├── .env.example ├── .eslintrc.json ├── .gitignore ├── .prettierrc ├── README.md ├── components ├── layout.tsx └── ui │ └── LoadingDots.tsx ├── config └── pinecone.ts ├── next.config.js ├── package.json ├── pages ├── _app.tsx ├── _document.tsx ├── api │ └── chat.ts └── index.tsx ├── pnpm-lock.yaml ├── postcss.config.cjs ├── public └── favicon.ico ├── scripts └── ingest-data.ts ├── styles ├── base.css ├── chrome-bug.css └── loading-dots.module.css ├── tailwind.config.cjs ├── tsconfig.json ├── types └── chat.ts ├── utils ├── helpers.ts ├── openai-client.ts └── pinecone-client.ts └── visual-image └── notion-chatgpt-langchain-diagram.png /.env.example: -------------------------------------------------------------------------------- 1 | OPENAI_API_KEY= 2 | 3 | PINECONE_API_KEY= 4 | PINECONE_ENVIRONMENT= 5 | 6 | -------------------------------------------------------------------------------- /.eslintrc.json: -------------------------------------------------------------------------------- 1 | { 2 | "extends": "next/core-web-vitals" 3 | } 4 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # See https://help.github.com/articles/ignoring-files/ for more about ignoring files. 2 | 3 | # dependencies 4 | /node_modules 5 | /.pnp 6 | .pnp.js 7 | 8 | # testing 9 | /coverage 10 | 11 | # next.js 12 | /.next/ 13 | /out/ 14 | 15 | # production 16 | /build 17 | 18 | # misc 19 | .DS_Store 20 | *.pem 21 | 22 | # debug 23 | npm-debug.log* 24 | yarn-debug.log* 25 | yarn-error.log* 26 | .pnpm-debug.log* 27 | 28 | # local env files 29 | .env*.local 30 | .env 31 | 32 | # vercel 33 | .vercel 34 | 35 | # typescript 36 | *.tsbuildinfo 37 | next-env.d.ts 38 | 39 | #Obsidian_Notes 40 | /Obsidian_Notes 41 | -------------------------------------------------------------------------------- /.prettierrc: -------------------------------------------------------------------------------- 1 | { 2 | "trailingComma": "all", 3 | "singleQuote": true, 4 | "printWidth": 80, 5 | "tabWidth": 2 6 | } 7 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## Demo 2 | 3 | https://user-images.githubusercontent.com/72312238/229364024-038462e7-9a6a-4912-a2ed-86399fb43da4.mov 4 | 5 | 6 | ## 🚨 DISCLAIMER 7 | 8 | This project is inspired by [Notion Chat Langchain](https://github.com/mayooear/notion-chat-langchain) [Mayo](https://twitter.com/mayowaoshin). 9 | 10 | ## A ChatBot for Obsidian Notes 11 | 12 | This repo uses vector embedding and turns your Obsidian notes into a chatbot. 13 | 14 | ## Development 15 | 16 | 1. Clone the repo 17 | 2. Install packages 18 | 19 | ``` 20 | pnpm install 21 | ``` 22 | 23 | 3. Set up your `.env` file 24 | 25 | - Copy `.env.example` into `.env` 26 | Your `.env` file should look like this: 27 | 28 | ``` 29 | OPENAI_API_KEY= 30 | 31 | PINECONE_API_KEY= 32 | PINECONE_ENVIRONMENT= 33 | 34 | ``` 35 | 36 | - Visit [openai](https://help.openai.com/en/articles/4936850-where-do-i-find-my-secret-api-key) and [pinecone](https://www.pinecone.io/) to retrieve API keys and insert into your `.env` file. 37 | 38 | 4. In the `config` folder, go into `pinecone-index.ts` and replace `PINECONE_INDEX_NAME` with the index name in your pinecone dashboard. 39 | 40 | ## 🧑 Instructions for ingesting your own dataset 41 | 42 | Create an Obsidian_Notes folder in root project and copy and paste your .md Obsidian notes into it. 43 | 44 | ## Ingest data 45 | 46 | Now we need to `ingest` your docs. In **very** simple terms, ingesting is the process of converting your docs into numbers (embedding) that can be easily stored and analyzed for similarity searches. 47 | 48 | ```bash 49 | npm run ingest 50 | 51 | ``` 52 | 53 | ## Running the app 54 | 55 | Run your local dev environment `npm run dev`. 