.1.1_biqbaboplfbrettd7655fr4n2y
+ clsx: 1.2.1
+ dotenv: 16.0.3
+ langchain: 0.0.33_ppsbqni3ixqkis2lkrnfyb5ism
+ lucide-react: 0.125.0_react@18.2.0
+ next: 13.2.3_biqbaboplfbrettd7655fr4n2y
+ pdf-parse: 1.1.1
+ react: 18.2.0
+ react-dom: 18.2.0_react@18.2.0
+ react-markdown: 8.0.5_pmekkgnqduwlme35zpnqhenc34
+ tailwind-merge: 1.10.0
+
+devDependencies:
+ '@types/node': 18.14.6
+ '@types/react': 18.0.28
+ '@types/react-dom': 18.0.11
+ '@typescript-eslint/parser': 5.54.0_ycpbpc6yetojsgtrx3mwntkhsu
+ autoprefixer: 10.4.13_postcss@8.4.21
+ eslint: 8.35.0
+ eslint-config-next: 13.2.3_ycpbpc6yetojsgtrx3mwntkhsu
+ postcss: 8.4.21
+ prettier: 2.8.4
+ tailwindcss: 3.2.7_postcss@8.4.21
+ tsx: 3.12.3
+ typescript: 4.9.5
+
+packages:
+
+ /@babel/runtime/7.21.0:
+ resolution: {integrity: sha512-xwII0//EObnq89Ji5AKYQaRYiW/nZ3llSv29d49IuxPhKbtJoLP+9QUUZ4nVragQVtaVGeZrpB+ZtG/Pdy/POw==}
+ engines: {node: '>=6.9.0'}
+ dependencies:
+ regenerator-runtime: 0.13.11
+
+ /@esbuild-kit/cjs-loader/2.4.2:
+ resolution: {integrity: sha512-BDXFbYOJzT/NBEtp71cvsrGPwGAMGRB/349rwKuoxNSiKjPraNNnlK6MIIabViCjqZugu6j+xeMDlEkWdHHJSg==}
+ dependencies:
+ '@esbuild-kit/core-utils': 3.1.0
+ get-tsconfig: 4.4.0
+ dev: true
+
+ /@esbuild-kit/core-utils/3.1.0:
+ resolution: {integrity: sha512-Uuk8RpCg/7fdHSceR1M6XbSZFSuMrxcePFuGgyvsBn+u339dk5OeL4jv2EojwTN2st/unJGsVm4qHWjWNmJ/tw==}
+ dependencies:
+ esbuild: 0.17.11
+ source-map-support: 0.5.21
+ dev: true
+
+ /@esbuild-kit/esm-loader/2.5.5:
+ resolution: {integrity: sha512-Qwfvj/qoPbClxCRNuac1Du01r9gvNOT+pMYtJDapfB1eoGN1YlJ1BixLyL9WVENRx5RXgNLdfYdx/CuswlGhMw==}
+ dependencies:
+ '@esbuild-kit/core-utils': 3.1.0
+ get-tsconfig: 4.4.0
+ dev: true
+
+ /@esbuild/android-arm/0.17.11:
+ resolution: {integrity: sha512-CdyX6sRVh1NzFCsf5vw3kULwlAhfy9wVt8SZlrhQ7eL2qBjGbFhRBWkkAzuZm9IIEOCKJw4DXA6R85g+qc8RDw==}
+ engines: {node: '>=12'}
+ cpu: [arm]
+ os: [android]
+ requiresBuild: true
+ dev: true
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+ sade: 1.8.1
+ dev: false
+
+ /vfile-message/3.1.4:
+ resolution: {integrity: sha512-fa0Z6P8HUrQN4BZaX05SIVXic+7kE3b05PWAtPuYP9QLHsLKYR7/AlLW3NtOrpXRLeawpDLMsVkmk5DG0NXgWw==}
+ dependencies:
+ '@types/unist': 2.0.6
+ unist-util-stringify-position: 3.0.3
+ dev: false
+
+ /vfile/5.3.7:
+ resolution: {integrity: sha512-r7qlzkgErKjobAmyNIkkSpizsFPYiUPuJb5pNW1RB4JcYVZhs4lIbVqk8XPk033CV/1z8ss5pkax8SuhGpcG8g==}
+ dependencies:
+ '@types/unist': 2.0.6
+ is-buffer: 2.0.5
+ unist-util-stringify-position: 3.0.3
+ vfile-message: 3.1.4
+ dev: false
+
+ /webidl-conversions/3.0.1:
+ resolution: {integrity: sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==}
+ dev: false
+
+ /whatwg-url/5.0.0:
+ resolution: {integrity: sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==}
+ dependencies:
