diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..1dff753 --- /dev/null +++ b/.env.example @@ -0,0 +1,7 @@ +# Created by Vercel CLI +OPENAI_API_KEY= +# The temperature controls how much randomness is in the output +AI_TEMP=0.7 +# The size of the response +AI_MAX_TOKENS=100 +OPENAI_API_ORG= \ No newline at end of file diff --git a/.eslintrc.json b/.eslintrc.json new file mode 100644 index 0000000..a2569c2 --- /dev/null +++ b/.eslintrc.json @@ -0,0 +1,4 @@ +{ + "root": true, + "extends": "next/core-web-vitals" +} diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..c2ffdc2 --- /dev/null +++ b/.gitignore @@ -0,0 +1,43 @@ +# 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 +dist + +# Misc +.DS_Store +*.pem + +# Debug +npm-debug.log* +yarn-debug.log* +yarn-error.log* + +# Local ENV files +.env.local +.env.development.local +.env.test.local +.env.production.local + +# Vercel +.vercel + +# Turborepo +.turbo + +# typescript +*.tsbuildinfo + +.env \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..2f27944 --- /dev/null +++ b/README.md @@ -0,0 +1,47 @@ +# AI Chat GPT-3 example + +This example shows how to implement a simple chat bot using Next.js, API Routes, and [OpenAI ChatGPT API](https://beta.openai.com/docs/api-reference/completions/create). + +### Components + +- Next.js +- OpenAI API (ChatGPT) - streaming +- API Routes (Edge runtime) - streaming + +## How to Use + +You can choose from one of the following two methods to use this repository: + +### One-Click Deploy + +Deploy the example using [Vercel](https://vercel.com?utm_source=github&utm_medium=readme&utm_campaign=vercel-examples): + +[![Deploy with Vercel](https://vercel.com/button)](https://vercel.com/new/clone?repository-url=https://github.com/vercel/examples/tree/main/solutions/ai-chatgpt&project-name=ai-chatgpt&repository-name=ai-chatgpt&env=OPENAI_API_KEY) + +### Clone and Deploy + +Execute [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app) with [pnpm](https://pnpm.io/installation) to bootstrap the example: + +```bash +pnpm create next-app --example https://github.com/vercel/examples/tree/main/solutions/ai-chatgpt +``` + +#### Set up environment variables + +Rename [`.env.example`](.env.example) to `.env.local`: + +```bash +cp .env.example .env.local +``` + +then, update `OPENAI_API_KEY` with your [OpenAI](https://beta.openai.com/account/api-keys) secret key. + +Next, run Next.js in development mode: + +```bash +pnpm dev +``` + +The app should be up and running at http://localhost:3000. + +Deploy it to the cloud with [Vercel](https://vercel.com/new?utm_source=github&utm_medium=readme&utm_campaign=edge-middleware-eap) ([Documentation](https://nextjs.org/docs/deployment)). diff --git a/components/Button.tsx b/components/Button.tsx new file mode 100644 index 0000000..fdc2df8 --- /dev/null +++ b/components/Button.tsx @@ -0,0 +1,14 @@ +import clsx from 'clsx' + +export function Button({ className, ...props }: any) { + return ( + + +) + +export function Chat() { + const [messages, setMessages] = useState(initialMessages) + const [input, setInput] = useState('') + const [loading, setLoading] = useState(false) + const [cookie, setCookie] = useCookies([COOKIE_NAME]) + + useEffect(() => { + if (!cookie[COOKIE_NAME]) { + // generate a semi random short id + const randomId = Math.random().toString(36).substring(7) + setCookie(COOKIE_NAME, randomId) + } + }, [cookie, setCookie]) + + // send message to API /api/chat endpoint + const sendMessage = async (message: string) => { + setLoading(true) + const newMessages = [ + ...messages, + { role: 'user', content: message } as ChatGPTMessage, + ] + setMessages(newMessages) + const last10messages = newMessages.slice(-10) // remember last 10 messages + + const response = await fetch('/api/chat', { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify({ + messages: last10messages, + user: cookie[COOKIE_NAME], + }), + }) + + console.log('Edge function returned.') + + if (!response.ok) { + throw new Error(response.statusText) + } + + // This data is a ReadableStream + const data = response.body + if (!data) { + return + } + + const reader = data.getReader() + const decoder = new TextDecoder() + let done = false + + let lastMessage = '' + + while (!done) { + const { value, done: doneReading } = await reader.read() + done = doneReading + const chunkValue = decoder.decode(value) + + lastMessage = lastMessage + chunkValue + + setMessages([ + ...newMessages, + { role: 'assistant', content: lastMessage } as ChatGPTMessage, + ]) + + setLoading(false) + } + } + + return ( +
+ {messages.map(({ content, role }, index) => ( + + ))} + + {loading && } + + {messages.length < 2 && ( + + Type a message to start the conversation + + )} + +
+ ) +} diff --git a/components/ChatLine.tsx b/components/ChatLine.tsx new file mode 100644 index 0000000..8c62cb1 --- /dev/null +++ b/components/ChatLine.tsx @@ -0,0 +1,80 @@ +import clsx from 'clsx' +import Balancer from 'react-wrap-balancer' + +// wrap Balancer to remove type errors :( - @TODO - fix this ugly hack +const BalancerWrapper = (props: any) => + +type ChatGPTAgent = 'user' | 'system' | 'assistant' + +export interface ChatGPTMessage { + role: ChatGPTAgent + content: string +} + +// loading placeholder animation for the chat line +export const LoadingChatLine = () => ( +
+
+
+

+ + AI + +

+
+
+
+
+
+
+
+
+
+
+) + +// util helper to convert new lines to
tags +const convertNewLines = (text: string) => + text.split('\n').map((line, i) => ( + + {line} +
+ + )) + +export function ChatLine({ role = 'assistant', content }: ChatGPTMessage) { + if (!content) { + return null + } + const formatteMessage = convertNewLines(content) + + return ( +
+ +
+
+
+

+ + {role == 'assistant' ? 'AI' : 'You'} + +

+

+ {formatteMessage} +

+
+
+
+ +
+ ) +} diff --git a/next-env.d.ts b/next-env.d.ts new file mode 100644 index 0000000..4f11a03 --- /dev/null +++ b/next-env.d.ts @@ -0,0 +1,5 @@ +/// +/// + +// NOTE: This file should not be edited +// see https://nextjs.org/docs/basic-features/typescript for more information. diff --git a/package.json b/package.json new file mode 100644 index 0000000..7e0e41a --- /dev/null +++ b/package.json @@ -0,0 +1,34 @@ +{ + "name": "ai-chatgpt", + "repository": "https://github.com/vercel/examples.git", + "license": "MIT", + "private": true, + "scripts": { + "dev": "next dev", + "build": "next build", + "start": "next start", + "lint": "next lint" + }, + "dependencies": { + "@vercel/analytics": "^0.1.11", + "@vercel/examples-ui": "^1.0.5", + "clsx": "^1.2.1", + "eventsource-parser": "^0.1.0", + "next": "latest", + "react": "latest", + "react-cookie": "^4.1.1", + "react-dom": "latest", + "react-wrap-balancer": "^0.1.5" + }, + "devDependencies": { + "@types/node": "^17.0.45", + "@types/react": "latest", + "autoprefixer": "^10.4.14", + "eslint": "^8.36.0", + "eslint-config-next": "^12.3.4", + "postcss": "^8.4.21", + "tailwindcss": "^3.2.7", + "turbo": "^1.8.3", + "typescript": "^4.9.5" + } +} diff --git a/pages/_app.tsx b/pages/_app.tsx new file mode 100644 index 0000000..eefd40b --- /dev/null +++ b/pages/_app.tsx @@ -0,0 +1,24 @@ +import