From 4578fc6c3c2b51451a81f50e0e952a07814e273a Mon Sep 17 00:00:00 2001 From: thucpn Date: Fri, 29 Mar 2024 15:23:50 +0700 Subject: [PATCH 1/6] feat/add-nextjs-llamaindex-agent-example --- nextjs-llamaindex-agent/.eslintrc.json | 8 + nextjs-llamaindex-agent/.gitignore | 38 + nextjs-llamaindex-agent/Dockerfile | 16 + nextjs-llamaindex-agent/README.md | 38 + .../app/components/chat-section.tsx | 12 + .../app/components/header.tsx | 28 + .../app/components/ui/button.tsx | 56 + .../app/components/ui/chat/chat-avatar.tsx | 35 + .../app/components/ui/chat/chat-input.tsx | 57 + .../app/components/ui/chat/chat-loading.tsx | 9 + .../app/components/ui/chat/chat-message.tsx | 21 + .../app/components/ui/chat/chat-messages.tsx | 34 + .../app/components/ui/chat/codeblock.tsx | 139 + .../app/components/ui/chat/index.ts | 5 + .../app/components/ui/chat/markdown.tsx | 59 + .../ui/chat/use-copy-to-clipboard.tsx | 33 + .../app/components/ui/input.tsx | 25 + .../app/components/ui/lib/utils.ts | 6 + nextjs-llamaindex-agent/app/favicon.ico | Bin 0 -> 15406 bytes nextjs-llamaindex-agent/app/globals.css | 94 + nextjs-llamaindex-agent/app/layout.tsx | 28 + nextjs-llamaindex-agent/app/markdown.css | 23 + nextjs-llamaindex-agent/app/page.tsx | 11 + .../rsc/actions/flight-assistant/index.tsx | 100 + .../rsc/actions/flight-assistant/shared.ts | 14 + .../app/rsc/actions/flight-assistant/tools.ts | 10 + .../flight-assistant/ui/flight-card.tsx | 23 + .../app/rsc/actions/index.ts | 2 + .../app/rsc/actions/wiki-assistant/index.tsx | 71 + .../app/rsc/actions/wiki-assistant/shared.ts | 8 + .../app/rsc/actions/wiki-assistant/tools.ts | 1 + .../actions/wiki-assistant/ui/flight-card.tsx | 12 + .../app/rsc/engine/chat.ts | 27 + .../app/rsc/engine/constants.mjs | 3 + .../app/rsc/engine/generate.mjs | 46 + .../app/rsc/engine/index.ts | 32 + .../app/rsc/engine/loader.mjs | 9 + nextjs-llamaindex-agent/app/rsc/index.tsx | 12 + nextjs-llamaindex-agent/app/rsc/type.ts | 18 + nextjs-llamaindex-agent/config/tools.json | 3 + nextjs-llamaindex-agent/data/101.pdf | Bin 0 -> 47931 bytes nextjs-llamaindex-agent/next.config.json | 9 + nextjs-llamaindex-agent/next.config.mjs | 8 + nextjs-llamaindex-agent/package.json | 52 + nextjs-llamaindex-agent/pnpm-lock.yaml | 6200 +++++++++++++++++ nextjs-llamaindex-agent/postcss.config.js | 6 + nextjs-llamaindex-agent/prettier.config.js | 3 + nextjs-llamaindex-agent/public/llama.png | Bin 0 -> 36985 bytes nextjs-llamaindex-agent/tailwind.config.ts | 78 + nextjs-llamaindex-agent/tsconfig.json | 28 + nextjs-llamaindex-agent/webpack.config.mjs | 10 + 51 files changed, 7560 insertions(+) create mode 100644 nextjs-llamaindex-agent/.eslintrc.json create mode 100644 nextjs-llamaindex-agent/.gitignore create mode 100644 nextjs-llamaindex-agent/Dockerfile create mode 100644 nextjs-llamaindex-agent/README.md create mode 100644 nextjs-llamaindex-agent/app/components/chat-section.tsx create mode 100644 nextjs-llamaindex-agent/app/components/header.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/button.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/chat-avatar.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/chat-input.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/chat-loading.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/chat-message.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/chat-messages.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/codeblock.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/index.ts create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/markdown.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/chat/use-copy-to-clipboard.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/input.tsx create mode 100644 nextjs-llamaindex-agent/app/components/ui/lib/utils.ts create mode 100644 nextjs-llamaindex-agent/app/favicon.ico create mode 100644 nextjs-llamaindex-agent/app/globals.css create mode 100644 nextjs-llamaindex-agent/app/layout.tsx create mode 100644 nextjs-llamaindex-agent/app/markdown.css create mode 100644 nextjs-llamaindex-agent/app/page.tsx create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/shared.ts create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/tools.ts create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/ui/flight-card.tsx create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/index.ts create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/tools.ts create mode 100644 nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/flight-card.tsx create mode 100644 nextjs-llamaindex-agent/app/rsc/engine/chat.ts create mode 100644 nextjs-llamaindex-agent/app/rsc/engine/constants.mjs create mode 100644 nextjs-llamaindex-agent/app/rsc/engine/generate.mjs create mode 100644 nextjs-llamaindex-agent/app/rsc/engine/index.ts create mode 100644 nextjs-llamaindex-agent/app/rsc/engine/loader.mjs create mode 100644 nextjs-llamaindex-agent/app/rsc/index.tsx create mode 100644 nextjs-llamaindex-agent/app/rsc/type.ts create mode 100644 nextjs-llamaindex-agent/config/tools.json create mode 100644 nextjs-llamaindex-agent/data/101.pdf create mode 100644 nextjs-llamaindex-agent/next.config.json create mode 100644 nextjs-llamaindex-agent/next.config.mjs create mode 100644 nextjs-llamaindex-agent/package.json create mode 100644 nextjs-llamaindex-agent/pnpm-lock.yaml create mode 100644 nextjs-llamaindex-agent/postcss.config.js create mode 100644 nextjs-llamaindex-agent/prettier.config.js create mode 100644 nextjs-llamaindex-agent/public/llama.png create mode 100644 nextjs-llamaindex-agent/tailwind.config.ts create mode 100644 nextjs-llamaindex-agent/tsconfig.json create mode 100644 nextjs-llamaindex-agent/webpack.config.mjs diff --git a/nextjs-llamaindex-agent/.eslintrc.json b/nextjs-llamaindex-agent/.eslintrc.json new file mode 100644 index 0000000..6b52088 --- /dev/null +++ b/nextjs-llamaindex-agent/.eslintrc.json @@ -0,0 +1,8 @@ +{ + "extends": ["next/core-web-vitals", "prettier"], + "rules": { + "max-params": ["error", 4], + "prefer-const": "error", + "no-unused-vars": "warn" + } +} diff --git a/nextjs-llamaindex-agent/.gitignore b/nextjs-llamaindex-agent/.gitignore new file mode 100644 index 0000000..920fcdc --- /dev/null +++ b/nextjs-llamaindex-agent/.gitignore @@ -0,0 +1,38 @@ +# 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* + +# local env files +.env*.local +.env + +# vercel +.vercel + +# typescript +*.tsbuildinfo +next-env.d.ts + +cache/ \ No newline at end of file diff --git a/nextjs-llamaindex-agent/Dockerfile b/nextjs-llamaindex-agent/Dockerfile new file mode 100644 index 0000000..5c738ab --- /dev/null +++ b/nextjs-llamaindex-agent/Dockerfile @@ -0,0 +1,16 @@ +FROM node:20-alpine as build + +WORKDIR /app + +# Install dependencies +COPY package.json package-lock.* ./ +RUN npm install + +# Build the application +COPY . . +RUN npm run build + +# ==================================== +FROM build as release + +CMD ["npm", "run", "start"] \ No newline at end of file diff --git a/nextjs-llamaindex-agent/README.md b/nextjs-llamaindex-agent/README.md new file mode 100644 index 0000000..a1e287d --- /dev/null +++ b/nextjs-llamaindex-agent/README.md @@ -0,0 +1,38 @@ +This is a [LlamaIndex](https://www.llamaindex.ai/) project using [Next.js](https://nextjs.org/) bootstrapped with [`create-llama`](https://github.com/run-llama/LlamaIndexTS/tree/main/packages/create-llama). + +This project was created to demonstrate the use of React Server Components with LlamaIndex Agents. + +## Getting Started + +First, install the dependencies: + +``` +npm install +``` + +Second, generate the embeddings of the documents in the `./data` directory (if this folder exists - otherwise, skip this step): + +``` +npm run generate +``` + +Third, run the development server: + +``` +npm run dev +``` + +Open [http://localhost:3000](http://localhost:3000) with your browser to see the result. + +You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file. + +This project uses [`next/font`](https://nextjs.org/docs/basic-features/font-optimization) to automatically optimize and load Inter, a custom Google Font. + +## Learn More + +To learn more about LlamaIndex, take a look at the following resources: + +- [LlamaIndex Documentation](https://docs.llamaindex.ai) - learn about LlamaIndex (Python features). +- [LlamaIndexTS Documentation](https://ts.llamaindex.ai) - learn about LlamaIndex (Typescript features). + +You can check out [the LlamaIndexTS GitHub repository](https://github.com/run-llama/LlamaIndexTS) - your feedback and contributions are welcome! diff --git a/nextjs-llamaindex-agent/app/components/chat-section.tsx b/nextjs-llamaindex-agent/app/components/chat-section.tsx new file mode 100644 index 0000000..9d7a6b2 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/chat-section.tsx @@ -0,0 +1,12 @@ +"use client"; + +import { ChatInput, ChatMessages } from "./ui/chat"; + +export default function ChatSection() { + return ( +
+ + +
+ ); +} diff --git a/nextjs-llamaindex-agent/app/components/header.tsx b/nextjs-llamaindex-agent/app/components/header.tsx new file mode 100644 index 0000000..2b0e488 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/header.tsx @@ -0,0 +1,28 @@ +import Image from "next/image"; + +export default function Header() { + return ( +