+ tr46: 0.0.3
+ webidl-conversions: 3.0.1
+ dev: false
+
+ /which-boxed-primitive/1.0.2:
+ resolution: {integrity: sha512-bwZdv0AKLpplFY2KZRX6TvyuN7ojjr7lwkg6ml0roIy9YeuSr7JS372qlNW18UQYzgYK9ziGcerWqZOmEn9VNg==}
+ dependencies:
+ is-bigint: 1.0.4
+ is-boolean-object: 1.1.2
+ is-number-object: 1.0.7
+ is-string: 1.0.7
+ is-symbol: 1.0.4
+ dev: true
+
+ /which-collection/1.0.1:
+ resolution: {integrity: sha512-W8xeTUwaln8i3K/cY1nGXzdnVZlidBcagyNFtBdD5kxnb4TvGKR7FfSIS3mYpwWS1QUCutfKz8IY8RjftB0+1A==}
+ dependencies:
+ is-map: 2.0.2
+ is-set: 2.0.2
+ is-weakmap: 2.0.1
+ is-weakset: 2.0.2
+ dev: true
+
+ /which-typed-array/1.1.9:
+ resolution: {integrity: sha512-w9c4xkx6mPidwp7180ckYWfMmvxpjlZuIudNtDf4N/tTAUB8VJbX25qZoAsrtGuYNnGw3pa0AXgbGKRB8/EceA==}
+ engines: {node: '>= 0.4'}
+ dependencies:
+ available-typed-arrays: 1.0.5
+ call-bind: 1.0.2
+ for-each: 0.3.3
+ gopd: 1.0.1
+ has-tostringtag: 1.0.0
+ is-typed-array: 1.1.10
+ dev: true
+
+ /which/2.0.2:
+ resolution: {integrity: sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==}
+ engines: {node: '>= 8'}
+ hasBin: true
+ dependencies:
+ isexe: 2.0.0
+
+ /wide-align/1.1.5:
+ resolution: {integrity: sha512-eDMORYaPNZ4sQIuuYPDHdQvf4gyCF9rEEV/yPxGfwPkRodwEgiMUUXTx/dex+Me0wxx53S+NgUHaP7y3MGlDmg==}
+ dependencies:
+ string-width: 4.2.3
+ dev: false
+
+ /word-wrap/1.2.3:
+ resolution: {integrity: sha512-Hz/mrNwitNRh/HUAtM/VT/5VH+ygD6DV7mYKZAtHOrbs8U7lvPS6xf7EJKMF0uW1KJCl0H701g3ZGus+muE5vQ==}
+ engines: {node: '>=0.10.0'}
+ dev: true
+
+ /wrap-ansi/7.0.0:
+ resolution: {integrity: sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==}
+ engines: {node: '>=10'}
+ dependencies:
+ ansi-styles: 4.3.0
+ string-width: 4.2.3
+ strip-ansi: 6.0.1
+ dev: false
+
+ /wrappy/1.0.2:
+ resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==}
+
+ /xml2js/0.4.23:
+ resolution: {integrity: sha512-ySPiMjM0+pLDftHgXY4By0uswI3SPKLDw/i3UXbnO8M/p28zqexCUoPmQFrYD+/1BzhGJSs2i1ERWKJAtiLrug==}
+ engines: {node: '>=4.0.0'}
+ dependencies:
+ sax: 1.2.4
+ xmlbuilder: 11.0.1
+ dev: false
+
+ /xmlbuilder/11.0.1:
+ resolution: {integrity: sha512-fDlsI/kFEx7gLvbecc0/ohLG50fugQp8ryHzMTuW9vSa1GJ0XYWKnhsUx7oie3G98+r56aTQIUB4kht42R3JvA==}
+ engines: {node: '>=4.0'}
+ dev: false
+
+ /xtend/4.0.2:
+ resolution: {integrity: sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==}
+ engines: {node: '>=0.4'}
+ dev: true
+
+ /y18n/5.0.8:
+ resolution: {integrity: sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==}
+ engines: {node: '>=10'}
+ dev: false
+
+ /yallist/4.0.0:
+ resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+
+ /yaml/1.10.2:
+ resolution: {integrity: sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==}
+ engines: {node: '>= 6'}
+ dev: true
+
+ /yaml/2.2.1:
+ resolution: {integrity: sha512-e0WHiYql7+9wr4cWMx3TVQrNwejKaEe7/rHNmQmqRjazfOP5W8PB6Jpebb5o6fIapbz9o9+2ipcaTM2ZwDI6lw==}
+ engines: {node: '>= 14'}
+ dev: false
+
+ /yargs-parser/20.2.9:
+ resolution: {integrity: sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==}
+ engines: {node: '>=10'}
+ dev: false
+
+ /yargs-parser/21.1.1:
+ resolution: {integrity: sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==}
+ engines: {node: '>=12'}
+ dev: false
+
+ /yargs/16.2.0:
+ resolution: {integrity: sha512-D1mvvtDG0L5ft/jGWkLpG1+m0eQxOfaBvTNELraWj22wSVUMWxZUvYgJYcKh6jGGIkJFhH4IZPQhR4TKpc8mBw==}
+ engines: {node: '>=10'}
+ dependencies:
+ cliui: 7.0.4
+ escalade: 3.1.1
+ get-caller-file: 2.0.5
+ require-directory: 2.1.1
+ string-width: 4.2.3
+ y18n: 5.0.8
+ yargs-parser: 20.2.9
+ dev: false
+
+ /yargs/17.7.1:
+ resolution: {integrity: sha512-cwiTb08Xuv5fqF4AovYacTFNxk62th7LKJ6BL9IGUpTJrWoU7/7WdQGTP2SjKf1dUNBGzDd28p/Yfs/GI6JrLw==}
+ engines: {node: '>=12'}
+ dependencies:
+ cliui: 8.0.1
+ escalade: 3.1.1
+ get-caller-file: 2.0.5
+ require-directory: 2.1.1
+ string-width: 4.2.3
+ y18n: 5.0.8
+ yargs-parser: 21.1.1
+ dev: false
+
+ /yocto-queue/0.1.0:
+ resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==}
+ engines: {node: '>=10'}
+ dev: true
+
+ /zod/3.21.4:
+ resolution: {integrity: sha512-m46AKbrzKVzOzs/DZgVnG5H55N1sv1M8qZU3A8RIKbs3mrACDNeIOeilDymVb2HdmP8uwshOCF4uJ8uM9rCqJw==}
+ dev: false
diff --git a/postcss.config.cjs b/postcss.config.cjs
new file mode 100644
index 000000000..12a703d90
--- /dev/null
+++ b/postcss.config.cjs
@@ -0,0 +1,6 @@
+module.exports = {
+ plugins: {
+ tailwindcss: {},
+ autoprefixer: {},
+ },
+};
diff --git a/public/bot-image.png b/public/bot-image.png
new file mode 100644
index 000000000..eddc752c8
Binary files /dev/null and b/public/bot-image.png differ
diff --git a/public/favicon.ico b/public/favicon.ico
new file mode 100644
index 000000000..718d6fea4
Binary files /dev/null and b/public/favicon.ico differ
diff --git a/public/usericon.png b/public/usericon.png
new file mode 100644
index 000000000..a797c3194
Binary files /dev/null and b/public/usericon.png differ
diff --git a/scripts/ingest-data.ts b/scripts/ingest-data.ts
new file mode 100644
index 000000000..4a7d16ddf
--- /dev/null
+++ b/scripts/ingest-data.ts
@@ -0,0 +1,50 @@
+import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter';
+import { OpenAIEmbeddings } from 'langchain/embeddings';
+import { PineconeStore } from 'langchain/vectorstores';
+import { pinecone } from '@/utils/pinecone-client';
+import { PDFLoader } from 'langchain/document_loaders';
+import { PINECONE_INDEX_NAME, PINECONE_NAME_SPACE } from '@/config/pinecone';
+
+/* Name of directory to retrieve files from. You can change this as required */
+const filePath = 'docs/MorseVsFrederick.pdf';
+