type { AppProps } from 'next/app' +import { Analytics } from '@vercel/analytics/react' +import type { LayoutProps } from '@vercel/examples-ui/layout' + +import { getLayout } from '@vercel/examples-ui' + +import '@vercel/examples-ui/globals.css' + +function App({ Component, pageProps }: AppProps) { + const Layout = getLayout(Component) + + return ( + + + + + ) +} + +export default App diff --git a/pages/api/chat.ts b/pages/api/chat.ts new file mode 100644 index 0000000..000d92d --- /dev/null +++ b/pages/api/chat.ts @@ -0,0 +1,49 @@ +import { type ChatGPTMessage } from '../../components/ChatLine' +import { OpenAIStream, OpenAIStreamPayload } from '../../utils/OpenAIStream' + +// break the app if the API key is missing +if (!process.env.OPENAI_API_KEY) { + throw new Error('Missing Environment Variable OPENAI_API_KEY') +} + +export const config = { + runtime: 'edge', +} + +const handler = async (req: Request): Promise => { + const body = await req.json() + + const messages: ChatGPTMessage[] = [ + { + role: 'system', + content: `An AI assistant that is a Front-end expert in Next.js, React and Vercel have an inspiring and humorous conversation. + AI assistant is a brand new, powerful, human-like artificial intelligence. + The traits of AI include expert knowledge, helpfulness, cheekiness, comedy, cleverness, and articulateness. + AI is a well-behaved and well-mannered individual. + AI is not a therapist, but instead an engineer and frontend developer. + AI is always friendly, kind, and inspiring, and he is eager to provide vivid and thoughtful responses to the user. + AI has the sum of all knowledge in their brain, and is able to accurately answer nearly any question about any topic in conversation. + AI assistant is a big fan of Next.js.`, + }, + ] + messages.push(...body?.messages) + + const payload: OpenAIStreamPayload = { + model: 'gpt-3.5-turbo', + messages: messages, + temperature: process.env.AI_TEMP ? parseFloat(process.env.AI_TEMP) : 0.7, + max_tokens: process.env.AI_MAX_TOKENS + ? parseInt(process.env.AI_MAX_TOKENS) + : 100, + top_p: 1, + frequency_penalty: 0, + presence_penalty: 0, + stream: true, + user: body?.user, + n: 1, + } + + const stream = await OpenAIStream(payload) + return new Response(stream) +} +export default handler diff --git a/pages/index.tsx b/pages/index.tsx new file mode 100644 index 0000000..6b1bb0f --- /dev/null +++ b/pages/index.tsx @@ -0,0 +1,27 @@ +import { Layout, Text, Page } from '@vercel/examples-ui' +import { Chat } from '../components/Chat' + +function Home() { + return ( + +
+ OpenAI GPT-3 text model usage example + + In this example, a simple chat bot is implemented using Next.js, API + Routes, and OpenAI API. + +
+ +
+ AI Chat Bot: +
+ +
+
+ + ) +} + +Home.Layout = Layout + +export default Home diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml new file mode 100644 index 0000000..284700c --- /dev/null +++ b/pnpm-lock.yaml @@ -0,0 +1,2565 @@ +lockfileVersion: '6.0' + +dependencies: + '@vercel/analytics': + specifier: ^0.1.11 + version: 0.1.11(react@18.2.0) + '@vercel/examples-ui': + specifier: ^1.0.5 + version: 1.0.5(next@13.2.4)(react-dom@18.2.0)(react@18.2.0) + clsx: + specifier: ^1.2.1 + version: 1.2.1 + eventsource-parser: + specifier: ^0.1.0 + version: 0.1.0 + next: + specifier: latest + version: 13.2.4(react-dom@18.2.0)(react@18.2.0) + react: + specifier: latest + version: 18.2.0 + react-cookie: + specifier: ^4.1.1 + version: 4.1.1(react@18.2.0) + react-dom: + specifier: latest + version: 18.2.0(react@18.2.0) + react-wrap-balancer: + specifier: ^0.1.5 + version: 0.1.5(react@18.2.0) + +devDependencies: + '@types/node': + specifier: ^17.0.45 + version: 17.0.45 + '@types/react': + specifier: latest + version: 18.0.33 + 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presets: [require('@vercel/examples-ui/tailwind')], + content: [ + './pages/**/*.