From 7acc02d0fe7310e3739ca3992b401f36f8d29b53 Mon Sep 17 00:00:00 2001 From: Roie Schwaber-Cohen Date: Tue, 16 May 2023 15:00:28 -0700 Subject: [PATCH] reset --- .env.example | 8 + .eslintrc.json | 3 + .gitignore | 39 + .vscode/launch.json | 28 + .vscode/settings.json | 3 + README.md | 47 + db/dbinit.sql | 10 + globals.d.ts | 1 + next.config.js | 12 + package-lock.json | 9136 +++++++++++++++++++++++++++ package.json | 58 + public/favicon.ico | Bin 0 -> 25931 bytes public/next.svg | 1 + public/thirteen.svg | 1 + public/vercel.svg | 1 + src/crawler.ts | 97 + src/pages/_app.tsx | 28 + src/pages/_document.tsx | 19 + src/pages/api/chat.ts | 175 + src/pages/api/conversationLog.ts | 43 + src/pages/api/crawl.ts | 149 + src/pages/api/createTokenRequest.ts | 9 + src/pages/api/matches.ts | 34 + src/pages/api/summarizer.ts | 103 + src/pages/api/templates.ts | 74 + src/pages/index.tsx | 194 + src/pages/test.tsx | 41 + src/styles/globals.css | 7 + src/utils/config.ts | 8 + tsconfig.json | 24 + yarn.lock | 5392 ++++++++++++++++ 31 files changed, 15745 insertions(+) create mode 100644 .env.example create mode 100644 .eslintrc.json create mode 100644 .gitignore create mode 100644 .vscode/launch.json create mode 100644 .vscode/settings.json create mode 100644 README.md create mode 100644 db/dbinit.sql create mode 100644 globals.d.ts create mode 100644 next.config.js create mode 100644 package-lock.json create mode 100644 package.json create mode 100644 public/favicon.ico create mode 100644 public/next.svg create mode 100644 public/thirteen.svg create mode 100644 public/vercel.svg create mode 100644 src/crawler.ts create mode 100644 src/pages/_app.tsx create mode 100644 src/pages/_document.tsx create mode 100644 src/pages/api/chat.ts create mode 100644 src/pages/api/conversationLog.ts create mode 100644 src/pages/api/crawl.ts create mode 100644 src/pages/api/createTokenRequest.ts create mode 100644 src/pages/api/matches.ts create mode 100644 src/pages/api/summarizer.ts create mode 100644 src/pages/api/templates.ts create mode 100644 src/pages/index.tsx create mode 100644 src/pages/test.tsx create mode 100644 src/styles/globals.css create mode 100644 src/utils/config.ts create mode 100644 tsconfig.json create mode 100644 yarn.lock diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..cc5c3d1 --- /dev/null +++ b/.env.example @@ -0,0 +1,8 @@ +OPENAI_API_KEY= +PINECONE_API_KEY= +PINECONE_ENVIRONMENT= +PINECONE_INDEX_NAME= +DATABASE_URL= +ABLY_API_KEY= +API_ROOT= +FINGERPRINTJS_API_KEY= \ No newline at end of file diff --git a/.eslintrc.json b/.eslintrc.json new file mode 100644 index 0000000..bffb357 --- /dev/null +++ b/.eslintrc.json @@ -0,0 +1,3 @@ +{ + "extends": "next/core-web-vitals" +} diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e96f605 --- /dev/null +++ b/.gitignore @@ -0,0 +1,39 @@ +# 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 + +# vercel +.vercel + +# typescript +*.tsbuildinfo +next-env.d.ts +.env + +./src/development-pinecone.json \ No newline at end of file diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..cbb9f4a --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,28 @@ +{ + "version": "0.2.0", + "configurations": [ + { + "name": "Next.js: debug server-side", + "type": "node-terminal", + "request": "launch", + "command": "npm run dev" + }, + { + "name": "Next.js: debug client-side", + "type": "chrome", + "request": "launch", + "url": "http://localhost:3000" + }, + { + "name": "Next.js: debug full stack", + "type": "node-terminal", + "request": "launch", + "command": "npm run dev", + "serverReadyAction": { + "pattern": "started server on .+, url: (https?://.