+

+ Get started by editing  + app/page.tsx +

+
+ + Built by LlamaIndex + Llama Logo + +
+
+ ); +} diff --git a/nextjs-llamaindex-agent/app/components/ui/button.tsx b/nextjs-llamaindex-agent/app/components/ui/button.tsx new file mode 100644 index 0000000..662b040 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/button.tsx @@ -0,0 +1,56 @@ +import { Slot } from "@radix-ui/react-slot"; +import { cva, type VariantProps } from "class-variance-authority"; +import * as React from "react"; + +import { cn } from "./lib/utils"; + +const buttonVariants = cva( + "inline-flex items-center justify-center whitespace-nowrap rounded-md text-sm font-medium ring-offset-background transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:pointer-events-none disabled:opacity-50", + { + variants: { + variant: { + default: "bg-primary text-primary-foreground hover:bg-primary/90", + destructive: + "bg-destructive text-destructive-foreground hover:bg-destructive/90", + outline: + "border border-input bg-background hover:bg-accent hover:text-accent-foreground", + secondary: + "bg-secondary text-secondary-foreground hover:bg-secondary/80", + ghost: "hover:bg-accent hover:text-accent-foreground", + link: "text-primary underline-offset-4 hover:underline", + }, + size: { + default: "h-10 px-4 py-2", + sm: "h-9 rounded-md px-3", + lg: "h-11 rounded-md px-8", + icon: "h-10 w-10", + }, + }, + defaultVariants: { + variant: "default", + size: "default", + }, + }, +); + +export interface ButtonProps + extends React.ButtonHTMLAttributes, + VariantProps { + asChild?: boolean; +} + +const Button = React.forwardRef( + ({ className, variant, size, asChild = false, ...props }, ref) => { + const Comp = asChild ? Slot : "button"; + return ( + + ); + }, +); +Button.displayName = "Button"; + +export { Button, buttonVariants }; diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/chat-avatar.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/chat-avatar.tsx new file mode 100644 index 0000000..a4a4853 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/chat-avatar.tsx @@ -0,0 +1,35 @@ +import { Blend, User2 } from "lucide-react"; +import Image from "next/image"; + +type AvatarType = "user" | "function" | "assistant"; + +export default function ChatAvatar({ role = "user" }: { role: AvatarType }) { + if (role === "user") { + return ( +
+ +
+ ); + } + + if (role === "function") { + return ( +
+ +
+ ); + } + + return ( +
+ Llama Logo +
+ ); +} diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/chat-input.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/chat-input.tsx new file mode 100644 index 0000000..a01c401 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/chat-input.tsx @@ -0,0 +1,57 @@ +import { AI } from "@/app/rsc"; +import { UIStateItem } from "@/app/rsc/type"; +import { useAIState, useActions, useUIState } from "ai/rsc"; +import { nanoid } from "nanoid"; +import { FormEvent, useState } from "react"; +import { Button } from "../button"; +import { Input } from "../input"; +import ChatMessage from "./chat-message"; + +export default function ChatInput() { + const [inputValue, setInputValue] = useState(""); + const [aiState] = useAIState(); + const [messages, setMessages] = useUIState(); + const { submitUserMessage } = useActions(); + console.log({ aiState, messages }); + + const onSubmit = async (e: FormEvent) => { + e.preventDefault(); + if (!inputValue) return; + + // Add user message to UI state + setMessages((currentMessages) => [ + ...currentMessages, + { + id: nanoid(), + display: , + }, + ]); + + // Submit and get response message + const responseMessage: UIStateItem = await submitUserMessage(inputValue); + setMessages((currentMessages) => [...currentMessages, responseMessage]); + + setInputValue(""); + }; + + return ( +
+
+ { + setInputValue(e.target.value); + }} + /> + +
+
+ ); +} diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/chat-loading.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/chat-loading.tsx new file mode 100644 index 0000000..c975123 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/chat-loading.tsx @@ -0,0 +1,9 @@ +import { Loader2 } from "lucide-react"; + +export default function ChatLoading() { + return ( +
+ +
+ ); +} diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/chat-message.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/chat-message.tsx new file mode 100644 index 0000000..8c80bb7 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/chat-message.tsx @@ -0,0 +1,21 @@ +import ChatAvatar from "./chat-avatar"; +import Markdown from "./markdown"; + +export default function ChatMessage({ + message, + role, +}: { + message: string; + role: "user" | "function" | "assistant"; +}) { + return ( +
+ +
+
+ +
+
+
+ ); +} diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/chat-messages.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/chat-messages.tsx new file mode 100644 index 0000000..751c171 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/chat-messages.tsx @@ -0,0 +1,34 @@ +import { AI } from "@/app/rsc"; +import { useUIState } from "ai/rsc"; +import { Fragment, useEffect, useRef } from "react"; + +export default function ChatMessages() { + const [messages] = useUIState(); + const scrollableChatContainerRef = useRef(null); + const messageLength = messages.length; + const lastMessage = messages[messageLength - 1]; + + const scrollToBottom = () => { + if (scrollableChatContainerRef.current) { + scrollableChatContainerRef.current.scrollTop = + scrollableChatContainerRef.current.scrollHeight; + } + }; + + useEffect(() => { + scrollToBottom(); + }, [messageLength, lastMessage]); + + return ( +
+
+ {messages.map((message) => ( + {message.display} + ))} +
+
+ ); +} diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/codeblock.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/codeblock.tsx new file mode 100644 index 0000000..014a0fc --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/codeblock.tsx @@ -0,0 +1,139 @@ +"use client"; + +import { Check, Copy, Download } from "lucide-react"; +import { FC, memo } from "react"; +import { Prism, SyntaxHighlighterProps } from "react-syntax-highlighter"; +import { coldarkDark } from "react-syntax-highlighter/dist/cjs/styles/prism"; + +import { Button } from "../button"; +import { useCopyToClipboard } from "./use-copy-to-clipboard"; + +// TODO: Remove this when @type/react-syntax-highlighter is updated +const SyntaxHighlighter = Prism as unknown as FC; + +interface Props { + language: string; + value: string; +} + +interface languageMap { + [key: string]: string | undefined; +} + +export const programmingLanguages: languageMap = { + javascript: ".js", + python: ".py", + java: ".java", + c: ".c", + cpp: ".cpp", + "c++": ".cpp", + "c#": ".cs", + ruby: ".rb", + php: ".php", + swift: ".swift", + "objective-c": ".m", + kotlin: ".kt", + typescript: ".ts", + go: ".go", + perl: ".pl", + rust: ".rs", + scala: ".scala", + haskell: ".hs", + lua: ".lua", + shell: ".sh", + sql: ".sql", + html: ".html", + css: ".css", + // add more file extensions here, make sure the key is same as language prop in CodeBlock.tsx component +}; + +export const generateRandomString = (length: number, lowercase = false) => { + const chars = "ABCDEFGHJKLMNPQRSTUVWXY3456789"; // excluding similar looking characters like Z, 2, I, 1, O, 0 + let result = ""; + for (let i = 0; i < length; i++) { + result += chars.charAt(Math.floor(Math.random() * chars.length)); + } + return lowercase ? result.toLowerCase() : result; +}; + +const CodeBlock: FC = memo(({ language, value }) => { + const { isCopied, copyToClipboard } = useCopyToClipboard({ timeout: 2000 }); + + const downloadAsFile = () => { + if (typeof window === "undefined") { + return; + } + const fileExtension = programmingLanguages[language] || ".file"; + const suggestedFileName = `file-${generateRandomString( + 3, + true, + )}${fileExtension}`; + const fileName = window.prompt("Enter file name" || "", suggestedFileName); + + if (!fileName) { + // User pressed cancel on prompt. + return; + } + + const blob = new Blob([value], { type: "text/plain" }); + const url = URL.createObjectURL(blob); + const link = document.createElement("a"); + link.download = fileName; + link.href = url; + link.style.display = "none"; + document.body.appendChild(link); + link.click(); + document.body.removeChild(link); + URL.revokeObjectURL(url); + }; + + const onCopy = () => { + if (isCopied) return; + copyToClipboard(value); + }; + + return ( +
+
+ {language} +
+ + +
+
+ + {value} + +
