all

.env.local.example

@@ -0,0 +1,8 @@
+OPENAI_API_KEY=
+
+# Update these with your Supabase details from your project settings > API
+NEXT_PUBLIC_SUPABASE_URL=
+NEXT_PUBLIC_SUPABASE_ANON_KEY=
+
+# should only be used on a server. This key can bypass Row Level Security. NEVER use this key in a browser.
+SUPABASE_SERVICE_ROLE_KEY=

.eslintrc.json

@@ -0,0 +1,3 @@
+{
+  "extends": "next/core-web-vitals"
+}

.gitignore

@@ -0,0 +1,40 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# local env files
+.env*.local
+.env
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
+
+#Notion_db
+/Notion_DB

.prettierrc

@@ -0,0 +1,6 @@
+{
+  "trailingComma": "all",
+  "singleQuote": true,
+  "printWidth": 80,
+  "tabWidth": 2
+}

README.md

@@ -0,0 +1,84 @@
+Fork of 👉🏼 <https://github.com/mayooear/langchain-supabase-website-chatbot>
+
+## LangChain & Supabase - Create a ChatGpt Chatbot for Your Website
+
+Create a chatgpt chatbot for your website using LangChain, Supabase, Typescript, Openai, and Next.js. LangChain is a framework that makes it easier to build scalable AI/LLM apps. Supabase is an open source Postgres database that can store embeddings using a pg vector extension.
+
+[Tutorial video](https://www.youtube.com/watch?v=prbloUGlvLE)
+
+[Get in touch via twitter if you need help](https://twitter.com/mayowaoshin)
+
+The visual guide of this repo and tutorial is in the `visual guide` folder.
+
+## Development
+
+1. Clone the repo
+
+```
+git clone [github https url]
+```
+
+2. Install packages
+
+```
+pnpm install
+```
+
+3. Set up your `.env` file
+
+- Copy `.env.local.example` into `.env`
+  Your `.env` file should look like this:
+
+```
+OPENAI_API_KEY=
+
+NEXT_PUBLIC_SUPABASE_URL=
+NEXT_PUBLIC_SUPABASE_ANON_KEY=
+SUPABASE_SERVICE_ROLE_KEY=
+
+```
+
+- Visit [openai](https://help.openai.com/en/articles/4936850-where-do-i-find-my-secret-api-key) to retrieve API keys and insert into your `.env` file.
+- Visit [supabase](https://supabase.com/) to create a database and retrieve your keys in the user dashboard as per [docs instructions](https://supabase.com/docs)
+
+4. In the `config` folder, replace the urls in the array with your website urls (the script requires more than one url).
+
+5. In the `utils/custom_web_loader.ts` inside the `load` function replace the values of `title`, `date` and `content` with the css elements of text you'd like extract from a given webpage. You can learn more about how to use Cheerio [here](https://cheerio.js.org/)
+
+You can add your custom elements to the metadata to meet your needs, note however that the default loader format as per below expects at least a string for `pageContent` and `metadata` that contains a `source` property as a returned value:
+
+```
+async load(): Promise<Document[]>{
+  const $ = await this.scrape();
+      const text = $("body").text();
+    const metadata = { source: this.webPath };
+    return [new Document({ pageContent: text, metadata })];
+  }
+
+```
+
+The `pageContent` and `metadata` will later be stored in your supabase database table.
+
+6. Copy and run `schema.sql` in your supabase sql editor
+
+- cross check the `documents` table exists in the database as well as the `match_documents` function.
+
+## 🧑 Instructions for scraping and embedding
+
+To run the scraping and embedding script in `scripts/scrape-embed.ts` simply run:
+
+`npm run scrape-embed`
+
+This script will visit all the urls noted in the `config` folder and extract the data you specified in the `custom_web_loader.ts` file.
+
+Then it will use OpenAI's Embeddings(`text-embedding-ada-002`) to convert your scraped data into vectors.
+
+## Run the app
+
+Once you've verified that the embeddings and content have been successfully added to your supabase table, you can run the app `npm run dev` and type a question to ask your website.
+
+## Credit
+
+Frontend of this repo is inspired by [langchain-chat-nextjs](https://github.com/zahidkhawaja/langchain-chat-nextjs)
+
+This repo uses in-depth Notion guides from the [website](https://thomasjfrank.com/) of productivity expert, Thomas Frank.

components/layout.tsx

@@ -0,0 +1,24 @@
+interface LayoutProps {
+  children?: React.ReactNode;
+}
+
+export default function Layout({ children }: LayoutProps) {
+  return (
+    <div className="mx-auto flex flex-col space-y-4">
+      <header className="container sticky top-0 z-40 bg-white">
+        <div className="h-16 border-b border-b-slate-200 py-4">
+          <nav className="ml-4 pl-6">
+            <a href="#" className="hover:text-slate-600 cursor-pointer">
+              Home
+            </a>
+          </nav>
+        </div>
+      </header>
+      <div className="container">
+        <main className="flex w-full flex-1 flex-col overflow-hidden">
+          {children}
+        </main>
+      </div>
+    </div>
+  );
+}