56 | 57 | Use the search bar to ask a question about your docs. 58 | 59 | Simple. 60 | 61 | ## Deployment 62 | 63 | You can deploy this app to the cloud with [Vercel](https://vercel.com) ([Documentation](https://nextjs.org/docs/deployment)). 64 | 65 | ## Credit 66 | 67 | This repo is inspired by [Notion Chat Langchain](https://github.com/mayooear/notion-chat-langchain) and [notion-qa](https://github.com/hwchase17/notion-qa). 68 | -------------------------------------------------------------------------------- /components/layout.tsx: -------------------------------------------------------------------------------- 1 | import Link from 'next/link'; 2 | 3 | const navigation = { 4 | social: [ 5 | { 6 | name: 'Twitter', 7 | href: 'https://twitter.com/josh_m_may', 8 | icon: (props: React.SVGProps) => ( 9 | 10 | 11 | 12 | ), 13 | }, 14 | ], 15 | }; 16 | 17 | interface LayoutProps { 18 | children?: React.ReactNode; 19 | } 20 | 21 | export default function Layout({ children }: LayoutProps) { 22 | return ( 23 |
24 | {/* Navbar */} 25 | 26 |
27 |
28 |
29 |
30 | 34 | Journal GPT 35 | 36 |
37 |
38 |
39 | {navigation.social.map((item) => ( 40 | 45 | {item.name} 46 | 48 | ))} 49 |
50 |
51 |
52 | 53 | {/* Close - Navbar */} 54 | 55 |
56 |
57 | {children} 58 |
59 |
60 |
61 | ); 62 | } 63 | -------------------------------------------------------------------------------- /components/ui/LoadingDots.tsx: -------------------------------------------------------------------------------- 1 | import styles from '../styles/loading-dots.module.css'; 2 | 3 | const LoadingDots = ({ 4 | color = '#000', 5 | style = 'small', 6 | }: { 7 | color: string; 8 | style: string; 9 | }) => { 10 | return ( 11 | 12 | 13 | 14 | 15 | 16 | ); 17 | }; 18 | 19 | export default LoadingDots; 20 | 21 | LoadingDots.defaultProps = { 22 | style: 'small', 23 | }; 24 | -------------------------------------------------------------------------------- /config/pinecone.ts: -------------------------------------------------------------------------------- 1 | const PINECONE_INDEX_NAME = 'daily'; 2 | 3 | const PINECONE_NAME_SPACE = 'obsidian-daily-notes'; //namespace is optional for your vectors 4 | 5 | export { PINECONE_INDEX_NAME, PINECONE_NAME_SPACE }; 6 | -------------------------------------------------------------------------------- /next.config.js: -------------------------------------------------------------------------------- 1 | /** @type {import('next').NextConfig} */ 2 | const nextConfig = { 3 | reactStrictMode: true, 4 | swcMinify: true, 5 | webpack(config) { 6 | config.experiments = { ...config.experiments, topLevelAwait: true }; 7 | return config; 8 | }, 9 | }; 10 | 11 | export default nextConfig; 12 | -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "notion-chatgpt-langchain", 3 | "version": "0.1.0", 4 | "private": true, 5 | "license": "MIT", 6 | "author": "Mayooear", 7 | "type": "module", 8 | "scripts": { 9 | "dev": "next dev", 10 | "build": "next build", 11 | "start": "next start", 12 | "type-check": "tsc --noEmit", 13 | "lint": "eslint --ignore-path .gitignore \"**/*.+(ts|js|tsx)\"", 14 | "format": "prettier --ignore-path .gitignore \"**/*.+(ts|js|tsx)\" --write", 15 | "ingest": "tsx -r dotenv/config scripts/ingest-data.ts" 16 | }, 17 | "dependencies": { 18 | "@pinecone-database/pinecone": "0.0.8", 19 | "@types/glob": "^8.1.0", 20 | "dotenv": "^16.0.3", 21 | "glob": "^9.2.1", 22 | "langchain": "^0.0.22", 23 | "next": "13.2.3", 24 | "react": "18.2.0", 25 | "react-dom": "18.2.0" 26 | }, 27 | "devDependencies": { 28 | "@types/node": "^18.14.6", 29 | "@types/react": "^18.0.28", 30 | "@types/react-dom": "^18.0.11", 31 | "@typescript-eslint/eslint-plugin": "^5.54.0", 32 | "@typescript-eslint/parser": "^5.54.0", 33 | "autoprefixer": "^10.4.13", 34 | "eslint": "8.35.0", 35 | "eslint-config-next": "13.2.3", 36 | "postcss": "^8.4.21", 37 | "prettier": "^2.8.4", 38 | "tailwindcss": "^3.2.7", 39 | "tsx": "^3.12.3", 40 | "typescript": "^4.9.5" 41 | }, 42 | "keywords": [ 43 | "starter", 44 | "notion", 45 | "typescript", 46 | "nextjs", 47 | "langchain", 48 | "openai" 49 | ] 50 | } 51 | -------------------------------------------------------------------------------- /pages/_app.tsx: -------------------------------------------------------------------------------- 1 | import '@/styles/base.css'; 2 | import type { AppProps } from 'next/app'; 3 | import { Inter } from 'next/font/google'; 4 | 5 | const inter = Inter({ 6 | variable: '--font-inter', 7 | subsets: ['latin'], 8 | }); 9 | 10 | function MyApp({ Component, pageProps }: AppProps) { 11 | return ( 12 | <> 13 |
14 | 15 |
16 | 17 | ); 18 | } 19 | 20 | export default MyApp; 21 | -------------------------------------------------------------------------------- /pages/_document.tsx: -------------------------------------------------------------------------------- 1 | import { Html, Head, Main, NextScript } from "next/document"; 2 | 3 | export default function Document() { 4 | return ( 5 | 6 | 7 | 8 |
9 | 10 | 11 | 12 | ); 13 | } 14 | -------------------------------------------------------------------------------- /pages/api/chat.ts: -------------------------------------------------------------------------------- 1 | import type { NextApiRequest, NextApiResponse } from 'next'; 2 | import { VectorDBQAChain } from 'langchain/chains'; 3 | import { OpenAIEmbeddings } from 'langchain/embeddings'; 4 | import { PineconeStore } from 'langchain/vectorstores'; 5 | import { openai } from '@/utils/openai-client'; 6 | import { pinecone } from '@/utils/pinecone-client'; 7 | import { PINECONE_INDEX_NAME, PINECONE_NAME_SPACE } from '@/config/pinecone'; 8 | 9 | export default async function handler( 10 | req: NextApiRequest, 11 | res: NextApiResponse, 12 | ) { 13 | const { question } = req.body; 14 | 15 | if (!question) { 16 | return res.status(400).json({ message: 'No question in the request' }); 17 | } 18 | 19 | try { 20 | // OpenAI recommends replacing newlines with spaces for best results 21 | const sanitizedQuestion = question.trim().replaceAll('\n', ' '); 22 | 23 | const index = pinecone.Index(PINECONE_INDEX_NAME); 24 | /* create vectorstore*/ 25 | const vectorStore = await PineconeStore.fromExistingIndex( 26 | index, 27 | new OpenAIEmbeddings({}), 28 | 'text', 29 | PINECONE_NAME_SPACE, //optional 30 | ); 31 | 32 | const model = openai; 33 | // create the chain 34 | const chain = VectorDBQAChain.fromLLM(model, vectorStore); 35 | 36 | //Ask a question 37 | const response = await chain.call({ 38 | query: sanitizedQuestion, 39 | }); 40 | 41 | console.log('response', response); 42 | 43 | res.status(200).json(response); 44 | } catch (error: any) { 45 | console.log('error', error); 46 | res.status(500).json({ error: error?.message || 'Unknown error.' }); 47 | } 48 | } 49 | -------------------------------------------------------------------------------- /pages/index.tsx: -------------------------------------------------------------------------------- 1 | import { useRef, useState, useEffect } from 'react'; 2 | import Layout from '@/components/layout'; 3 | 4 | export default function Home() { 5 | const [query, setQuery] = useState(''); 6 | const [loading, setLoading] = useState(false); 7 | const [answer, setAnswer] = useState(''); 8 | 9 | const inputRef = useRef(null); 10 | 11 | useEffect(() => { 12 | inputRef.current?.focus(); 13 | }, []); 14 | 15 | async function handleSearch() { 16 | if (!query) { 17 | alert('Please input a question'); 18 | return; 19 | } 20 | 21 | setAnswer(''); 22 | setLoading(true); 23 | 24 | const question = query.trim(); 25 | 26 | try { 27 | const response = await fetch('/api/chat', { 28 | method: 'POST', 29 | headers: { 30 | 'Content-Type': 'application/json', 31 | }, 32 | body: JSON.stringify({ 33 | question, 34 | }), 35 | }); 36 | 37 | if (!response.ok) { 38 | setLoading(false); 39 | throw new Error(response.statusText); 40 | } 41 | 42 | const answer = await response.json(); 43 | 44 | if (answer.text) { 45 | setAnswer(answer.text); 46 | } 47 | setLoading(false); 48 | } catch (error) { 49 | setLoading(false); 50 | console.log('error', error); 51 | } 52 | } 53 | 54 | const handleEnter = (e: any) => { 55 | if (e.key === 'Enter' && query) { 56 | handleSearch(); 57 | } else { 58 | return; 59 | } 60 | }; 61 | 62 | const listItems: string[] = ['Item 1', 'Item 2', 'Item 3']; 63 | 64 | return ( 65 | <> 66 | 67 |
68 |
69 |

70 | Turn Your Obsidian Notes into a Chatbot  🙌 71 |

72 | 73 |
74 | setQuery(e.target.value)} 81 | onKeyDown={handleEnter} 82 | /> 83 | 89 |
90 | {loading && ( 91 |
92 | <> 93 |
94 |
95 |
96 |
97 |
98 |
99 |
100 | 101 |
102 | )} 103 | {!loading && answer.length > 0 && ( 104 | <> 105 |
106 |

107 | Answer 108 |

109 |

110 | {answer} 111 |

112 |
113 | 114 | )} 115 |
116 |
117 | 118 | 119 | ); 120 | } 121 | -------------------------------------------------------------------------------- /pnpm-lock.yaml: -------------------------------------------------------------------------------- 1 | lockfileVersion: '6.0' 2 | 3 | dependencies: 4 | '@pinecone-database/pinecone': 5 | specifier: 0.0.8 6 | version: 0.0.8 7 | '@types/glob': 8 | specifier: ^8.1.0 9 | version: 8.1.0 10 | dotenv: 11 | specifier: ^16.0.3 12 | version: 16.0.3 13 | glob: 14 | specifier: ^9.2.1 15 | version: 9.2.1 16 | langchain: 17 | specifier: ^0.0.22 18 | version: 0.0.22(@pinecone-database/pinecone@0.0.8) 19 | next: 20 | specifier: 13.2.3 21 | version: 13.2.3(react-dom@18.2.0)(react@18.2.0) 22 | react: 23 | specifier: 18.2.0 24 | version: 18.2.0 25 | react-dom: 26 | specifier: 18.2.0 27 | version: 18.2.0(react@18.2.0) 28 | 29 | devDependencies: 30 | '@types/node': 31 | specifier: ^18.14.6 32 | version: 18.14.6 33 | '@types/react': 34 | specifier: ^18.0.28 35 | version: 18.0.28 36 | 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sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==} 3819 | engines: {node: '>=10'} 3820 | dev: true 3821 | -------------------------------------------------------------------------------- /postcss.config.cjs: -------------------------------------------------------------------------------- 1 | module.exports = { 2 | plugins: { 3 | tailwindcss: {}, 4 | autoprefixer: {}, 5 | }, 6 | }; 7 | -------------------------------------------------------------------------------- /public/favicon.ico: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/josh-may/journal-gpt/e26adaa0e0c47ffe49ac1c39825e286b9923d699/public/favicon.ico -------------------------------------------------------------------------------- /scripts/ingest-data.ts: -------------------------------------------------------------------------------- 1 | import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter'; 2 | import { OpenAIEmbeddings } from 'langchain/embeddings'; 3 | import { PineconeStore } from 'langchain/vectorstores'; 4 | import { pinecone } from '@/utils/pinecone-client'; 5 | import { processMarkDownFiles } from '@/utils/helpers'; 6 | import { PINECONE_INDEX_NAME, PINECONE_NAME_SPACE } from '@/config/pinecone'; 7 | 8 | /* Name of directory to retrieve files from. You can change this as required */ 9 | const directoryPath = 'Obsidian_Notes'; 10 | 11 | export const run = async () => { 12 | try { 13 | /*load raw docs from the markdown files in the directory */ 14 | const rawDocs = await processMarkDownFiles(directoryPath); 15 | 16 | /* Split text into chunks */ 17 | const textSplitter = new RecursiveCharacterTextSplitter({ 18 | chunkSize: 1000, 19 | chunkOverlap: 200, 20 | }); 21 | 22 | const docs = await textSplitter.splitDocuments(rawDocs); 23 | console.log('split docs', docs); 24 | 25 | console.log('creating vector store...'); 26 | /*create and store the embeddings in the vectorStore*/ 27 | const embeddings = new OpenAIEmbeddings(); 28 | const index = pinecone.Index(PINECONE_INDEX_NAME); //change to your own index name 29 | await PineconeStore.fromDocuments( 30 | index, 31 | docs, 32 | embeddings, 33 | 'text', 34 | PINECONE_NAME_SPACE, //optional namespace for your vectors 35 | ); 36 | } catch (error) { 37 | console.log('error', error); 38 | throw new Error('Failed to ingest your data'); 39 | } 40 | }; 41 | 42 | (async () => { 43 | await run(); 44 | console.log('ingestion complete'); 45 | })(); 46 | -------------------------------------------------------------------------------- /styles/base.css: -------------------------------------------------------------------------------- 1 | @tailwind base; 2 | @tailwind components; 3 | @tailwind utilities; 4 | 5 | body { 6 | background-color: #1a202c; 7 | } 8 | -------------------------------------------------------------------------------- /styles/chrome-bug.css: -------------------------------------------------------------------------------- 1 | /** 2 | * Chrome has a bug with transitions on load since 2012! 3 | * 4 | * To prevent a "pop" of content, you have to disable all transitions until 5 | * the page is done loading. 6 | * 7 | * https://lab.laukstein.com/bug/input 8 | * https://twitter.com/timer150/status/1345217126680899584 9 | */ 10 | body.loading * { 11 | transition: none !important; 12 | } 13 | -------------------------------------------------------------------------------- /styles/loading-dots.module.css: -------------------------------------------------------------------------------- 1 | .loading { 2 | display: inline-flex; 3 | align-items: center; 4 | } 5 | 6 | .loading .spacer { 7 | margin-right: 2px; 8 | } 9 | 10 | .loading span { 11 | animation-name: blink; 12 | animation-duration: 1.4s; 13 | animation-iteration-count: infinite; 14 | animation-fill-mode: both; 15 | width: 5px; 16 | height: 5px; 17 | border-radius: 50%; 18 | display: inline-block; 19 | margin: 0 1px; 20 | } 21 | 22 | .loading span:nth-of-type(2) { 23 | animation-delay: 0.2s; 24 | } 25 | 26 | .loading span:nth-of-type(3) { 27 | animation-delay: 0.4s; 28 | } 29 | 30 | .loading2 { 31 | display: inline-flex; 32 | align-items: center; 33 | } 34 | 35 | .loading2 .spacer { 36 | margin-right: 2px; 37 | } 38 | 39 | .loading2 span { 40 | animation-name: blink; 41 | animation-duration: 1.4s; 42 | animation-iteration-count: infinite; 43 | animation-fill-mode: both; 44 | width: 4px; 45 | height: 4px; 46 | border-radius: 50%; 47 | display: inline-block; 48 | margin: 0 1px; 49 | } 50 | 51 | .loading2 span:nth-of-type(2) { 52 | animation-delay: 0.2s; 53 | } 54 | 55 | .loading2 span:nth-of-type(3) { 56 | animation-delay: 0.4s; 57 | } 58 | 59 | @keyframes blink { 60 | 0% { 61 | opacity: 0.2; 62 | } 63 | 20% { 64 | opacity: 1; 65 | } 66 | 100% { 67 | opacity: 0.2; 68 | } 69 | } 70 | -------------------------------------------------------------------------------- /tailwind.config.cjs: -------------------------------------------------------------------------------- 1 | /** @type {import('tailwindcss').Config} */ 2 | module.exports = { 3 | content: [ 4 | './app/**/*.{js,ts,jsx,tsx}', 5 | './pages/**/*.{js,ts,jsx,tsx}', 6 | './components/**/*.