+ ); +}); +CodeBlock.displayName = "CodeBlock"; + +export { CodeBlock }; diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/index.ts b/nextjs-llamaindex-agent/app/components/ui/chat/index.ts new file mode 100644 index 0000000..112ef39 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/index.ts @@ -0,0 +1,5 @@ +import ChatInput from "./chat-input"; +import ChatMessages from "./chat-messages"; + +export { type ChatHandler } from "./chat.interface"; +export { ChatInput, ChatMessages }; diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/markdown.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/markdown.tsx new file mode 100644 index 0000000..82d2f29 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/markdown.tsx @@ -0,0 +1,59 @@ +import { FC, memo } from "react"; +import ReactMarkdown, { Options } from "react-markdown"; +import remarkGfm from "remark-gfm"; +import remarkMath from "remark-math"; + +import { CodeBlock } from "./codeblock"; + +const MemoizedReactMarkdown: FC = memo( + ReactMarkdown, + (prevProps, nextProps) => + prevProps.children === nextProps.children && + prevProps.className === nextProps.className, +); + +export default function Markdown({ content }: { content: string }) { + return ( + {children}

; + }, + code({ inline, className, children, ...props }) { + if (children.length) { + if (children[0] == "▍") { + return ( + ▍ + ); + } + + children[0] = (children[0] as string).replace("`▍`", "▍"); + } + + const match = /language-(\w+)/.exec(className || ""); + + if (inline) { + return ( + + {children} + + ); + } + + return ( + + ); + }, + }} + > + {content} + + ); +} diff --git a/nextjs-llamaindex-agent/app/components/ui/chat/use-copy-to-clipboard.tsx b/nextjs-llamaindex-agent/app/components/ui/chat/use-copy-to-clipboard.tsx new file mode 100644 index 0000000..e011d69 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/chat/use-copy-to-clipboard.tsx @@ -0,0 +1,33 @@ +"use client"; + +import * as React from "react"; + +export interface useCopyToClipboardProps { + timeout?: number; +} + +export function useCopyToClipboard({ + timeout = 2000, +}: useCopyToClipboardProps) { + const [isCopied, setIsCopied] = React.useState(false); + + const copyToClipboard = (value: string) => { + if (typeof window === "undefined" || !navigator.clipboard?.writeText) { + return; + } + + if (!value) { + return; + } + + navigator.clipboard.writeText(value).then(() => { + setIsCopied(true); + + setTimeout(() => { + setIsCopied(false); + }, timeout); + }); + }; + + return { isCopied, copyToClipboard }; +} diff --git a/nextjs-llamaindex-agent/app/components/ui/input.tsx b/nextjs-llamaindex-agent/app/components/ui/input.tsx new file mode 100644 index 0000000..edfa129 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/input.tsx @@ -0,0 +1,25 @@ +import * as React from "react"; + +import { cn } from "./lib/utils"; + +export interface InputProps + extends React.InputHTMLAttributes {} + +const Input = React.forwardRef( + ({ className, type, ...props }, ref) => { + return ( + + ); + }, +); +Input.displayName = "Input"; + +export { Input }; diff --git a/nextjs-llamaindex-agent/app/components/ui/lib/utils.ts b/nextjs-llamaindex-agent/app/components/ui/lib/utils.ts new file mode 100644 index 0000000..a5ef193 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/lib/utils.ts @@ -0,0 +1,6 @@ +import { clsx, type ClassValue } from "clsx"; +import { twMerge } from "tailwind-merge"; + +export function cn(...inputs: ClassValue[]) { + return twMerge(clsx(inputs)); +} diff --git a/nextjs-llamaindex-agent/app/favicon.ico b/nextjs-llamaindex-agent/app/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..a1eaef62f2dfa895f1bbffc6595bb53d9604963e GIT binary patch literal 15406 zcmeHOd301&ny+Zjw05^kw?}7sW_pIBbJU*cW82!Nd(Lzp8%e^ZD1w3;vWU3QwhM?0 z(gqq3R6=A&QABN$6xmp^KoYhDBoGpIl3G&r5(uG^s(Q6A3H8nIzE|(PTUD=;fS&$i zPM6-i?|%1N@4MUkzKg+-VYu3GTaf--O$K>GCdE6 zEt$7Rgv=#jduEB+3c$DRgE_&n)j#XWt9{P#QSJRq76kIFk~D^j*s}^zO5?3~WEkk+ z@@vKIOIA78Z+li;v2(m?ts+C^HW-4Iafib~)+Mr!M(@bKNXz4Q`S!nlUMyHEdNvrR z%WNvM#LfONOrUX5N60*ZdWG!ggZ9kHAt5_6Y#mh_Xnuw~l{w@xt{EB^%ROXfu{3(G zduP4RcXR=TEDurGJ`5$3!fja;JT;!Y`(}|?`N3@*quPx=W9$yc=9s@{i%4S4PV%38 zmBO|WGQSP{XUCDR?oZ^bTKF@CU-Q6Va2C>Qj(no-{1`b)&yi>UCh$y^WQ44v$baGq z^6j2Y;?~?PGJo9RxZ}=(*g6MzyCK6-7$#T6Ve%bWLcx~DDb)H1`HwtHo}GUtPtoc; ziJw;v8PHo7=kIeA#{8}_yI-vP$`d&D+Nr?FXI2D`{P9=5@}>887;~>x?AP97hM}`G zX1!3-M_nbc9WkN|LV;LW3qM#mz41m#oPB?^&3+(C_WI}sO|IO%@_1v^ab`)LA}GUP zYomWQnOctScn50P)pUTG+s6NS7 zLB_fkTcj-Rx6Gr+KureuzdT8X!EC1Q&(EQ&;>u(Oj$g%phX7k=hM){Z$&erbm;Jj! zBRMt>l(j1e<*8#6YvP*;YaA<~wqgGfY8!rEXXlt7@a?<^wjRdj=cs+%_2JH29C@|( zxt3JlpwT6BC)YJf21SL;ys(hD&u<@gPsBdVA8F5em*Mred{ql3cuI3Gx{T}pozXZ~ zR9xSaThrRTyykUQ*XNR3j=f^cAJQLzPpPXxDt(xx?%RZX!{QB$b zUF%CuyH;1!aU>czkU{bGknN$xVcT%5`B|4R7J5bD0d)_PgmH5GC#V0DZ{O>^-kl3J zd5ml7-5b9m*Sb<6mezfaS+gtw3Y~fOtC0Co>=`4aeJ5be{&fODyu#M!(CLYr{D-HL zZ_k`4_GS_{uOs)y&Fa3bY11G*Sv=0ywBTUi)JzJQAA=3(2V2$%y_XrW4}U7yI)(zr zpCtdmm&m*8T@p)|kvsp>995p4S{)oiDNC`p?&}6$LmY#0L@vZQw*og>&;LO_wu6xrC9AELmqC&_nkCV6(vBh1MushSco$$DA+ zf{|`^ZV6R7%i76ZRZpI}P2_KyhrNFi&Mxv;Q1oMs(Da)|Q{d!83LKh2zS_6QSF!lN z616EcMXT~;c)nM5l z6<{p<1!G~FG!}5KmHPnaL23M*9gFur3GW|spynMCw=Ipix2zn>{N{U_H-g8rG1px{ z7ZUWdz97+PRhQU9>kgUF^vDIIG4U6oejmZ56NR( z|4KT2$wskv5B*+MfBgK~osaiWrZJg_!Sb{vUcC zYtS3ysaQZ_aUOZ{KTUWCyuUomY{Z#)TB2@c94LK&`LMH2nh(Cl`B)cTkj}%wmT~ZX z0tJr3_xeAQw|Xv#+uw)ptAy^)KD&;|PSllHW9{sRv9~C#eq|h#H<7rfguD&QF(2k& zJWfY>8op2J3N$|VZlHeFDBrI4=6JR)TP_x@xmA|T{gqVf>BpJ9kd`_MaNduPf9Y93 z0lX6j&hQRbk;maKKkE>8mpgn1*O>js=G6vIy}T-TdfH=je9{j&EvmzMni!q3#>(yT z--{*mbyrc0E^diY7s^E=zCViS4Z=BAD>+x?V6RQkrCUj-IgyyBy09a5qI26N;>*SI z*d+Gycsf-AkK|#AAO)c>LltH)oU6Tbw49m$K7n2dCb=PSwk)(6=nk zVn5tl)OILJw!=|sJ0h3%BavV5{EBqt$+s!6o>i<(dFKk9_LQZywe(FepNWw9Y?#a~ zD5l6ITQjlH1%CZ$WX)Q;21$&mtVsk|_pWNSMJJo>;riCLFtys`(qa#vrx^S0j58$h z#id`t1A;hNtwMBCt35*Odr>P=T|GZBB^-;aGmc2X4`5L;J$(Nq^j4Vc5s#)H-@f+9 zlai=p23`3)5fAGU11Zz+l;-yEaP)b+4$$N*8aC$>U7YLx#J%={kJ3Uw`Tp{i7!1 zyMUN{S%>_Wt0@SkhKG~XrZgoW5-LfYT6J(#8vXxQh{Z|nMwx<=VHkqHgZT}<_hib; 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+@tailwind components; +@tailwind utilities; + +@layer base { + :root { + --background: 0 0% 100%; + --foreground: 222.2 47.4% 11.2%; + + --muted: 210 40% 96.1%; + --muted-foreground: 215.4 16.3% 46.9%; + + --popover: 0 0% 100%; + --popover-foreground: 222.2 47.4% 11.2%; + + --border: 214.3 31.8% 91.4%; + --input: 214.3 31.8% 91.4%; + + --card: 0 0% 100%; + --card-foreground: 222.2 47.4% 11.2%; + + --primary: 222.2 47.4% 11.2%; + --primary-foreground: 210 40% 98%; + + --secondary: 210 40% 96.1%; + --secondary-foreground: 222.2 47.4% 11.2%; + + --accent: 210 40% 96.1%; + --accent-foreground: 222.2 47.4% 11.2%; + + --destructive: 0 100% 50%; + --destructive-foreground: 210 40% 98%; + + --ring: 215 20.2% 65.1%; + + --radius: 0.5rem; + } + + .dark { + --background: 224 71% 4%; + --foreground: 213 31% 91%; + + --muted: 223 47% 11%; + --muted-foreground: 215.4 16.3% 56.9%; + + --accent: 216 34% 17%; + --accent-foreground: 210 40% 98%; + + --popover: 224 71% 4%; + --popover-foreground: 215 20.2% 65.1%; + + --border: 216 34% 17%; + --input: 216 34% 17%; + + --card: 224 71% 4%; + --card-foreground: 213 31% 91%; + + --primary: 210 40% 98%; + --primary-foreground: 222.2 47.4% 1.2%; + + --secondary: 222.2 47.4% 11.2%; + --secondary-foreground: 210 40% 98%; + + --destructive: 0 63% 31%; + --destructive-foreground: 210 40% 98%; + + --ring: 216 34% 17%; + + --radius: 0.5rem; + } +} + +@layer base { + * { + @apply border-border; + } + body { + @apply bg-background text-foreground; + font-feature-settings: + "rlig" 1, + "calt" 1; + } + .background-gradient { + background-color: #fff; + background-image: radial-gradient( + at 21% 11%, + rgba(186, 186, 233, 0.53) 0, + transparent 50% + ), + radial-gradient(at 85% 0, hsla(46, 57%, 78%, 0.52) 0, transparent 50%), + radial-gradient(at 91% 36%, rgba(194, 213, 255, 0.68) 0, transparent 50%), + radial-gradient(at 8% 40%, rgba(251, 218, 239, 0.46) 0, transparent 50%); + } +} diff --git a/nextjs-llamaindex-agent/app/layout.tsx b/nextjs-llamaindex-agent/app/layout.tsx new file mode 100644 index 0000000..2cfaba8 --- /dev/null +++ b/nextjs-llamaindex-agent/app/layout.tsx @@ -0,0 +1,28 @@ +import type { Metadata } from "next"; +import { Inter } from "next/font/google"; +import "./globals.css"; +import "./markdown.css"; +import { AI } from "@/app/rsc"; + +const inter = Inter({ subsets: ["latin"] }); + +export const metadata: Metadata = { + title: "Create Llama App", + description: "Generated by create-llama", +}; + +export default function RootLayout({ + children, +}: Readonly<{ + children: React.ReactNode; +}>) { + return ( + + + + {children} + + + + ); +} \ No newline at end of file diff --git a/nextjs-llamaindex-agent/app/markdown.css b/nextjs-llamaindex-agent/app/markdown.css new file mode 100644 index 0000000..a843eeb --- /dev/null +++ b/nextjs-llamaindex-agent/app/markdown.css @@ -0,0 +1,23 @@ +/* Custom CSS for chat message markdown */ +.custom-markdown ul { + list-style-type: disc; + margin-left: 20px; +} + +.custom-markdown ol { + list-style-type: decimal; + margin-left: 20px; +} + +.custom-markdown li { + margin-bottom: 5px; +} + +.custom-markdown ol ol { + list-style: lower-alpha; +} + +.custom-markdown ul ul, +.custom-markdown ol ol { + margin-left: 20px; +} diff --git a/nextjs-llamaindex-agent/app/page.tsx b/nextjs-llamaindex-agent/app/page.tsx new file mode 100644 index 0000000..ef00262 --- /dev/null +++ b/nextjs-llamaindex-agent/app/page.tsx @@ -0,0 +1,11 @@ +import Header from "@/app/components/header"; +import ChatSection from "./components/chat-section"; + +export default function Home() { + return ( +
+
+ +