{js,ts,jsx,tsx}', + './components/**/*.{js,ts,jsx,tsx}', + './node_modules/@vercel/examples-ui/**/*.js', + ], +} diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 0000000..99710e8 --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,20 @@ +{ + "compilerOptions": { + "target": "es5", + "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 + }, + "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx"], + "exclude": ["node_modules"] +} diff --git a/turbo.json b/turbo.json new file mode 100644 index 0000000..3b9dda3 --- /dev/null +++ b/turbo.json @@ -0,0 +1,9 @@ +{ + "$schema": "https://turbo.build/schema.json", + "pipeline": { + "build": { + "outputs": [".next/**", "!.next/cache/**"] + }, + "lint": {} + } +} diff --git a/utils/OpenAIStream.ts b/utils/OpenAIStream.ts new file mode 100644 index 0000000..901bcda --- /dev/null +++ b/utils/OpenAIStream.ts @@ -0,0 +1,88 @@ +import { + createParser, + ParsedEvent, + ReconnectInterval, +} from 'eventsource-parser' + +export type ChatGPTAgent = 'user' | 'system' | 'assistant' + +export interface ChatGPTMessage { + role: ChatGPTAgent + content: string +} + +export interface OpenAIStreamPayload { + model: string + messages: ChatGPTMessage[] + temperature: number + top_p: number + frequency_penalty: number + presence_penalty: number + max_tokens: number + stream: boolean + stop?: string[] + user?: string + n: number +} + +export async function OpenAIStream(payload: OpenAIStreamPayload) { + const encoder = new TextEncoder() + const decoder = new TextDecoder() + + let counter = 0 + + const requestHeaders: Record = { + 'Content-Type': 'application/json', + Authorization: `Bearer ${process.env.OPENAI_API_KEY ?? ''}`, + } + + if (process.env.OPENAI_API_ORG) { + requestHeaders['OpenAI-Organization'] = process.env.OPENAI_API_ORG + } + + const res = await fetch('https://api.openai.com/v1/chat/completions', { + headers: requestHeaders, + method: 'POST', + body: JSON.stringify(payload), + }) + + const stream = new ReadableStream({ + async start(controller) { + // callback + function onParse(event: ParsedEvent | ReconnectInterval) { + if (event.type === 'event') { + const data = event.data + // https://beta.openai.com/docs/api-reference/completions/create#completions/create-stream + if (data === '[DONE]') { + console.log('DONE') + controller.close() + return + } + try { + const json = JSON.parse(data) + const text = json.choices[0].delta?.content || '' + if (counter < 2 && (text.match(/\n/) || []).length) { + // this is a prefix character (i.e., "\n\n"), do nothing + return + } + const queue = encoder.encode(text) + controller.enqueue(queue) + counter++ + } catch (e) { + // maybe parse error + controller.error(e) + } + } + } + + // stream response (SSE) from OpenAI may be fragmented into multiple chunks + // this ensures we properly read chunks and invoke an event for each SSE event stream + const parser = createParser(onParse) + for await (const chunk of res.body as any) { + parser.feed(decoder.decode(chunk)) + } + }, + }) + + return stream +} diff --git a/vercel.json b/vercel.json new file mode 100644 index 0000000..09e0182 --- /dev/null +++ b/vercel.json @@ -0,0 +1,4 @@ +{ + "buildCommand": "pnpm turbo build", + "ignoreCommand": "pnpm dlx turbo-ignore" +}