+export const run = async () => {
+ try {
+ /*load raw docs from the pdf file in the directory */
+ const loader = new PDFLoader(filePath);
+ // const loader = new PDFLoader(filePath);
+ const rawDocs = await loader.load();
+
+ console.log(rawDocs);
+
+ /* Split text into chunks */
+ const textSplitter = new RecursiveCharacterTextSplitter({
+ chunkSize: 1000,
+ chunkOverlap: 200,
+ });
+
+ const docs = await textSplitter.splitDocuments(rawDocs);
+ console.log('split docs', docs);
+
+ console.log('creating vector store...');
+ /*create and store the embeddings in the vectorStore*/
+ const embeddings = new OpenAIEmbeddings();
+ const index = pinecone.Index(PINECONE_INDEX_NAME); //change to your own index name
+ //embed the PDF documents
+ await PineconeStore.fromDocuments(
+ index,
+ docs,
+ embeddings,
+ 'text',
+ PINECONE_NAME_SPACE,
+ );
+ } catch (error) {
+ console.log('error', error);
+ throw new Error('Failed to ingest your data');
+ }
+};
+
+(async () => {
+ await run();
+ console.log('ingestion complete');
+})();
diff --git a/styles/Home.module.css b/styles/Home.module.css
new file mode 100644
index 000000000..970270050
--- /dev/null
+++ b/styles/Home.module.css
@@ -0,0 +1,262 @@
+.main {
+ display: flex;
+ flex-direction: column;
+ justify-content: space-between;
+ align-items: center;
+ padding: 2rem;
+}
+
+.header {
+ width: auto;
+}
+
+.header p {
+ text-align: center;
+}
+
+.cloudform {
+ position: relative;
+}
+
+.textarea {
+ position: relative;
+ resize: none;
+ font-size: 1.1rem;
+ padding: 1rem 2rem 1rem 2rem;
+ width: 75vw;
+ border-radius: 0.5rem;
+ border: 1px solid #d9d9e3;
+ background: #ffffff;
+ color: #000;
+ outline: none;
+}
+
+.textarea:disabled {
+ opacity: 0.5;
+}
+
+.textarea:focus {
+ outline: none;
+ border-color: #6b7280;
+ box-shadow: 0 0 0 3px rgba(156, 163, 175, 0.5);
+}
+
+.textarea::placeholder {
+ color: #6b7280;
+}
+
+.generatebutton {
+ position: absolute;
+ top: 0.87rem;
+ right: 1rem;
+ color: rgb(165, 162, 162);
+ background: none;
+ padding: 0.3rem;
+ border: none;
+ display: flex;
+}
+
+.loadingwheel {
+ position: absolute;
+ top: 0.2rem;
+ right: 0.25rem;
+}
+
+.svgicon {
+ transform: rotate(90deg);
+ width: 1.2em;
+ height: 1.2em;
+ fill: currentColor;
+}
+
+.generatebutton:hover {
+ background: #e4575726;
+ border-radius: 0.2rem;
+}
+
+.generatebutton:disabled {
+ opacity: 0.9;
+ cursor: not-allowed;
+ background: none;
+}
+
+.messagelist {
+ width: 100%;
+ height: 100%;
+ overflow-y: scroll;
+ border-radius: 0.5rem;
+}
+
+.messagelistloading {
+ display: flex;
+ width: 100%;
+ justify-content: center;
+ margin-top: 1rem;
+}
+
+.usermessage {
+ background: #ffffff;
+ padding: 1.5rem;
+ color: #000;
+}
+
+.usermessagewaiting {
+ padding: 1.5rem;
+ color: #000;
+ background: linear-gradient(to left, #07080938, #1a1c2024, #07080936);