{js,ts,jsx,tsx}', 7 | ], 8 | theme: { 9 | extend: {}, 10 | }, 11 | }; 12 | -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "target": "es2022", 4 | "lib": ["dom", "dom.iterable", "esnext"], 5 | "allowJs": true, 6 | "skipLibCheck": true, 7 | "strict": true, 8 | "forceConsistentCasingInFileNames": true, 9 | "noEmit": true, 10 | "esModuleInterop": true, 11 | "module": "esnext", 12 | "moduleResolution": "node", 13 | "resolveJsonModule": true, 14 | "isolatedModules": true, 15 | "jsx": "preserve", 16 | "incremental": true, 17 | "baseUrl": ".", 18 | "plugins": [ 19 | { 20 | "name": "next" 21 | } 22 | ], 23 | "paths": { 24 | "@/*": ["./*"] 25 | } 26 | }, 27 | "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"], 28 | "exclude": ["node_modules"] 29 | } 30 | -------------------------------------------------------------------------------- /types/chat.ts: -------------------------------------------------------------------------------- 1 | export type response = { 2 | text: string; 3 | }; 4 | -------------------------------------------------------------------------------- /utils/helpers.ts: -------------------------------------------------------------------------------- 1 | import glob from 'glob'; 2 | import fs from 'fs/promises'; 3 | import path from 'path'; 4 | import { Document } from 'langchain/document'; 5 | 6 | export async function processMarkDownFiles( 7 | directoryPath: string, 8 | ): Promise { 9 | try { 10 | const fileNames = await glob('**/*.md', { cwd: directoryPath }); 11 | console.log('files', fileNames); 12 | 13 | const docs: Document[] = []; 14 | for (const fileName of fileNames) { 15 | const filePath = path.join(directoryPath, fileName); 16 | const text = await fs.readFile(filePath, { 17 | encoding: 'utf-8', 18 | }); 19 | const metadata = { source: fileName }; 20 | docs.push( 21 | new Document({ 22 | pageContent: text, 23 | metadata, 24 | }), 25 | ); 26 | } 27 | console.log('docs', docs); 28 | return docs; 29 | } catch (error) { 30 | console.log('error', error); 31 | throw new Error(`Could not read directory path ${directoryPath} `); 32 | } 33 | } 34 | -------------------------------------------------------------------------------- /utils/openai-client.ts: -------------------------------------------------------------------------------- 1 | import { OpenAI } from 'langchain/llms'; 2 | 3 | if (!process.env.OPENAI_API_KEY) { 4 | throw new Error('Missing OpenAI Credentials'); 5 | } 6 | 7 | export const openai = new OpenAI({ 8 | temperature: 0, 9 | maxTokens: 2000, 10 | }); 11 | -------------------------------------------------------------------------------- /utils/pinecone-client.ts: -------------------------------------------------------------------------------- 1 | import { PineconeClient } from '@pinecone-database/pinecone'; 2 | 3 | console.log(process.env.PINECONE_ENVIRONMENT); 4 | if (!process.env.PINECONE_ENVIRONMENT || !process.env.PINECONE_API_KEY) { 5 | throw new Error('Pinecone environment or api key vars missing'); 6 | } 7 | 8 | async function initPinecone() { 9 | try { 10 | const pinecone = new PineconeClient(); 11 | 12 | await pinecone.init({ 13 | environment: process.env.PINECONE_ENVIRONMENT ?? '', //this is in the dashboard 14 | apiKey: process.env.PINECONE_API_KEY ?? '', 15 | }); 16 | 17 | return pinecone; 18 | } catch (error) { 19 | console.log('error', error); 20 | throw new Error('Failed to initialize Pinecone Client'); 21 | } 22 | } 23 | 24 | export const pinecone = await initPinecone(); 25 | -------------------------------------------------------------------------------- /visual-image/notion-chatgpt-langchain-diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/josh-may/journal-gpt/e26adaa0e0c47ffe49ac1c39825e286b9923d699/visual-image/notion-chatgpt-langchain-diagram.png --------------------------------------------------------------------------------