components/ui/LoadingDots.tsx

@@ -0,0 +1,23 @@
+import styles from '@/styles/loading-dots.module.css';
+
+const LoadingDots = ({
+  color = '#000',
+  style = 'small',
+}: {
+  color: string;
+  style: string;
+}) => {
+  return (
+    <span className={style == 'small' ? styles.loading2 : styles.loading}>
+      <span style={{ backgroundColor: color }} />
+      <span style={{ backgroundColor: color }} />
+      <span style={{ backgroundColor: color }} />
+    </span>
+  );
+};
+
+export default LoadingDots;
+
+LoadingDots.defaultProps = {
+  style: 'small',
+};

components/ui/TextArea.tsx

@@ -0,0 +1,23 @@
+import * as React from 'react';
+import { cn } from '@/utils/cn';
+
+export interface TextareaProps
+  extends React.TextareaHTMLAttributes<HTMLTextAreaElement> {}
+
+const Textarea = React.forwardRef<HTMLTextAreaElement, TextareaProps>(
+  ({ className, ...props }, ref) => {
+    return (
+      <textarea
+        className={cn(
+          'flex h-20 w-full rounded-md border border-slate-300 bg-transparent py-2 px-3 text-sm placeholder:text-slate-400 focus:outline-none focus:ring-2 focus:ring-slate-400 focus:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50 dark:border-slate-700 dark:text-slate-50 dark:focus:ring-slate-400 dark:focus:ring-offset-slate-900',
+          className,
+        )}
+        ref={ref}
+        {...props}
+      />
+    );
+  },
+);
+Textarea.displayName = 'Textarea';
+
+export { Textarea };

config/notionurls.ts

@@ -0,0 +1,15 @@
+export const urls = [
+  'https://thomasjfrank.com/notion-formula-cheat-sheet',
+  'https://thomasjfrank.com/notion-databases-the-ultimate-beginners-guide',
+  'https://thomasjfrank.com/notion-automation-youtube-data',
+  'https://thomasjfrank.com/notion-automated-recurring-tasks',
+  'https://thomasjfrank.com/notion-api-crash-course',
+  'https://thomasjfrank.com/how-to-create-and-edit-notion-pages-notion-fundamentals',
+  'https://thomasjfrank.com/a-guide-to-editing-and-formatting-text-in-notion-notion-fundamentals',
+  'https://thomasjfrank.com/notion-blocks-guide',
+  'https://thomasjfrank.com/how-to-build-a-personal-dashboard-in-notion',
+  'https://thomasjfrank.com/how-to-create-multi-column-layouts-in-notion',
+  'https://thomasjfrank.com/notion-links',
+  'https://thomasjfrank.com/notion-databases-the-ultimate-beginners-guide',
+  'https://thomasjfrank.com/notion-api-crash-course',
+];

next.config.js

@@ -0,0 +1,11 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  reactStrictMode: true,
+  swcMinify: true,
+  webpack(config) {
+    config.experiments = { ...config.experiments, topLevelAwait: true };
+    return config;
+  },
+};
+
+export default nextConfig;

package-lock.json

@@ -0,0 +1,13454 @@
+{
+  "name": "supabase-langchain-notion",
+  "version": "0.1.0",
+  "lockfileVersion": 2,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "supabase-langchain-notion",
+      "version": "0.1.0",
+      "license": "MIT",
+      "dependencies": {
+        "@microsoft/fetch-event-source": "^2.0.1",
+        "@supabase/supabase-js": "^2.10.0",
+        "cheerio": "1.0.0-rc.12",
+        "clsx": "^1.2.1",
+        "dotenv": "^16.0.3",
+        "langchain": "^0.0.26",
+        "next": "13.2.3",
+        "react": "18.2.0",
+        "react-dom": "18.2.0",
+        "react-markdown": "^8.0.5",
+        "tailwind-merge": "^1.10.0"
+      },
+      "devDependencies": {
+        "@types/node": "^18.14.6",
+        "@types/react": "^18.0.28",
+        "@types/react-dom": "^18.0.11",
+        "@typescript-eslint/parser": "^5.54.0",
+        "autoprefixer": "^10.4.13",
+        "eslint": "8.35.0",
+        "eslint-config-next": "13.2.3",
+        "postcss": "^8.4.21",
+        "prettier": "^2.8.4",
+        "tailwindcss": "^3.2.7",
+        "tsx": "^3.12.3",
+        "typescript": "^4.9.5"
+      }
+    },
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+      "dev": true
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+}

pages/_app.tsx

@@ -0,0 +1,20 @@
+import '@/styles/base.css';
+import type { AppProps } from 'next/app';
+import { Inter } from 'next/font/google';
+
+const inter = Inter({
+  variable: '--font-inter',
+  subsets: ['latin'],
+});
+
+function MyApp({ Component, pageProps }: AppProps) {
+  return (
+    <>
+      <main className={inter.variable}>
+        <Component {...pageProps} />
+      </main>
+    </>
+  );
+}
+
+export default MyApp;

pages/_document.tsx

@@ -0,0 +1,13 @@
+import { Html, Head, Main, NextScript } from "next/document";
+
+export default function Document() {
+  return (
+    <Html lang="en">
+      <Head />
+      <body>
+        <Main />
+        <NextScript />
+      </body>
+    </Html>
+  );
+}