+)", + "uriFormat": "%s", + "action": "debugWithChrome" + } + } + ] +} diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..ed4d133 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "dotenv.enableAutocloaking": false +} diff --git a/README.md b/README.md new file mode 100644 index 0000000..e37c029 --- /dev/null +++ b/README.md @@ -0,0 +1,47 @@ +# Pinecone Chatbot Demo + +To run this demo, you need to have: + +1. A Pinecone account. If you don't have one, you can sign up for free at [pinecone.io](https://www.pinecone.io). +2. An OpenAI account. If you don't have one, you can sign up for free at [openai.com](https://www.openai.com). +3. An Ably account. If you don't have one, you can sign up for free at [ably.io](https://www.ably.io). +4. A FingerprintJS account. If you don't have one, you can sign up for free at [fingerprintjs.com](https://www.fingerprintjs.com). +5. A CockroachDB account. If you don't have one, you can sign up for free at [cockroachlabs.com](https://www.cockroachlabs.com). + +## Setup + +1. Clone this repository + +```bash +git clone https://github.com/pinecone-io/chatbot-demo.git +``` + +2. Install dependencies + +```bash +cd chatbot-demo +npm install +``` + +3. Create your Pinecone, OpenAI, Ably, FingerprintJS and Cockroach accounts and get your API keys + +4. Create your Pinecone index + +5. Create a `.env` file in the root directory of the project and add your API keys: + +``` +OPENAI_API_KEY=... +PINECONE_API_KEY=... +PINECONE_ENVIRONMENT=... +PINECONE_INDEX_NAME=... +DATABASE_URL=... +ABLY_API_KEY=... +FINGERPRINTJS_API_KEY=... +API_ROOT="http://localhost:3000" +``` + +## Start the development server + +```bash +npm run dev +``` diff --git a/db/dbinit.sql b/db/dbinit.sql new file mode 100644 index 0000000..1f75049 --- /dev/null +++ b/db/dbinit.sql @@ -0,0 +1,10 @@ +CREATE TYPE speaker AS ENUM ('user', 'ai'); + +CREATE TABLE conversations ( + user_id STRING, + entry STRING, + speaker speaker, + created_at TIMESTAMP PRIMARY KEY NOT NULL DEFAULT CURRENT_TIMESTAMP +); + +-- DROP TABLE memories; \ No newline at end of file diff --git a/globals.d.ts b/globals.d.ts new file mode 100644 index 0000000..35306c6 --- /dev/null +++ b/globals.d.ts @@ -0,0 +1 @@ +declare module '*.css'; diff --git a/next.config.js b/next.config.js new file mode 100644 index 0000000..db53815 --- 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@@ -0,0 +1 @@ + \ No newline at end of file diff --git a/public/thirteen.svg b/public/thirteen.svg new file mode 100644 index 0000000..8977c1b --- /dev/null +++ b/public/thirteen.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/public/vercel.svg b/public/vercel.svg new file mode 100644 index 0000000..d2f8422 --- /dev/null +++ b/public/vercel.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/src/crawler.ts b/src/crawler.ts new file mode 100644 index 0000000..d1e1e3a --- /dev/null +++ b/src/crawler.ts @@ -0,0 +1,97 @@ +//@ts-ignore +import * as Spider from 'node-spider' +//@ts-ignore +import * as TurndownService from 'turndown' +import * as cheerio from 'cheerio' +import parse from 'url-parse' +const turndownService = new TurndownService(); + +export type Page = { + url: string, + text: string, + title: string, +} +class Crawler { + pages: Page[] = []; + limit: number = 1000; + urls: string[] = []; + spider: Spider | null = {}; + count: number = 0; + textLengthMinimum: number = 200; + + constructor(urls: string[], limit: number = 1000, textLengthMinimum: number = 200) { + this.urls = urls; + this.limit = limit + this.textLengthMinimum = textLengthMinimum + + this.count = 0 + this.pages = []; + this.spider = {} + } + + handleRequest = (doc: any) => { + const $ = cheerio.load(doc.res.body); + $("script").remove(); + $("#hub-sidebar").remove(); + $("header").remove(); + $("nav").remove(); + $("img").remove(); + const title = $("title").text() || $(".article-title").text(); + const html = $("body").html(); + const text = turndownService.turndown(html); + console.log("crawling ", doc.url) + const page: Page = { + url: doc.url, + text, + title, + }; + if (text.length > this.textLengthMinimum) { + this.pages.push(page); + } + + + doc.$("a").each((i: number, elem: any) => { + var href = doc.