+ background-size: 200% 200%;
+ background-position: -100% 0;
+ animation: loading-gradient 2s ease-in-out infinite;
+ animation-direction: alternate;
+ animation-name: loading-gradient;
+}
+
+@keyframes loading-gradient {
+ 0% {
+ background-position: -100% 0;
+ }
+ 100% {
+ background-position: 100% 0;
+ }
+}
+
+.apimessage {
+ background: #f9fafb;
+ padding: 1.5rem;
+ color: #000;
+ animation: fadein 0.5s;
+}
+
+@keyframes fadein {
+ from {
+ opacity: 0;
+ }
+ to {
+ opacity: 1;
+ }
+}
+
+.apimessage,
+.usermessage,
+.usermessagewaiting {
+ display: flex;
+}
+
+.markdownanswer {
+ line-height: 1.75;
+}
+
+.markdownanswer a:hover {
+ opacity: 0.8;
+}
+
+.markdownanswer a {
+ color: #b13a3a;
+ font-weight: 500;
+}
+
+.markdownanswer code {
+ color: #15cb19;
+ font-weight: 500;
+ white-space: pre-wrap !important;
+}
+
+.markdownanswer ol,
+.markdownanswer ul {
+ margin: 1rem;
+}
+
+.boticon,
+.usericon {
+ margin-right: 1rem;
+ border-radius: 0.1rem;
+ height: 100%;
+}
+
+.markdownanswer h1,
+.markdownanswer h2,
+.markdownanswer h3 {
+ font-size: inherit;
+}
+
+.center {
+ display: flex;
+ justify-content: center;
+ align-items: center;
+ position: relative;
+ padding: 2rem 0;
+ flex-direction: column;
+}
+
+.cloud {
+ width: 75vw;
+ height: 65vh;
+ background: #ffffff;
+ border-radius: 0.5rem;
+ border: 1px solid #d9d9e3;
+ display: flex;
+ justify-content: center;
+ align-items: center;
+}
+
+.pointsnormal {
+ width: 90%;
+ height: 90%;
+}
+
+.pointsdim {
+ width: 90%;
+ height: 90%;
+ opacity: 0.25;
+}
+
+.footer {
+ color: #5f6368;
+ font-size: 0.8rem;
+ margin: 1.5rem;
+}
+
+.footer a {
+ font-weight: 500;
+ color: #7a7d81;
+}
+
+.footer a:hover {
+ opacity: 0.8;
+}
+
+/* Mobile optimization */
+@media (max-width: 600px) {
+ .main {
+ padding: 1rem;
+ max-height: 90vh;
+ }
+
+ .cloud {
+ width: 22rem;
+ height: 28rem;
+ }
+ .textarea {
+ width: 22rem;
+ }
+ .topnav {
+ border: 1px solid black;
+ align-items: center;
+ padding: 0.85rem 0.75rem 0.85rem 0.75rem;
+ }
+
+ .navlogo {
+ font-size: 1.25rem;
+ width: 20rem;
+ }
+
+ .markdownanswer code {
+ white-space: pre-wrap !important;
+ }
+
+ .footer {
+ font-size: 0.7rem;
+ width: 100%;
+ text-align: center;
+ }
+}
diff --git a/styles/base.css b/styles/base.css
new file mode 100644
index 000000000..b5c61c956
--- /dev/null
+++ b/styles/base.css
@@ -0,0 +1,3 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
diff --git a/styles/chrome-bug.css b/styles/chrome-bug.css
new file mode 100644
index 000000000..245ec8f09
--- /dev/null
+++ b/styles/chrome-bug.css
@@ -0,0 +1,12 @@
+/**
+ * Chrome has a bug with transitions on load since 2012!
+ *
+ * To prevent a "pop" of content, you have to disable all transitions until
+ * the page is done loading.