pages/api/chat.ts

@@ -0,0 +1,58 @@
+import type { NextApiRequest, NextApiResponse } from 'next';
+import { OpenAIEmbeddings } from 'langchain/embeddings';
+import { SupabaseVectorStore } from 'langchain/vectorstores';
+import { openai } from '@/utils/openai-client';
+import { supabaseClient } from '@/utils/supabase-client';
+import { makeChain } from '@/utils/makechain';
+
+export default async function handler(
+  req: NextApiRequest,
+  res: NextApiResponse,
+) {
+  const { question, history } = req.body;
+
+  if (!question) {
+    return res.status(400).json({ message: 'No question in the request' });
+  }
+  // OpenAI recommends replacing newlines with spaces for best results
+  const sanitizedQuestion = question.trim().replaceAll('\n', ' ');
+
+  /* create vectorstore*/
+  const vectorStore = await SupabaseVectorStore.fromExistingIndex(
+    supabaseClient,
+    new OpenAIEmbeddings(),
+  );
+
+  res.writeHead(200, {
+    'Content-Type': 'text/event-stream',
+    'Cache-Control': 'no-cache, no-transform',
+    Connection: 'keep-alive',
+  });
+
+  const sendData = (data: string) => {
+    res.write(`data: ${data}\n\n`);
+  };
+
+  sendData(JSON.stringify({ data: '' }));
+
+  const model = openai;
+  // create the chain
+  const chain = makeChain(vectorStore, (token: string) => {
+    sendData(JSON.stringify({ data: token }));
+  });
+
+  try {
+    //Ask a question
+    const response = await chain.call({
+      question: sanitizedQuestion,
+      chat_history: history || [],
+    });
+
+    console.log('response', response);
+  } catch (error) {
+    console.log('error', error);
+  } finally {
+    sendData('[DONE]');
+    res.end();
+  }
+}

pages/api/test.ts

@@ -0,0 +1,8 @@
+import type { NextApiRequest, NextApiResponse } from 'next';
+
+export default async function handler(
+  req: NextApiRequest,
+  res: NextApiResponse,
+) {
+  res.status(200).json({ message: 'hello' });
+}

pages/index.tsx

@@ -0,0 +1,231 @@
+import { useRef, useState, useEffect, useMemo } from 'react';
+import Layout from '@/components/layout';
+import styles from '@/styles/Home.module.css';
+import { Message } from '@/types/chat';
+import { fetchEventSource } from '@microsoft/fetch-event-source';
+import Image from 'next/image';
+import ReactMarkdown from 'react-markdown';
+import LoadingDots from '@/components/ui/LoadingDots';
+
+export default function Home() {
+  const [query, setQuery] = useState<string>('');
+  const [loading, setLoading] = useState<boolean>(false);
+  const [messageState, setMessageState] = useState<{
+    messages: Message[];
+    pending?: string;
+    history: [string, string][];
+  }>({
+    messages: [
+      {
+        message: 'Hi there its Tom! What would like to learn about notion?',
+        type: 'apiMessage',
+      },
+    ],
+    history: [],
+  });
+
+  const { messages, pending, history } = messageState;
+
+  const messageListRef = useRef<HTMLDivElement>(null);
+  const textAreaRef = useRef<HTMLTextAreaElement>(null);
+
+  useEffect(() => {
+    textAreaRef.current?.focus();
+  }, []);
+
+  //handle form submission
+  async function handleSubmit(e: any) {
+    e.preventDefault();
+
+    if (!query) {
+      alert('Please input a question');
+      return;
+    }
+
+    const question = query.trim();
+
+    setMessageState((state) => ({
+      ...state,
+      messages: [
+        ...state.messages,
+        {
+          type: 'userMessage',
+          message: question,
+        },
+      ],
+      pending: undefined,
+    }));
+
+    setLoading(true);
+    setQuery('');
+    setMessageState((state) => ({ ...state, pending: '' }));
+
+    const ctrl = new AbortController();
+
+    try {
+      fetchEventSource('/api/chat', {
+        method: 'POST',
+        headers: {
+          'Content-Type': 'application/json',
+        },
+        body: JSON.stringify({
+          question,
+          history,
+        }),
+        signal: ctrl.signal,
+        onmessage: (event) => {
+          if (event.data === '[DONE]') {
+            setMessageState((state) => ({
+              history: [...state.history, [question, state.pending ?? '']],
+              messages: [
+                ...state.messages,
+                {
+                  type: 'apiMessage',
+                  message: state.pending ?? '',
+                },
+              ],
+              pending: undefined,
+            }));
+            setLoading(false);
+            ctrl.abort();
+          } else {
+            const data = JSON.parse(event.data);
+            setMessageState((state) => ({
+              ...state,
+              pending: (state.pending ?? '') + data.data,
+            }));
+          }
+        },
+      });
+    } catch (error) {
+      setLoading(false);