+ ); +} diff --git a/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx new file mode 100644 index 0000000..b558277 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx @@ -0,0 +1,100 @@ +import ChatLoading from "@/app/components/ui/chat/chat-loading"; +import ChatMessage from "@/app/components/ui/chat/chat-message"; +import { getMutableAIState, render } from "ai/rsc"; +import { nanoid } from "nanoid"; +import { OpenAI } from "openai"; +import { z } from "zod"; +import { type AI } from "../../index"; +import { Message, UIStateItem } from "../../type"; +import { PROMPT } from "./shared"; +import FlightCard from "./ui/flight-card"; +import { getFlightInfo } from "./tools"; + +const openai = new OpenAI({ + apiKey: process.env.OPENAI_API_KEY, +}); + +export async function askFlightInformation( + userInput: string, +): Promise { + "use server"; + const aiState = getMutableAIState(); + + // Update the AI state with the new user message. + const newUserMessage: Message = { + id: nanoid(), + role: "user", + content: userInput, + }; + aiState.update({ + ...aiState.get(), + messages: [...aiState.get().messages, newUserMessage], + }); + + // Creates a generated, streamable UI. + const ui = render({ + model: "gpt-4-0125-preview", + provider: openai, + initial: , + messages: [ + { role: "system", content: PROMPT }, + ...aiState.get().messages.map((message: any) => ({ + role: message.role, + content: message.content, + name: message.name, + })), + ], + tools: { + get_flight_info: { + description: "Get the information for a flight", + parameters: z + .object({ + flightNumber: z.string().describe("the number of the flight"), + }) + .required(), + render: async function* ({ flightNumber }) { + // Show a spinner on the client while we wait for the response. + yield ; + + // Fetch the flight information from an external API. + const flightInfo = await getFlightInfo(flightNumber); + + // Update the final AI state. + const toolResponseMessage: Message = { + id: nanoid(), + role: "function", + name: "get_flight_info", + content: JSON.stringify(flightInfo), + }; + aiState.done({ + ...aiState.get(), + messages: [...aiState.get().messages, toolResponseMessage], + }); + + // Return the flight card to the client. + return ; + }, + }, + }, + // In case, tools have not been used, fallback to response from the LLM. + text: ({ content, done }) => { + if (done) { + const assistantResponseMessage: Message = { + id: nanoid(), + role: "assistant", + content, + }; + aiState.done({ + ...aiState.get(), + messages: [...aiState.get().messages, assistantResponseMessage], + }); + } + return ; + }, + }); + + return { + id: nanoid(), + display: ui, + }; +} diff --git a/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/shared.ts b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/shared.ts new file mode 100644 index 0000000..c5d21c3 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/shared.ts @@ -0,0 +1,14 @@ +export const PROMPT = `\ +You are a flight assistant bot and you can help users with flight information. +You can also help users with other flight-related queries. + +If the user requests information about a flight, call \`get_flight_info\` to show the flight information. + +Besides that, you can also chat with users and do some calculations if needed. +`; + +export interface FlightInfo { + flightNumber: string; + departure: string; + arrival: string; +} diff --git a/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/tools.ts b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/tools.ts new file mode 100644 index 0000000..cea9088 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/tools.ts @@ -0,0 +1,10 @@ +import { FlightInfo } from "./shared"; + +export async function getFlightInfo(flightNumber: string): Promise { + await new Promise((resolve) => setTimeout(resolve, 1000)); + return { + flightNumber, + departure: "New York", + arrival: "San Francisco", + }; +} diff --git a/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/ui/flight-card.tsx b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/ui/flight-card.tsx new file mode 100644 index 0000000..39badea --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/ui/flight-card.tsx @@ -0,0 +1,23 @@ +import ChatAvatar from "@/app/components/ui/chat/chat-avatar"; +import { Plane } from "lucide-react"; +import { FlightInfo } from "../shared"; + +export default function FlightCard({ flightInfo }: { flightInfo: FlightInfo }) { + return ( +
+ +
+
+
+ Flight Informaton + +
+
+

Flight Number: {flightInfo.flightNumber}

+

Departure: {flightInfo.departure}

+

Arrival: {flightInfo.arrival}

+
+
+
+ ); +} diff --git a/nextjs-llamaindex-agent/app/rsc/actions/index.ts b/nextjs-llamaindex-agent/app/rsc/actions/index.ts new file mode 100644 index 0000000..a751fe1 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/index.ts @@ -0,0 +1,2 @@ +export * from "./flight-assistant"; +export * from "./wiki-assistant"; diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx new file mode 100644 index 0000000..db4489a --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx @@ -0,0 +1,71 @@ +import ChatLoading from "@/app/components/ui/chat/chat-loading"; +import ChatMessage from "@/app/components/ui/chat/chat-message"; +import { trimStartOfStreamHelper } from "ai"; +import { createStreamableUI, getMutableAIState } from "ai/rsc"; +import { MessageType, OpenAI } from "llamaindex"; +import { nanoid } from "nanoid"; +import { createChatEngine } from "../../engine/chat"; +import { type AI } from "../../index"; +import { Message, UIStateItem } from "../../type"; +import { MAX_TOKEN, runAsyncFnWithoutBlocking } from "./shared"; + +const llm = new OpenAI({ + model: (process.env.MODEL as any) ?? "gpt-3.5-turbo", + maxTokens: MAX_TOKEN, +}); + +export async function submitUserMessage( + userInput: string, +): Promise { + "use server"; + const aiState = getMutableAIState(); + + // Update the AI state with the new user message. + const newUserMessage: Message = { + id: nanoid(), + role: "user", + content: userInput, + }; + aiState.update({ + ...aiState.get(), + messages: [...aiState.get().messages, newUserMessage], + }); + + // Init the UI stream with a loading component + const uiStream = createStreamableUI(); + + // Create a ChatEngine instance that use LlamaIndex's Tools + const chatEngine = await createChatEngine(llm); + + // Calling LlamaIndex's ChatEngine to get a streamed response + const response = await chatEngine.chat({ + message: userInput, + chatHistory: aiState.get().messages.map((m) => ({ + role: m.role as MessageType, + content: m.content, + })), + stream: true, + }); + + // Update the UI stream with the response + const it = response.response[Symbol.asyncIterator](); + const trimStartOfStream = trimStartOfStreamHelper(); + runAsyncFnWithoutBlocking(async () => { + // TODO: if result come from a tool, it's not text plain and should be handled differently + let result = ""; + while (true) { + const { value, done } = await it.next(); + if (done) break; + const text = trimStartOfStream(value.response ?? ""); + if (text) { + result += text; + uiStream.update(); + } + } + }); + + return { + id: nanoid(), + display: uiStream.value, + }; +} diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts new file mode 100644 index 0000000..95b5f54 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts @@ -0,0 +1,8 @@ +export const MAX_TOKEN = 512; + +export const runAsyncFnWithoutBlocking = ( + // eslint-disable-next-line no-unused-vars + fn: (...args: any) => Promise, +) => { + fn(); +}; diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/tools.ts b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/tools.ts new file mode 100644 index 0000000..7483224 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/tools.ts @@ -0,0 +1 @@ +/** You can put other wiki assistant functions here, eg. call an external API,... */ diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/flight-card.tsx b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/flight-card.tsx new file mode 100644 index 0000000..2da8d8d --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/flight-card.tsx @@ -0,0 +1,12 @@ +import ChatAvatar from "@/app/components/ui/chat/chat-avatar"; + +export default function WikiSummaryCard() { + return ( +
+ +
+ Implement later a card that displays the summary of a wiki article. +
+