+ *
+ * https://lab.laukstein.com/bug/input
+ * https://twitter.com/timer150/status/1345217126680899584
+ */
+body.loading * {
+ transition: none !important;
+}
diff --git a/styles/loading-dots.module.css b/styles/loading-dots.module.css
new file mode 100644
index 000000000..9bb6835b3
--- /dev/null
+++ b/styles/loading-dots.module.css
@@ -0,0 +1,69 @@
+.loading {
+ display: inline-flex;
+ align-items: center;
+}
+
+.loading .spacer {
+ margin-right: 2px;
+}
+
+.loading span {
+ animation-name: blink;
+ animation-duration: 1.4s;
+ animation-iteration-count: infinite;
+ animation-fill-mode: both;
+ width: 5px;
+ height: 5px;
+ border-radius: 50%;
+ display: inline-block;
+ margin: 0 1px;
+}
+
+.loading span:nth-of-type(2) {
+ animation-delay: 0.2s;
+}
+
+.loading span:nth-of-type(3) {
+ animation-delay: 0.4s;
+}
+
+.loading2 {
+ display: inline-flex;
+ align-items: center;
+}
+
+.loading2 .spacer {
+ margin-right: 2px;
+}
+
+.loading2 span {
+ animation-name: blink;
+ animation-duration: 1.4s;
+ animation-iteration-count: infinite;
+ animation-fill-mode: both;
+ width: 4px;
+ height: 4px;
+ border-radius: 50%;
+ display: inline-block;
+ margin: 0 1px;
+}
+
+.loading2 span:nth-of-type(2) {
+ animation-delay: 0.2s;
+}
+
+.loading2 span:nth-of-type(3) {
+ animation-delay: 0.4s;
+}
+
+@keyframes blink {
+ 0% {
+ opacity: 0.2;
+ }
+ 20% {
+ opacity: 1;
+ }
+ 100% {
+ opacity: 0.2;
+ }
+}
diff --git a/tailwind.config.cjs b/tailwind.config.cjs
new file mode 100644
index 000000000..00efc5d50
--- /dev/null
+++ b/tailwind.config.cjs
@@ -0,0 +1,11 @@
+/** @type {import('tailwindcss').Config} */
+module.exports = {
+ content: [
+ './app/**/*.{js,ts,jsx,tsx}',
+ './pages/**/*.{js,ts,jsx,tsx}',
+ './components/**/*.{js,ts,jsx,tsx}',
+ ],
+ theme: {
+ extend: {},
+ },
+};
diff --git a/tsconfig.json b/tsconfig.json
new file mode 100644
index 000000000..537ecafcf
--- /dev/null
+++ b/tsconfig.json
@@ -0,0 +1,29 @@
+{
+ "compilerOptions": {
+ "target": "es2020",
+ "lib": ["dom", "dom.iterable", "esnext"],
+ "allowJs": true,
+ "skipLibCheck": true,
+ "strict": true,
+ "forceConsistentCasingInFileNames": true,
+ "noEmit": true,
+ "esModuleInterop": true,
+ "module": "esnext",
+ "moduleResolution": "node",
+ "resolveJsonModule": true,
+ "isolatedModules": true,
+ "jsx": "preserve",
+ "incremental": true,
+ "baseUrl": ".",
+ "plugins": [
+ {
+ "name": "next"
+ }
+ ],
+ "paths": {
+ "@/*": ["./*"]
+ }
+ },
+ "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+ "exclude": ["node_modules"]
+}
diff --git a/types/chat.ts b/types/chat.ts
new file mode 100644
index 000000000..f1a8fa63b
--- /dev/null
+++ b/types/chat.ts
@@ -0,0 +1,8 @@
+import { Document } from 'langchain/document';
+
+export type Message = {
+ type: 'apiMessage' | 'userMessage';
+ message: string;
+ isStreaming?: boolean;
+ sourceDocs?: Document[];
+};
diff --git a/utils/cn.ts b/utils/cn.ts
new file mode 100644
index 000000000..e57f98028
--- /dev/null
+++ b/utils/cn.ts
@@ -0,0 +1,6 @@
+import { ClassValue, clsx } from 'clsx';
+import { twMerge } from 'tailwind-merge';
+
+export function cn(...inputs: ClassValue[]) {
+ return twMerge(clsx(inputs));
+}
diff --git a/utils/makechain.ts b/utils/makechain.ts
new file mode 100644
index 000000000..e238c2cab
--- /dev/null
+++ b/utils/makechain.ts
@@ -0,0 +1,60 @@
+import { OpenAIChat } from 'langchain/llms';
+import { LLMChain, ChatVectorDBQAChain, loadQAChain } from 'langchain/chains';
+import { PineconeStore } from 'langchain/vectorstores';
+import { PromptTemplate } from 'langchain/prompts';
+import { CallbackManager } from 'langchain/callbacks';
+
+const CONDENSE_PROMPT =
+ PromptTemplate.fromTemplate(`Given the following conversation and a follow up question, rephrase the follow up question to be a standalone question.