+      console.log('error', error);
+    }
+  }
+
+  //prevent empty submissions
+  const handleEnter = (e: any) => {
+    if (e.key === 'Enter' && query) {
+      handleSubmit(e);
+    } else if (e.key == 'Enter') {
+      e.preventDefault();
+    }
+  };
+
+  const chatMessages = useMemo(() => {
+    return [
+      ...messages,
+      ...(pending ? [{ type: 'apiMessage', message: pending }] : []),
+    ];
+  }, [messages, pending]);
+
+  return (
+    <>
+      <Layout>
+        <div className="mx-auto flex flex-col gap-4">
+          <h1 className="text-2xl font-bold leading-[1.1] tracking-tighter text-center">
+            Thomas Frank Notion Guide ChatBot
+          </h1>
+          <main className={styles.main}>
+            <div className={styles.cloud}>
+              <div ref={messageListRef} className={styles.messagelist}>
+                {chatMessages.map((message, index) => {
+                  let icon;
+                  let className;
+                  if (message.type === 'apiMessage') {
+                    icon = (
+                      <Image
+                        src="/Thomas-Frank-Avatar.jpg"
+                        alt="AI"
+                        width="40"
+                        height="40"
+                        className={styles.boticon}
+                        priority
+                      />
+                    );
+                    className = styles.apimessage;
+                  } else {
+                    icon = (
+                      <Image
+                        src="/usericon.png"
+                        alt="Me"
+                        width="30"
+                        height="30"
+                        className={styles.usericon}
+                        priority
+                      />
+                    );
+                    // The latest message sent by the user will be animated while waiting for a response
+                    className =
+                      loading && index === chatMessages.length - 1
+                        ? styles.usermessagewaiting
+                        : styles.usermessage;
+                  }
+                  return (
+                    <div key={index} className={className}>
+                      {icon}
+                      <div className={styles.markdownanswer}>
+                        <ReactMarkdown linkTarget="_blank">
+                          {message.message}
+                        </ReactMarkdown>
+                      </div>
+                    </div>
+                  );
+                })}
+              </div>
+            </div>
+            <div className={styles.center}>
+              <div className={styles.cloudform}>
+                <form onSubmit={handleSubmit}>
+                  <textarea
+                    disabled={loading}
+                    onKeyDown={handleEnter}
+                    ref={textAreaRef}
+                    autoFocus={false}
+                    rows={1}
+                    maxLength={512}
+                    id="userInput"
+                    name="userInput"
+                    placeholder={
+                      loading
+                        ? 'Waiting for response...'
+                        : 'How does notion api work?'
+                    }
+                    value={query}
+                    onChange={(e) => setQuery(e.target.value)}
+                    className={styles.textarea}
+                  />
+                  <button
+                    type="submit"
+                    disabled={loading}
+                    className={styles.generatebutton}
+                  >
+                    {loading ? (
+                      <div className={styles.loadingwheel}>
+                        <LoadingDots color="#000" />
+                      </div>
+                    ) : (
+                      // Send icon SVG in input field
+                      <svg
+                        viewBox="0 0 20 20"
+                        className={styles.svgicon}
+                        xmlns="http://www.w3.org/2000/svg"
+                      >
+                        <path d="M10.894 2.553a1 1 0 00-1.788 0l-7 14a1 1 0 001.169 1.409l5-1.429A1 1 0 009 15.571V11a1 1 0 112 0v4.571a1 1 0 00.725.962l5 1.428a1 1 0 001.17-1.408l-7-14z"></path>
+                      </svg>
+                    )}
+                  </button>
+                </form>
+              </div>
+            </div>
+          </main>
+        </div>
+        <footer className="m-auto">
+          <a href="https://twitter.com/mayowaoshin">
+            Powered by LangChain. Demo built by Mayo (Twitter: @mayowaoshin).
+          </a>
+        </footer>
+      </Layout>
+    </>
+  );
+}