+ ); +} diff --git a/nextjs-llamaindex-agent/app/rsc/engine/chat.ts b/nextjs-llamaindex-agent/app/rsc/engine/chat.ts new file mode 100644 index 0000000..b18bba6 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/engine/chat.ts @@ -0,0 +1,27 @@ +// import config from "@/config/tools.json"; +import { OpenAI, OpenAIAgent, QueryEngineTool } from "llamaindex"; +import { STORAGE_CACHE_DIR } from "./constants.mjs"; +import { getDataSource } from "./index"; + +export async function createChatEngine(llm: OpenAI) { + const index = await getDataSource(llm); + const queryEngine = index.asQueryEngine(); + const queryEngineTool = new QueryEngineTool({ + queryEngine: queryEngine, + metadata: { + name: "data_query_engine", + description: `A query engine for documents in storage folder: ${STORAGE_CACHE_DIR}`, + }, + }); + + // TODO: Use ToolFactory when it's available in LlamaIndex release + // const externalTools = await ToolFactory.createTools(config); + + const agent = new OpenAIAgent({ + tools: [queryEngineTool], + verbose: true, + llm, + }); + + return agent; +} diff --git a/nextjs-llamaindex-agent/app/rsc/engine/constants.mjs b/nextjs-llamaindex-agent/app/rsc/engine/constants.mjs new file mode 100644 index 0000000..42a8664 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/engine/constants.mjs @@ -0,0 +1,3 @@ +export const STORAGE_CACHE_DIR = "./cache"; +export const CHUNK_SIZE = 512; +export const CHUNK_OVERLAP = 20; diff --git a/nextjs-llamaindex-agent/app/rsc/engine/generate.mjs b/nextjs-llamaindex-agent/app/rsc/engine/generate.mjs new file mode 100644 index 0000000..5b3987c --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/engine/generate.mjs @@ -0,0 +1,46 @@ +import { + serviceContextFromDefaults, + storageContextFromDefaults, + VectorStoreIndex, +} from "llamaindex"; + +import * as dotenv from "dotenv"; + +import { CHUNK_OVERLAP, CHUNK_SIZE, STORAGE_CACHE_DIR } from "./constants.mjs"; +import { getDocuments } from "./loader.mjs"; + +// Load environment variables from local .env file +dotenv.config(); + +async function getRuntime(func) { + const start = Date.now(); + await func(); + const end = Date.now(); + return end - start; +} + +async function generateDatasource(serviceContext) { + console.log(`Generating storage context...`); + // Split documents, create embeddings and store them in the storage context + const ms = await getRuntime(async () => { + const storageContext = await storageContextFromDefaults({ + persistDir: STORAGE_CACHE_DIR, + }); + const documents = await getDocuments(); + await VectorStoreIndex.fromDocuments(documents, { + storageContext, + serviceContext, + }); + }); + console.log(`Storage context successfully generated in ${ms / 1000}s.`); +} + +(async () => { + const serviceContext = serviceContextFromDefaults({ + chunkSize: CHUNK_SIZE, + chunkOverlap: CHUNK_OVERLAP, + }); + + await generateDatasource(serviceContext); + console.log("Finished generating storage."); +})(); diff --git a/nextjs-llamaindex-agent/app/rsc/engine/index.ts b/nextjs-llamaindex-agent/app/rsc/engine/index.ts new file mode 100644 index 0000000..528d605 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/engine/index.ts @@ -0,0 +1,32 @@ +import { + LLM, + serviceContextFromDefaults, + SimpleDocumentStore, + storageContextFromDefaults, + VectorStoreIndex, +} from "llamaindex"; +import { CHUNK_OVERLAP, CHUNK_SIZE, STORAGE_CACHE_DIR } from "./constants.mjs"; + +export async function getDataSource(llm: LLM) { + const serviceContext = serviceContextFromDefaults({ + llm, + chunkSize: CHUNK_SIZE, + chunkOverlap: CHUNK_OVERLAP, + }); + const storageContext = await storageContextFromDefaults({ + persistDir: `${STORAGE_CACHE_DIR}`, + }); + + const numberOfDocs = Object.keys( + (storageContext.docStore as SimpleDocumentStore).toDict(), + ).length; + if (numberOfDocs === 0) { + throw new Error( + `StorageContext is empty - call 'npm run generate' to generate the storage first`, + ); + } + return await VectorStoreIndex.init({ + storageContext, + serviceContext, + }); +} diff --git a/nextjs-llamaindex-agent/app/rsc/engine/loader.mjs b/nextjs-llamaindex-agent/app/rsc/engine/loader.mjs new file mode 100644 index 0000000..3039f34 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/engine/loader.mjs @@ -0,0 +1,9 @@ +import { SimpleDirectoryReader } from "llamaindex"; + +export const DATA_DIR = "./data"; + +export async function getDocuments() { + return await new SimpleDirectoryReader().loadData({ + directoryPath: DATA_DIR, + }); +} diff --git a/nextjs-llamaindex-agent/app/rsc/index.tsx b/nextjs-llamaindex-agent/app/rsc/index.tsx new file mode 100644 index 0000000..3239856 --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/index.tsx @@ -0,0 +1,12 @@ +import { createAI } from "ai/rsc"; +import { nanoid } from "nanoid"; +import { submitUserMessage } from "./actions/"; +import { AIState, UIState } from "./type"; + +export const AI = createAI({ + actions: { + submitUserMessage, + }, + initialAIState: { chatId: nanoid(), messages: [] }, + initialUIState: [], +}); diff --git a/nextjs-llamaindex-agent/app/rsc/type.ts b/nextjs-llamaindex-agent/app/rsc/type.ts new file mode 100644 index 0000000..8c4237c --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/type.ts @@ -0,0 +1,18 @@ +export type Message = { + role: "user" | "assistant" | "system" | "function" | "data" | "tool"; + content: string; + id: string; + name?: string; +}; + +export type AIState = { + chatId: string; + messages: Message[]; +}; + +export type UIStateItem = { + id: string; + display: React.ReactNode; +}; + +export type UIState = UIStateItem[]; diff --git a/nextjs-llamaindex-agent/config/tools.json b/nextjs-llamaindex-agent/config/tools.json new file mode 100644 index 0000000..6fc6dc3 --- /dev/null +++ b/nextjs-llamaindex-agent/config/tools.json @@ -0,0 +1,3 @@ +{ + "wikipedia.WikipediaToolSpec": {} +} \ No newline at end of file diff --git a/nextjs-llamaindex-agent/data/101.pdf 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+ colors: { + border: "hsl(var(--border))", + input: "hsl(var(--input))", + ring: "hsl(var(--ring))", + background: "hsl(var(--background))", + foreground: "hsl(var(--foreground))", + primary: { + DEFAULT: "hsl(var(--primary))", + foreground: "hsl(var(--primary-foreground))", + }, + secondary: { + DEFAULT: "hsl(var(--secondary))", + foreground: "hsl(var(--secondary-foreground))", + }, + destructive: { + DEFAULT: "hsl(var(--destructive) / )", + foreground: "hsl(var(--destructive-foreground) / )", + }, + muted: { + DEFAULT: "hsl(var(--muted))", + foreground: "hsl(var(--muted-foreground))", + }, + accent: { + DEFAULT: "hsl(var(--accent))", + foreground: "hsl(var(--accent-foreground))", + }, + popover: { + DEFAULT: "hsl(var(--popover))", + foreground: "hsl(var(--popover-foreground))", + }, + card: { + DEFAULT: "hsl(var(--card))", + foreground: "hsl(var(--card-foreground))", + }, + }, + borderRadius: { + xl: `calc(var(--radius) + 4px)`, + lg: `var(--radius)`, + md: `calc(var(--radius) - 2px)`, + sm: "calc(var(--radius) - 4px)", + }, + fontFamily: { + sans: ["var(--font-sans)", ...fontFamily.sans], + }, + keyframes: { + "accordion-down": { + from: { height: "0" }, + to: { height: "var(--radix-accordion-content-height)" }, + }, + "accordion-up": { + from: { height: "var(--radix-accordion-content-height)" }, + to: { height: "0" }, + }, + }, + animation: { + "accordion-down": "accordion-down 0.2s ease-out", + "accordion-up": "accordion-up 0.2s ease-out", + }, + }, + }, + plugins: [], +}; +export default config; diff --git a/nextjs-llamaindex-agent/tsconfig.json b/nextjs-llamaindex-agent/tsconfig.json new file mode 100644 index 0000000..40c136b --- /dev/null +++ b/nextjs-llamaindex-agent/tsconfig.json @@ -0,0 +1,28 @@ +{ + "compilerOptions": { + "target": "es5", + "lib": ["dom", "dom.iterable", "esnext"], + "allowJs": true, + "skipLibCheck": true, + "strict": true, + "noEmit": true, + "esModuleInterop": true, + "module": "esnext", + "moduleResolution": "bundler", + "resolveJsonModule": true, + "isolatedModules": true, + "jsx": "preserve", + "incremental": true, + "plugins": [ + { + "name": "next" + } + ], + "paths": { + "@/*": ["./*"] + }, + "forceConsistentCasingInFileNames": true + }, + "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"], + "exclude": ["node_modules"] +} diff --git a/nextjs-llamaindex-agent/webpack.config.mjs b/nextjs-llamaindex-agent/webpack.config.mjs new file mode 100644 index 0000000..57fa19c --- /dev/null +++ b/nextjs-llamaindex-agent/webpack.config.mjs @@ -0,0 +1,10 @@ +// webpack config must be a function in NextJS that is used to patch the default webpack config provided by NextJS, see https://nextjs.org/docs/pages/api-reference/next-config-js/webpack +export default function webpack(config) { + // See https://webpack.js.org/configuration/resolve/#resolvealias + config.resolve.alias = { + ...config.resolve.alias, + sharp$: false, + "onnxruntime-node$": false, + }; + return config; +} From ad62ff1b2b4bb3227692f095c91322e75d6401a7 Mon Sep 17 00:00:00 2001 From: thucpn Date: Mon, 1 Apr 2024 10:18:10 +0700 Subject: [PATCH 2/6] wiki card --- .../actions/wiki-assistant/ui/{flight-card.tsx => wiki-card.tsx} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/{flight-card.tsx => wiki-card.tsx} (100%) diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/flight-card.tsx b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx similarity index 100% rename from nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/flight-card.tsx rename to nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx From 6f0b21632fce53acb148d492d98c6422c4a098cc Mon Sep 17 00:00:00 2001 From: thucpn Date: Tue, 2 Apr 2024 07:51:51 +0700 Subject: [PATCH 3/6] fix: remove engine folder & response wiki card ui --- .../app/components/ui/dialog.tsx | 121 + .../rsc/actions/flight-assistant/index.tsx | 2 +- .../app/rsc/actions/wiki-assistant/index.tsx | 52 +- .../actions/wiki-assistant/ui/wiki-card.tsx | 34 +- .../app/rsc/engine/chat.ts | 27 - .../app/rsc/engine/constants.mjs | 3 - .../app/rsc/engine/generate.mjs | 46 - .../app/rsc/engine/index.ts | 32 - .../app/rsc/engine/loader.mjs | 9 - nextjs-llamaindex-agent/app/rsc/index.tsx | 3 +- nextjs-llamaindex-agent/data/101.pdf | Bin 47931 -> 0 bytes nextjs-llamaindex-agent/package.json | 1 + nextjs-llamaindex-agent/pnpm-lock.yaml | 2103 +++-------------- 13 files changed, 588 insertions(+), 1845 deletions(-) create mode 100644 nextjs-llamaindex-agent/app/components/ui/dialog.tsx delete mode 100644 nextjs-llamaindex-agent/app/rsc/engine/chat.ts delete mode 100644 nextjs-llamaindex-agent/app/rsc/engine/constants.mjs delete mode 100644 nextjs-llamaindex-agent/app/rsc/engine/generate.mjs delete mode 100644 nextjs-llamaindex-agent/app/rsc/engine/index.ts delete mode 100644 nextjs-llamaindex-agent/app/rsc/engine/loader.mjs delete mode 100644 nextjs-llamaindex-agent/data/101.pdf diff --git a/nextjs-llamaindex-agent/app/components/ui/dialog.tsx b/nextjs-llamaindex-agent/app/components/ui/dialog.tsx new file mode 100644 index 0000000..91ab4f8 --- /dev/null +++ b/nextjs-llamaindex-agent/app/components/ui/dialog.tsx @@ -0,0 +1,121 @@ +"use client"; + +import * as DialogPrimitive from "@radix-ui/react-dialog"; +import { X } from "lucide-react"; +import * as React from "react"; +import { cn } from "./lib/utils"; + +const Dialog = DialogPrimitive.Root; + +const DialogTrigger = DialogPrimitive.Trigger; + +const DialogPortal = DialogPrimitive.Portal; + +const DialogClose = DialogPrimitive.Close; + +const DialogOverlay = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + +)); +DialogOverlay.displayName = DialogPrimitive.Overlay.displayName; + +const DialogContent = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, children, ...props }, ref) => ( + + + + {children} + + + Close + + + +)); +DialogContent.displayName = DialogPrimitive.Content.displayName; + +const DialogHeader = ({ + className, + ...props +}: React.HTMLAttributes) => ( +

+); +DialogHeader.displayName = "DialogHeader"; + +const DialogFooter = ({ + className, + ...props +}: React.HTMLAttributes) => ( +
+); +DialogFooter.displayName = "DialogFooter"; + +const DialogTitle = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + +)); +DialogTitle.displayName = DialogPrimitive.Title.displayName; + +const DialogDescription = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + +)); +DialogDescription.displayName = DialogPrimitive.Description.displayName; + +export { + Dialog, + DialogClose, + DialogContent, + DialogDescription, + DialogFooter, + DialogHeader, + DialogOverlay, + DialogPortal, + DialogTitle, + DialogTrigger, +}; diff --git a/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx index b558277..673bab6 100644 --- a/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx +++ b/nextjs-llamaindex-agent/app/rsc/actions/flight-assistant/index.tsx @@ -14,7 +14,7 @@ const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY, }); -export async function askFlightInformation( +export async function chatWithFlightAssistant( userInput: string, ): Promise { "use server"; diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx index db4489a..1da55bb 100644 --- a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx @@ -1,13 +1,14 @@ import ChatLoading from "@/app/components/ui/chat/chat-loading"; import ChatMessage from "@/app/components/ui/chat/chat-message"; +import config from "@/config/tools.json"; import { trimStartOfStreamHelper } from "ai"; import { createStreamableUI, getMutableAIState } from "ai/rsc"; -import { MessageType, OpenAI } from "llamaindex"; +import { MessageType, OpenAI, OpenAIAgent, ToolFactory } from "llamaindex"; import { nanoid } from "nanoid"; -import { createChatEngine } from "../../engine/chat"; import { type AI } from "../../index"; import { Message, UIStateItem } from "../../type"; import { MAX_TOKEN, runAsyncFnWithoutBlocking } from "./shared"; +import WikiSummaryCard from "./ui/wiki-card"; const llm = new OpenAI({ model: (process.env.MODEL as any) ?? "gpt-3.5-turbo", @@ -34,11 +35,16 @@ export async function submitUserMessage( // Init the UI stream with a loading component const uiStream = createStreamableUI(); - // Create a ChatEngine instance that use LlamaIndex's Tools - const chatEngine = await createChatEngine(llm); + // Create agent from tool configs + const tools = await ToolFactory.createTools(config); + const agent = new OpenAIAgent({ + tools, + verbose: true, + llm, + }); - // Calling LlamaIndex's ChatEngine to get a streamed response - const response = await chatEngine.chat({ + // Calling LlamaIndex's agent to get a streamed response + const response = await agent.chat({ message: userInput, chatHistory: aiState.get().messages.map((m) => ({ role: m.role as MessageType, @@ -49,16 +55,46 @@ export async function submitUserMessage( // Update the UI stream with the response const it = response.response[Symbol.asyncIterator](); + const sources = response.sources; const trimStartOfStream = trimStartOfStreamHelper(); runAsyncFnWithoutBlocking(async () => { - // TODO: if result come from a tool, it's not text plain and should be handled differently + if (sources.length) { + const toolOutput = sources[0]; + if (toolOutput.toolName === "wikipedia_tool") { + const detailFromWiki = toolOutput.content; + let result = ""; + while (true) { + const { value, done } = await it.next(); + if (done) { + uiStream.done( + , + ); + break; + } + const text = trimStartOfStream(value.response ?? ""); + if (text) { + result += text; + uiStream.update( + , + ); + } + } + } + } + + // If there is no source, just display the response as a response message from the assistant let result = ""; while (true) { const { value, done } = await it.next(); - if (done) break; + if (done) { + // TODO: when the stream is done, we can add a button to regenerate the response here + uiStream.done(); + break; + } const text = trimStartOfStream(value.response ?? ""); if (text) { result += text; + // TODO: when generating response, we can add a button to stop the stream here uiStream.update(); } } diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx index 2da8d8d..7fd11d8 100644 --- a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx @@ -1,12 +1,32 @@ -import ChatAvatar from "@/app/components/ui/chat/chat-avatar"; +import ChatMessage from "@/app/components/ui/chat/chat-message"; +import { + Dialog, + DialogContent, + DialogDescription, + DialogHeader, + DialogTitle, + DialogTrigger, +} from "@/app/components/ui/dialog"; -export default function WikiSummaryCard() { +export default function WikiSummaryCard({ + result, + detail, +}: { + result: string; + detail: string; +}) { return ( -
- -
- Implement later a card that displays the summary of a wiki article. -
+
+ + + Detail + + + Information from Wikipedia + {detail} + + +
); } diff --git a/nextjs-llamaindex-agent/app/rsc/engine/chat.ts b/nextjs-llamaindex-agent/app/rsc/engine/chat.ts deleted file mode 100644 index b18bba6..0000000 --- a/nextjs-llamaindex-agent/app/rsc/engine/chat.ts +++ /dev/null @@ -1,27 +0,0 @@ -// import config from "@/config/tools.json"; -import { OpenAI, OpenAIAgent, QueryEngineTool } from "llamaindex"; -import { STORAGE_CACHE_DIR } from "./constants.mjs"; -import { getDataSource } from "./index"; - -export async function createChatEngine(llm: OpenAI) { - const index = await getDataSource(llm); - const queryEngine = index.asQueryEngine(); - const queryEngineTool = new QueryEngineTool({ - queryEngine: queryEngine, - metadata: { - name: "data_query_engine", - description: `A query engine for documents in storage folder: ${STORAGE_CACHE_DIR}`, - }, - }); - - // TODO: Use ToolFactory when it's available in LlamaIndex release - // const externalTools = await ToolFactory.createTools(config); - - const agent = new OpenAIAgent({ - tools: [queryEngineTool], - verbose: true, - llm, - }); - - return agent; -} diff --git a/nextjs-llamaindex-agent/app/rsc/engine/constants.mjs b/nextjs-llamaindex-agent/app/rsc/engine/constants.mjs deleted file mode 100644 index 42a8664..0000000 --- a/nextjs-llamaindex-agent/app/rsc/engine/constants.mjs +++ /dev/null @@ -1,3 +0,0 @@ -export const STORAGE_CACHE_DIR = "./cache"; -export const CHUNK_SIZE = 512; -export const CHUNK_OVERLAP = 20; diff --git a/nextjs-llamaindex-agent/app/rsc/engine/generate.mjs b/nextjs-llamaindex-agent/app/rsc/engine/generate.mjs deleted file mode 100644 index 5b3987c..0000000 --- a/nextjs-llamaindex-agent/app/rsc/engine/generate.mjs +++ /dev/null @@ -1,46 +0,0 @@ -import { - serviceContextFromDefaults, - storageContextFromDefaults, - VectorStoreIndex, -} from "llamaindex"; - -import * as dotenv from "dotenv"; - -import { CHUNK_OVERLAP, CHUNK_SIZE, STORAGE_CACHE_DIR } from "./constants.mjs"; -import { getDocuments } from "./loader.mjs"; - -// Load environment variables from local .env file -dotenv.config(); - -async function getRuntime(func) { - const start = Date.now(); - await func(); - const end = Date.now(); - return end - start; -} - -async function generateDatasource(serviceContext) { - console.log(`Generating storage context...