+
+Chat History:
+{chat_history}
+Follow Up Input: {question}
+Standalone question:`);
+
+const QA_PROMPT = PromptTemplate.fromTemplate(
+ `You are an AI assistant providing helpful advice. You are given the following extracted parts of a long document and a question. Provide a conversational answer based on the context provided.
+You should only provide hyperlinks that reference the context below. Do NOT make up hyperlinks.
+If you can't find the answer in the context below, just say "Hmm, I'm not sure." Don't try to make up an answer.
+If the question is not related to the context, politely respond that you are tuned to only answer questions that are related to the context.
+
+Question: {question}
+=========
+{context}
+=========
+Answer in Markdown:`,
+);
+
+export const makeChain = (
+ vectorstore: PineconeStore,
+ onTokenStream?: (token: string) => void,
+) => {
+ const questionGenerator = new LLMChain({
+ llm: new OpenAIChat({ temperature: 0 }),
+ prompt: CONDENSE_PROMPT,
+ });
+ const docChain = loadQAChain(
+ new OpenAIChat({
+ temperature: 0,
+ modelName: 'gpt-4', //change this to older versions if you don't have access to gpt-4
+ streaming: Boolean(onTokenStream),
+ callbackManager: onTokenStream
+ ? CallbackManager.fromHandlers({
+ async handleLLMNewToken(token) {
+ onTokenStream(token);
+ console.log(token);
+ },
+ })
+ : undefined,
+ }),
+ { prompt: QA_PROMPT },
+ );
+
+ return new ChatVectorDBQAChain({
+ vectorstore,
+ combineDocumentsChain: docChain,
+ questionGeneratorChain: questionGenerator,
+ returnSourceDocuments: true,
+ k: 2, //number of source documents to return
+ });
+};
diff --git a/utils/openai-client.ts b/utils/openai-client.ts
new file mode 100644
index 000000000..b8ea676cc
--- /dev/null
+++ b/utils/openai-client.ts
@@ -0,0 +1,9 @@
+import { OpenAI } from 'langchain/llms';
+
+if (!process.env.OPENAI_API_KEY) {
+ throw new Error('Missing OpenAI Credentials');
+}
+
+export const openai = new OpenAI({
+ temperature: 0,
+});
diff --git a/utils/pinecone-client.ts b/utils/pinecone-client.ts
new file mode 100644
index 000000000..b0da2c655
--- /dev/null
+++ b/utils/pinecone-client.ts
@@ -0,0 +1,24 @@
+import { PineconeClient } from '@pinecone-database/pinecone';
+
+console.log(process.env.PINECONE_ENVIRONMENT);
+if (!process.env.PINECONE_ENVIRONMENT || !process.env.PINECONE_API_KEY) {
+ throw new Error('Pinecone environment or api key vars missing');
+}
+
+async function initPinecone() {
+ try {
+ const pinecone = new PineconeClient();
+
+ await pinecone.init({
+ environment: process.env.PINECONE_ENVIRONMENT ?? '', //this is in the dashboard
+ apiKey: process.env.PINECONE_API_KEY ?? '',
+ });
+
+ return pinecone;
+ } catch (error) {
+ console.log('error', error);
+ throw new Error('Failed to initialize Pinecone Client');
+ }
+}
+
+export const pinecone = await initPinecone();
diff --git a/visual-guide/gpt-langchain-pdf.png b/visual-guide/gpt-langchain-pdf.png
new file mode 100644
index 000000000..bc54c550d
Binary files /dev/null and b/visual-guide/gpt-langchain-pdf.png differ