pnpm-lock.yaml

@@ -0,0 +1,4698 @@
+lockfileVersion: 5.4
+
+specifiers:
+  '@microsoft/fetch-event-source': ^2.0.1
+  '@supabase/supabase-js': ^2.10.0
+  '@types/node': ^18.14.6
+  '@types/react': ^18.0.28
+  '@types/react-dom': ^18.0.11
+  '@typescript-eslint/parser': ^5.54.0
+  autoprefixer: ^10.4.13
+  cheerio: 1.0.0-rc.12
+  clsx: ^1.2.1
+  dotenv: ^16.0.3
+  eslint: 8.35.0
+  eslint-config-next: 13.2.3
+  langchain: ^0.0.26
+  next: 13.2.3
+  postcss: ^8.4.21
+  prettier: ^2.8.4
+  react: 18.2.0
+  react-dom: 18.2.0
+  react-markdown: ^8.0.5
+  tailwind-merge: ^1.10.0
+  tailwindcss: ^3.2.7
+  tsx: ^3.12.3
+  typescript: ^4.9.5
+
+dependencies:
+  '@microsoft/fetch-event-source': 2.0.1
+  '@supabase/supabase-js': 2.10.0
+  cheerio: 1.0.0-rc.12
+  clsx: 1.2.1
+  dotenv: 16.0.3
+  langchain: 0.0.26_7bdyztlk6xj4zgan6dbdy63y6a
+  next: 13.2.3_biqbaboplfbrettd7655fr4n2y
+  react: 18.2.0
+  react-dom: 18.2.0_react@18.2.0
+  react-markdown: 8.0.5_pmekkgnqduwlme35zpnqhenc34
+  tailwind-merge: 1.10.0
+
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+  '@types/react': 18.0.28
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+  prettier: 2.8.4
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+  tsx: 3.12.3
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+    hasBin: true
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+      diff: 5.1.0
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+    dev: false
+
+  /vfile-message/3.1.4:
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+    dependencies:
+      '@types/unist': 2.0.6
+      unist-util-stringify-position: 3.0.3
+    dev: false
+
+  /vfile/5.3.7:
+    resolution: {integrity: sha512-r7qlzkgErKjobAmyNIkkSpizsFPYiUPuJb5pNW1RB4JcYVZhs4lIbVqk8XPk033CV/1z8ss5pkax8SuhGpcG8g==}
+    dependencies:
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+      is-buffer: 2.0.5
+      unist-util-stringify-position: 3.0.3
+      vfile-message: 3.1.4
+    dev: false
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+    engines: {node: '>=4.0.0'}
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+      debug: 2.6.9
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+      utf-8-validate: 5.0.10
+      yaeti: 0.0.6
+    transitivePeerDependencies:
+      - supports-color
+    dev: false
+
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+    dependencies:
+      tr46: 0.0.3
+      webidl-conversions: 3.0.1
+    dev: false
+
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+    resolution: {integrity: sha512-bwZdv0AKLpplFY2KZRX6TvyuN7ojjr7lwkg6ml0roIy9YeuSr7JS372qlNW18UQYzgYK9ziGcerWqZOmEn9VNg==}
+    dependencies:
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+      is-boolean-object: 1.1.2
+      is-number-object: 1.0.7
+      is-string: 1.0.7
+      is-symbol: 1.0.4
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+      is-set: 2.0.2
+      is-weakmap: 2.0.1
+      is-weakset: 2.0.2
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+
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+      has-tostringtag: 1.0.0
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+    hasBin: true
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+    dev: false
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+    engines: {node: '>=0.10.0'}
+    dev: true
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+    dependencies:
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+      string-width: 4.2.3
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+    resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==}
+
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+    resolution: {integrity: sha512-ySPiMjM0+pLDftHgXY4By0uswI3SPKLDw/i3UXbnO8M/p28zqexCUoPmQFrYD+/1BzhGJSs2i1ERWKJAtiLrug==}
+    engines: {node: '>=4.0.0'}
+    dependencies:
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+      xmlbuilder: 11.0.1
+    dev: false
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+    resolution: {integrity: sha512-fDlsI/kFEx7gLvbecc0/ohLG50fugQp8ryHzMTuW9vSa1GJ0XYWKnhsUx7oie3G98+r56aTQIUB4kht42R3JvA==}
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+    dev: true
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+    engines: {node: '>=10'}
+    dependencies:
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+      escalade: 3.1.1
+      get-caller-file: 2.0.5
+      require-directory: 2.1.1
+      string-width: 4.2.3
+      y18n: 5.0.8
+      yargs-parser: 20.2.9
+    dev: false
+
+  /yargs/17.7.1:
+    resolution: {integrity: sha512-cwiTb08Xuv5fqF4AovYacTFNxk62th7LKJ6BL9IGUpTJrWoU7/7WdQGTP2SjKf1dUNBGzDd28p/Yfs/GI6JrLw==}
+    engines: {node: '>=12'}
+    dependencies:
+      cliui: 8.0.1
+      escalade: 3.1.1
+      get-caller-file: 2.0.5
+      require-directory: 2.1.1
+      string-width: 4.2.3
+      y18n: 5.0.8
+      yargs-parser: 21.1.1
+    dev: false
+
+  /yocto-queue/0.1.0:
+    resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==}
+    engines: {node: '>=10'}
+    dev: true

postcss.config.cjs

@@ -0,0 +1,6 @@
+module.exports = {
+  plugins: {
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+};

schema.sql

@@ -0,0 +1,41 @@
+-- Enable the pgvector extension to work with embedding vectors
+create extension vector;
+
+-- Create a table to store your documents
+create table documents (
+  id bigserial primary key,
+  content text, -- corresponds to Document.pageContent
+  metadata jsonb, -- corresponds to Document.metadata
+  embedding vector(1536) -- 1536 works for OpenAI embeddings, change if needed
+);
+
+-- Create a function to search for documents
+create function match_documents (
+  query_embedding vector(1536),
+  match_count int
+) returns table (
+  id bigint,
+  content text,
+  metadata jsonb,
+  similarity float
+)
+language plpgsql
+as $$
+#variable_conflict use_column
+begin
+  return query
+  select
+    id,
+    content,
+    metadata,
+    1 - (documents.embedding <=> query_embedding) as similarity
+  from documents
+  order by documents.embedding <=> query_embedding
+  limit match_count;
+end;
+$$;
+
+-- Create an index to be used by the search function
+create index on documents
+  using ivfflat (embedding vector_cosine_ops)
+  with (lists = 100);

scripts/demo-query.ts

@@ -0,0 +1,34 @@
+import { supabaseClient } from '@/utils/supabase-client';
+import { SupabaseVectorStore } from 'langchain/vectorstores';
+import { OpenAIEmbeddings } from 'langchain/embeddings';
+import { VectorDBQAChain } from 'langchain/chains';
+import { openai } from '@/utils/openai-client';
+
+const query = 'How do i create a notion database?';
+
+const model = openai;
+
+async function searchForDocs() {
+  const vectorStore = await SupabaseVectorStore.fromExistingIndex(
+    supabaseClient,
+    new OpenAIEmbeddings(),
+  );
+
+  /*uncomment below to test similarity search */
+  //   const results = await vectorStore.similaritySearch(query, 2);
+
+  //   console.log("results", results);
+
+  const chain = VectorDBQAChain.fromLLM(model, vectorStore);
+
+  //Ask a question
+  const response = await chain.call({
+    query: query,
+  });
+
+  console.log('response', response);
+}
+
+(async () => {
+  await searchForDocs();
+})();