`); - // Split documents, create embeddings and store them in the storage context - const ms = await getRuntime(async () => { - const storageContext = await storageContextFromDefaults({ - persistDir: STORAGE_CACHE_DIR, - }); - const documents = await getDocuments(); - await VectorStoreIndex.fromDocuments(documents, { - storageContext, - serviceContext, - }); - }); - console.log(`Storage context successfully generated in ${ms / 1000}s.`); -} - -(async () => { - const serviceContext = serviceContextFromDefaults({ - chunkSize: CHUNK_SIZE, - chunkOverlap: CHUNK_OVERLAP, - }); - - await generateDatasource(serviceContext); - console.log("Finished generating storage."); -})(); diff --git a/nextjs-llamaindex-agent/app/rsc/engine/index.ts b/nextjs-llamaindex-agent/app/rsc/engine/index.ts deleted file mode 100644 index 528d605..0000000 --- a/nextjs-llamaindex-agent/app/rsc/engine/index.ts +++ /dev/null @@ -1,32 +0,0 @@ -import { - LLM, - serviceContextFromDefaults, - SimpleDocumentStore, - storageContextFromDefaults, - VectorStoreIndex, -} from "llamaindex"; -import { CHUNK_OVERLAP, CHUNK_SIZE, STORAGE_CACHE_DIR } from "./constants.mjs"; - -export async function getDataSource(llm: LLM) { - const serviceContext = serviceContextFromDefaults({ - llm, - chunkSize: CHUNK_SIZE, - chunkOverlap: CHUNK_OVERLAP, - }); - const storageContext = await storageContextFromDefaults({ - persistDir: `${STORAGE_CACHE_DIR}`, - }); - - const numberOfDocs = Object.keys( - (storageContext.docStore as SimpleDocumentStore).toDict(), - ).length; - if (numberOfDocs === 0) { - throw new Error( - `StorageContext is empty - call 'npm run generate' to generate the storage first`, - ); - } - return await VectorStoreIndex.init({ - storageContext, - serviceContext, - }); -} diff --git a/nextjs-llamaindex-agent/app/rsc/engine/loader.mjs b/nextjs-llamaindex-agent/app/rsc/engine/loader.mjs deleted file mode 100644 index 3039f34..0000000 --- a/nextjs-llamaindex-agent/app/rsc/engine/loader.mjs +++ /dev/null @@ -1,9 +0,0 @@ -import { SimpleDirectoryReader } from "llamaindex"; - -export const DATA_DIR = "./data"; - -export async function getDocuments() { - return await new SimpleDirectoryReader().loadData({ - directoryPath: DATA_DIR, - }); -} diff --git a/nextjs-llamaindex-agent/app/rsc/index.tsx b/nextjs-llamaindex-agent/app/rsc/index.tsx index 3239856..1f5e265 100644 --- a/nextjs-llamaindex-agent/app/rsc/index.tsx +++ b/nextjs-llamaindex-agent/app/rsc/index.tsx @@ -1,10 +1,11 @@ import { createAI } from "ai/rsc"; import { nanoid } from "nanoid"; -import { submitUserMessage } from "./actions/"; +import { chatWithFlightAssistant, submitUserMessage } from "./actions/"; import { AIState, UIState } from "./type"; export const AI = createAI({ actions: { + chatWithFlightAssistant, submitUserMessage, }, initialAIState: { chatId: nanoid(), messages: [] }, diff --git a/nextjs-llamaindex-agent/data/101.pdf b/nextjs-llamaindex-agent/data/101.pdf deleted file mode 100644 index ae5acffd5398b7c59e2df9e6dead2d99128b719c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 47931 zcmcG#V|eDvwl5mnwr#Ux+v?c%8>eI2w$ZUWw(X>2vy*hpo1Sy7ebzZ=?PuQ)_r721 zsj5+{Fg6`vX*wHhEA5ArY1zp zjIu;*oZPI;j0!}o%p8njM9dt_Oe~D@L|lxjpFQl%Y>bjb+C=P}+(ayFth)UC@TPVq zfA|pnAHUBzSpIDeQBz}k6H`S)CtK&w8Aa@ETx{)}iP#twolH$EjRE#fM9eJw{EXt3 zHULv6MsXWMfa%{u7^OtDzX%Jnii?Ygh>3Btig0srh;y@XiimM>u&{`62n#cDu=9WU z>}3~Y;t~=T6BFTNV`CHI;t*mL=U^2R6Xp=&W*6hvWt6frF?HAeBRL26pPHHdr--bd zYEWjBHMKJbSP*ft{#lRfUvjcDD%;xwJ}KD$qEPu%4-qRDE2FB1gDIn?vZ)!PhBh-1 z3la0D4x9l_riQlgFczCeMkYuG21W+zpeRwCeqj9)M7_+Al2CS#;Vz)i@AHBI<P$?`EIDA*W(Ig5VC&y_w4ZY0chCj>fPoG*U}xcBKDGJ}*MIcu3@~&8xI3Ae z!NV}Y!;q7UDTu?v{2x01|FQaMPA-=J%cnOn 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sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==} engines: {node: '>=10'} From bf6005ba6b77eb37ca9b1c2afbe277abc2528301 Mon Sep 17 00:00:00 2001 From: thucpn Date: Wed, 3 Apr 2024 15:57:53 +0700 Subject: [PATCH 4/6] refactor: make createAgentStreamableUI --- nextjs-llamaindex-agent/.eslintrc.json | 2 +- .../app/rsc/actions/wiki-assistant/index.tsx | 92 ++++++++----------- .../app/rsc/actions/wiki-assistant/shared.ts | 7 -- nextjs-llamaindex-agent/app/rsc/helper.tsx | 57 ++++++++++++ nextjs-llamaindex-agent/app/rsc/type.ts | 11 +++ 5 files changed, 105 insertions(+), 64 deletions(-) create mode 100644 nextjs-llamaindex-agent/app/rsc/helper.tsx diff --git a/nextjs-llamaindex-agent/.eslintrc.json b/nextjs-llamaindex-agent/.eslintrc.json index 6b52088..a6a55d1 100644 --- a/nextjs-llamaindex-agent/.eslintrc.json +++ b/nextjs-llamaindex-agent/.eslintrc.json @@ -3,6 +3,6 @@ "rules": { "max-params": ["error", 4], "prefer-const": "error", - "no-unused-vars": "warn" + "no-unused-vars": ["warn", { "argsIgnorePattern": "^_" }] } } diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx index 1da55bb..8a2c6f7 100644 --- a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/index.tsx @@ -1,13 +1,12 @@ -import ChatLoading from "@/app/components/ui/chat/chat-loading"; -import ChatMessage from "@/app/components/ui/chat/chat-message"; import config from "@/config/tools.json"; import { trimStartOfStreamHelper } from "ai"; -import { createStreamableUI, getMutableAIState } from "ai/rsc"; +import { getMutableAIState } from "ai/rsc"; import { MessageType, OpenAI, OpenAIAgent, ToolFactory } from "llamaindex"; import { nanoid } from "nanoid"; +import { createAgentStreamableUI } from "../../helper"; import { type AI } from "../../index"; -import { Message, UIStateItem } from "../../type"; -import { MAX_TOKEN, runAsyncFnWithoutBlocking } from "./shared"; +import { Message, StreamableUIHandler, UIStateItem } from "../../type"; +import { MAX_TOKEN } from "./shared"; import WikiSummaryCard from "./ui/wiki-card"; const llm = new OpenAI({ @@ -15,6 +14,33 @@ const llm = new OpenAI({ maxTokens: MAX_TOKEN, }); +const wikiToolResponseHandler: StreamableUIHandler = async ( + uiStream, + iterator, + toolOutput, +) => { + const trimStartOfStream = trimStartOfStreamHelper(); + const detailFromWiki = toolOutput!.content; + let result = ""; + while (true) { + const { value, done } = await iterator.next(); + if (done) { + uiStream.done( + , + ); + break; + } + const text = trimStartOfStream(value.response ?? ""); + if (text) { + result += text; + uiStream.update( + , + ); + } + } + return uiStream; +}; + export async function submitUserMessage( userInput: string, ): Promise { @@ -32,18 +58,13 @@ export async function submitUserMessage( messages: [...aiState.get().messages, newUserMessage], }); - // Init the UI stream with a loading component - const uiStream = createStreamableUI(); - - // Create agent from tool configs + // Create agent from tool configs, then chat to get a streamed response const tools = await ToolFactory.createTools(config); const agent = new OpenAIAgent({ tools, verbose: true, llm, }); - - // Calling LlamaIndex's agent to get a streamed response const response = await agent.chat({ message: userInput, chatHistory: aiState.get().messages.map((m) => ({ @@ -53,51 +74,10 @@ export async function submitUserMessage( stream: true, }); - // Update the UI stream with the response - const it = response.response[Symbol.asyncIterator](); - const sources = response.sources; - const trimStartOfStream = trimStartOfStreamHelper(); - runAsyncFnWithoutBlocking(async () => { - if (sources.length) { - const toolOutput = sources[0]; - if (toolOutput.toolName === "wikipedia_tool") { - const detailFromWiki = toolOutput.content; - let result = ""; - while (true) { - const { value, done } = await it.next(); - if (done) { - uiStream.done( - , - ); - break; - } - const text = trimStartOfStream(value.response ?? ""); - if (text) { - result += text; - uiStream.update( - , - ); - } - } - } - } - - // If there is no source, just display the response as a response message from the assistant - let result = ""; - while (true) { - const { value, done } = await it.next(); - if (done) { - // TODO: when the stream is done, we can add a button to regenerate the response here - uiStream.done(); - break; - } - const text = trimStartOfStream(value.response ?? ""); - if (text) { - result += text; - // TODO: when generating response, we can add a button to stop the stream here - uiStream.update(); - } - } + // create a UI stream from the agent streaming response + const uiStream = createAgentStreamableUI({ + agentResponse: response, + toolResponseHandler: wikiToolResponseHandler, }); return { diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts index 95b5f54..c09271c 100644 --- a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/shared.ts @@ -1,8 +1 @@ export const MAX_TOKEN = 512; - -export const runAsyncFnWithoutBlocking = ( - // eslint-disable-next-line no-unused-vars - fn: (...args: any) => Promise, -) => { - fn(); -}; diff --git a/nextjs-llamaindex-agent/app/rsc/helper.tsx b/nextjs-llamaindex-agent/app/rsc/helper.tsx new file mode 100644 index 0000000..03ba53a --- /dev/null +++ b/nextjs-llamaindex-agent/app/rsc/helper.tsx @@ -0,0 +1,57 @@ +import ChatLoading from "@/app/components/ui/chat/chat-loading"; +import ChatMessage from "@/app/components/ui/chat/chat-message"; +import { trimStartOfStreamHelper } from "ai"; +import { createStreamableUI } from "ai/rsc"; +import { StreamingAgentChatResponse, ToolOutput } from "llamaindex"; +import { StreamableUIHandler } from "./type"; + +export const runAsyncFnWithoutBlocking = ( + fn: (..._args: any) => Promise, +) => { + fn(); +}; + +interface CreateStreamableUIOptions { + agentResponse: StreamingAgentChatResponse; + toolResponseHandler: StreamableUIHandler; +} + +export const assistantResponseHandler: StreamableUIHandler = async ( + uiStream, + iterator, +) => { + const trimStartOfStream = trimStartOfStreamHelper(); + let result = ""; + while (true) { + const { value, done } = await iterator.next(); + if (done) { + uiStream.done(); + break; + } + const text = trimStartOfStream(value.response ?? ""); + if (text) { + result += text; + uiStream.update(); + } + } + return uiStream; +}; + +export const createAgentStreamableUI = ({ + agentResponse, + toolResponseHandler, +}: CreateStreamableUIOptions) => { + // Init the UI stream with a loading component + const uiStream = createStreamableUI(); + + // Update the UI stream with the response + const iterator = agentResponse.response[Symbol.asyncIterator](); + const toolOutput: ToolOutput | undefined = agentResponse.sources[0]; + + runAsyncFnWithoutBlocking(async () => { + if (toolOutput) await toolResponseHandler(uiStream, iterator, toolOutput); + else await assistantResponseHandler(uiStream, iterator); + }); + + return uiStream; +}; diff --git a/nextjs-llamaindex-agent/app/rsc/type.ts b/nextjs-llamaindex-agent/app/rsc/type.ts index 8c4237c..9f6deb9 100644 --- a/nextjs-llamaindex-agent/app/rsc/type.ts +++ b/nextjs-llamaindex-agent/app/rsc/type.ts @@ -1,3 +1,6 @@ +import { createStreamableUI } from "ai/rsc"; +import { Response, ToolOutput } from "llamaindex"; + export type Message = { role: "user" | "assistant" | "system" | "function" | "data" | "tool"; content: string; @@ -16,3 +19,11 @@ export type UIStateItem = { }; export type UIState = UIStateItem[]; + +export type UIStream = ReturnType; + +export type StreamableUIHandler = ( + _uiStream: UIStream, + _iterator: AsyncIterator, + _toolOutput?: ToolOutput, +) => Promise; From adc173f179e01b97ba4c6c33610a095d7887d8ad Mon Sep 17 00:00:00 2001 From: thucpn Date: Wed, 3 Apr 2024 16:33:31 +0700 Subject: [PATCH 5/6] enhance UI --- .../actions/wiki-assistant/ui/wiki-card.tsx | 20 +++++++--- nextjs-llamaindex-agent/app/rsc/helper.tsx | 40 +++++++++++++++++-- 2 files changed, 52 insertions(+), 8 deletions(-) diff --git a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx index 7fd11d8..240b593 100644 --- a/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx +++ b/nextjs-llamaindex-agent/app/rsc/actions/wiki-assistant/ui/wiki-card.tsx @@ -1,3 +1,4 @@ +import { Button } from "@/app/components/ui/button"; import ChatMessage from "@/app/components/ui/chat/chat-message"; import { Dialog, @@ -7,6 +8,7 @@ import { DialogTitle, DialogTrigger, } from "@/app/components/ui/dialog"; +import { NotebookTabs } from "lucide-react"; export default function WikiSummaryCard({ result, @@ -16,14 +18,22 @@ export default function WikiSummaryCard({ detail: string; }) { return ( -

- +
+
+ +
- Detail + + + - Information from Wikipedia - {detail} + Detail Information from Wikipedia + +

{detail}

+ diff --git a/nextjs-llamaindex-agent/app/rsc/helper.tsx b/nextjs-llamaindex-agent/app/rsc/helper.tsx index 03ba53a..f2af1ae 100644 --- a/nextjs-llamaindex-agent/app/rsc/helper.tsx +++ b/nextjs-llamaindex-agent/app/rsc/helper.tsx @@ -1,9 +1,9 @@ import ChatLoading from "@/app/components/ui/chat/chat-loading"; -import ChatMessage from "@/app/components/ui/chat/chat-message"; import { trimStartOfStreamHelper } from "ai"; import { createStreamableUI } from "ai/rsc"; import { StreamingAgentChatResponse, ToolOutput } from "llamaindex"; import { StreamableUIHandler } from "./type"; +import WikiSummaryCard from "./actions/wiki-assistant/ui/wiki-card"; export const runAsyncFnWithoutBlocking = ( fn: (..._args: any) => Promise, @@ -21,17 +21,51 @@ export const assistantResponseHandler: StreamableUIHandler = async ( iterator, ) => { const trimStartOfStream = trimStartOfStreamHelper(); + const detailFromWiki = ` + Lorem ipsum dolor sit amet, consectetur adipiscing elit. + Curabitur auctor, lacus et ultricies aliquam, justo tortor + dignissim mi, et ultricies odio libero nec purus. Nulla + facilisi. In hac habitasse platea dictumst. Sed id odio + Lorem ipsum dolor sit amet, consectetur adipiscing elit. + Curabitur auctor, lacus et ultricies aliquam, justo tortor + dignissim mi, et ultricies odio libero nec purus. Nulla + facilisi. In hac habitasse platea dictumst. Sed id odio + Lorem ipsum dolor sit amet, consectetur adipiscing elit. + Curabitur auctor, lacus et ultricies aliquam, justo tortor + dignissim mi, et ultricies odio libero nec purus. Nulla + facilisi. In hac habitasse platea dictumst. Sed id odio + Lorem ipsum dolor sit amet, consectetur adipiscing elit. + Curabitur auctor, lacus et ultricies aliquam, justo tortor + dignissim mi, et ultricies odio libero nec purus. Nulla + facilisi. In hac habitasse platea dictumst. Sed id odio + Lorem ipsum dolor sit amet, consectetur adipiscing elit. + Curabitur auctor, lacus et ultricies aliquam, justo tortor + dignissim mi, et ultricies odio libero nec purus. Nulla + facilisi. In hac habitasse platea dictumst. Sed id odio + Lorem ipsum dolor sit amet, consectetur adipiscing elit. + Curabitur auctor, lacus et ultricies aliquam, justo tortor + dignissim mi, et ultricies odio libero nec purus. Nulla + facilisi. In hac habitasse platea dictumst. Sed id odio + Lorem ipsum dolor sit amet, consectetur adipiscing elit. + Curabitur auctor, lacus et ultricies aliquam, justo tortor + dignissim mi, et ultricies odio libero nec purus. Nulla + facilisi. In hac habitasse platea dictumst. Sed id odio + ` let result = ""; while (true) { const { value, done } = await iterator.next(); if (done) { - uiStream.done(); + uiStream.done( + , + ); break; } const text = trimStartOfStream(value.response ?? ""); if (text) { result += text; - uiStream.update(); + uiStream.update( + , + ); } } return uiStream; From 4c84ea5c952b45b895069a6bb537c7ed0d13d22d Mon Sep 17 00:00:00 2001 From: thucpn Date: Wed, 3 Apr 2024 16:37:12 +0700 Subject: [PATCH 6/6] fix: revert mock --- nextjs-llamaindex-agent/app/rsc/helper.tsx | 40 ++-------------------- 1 file changed, 3 insertions(+), 37 deletions(-) diff --git a/nextjs-llamaindex-agent/app/rsc/helper.tsx b/nextjs-llamaindex-agent/app/rsc/helper.tsx index f2af1ae..03ba53a 100644 --- a/nextjs-llamaindex-agent/app/rsc/helper.tsx +++ b/nextjs-llamaindex-agent/app/rsc/helper.tsx @@ -1,9 +1,9 @@ import ChatLoading from "@/app/components/ui/chat/chat-loading"; +import ChatMessage from "@/app/components/ui/chat/chat-message"; import { trimStartOfStreamHelper } from "ai"; import { createStreamableUI } from "ai/rsc"; import { StreamingAgentChatResponse, ToolOutput } from "llamaindex"; import { StreamableUIHandler } from "./type"; -import WikiSummaryCard from "./actions/wiki-assistant/ui/wiki-card"; export const runAsyncFnWithoutBlocking = ( fn: (..._args: any) => Promise, @@ -21,51 +21,17 @@ export const assistantResponseHandler: StreamableUIHandler = async ( iterator, ) => { const trimStartOfStream = trimStartOfStreamHelper(); - const detailFromWiki = ` - Lorem ipsum dolor sit amet, consectetur adipiscing elit. - Curabitur auctor, lacus et ultricies aliquam, justo tortor - dignissim mi, et ultricies odio libero nec purus. Nulla - facilisi. In hac habitasse platea dictumst. Sed id odio - Lorem ipsum dolor sit amet, consectetur adipiscing elit. - Curabitur auctor, lacus et ultricies aliquam, justo tortor - dignissim mi, et ultricies odio libero nec purus. Nulla - facilisi. In hac habitasse platea dictumst. Sed id odio - Lorem ipsum dolor sit amet, consectetur adipiscing elit. - Curabitur auctor, lacus et ultricies aliquam, justo tortor - dignissim mi, et ultricies odio libero nec purus. Nulla - facilisi. In hac habitasse platea dictumst. Sed id odio - Lorem ipsum dolor sit amet, consectetur adipiscing elit. - Curabitur auctor, lacus et ultricies aliquam, justo tortor - dignissim mi, et ultricies odio libero nec purus. Nulla - facilisi. In hac habitasse platea dictumst. Sed id odio - Lorem ipsum dolor sit amet, consectetur adipiscing elit. - Curabitur auctor, lacus et ultricies aliquam, justo tortor - dignissim mi, et ultricies odio libero nec purus. Nulla - facilisi. In hac habitasse platea dictumst. Sed id odio - Lorem ipsum dolor sit amet, consectetur adipiscing elit. - Curabitur auctor, lacus et ultricies aliquam, justo tortor - dignissim mi, et ultricies odio libero nec purus. Nulla - facilisi. In hac habitasse platea dictumst. Sed id odio - Lorem ipsum dolor sit amet, consectetur adipiscing elit. - Curabitur auctor, lacus et ultricies aliquam, justo tortor - dignissim mi, et ultricies odio libero nec purus. Nulla - facilisi. In hac habitasse platea dictumst. Sed id odio - ` let result = ""; while (true) { const { value, done } = await iterator.next(); if (done) { - uiStream.done( - , - ); + uiStream.done(); break; } const text = trimStartOfStream(value.response ?? ""); if (text) { result += text; - uiStream.update( - , - ); + uiStream.update(); } } return uiStream;