scripts/scrape-embed.ts

@@ -0,0 +1,65 @@
+import { Document } from 'langchain/document';
+import * as fs from 'fs/promises';
+import { CustomWebLoader } from '@/utils/custom_web_loader';
+import type { SupabaseClient } from '@supabase/supabase-js';
+import { Embeddings, OpenAIEmbeddings } from 'langchain/embeddings';
+import { SupabaseVectorStore } from 'langchain/vectorstores';
+import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter';
+import { supabaseClient } from '@/utils/supabase-client';
+import { urls } from '@/config/notionurls';
+
+async function extractDataFromUrl(url: string): Promise<Document[]> {
+  try {
+    const loader = new CustomWebLoader(url);
+    const docs = await loader.load();
+    return docs;
+  } catch (error) {
+    console.error(`Error while extracting data from ${url}: ${error}`);
+    return [];
+  }
+}
+
+async function extractDataFromUrls(urls: string[]): Promise<Document[]> {
+  console.log('extracting data from urls...');
+  const documents: Document[] = [];
+  for (const url of urls) {
+    const docs = await extractDataFromUrl(url);
+    documents.push(...docs);
+  }
+  console.log('data extracted from urls');
+  const json = JSON.stringify(documents);
+  await fs.writeFile('franknotion.json', json);
+  console.log('json file containing data saved on disk');
+  return documents;
+}
+
+async function embedDocuments(
+  client: SupabaseClient,
+  docs: Document[],
+  embeddings: Embeddings,
+) {
+  console.log('creating embeddings...');
+  await SupabaseVectorStore.fromDocuments(client, docs, embeddings);
+  console.log('embeddings successfully stored in supabase');
+}
+
+async function splitDocsIntoChunks(docs: Document[]): Promise<Document[]> {
+  const textSplitter = new RecursiveCharacterTextSplitter({
+    chunkSize: 2000,
+    chunkOverlap: 200,
+  });
+  return await textSplitter.splitDocuments(docs);
+}
+
+(async function run(urls: string[]) {
+  try {
+    //load data from each url
+    const rawDocs = await extractDataFromUrls(urls);
+    //split docs into chunks for openai context window
+    const docs = await splitDocsIntoChunks(rawDocs);
+    //embed docs into supabase
+    await embedDocuments(supabaseClient, docs, new OpenAIEmbeddings());
+  } catch (error) {
+    console.log('error occured:', error);
+  }
+})(urls);

styles/Home.module.css

@@ -0,0 +1,262 @@
+.main {
+  display: flex;
+  flex-direction: column;
+  justify-content: space-between;
+  align-items: center;
+  padding: 2rem;
+}
+
+.header {
+  width: auto;
+}
+
+.header p {
+  text-align: center;
+}
+
+.cloudform {
+  position: relative;
+}
+
+.textarea {
+  position: relative;
+  resize: none;
+  font-size: 1.1rem;
+  padding: 1rem 2rem 1rem 2rem;
+  width: 75vw;
+  border-radius: 0.5rem;
+  border: 1px solid #d9d9e3;
+  background: #ffffff;
+  color: #000;
+  outline: none;
+}
+
+.textarea:disabled {
+  opacity: 0.5;
+}
+
+.textarea:focus {
+  outline: none;
+  border-color: #6b7280;
+  box-shadow: 0 0 0 3px rgba(156, 163, 175, 0.5);
+}
+
+.textarea::placeholder {
+  color: #6b7280;
+}
+
+.generatebutton {
+  position: absolute;
+  top: 0.87rem;
+  right: 1rem;
+  color: rgb(165, 162, 162);
+  background: none;
+  padding: 0.3rem;
+  border: none;
+  display: flex;
+}
+
+.loadingwheel {
+  position: absolute;
+  top: 0.2rem;
+  right: 0.25rem;
+}
+
+.svgicon {
+  transform: rotate(90deg);
+  width: 1.2em;
+  height: 1.2em;
+  fill: currentColor;
+}
+
+.generatebutton:hover {
+  background: #e4575726;
+  border-radius: 0.2rem;
+}
+
+.generatebutton:disabled {
+  opacity: 0.9;
+  cursor: not-allowed;
+  background: none;
+}
+
+.messagelist {
+  width: 100%;
+  height: 100%;
+  overflow-y: scroll;
+  border-radius: 0.5rem;
+}
+
+.messagelistloading {
+  display: flex;
+  width: 100%;
+  justify-content: center;
+  margin-top: 1rem;
+}
+
+.usermessage {
+  background: #ffffff;
+  padding: 1.5rem;
+  color: #000;
+}
+
+.usermessagewaiting {
+  padding: 1.5rem;
+  color: #000;
+  background: linear-gradient(to left, #07080938, #1a1c2024, #07080936);
+  background-size: 200% 200%;
+  background-position: -100% 0;
+  animation: loading-gradient 2s ease-in-out infinite;
+  animation-direction: alternate;
+  animation-name: loading-gradient;
+}
+
+@keyframes loading-gradient {
+  0% {
+    background-position: -100% 0;
+  }
+  100% {
+    background-position: 100% 0;
+  }
+}
+
+.apimessage {
+  background: #f9fafb;
+  padding: 1.5rem;
+  color: #000;
+  animation: fadein 0.5s;
+}
+
+@keyframes fadein {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+
+.apimessage,
+.usermessage,
+.usermessagewaiting {
+  display: flex;
+}
+
+.markdownanswer {
+  line-height: 1.75;
+}
+
+.markdownanswer a:hover {
+  opacity: 0.8;
+}
+
+.markdownanswer a {
+  color: #b13a3a;
+  font-weight: 500;
+}
+
+.markdownanswer code {
+  color: #15cb19;
+  font-weight: 500;
+  white-space: pre-wrap !important;
+}
+
+.markdownanswer ol,
+.markdownanswer ul {
+  margin: 1rem;
+}
+
+.boticon,
+.usericon {
+  margin-right: 1rem;
+  border-radius: 0.1rem;
+  height: 100%;
+}
+
+.markdownanswer h1,
+.markdownanswer h2,
+.markdownanswer h3 {
+  font-size: inherit;
+}
+
+.center {
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  position: relative;
+  padding: 2rem 0;
+  flex-direction: column;
+}
+
+.cloud {
+  width: 75vw;
+  height: 65vh;
+  background: #ffffff;
+  border-radius: 0.5rem;
+  border: 1px solid #d9d9e3;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+}
+
+.pointsnormal {
+  width: 90%;
+  height: 90%;
+}
+
+.pointsdim {
+  width: 90%;
+  height: 90%;
+  opacity: 0.25;
+}
+
+.footer {
+  color: #5f6368;
+  font-size: 0.8rem;
+  margin: 1.5rem;
+}
+
+.footer a {
+  font-weight: 500;
+  color: #7a7d81;
+}
+
+.footer a:hover {
+  opacity: 0.8;
+}
+
+/* Mobile optimization */
+@media (max-width: 600px) {
+  .main {
+    padding: 1rem;
+    max-height: 90vh;
+  }
+
+  .cloud {
+    width: 22rem;
+    height: 28rem;
+  }
+  .textarea {
+    width: 22rem;
+  }
+  .topnav {
+    border: 1px solid black;
+    align-items: center;
+    padding: 0.85rem 0.75rem 0.85rem 0.75rem;
+  }
+
+  .navlogo {
+    font-size: 1.25rem;
+    width: 20rem;
+  }
+
+  .markdownanswer code {
+    white-space: pre-wrap !important;
+  }
+
+  .footer {
+    font-size: 0.7rem;
+    width: 100%;
+    text-align: center;
+  }
+}

styles/base.css

@@ -0,0 +1,3 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;

styles/chrome-bug.css

@@ -0,0 +1,12 @@
+/**
+ * Chrome has a bug with transitions on load since 2012!
+ *
+ * To prevent a "pop" of content, you have to disable all transitions until
+ * the page is done loading.
+ *
+ * https://lab.laukstein.com/bug/input
+ * https://twitter.com/timer150/status/1345217126680899584
+ */
+body.loading * {
+  transition: none !important;
+}

styles/loading-dots.module.css

@@ -0,0 +1,69 @@
+.loading {
+  display: inline-flex;
+  align-items: center;
+}
+
+.loading .spacer {
+  margin-right: 2px;
+}
+
+.loading span {
+  animation-name: blink;
+  animation-duration: 1.4s;
+  animation-iteration-count: infinite;
+  animation-fill-mode: both;
+  width: 5px;
+  height: 5px;
+  border-radius: 50%;
+  display: inline-block;
+  margin: 0 1px;
+}
+
+.loading span:nth-of-type(2) {
+  animation-delay: 0.2s;
+}
+
+.loading span:nth-of-type(3) {
+  animation-delay: 0.4s;
+}
+
+.loading2 {
+  display: inline-flex;
+  align-items: center;
+}
+
+.loading2 .spacer {
+  margin-right: 2px;
+}
+
+.loading2 span {
+  animation-name: blink;
+  animation-duration: 1.4s;
+  animation-iteration-count: infinite;
+  animation-fill-mode: both;
+  width: 4px;
+  height: 4px;
+  border-radius: 50%;
+  display: inline-block;
+  margin: 0 1px;
+}
+
+.loading2 span:nth-of-type(2) {
+  animation-delay: 0.2s;
+}
+
+.loading2 span:nth-of-type(3) {
+  animation-delay: 0.4s;
+}
+
+@keyframes blink {
+  0% {
+    opacity: 0.2;
+  }
+  20% {
+    opacity: 1;
+  }
+  100% {
+    opacity: 0.2;
+  }
+}

tailwind.config.cjs

@@ -0,0 +1,11 @@
+/** @type {import('tailwindcss').Config} */
+module.exports = {
+  content: [
+    './app/**/*.{js,ts,jsx,tsx}',
+    './pages/**/*.{js,ts,jsx,tsx}',
+    './components/**/*.{js,ts,jsx,tsx}',
+  ],
+  theme: {
+    extend: {},
+  },
+};

tsconfig.json

@@ -0,0 +1,29 @@
+{
+  "compilerOptions": {
+    "target": "es6",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "forceConsistentCasingInFileNames": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "node",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "baseUrl": ".",
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}

types/chat.ts

@@ -0,0 +1,5 @@
+export type Message = {
+  type: 'apiMessage' | 'userMessage';
+  message: string;
+  isStreaming?: boolean;
+};

utils/cn.ts

@@ -0,0 +1,6 @@
+import { ClassValue, clsx } from 'clsx';
+import { twMerge } from 'tailwind-merge';
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs));
+}

utils/custom_web_loader.ts

@@ -0,0 +1,60 @@
+import type { CheerioAPI, load as LoadT } from 'cheerio';
+import { Document } from 'langchain/document';
+import { BaseDocumentLoader } from 'langchain/document_loaders';
+import type { DocumentLoader } from 'langchain/document_loaders';
+import { CheerioWebBaseLoader } from 'langchain/document_loaders';
+
+export class CustomWebLoader
+  extends BaseDocumentLoader
+  implements DocumentLoader
+{
+  constructor(public webPath: string) {
+    super();
+  }
+
+  static async _scrape(url: string): Promise<CheerioAPI> {
+    const { load } = await CustomWebLoader.imports();
+    const response = await fetch(url);
+    const html = await response.text();
+    return load(html);
+  }
+
+  async scrape(): Promise<CheerioAPI> {
+    return CustomWebLoader._scrape(this.webPath);
+  }
+
+  async load(): Promise<Document[]> {
+    const $ = await this.scrape();
+    const title = $('h1.entry-title').text();
+    const date = $('meta[property="article:published_time"]').attr('content');
+
+    const content = $('.entry-content')
+      .clone()
+      .find('div.elementor, style')
+      .remove()
+      .end()
+      .text();
+
+    const cleanedContent = content.replace(/\s+/g, ' ').trim();
+
+    const contentLength = cleanedContent?.match(/\b\w+\b/g)?.length ?? 0;
+
+    const metadata = { source: this.webPath, title, date, contentLength };
+
+    return [new Document({ pageContent: cleanedContent, metadata })];
+  }
+
+  static async imports(): Promise<{
+    load: typeof LoadT;
+  }> {
+    try {
+      const { load } = await import('cheerio');
+      return { load };
+    } catch (e) {
+      console.error(e);
+      throw new Error(
+        'Please install cheerio as a dependency with, e.g. `yarn add cheerio`',
+      );
+    }
+  }
+}

utils/helpers.ts

@@ -0,0 +1 @@
+export {};

utils/makechain.ts

@@ -0,0 +1,52 @@
+import { OpenAI } from 'langchain/llms';
+import { LLMChain, ChatVectorDBQAChain, loadQAChain } from 'langchain/chains';
+import { HNSWLib, SupabaseVectorStore } from 'langchain/vectorstores';
+import { PromptTemplate } from 'langchain/prompts';
+
+const CONDENSE_PROMPT =
+  PromptTemplate.fromTemplate(`Given the following conversation and a follow up question, rephrase the follow up question to be a standalone question.
+
+Chat History:
+{chat_history}
+Follow Up Input: {question}
+Standalone question:`);
+
+const QA_PROMPT = PromptTemplate.fromTemplate(
+  `You are an AI assistant and a Notion expert. You are given the following extracted parts of a long document and a question. Provide a conversational answer based on the context provided.
+You should only use hyperlinks as references that are explicitly listed as a source in the context below. Do NOT make up a hyperlink that is not listed below.
+If you can't find the answer in the context below, just say "Hmm, I'm not sure." Don't try to make up an answer.
+If the question is not related to Notion, notion api or the context provided, politely inform them that you are tuned to only answer questions that are related to Notion.
+Choose the most relevant link that matches the context provided:
+
+Question: {question}
+=========
+{context}
+=========
+Answer in Markdown:`,
+);
+
+export const makeChain = (
+  vectorstore: SupabaseVectorStore,
+  onTokenStream?: (token: string) => void,
+) => {
+  const questionGenerator = new LLMChain({
+    llm: new OpenAI({ temperature: 0 }),
+    prompt: CONDENSE_PROMPT,
+  });
+  const docChain = loadQAChain(
+    new OpenAI({
+      temperature: 0,
+      streaming: Boolean(onTokenStream),
+      callbackManager: {
+        handleNewToken: onTokenStream,
+      },
+    }),
+    { prompt: QA_PROMPT },
+  );
+
+  return new ChatVectorDBQAChain({
+    vectorstore,
+    combineDocumentsChain: docChain,
+    questionGeneratorChain: questionGenerator,
+  });
+};

utils/openai-client.ts

@@ -0,0 +1,19 @@
+import { OpenAI } from 'langchain/llms';
+
+if (!process.env.OPENAI_API_KEY) {
+  throw new Error('Missing OpenAI Credentials');
+}
+
+export const openai = new OpenAI({
+  temperature: 0,
+});
+
+export const openaiStream = new OpenAI({
+  temperature: 0,
+  streaming: true,
+  callbackManager: {
+    handleNewToken(token) {
+      console.log(token);
+    },
+  },
+});

utils/supabase-client.ts

@@ -0,0 +1,6 @@
+import { createClient } from '@supabase/supabase-js';
+// Create a single supabase client for interacting with your database
+export const supabaseClient = createClient(
+  process.env.NEXT_PUBLIC_SUPABASE_URL || '',
+  process.env.SUPABASE_SERVICE_ROLE_KEY || '',
+);