$(elem).attr("href")?.split("#")[0]; + var targetUrl = href && doc.resolve(href); + // crawl more + if (targetUrl && this.urls.some(u => { + const targetUrlParts = parse(targetUrl); + const uParts = parse(u); + return targetUrlParts.hostname === uParts.hostname + }) && this.count < this.limit) { + this.spider.queue(targetUrl, this.handleRequest); + this.count = this.count + 1 + } + }); + }; + + start = async () => { + this.pages = [] + return new Promise((resolve, reject) => { + this.spider = new Spider({ + concurrent: 5, + delay: 0, + allowDuplicates: false, + catchErrors: true, + addReferrer: false, + xhr: false, + keepAlive: false, + error: (err: any, url: string) => { + console.log(err, url); + reject(err) + }, + // Called when there are no more requests + done: () => { + resolve(this.pages) + }, + headers: { "user-agent": "node-spider" }, + encoding: "utf8", + }); + this.urls.forEach((url) => { + this.spider.queue(url, this.handleRequest); + }); + }) + } +} + +export { Crawler }; diff --git a/src/pages/_app.tsx b/src/pages/_app.tsx new file mode 100644 index 0000000..367a88e --- /dev/null +++ b/src/pages/_app.tsx @@ -0,0 +1,28 @@ +import type { AppProps } from "next/app"; +import { FpjsProvider } from "@fingerprintjs/fingerprintjs-pro-react"; +import { configureAbly } from "@ably-labs/react-hooks"; + +const prefix = process.env.API_ROOT || ""; + +const clientId = + Math.random().toString(36).substring(2, 15) + + Math.random().toString(36).substring(2, 15); + +configureAbly({ + authUrl: `${prefix}/api/createTokenRequest?clientId=${clientId}`, + clientId: clientId, +}); + +const fpjsPublicApiKey = process.env.FINGERPRINT as string; + +export default function App({ Component, pageProps }: AppProps) { + return ( + + + + ); +} diff --git a/src/pages/_document.tsx b/src/pages/_document.tsx new file mode 100644 index 0000000..bb2d81f --- /dev/null +++ b/src/pages/_document.tsx @@ -0,0 +1,19 @@ +import { Html, Head, Main, NextScript } from "next/document"; + +export default function Document() { + return ( + + + + + +
+ + + + ); +} diff --git a/src/pages/api/chat.ts b/src/pages/api/chat.ts new file mode 100644 index 0000000..a27fde6 --- /dev/null +++ b/src/pages/api/chat.ts @@ -0,0 +1,175 @@ +// Next.js API route support: https://nextjs.org/docs/api-routes/introduction +import { PineconeClient } from "@pinecone-database/pinecone"; +import * as Ably from 'ably'; +import { CallbackManager } from "langchain/callbacks"; +import { LLMChain } from "langchain/chains"; +import { ChatOpenAI } from "langchain/chat_models"; +import { OpenAIEmbeddings } from 'langchain/embeddings'; +import { OpenAI } from "langchain/llms"; +import { PromptTemplate } from "langchain/prompts"; +import type { NextApiRequest, NextApiResponse } from 'next'; +import { uuid } from 'uuidv4'; +import { summarizeLongDocument } from './summarizer'; + +import { ConversationLog } from './conversationLog'; +import { Metadata, getMatchesFromEmbeddings } from './embeddings'; +import { templates } from './templates'; + + +const llm = new OpenAI({}); +let pinecone: PineconeClient | null = null + +const initPineconeClient = async () => { + pinecone = new PineconeClient(); + await pinecone.init({ + environment: process.env.PINECONE_ENVIRONMENT!, + apiKey: process.env.PINECONE_API_KEY!, + }); +} + +const ably = new Ably.Realtime({ key: process.env.ABLY_API_KEY }); + +const handleRequest = async ({ prompt, userId }: { prompt: string, userId: string }) => { + if (!pinecone) { + await initPineconeClient(); + } + + let summarizedCount = 0; + + try { + const channel = ably.channels.get(userId); + const interactionId = uuid() + + // Retrieve the conversation log and save the user's prompt + const conversationLog = new ConversationLog(userId) + const conversationHistory = await conversationLog.getConversation({ limit: 10 }) + await conversationLog.addEntry({ entry: prompt, speaker: "user" }) + + // Build an LLM chain that will improve the user prompt + const inquiryChain = new LLMChain({ + llm, prompt: new PromptTemplate({ + template: templates.inquiryTemplate, + inputVariables: ["userPrompt", "conversationHistory"], + }) + }); + const inquiryChainResult = await inquiryChain.call({ userPrompt: prompt, conversationHistory }) + const inquiry = inquiryChainResult.text + + console.log(inquiry) + + + console.log(inquiry) + + + // Embed the user's intent and query the Pinecone index + const embedder = new OpenAIEmbeddings({ + modelName: "text-embedding-ada-002" + }); + + + const embeddings = await embedder.embedQuery(inquiry); + channel.publish({ + data: { + event: "status", + message: "Finding matches...", + } + }) + + const matches = await getMatchesFromEmbeddings(embeddings, pinecone!, 2); + + + + const urls = matches && Array.from(new Set(matches.map(match => { + const metadata = match.metadata as Metadata + const { url } = metadata + return url + }))) + + console.log(urls) + + + const docs = matches && Array.from( + matches.reduce((map, match) => { + const metadata = match.metadata as Metadata; + const { text, url } = metadata; + if (!map.has(url)) { + map.set(url, text); + } + return map; + }, new Map()) + ).map(([_, text]) => text); + + + const promptTemplate = new PromptTemplate({ + template: templates.qaTemplate, + inputVariables: ["summaries", "question", "conversationHistory", "urls"], + }); + + + const chat = new ChatOpenAI({ + streaming: true, + verbose: true, + modelName: "gpt-3.5-turbo", + callbackManager: CallbackManager.fromHandlers({ + async handleLLMNewToken(token) { + channel.publish({ + data: { + event: "response", + token: token, + interactionId + } + }) + }, + async handleLLMEnd(result) { + channel.publish({ + data: { + event: "responseEnd", + token: "END", + interactionId + } + }) + } + }), + }); + + const chain = new LLMChain({ + prompt: promptTemplate, + llm: chat, + }); + + const allDocs = docs.join("\n") + if (allDocs.length > 4000) { + channel.publish({ + data: { + event: "status", + message: `Just a second, forming final answer...`, + } + }) + } + + const summary = allDocs.length > 4000 ? await summarizeLongDocument({ document: allDocs, inquiry }) : allDocs + + await chain.call({ + summaries: summary, + question: prompt, + conversationHistory, + urls + }); + + + + } catch (error) { + //@ts-ignore + console.error(error) + } +} + +export default async function handler( + req: NextApiRequest, + res: NextApiResponse +) { + const { body } = req; + const { prompt, userId } = body; + await handleRequest({ prompt, userId }) + res.status(200).json({ "message": "started" }) +} diff --git a/src/pages/api/conversationLog.ts b/src/pages/api/conversationLog.ts new file mode 100644 index 0000000..bdbd308 --- /dev/null +++ b/src/pages/api/conversationLog.ts @@ -0,0 +1,43 @@ +import * as pg from 'pg'; +import { Sequelize } from 'sequelize-cockroachdb'; + +const sequelize = new Sequelize(process.env.DATABASE_URL!, { logging: false, dialectModule: pg }); + +type ConversationLogEntry = { + entry: string, + created_at: Date, + speaker: string, +} + +class ConversationLog { + constructor( + public userId: string, + ) { + this.userId = userId + } + + public async addEntry({ entry, speaker }: { entry: string, speaker: string }) { + try { + await sequelize.query(`INSERT INTO conversations (user_id, entry, speaker) VALUES (?, ?, ?) ON CONFLICT (created_at) DO NOTHING`, { + replacements: [this.userId, entry, speaker], + }); + } catch (e) { + console.log(`Error adding entry: ${e}`) + } + } + + public async getConversation({ limit }: { limit: number }): Promise { + const conversation = await sequelize.query(`SELECT entry, speaker, created_at FROM conversations WHERE user_id = '${this.userId}' ORDER By created_at DESC LIMIT ${limit}`); + const history = conversation[0] as ConversationLogEntry[] + + return history.map((entry) => { + return `${entry.speaker.toUpperCase()}: ${entry.entry}` + }).reverse() + } + + public async clearConversation() { + await sequelize.query(`DELETE FROM conversations WHERE user_id = '${this.userId}'`); + } +} + +export { ConversationLog } \ No newline at end of file diff --git a/src/pages/api/crawl.ts b/src/pages/api/crawl.ts new file mode 100644 index 0000000..b1eb3e1 --- /dev/null +++ b/src/pages/api/crawl.ts @@ -0,0 +1,149 @@ +import { NextApiRequest, NextApiResponse } from "next"; +import { PineconeClient, Vector } from "@pinecone-database/pinecone"; +import { Crawler, Page } from '../../crawler' +import { Document } from "langchain/document"; +import { OpenAIEmbeddings } from "langchain/embeddings/openai"; +import Bottleneck from "bottleneck"; +import { uuid } from "uuidv4"; +import { TokenTextSplitter } from "langchain/text_splitter"; +import { summarizeLongDocument } from "./summarizer"; + +const limiter = new Bottleneck({ + minTime: 50 +}); + +let pinecone: PineconeClient | null = null + +const initPineconeClient = async () => { + pinecone = new PineconeClient(); + console.log("init pinecone") + await pinecone.init({ + environment: process.env.PINECONE_ENVIRONMENT!, + apiKey: process.env.PINECONE_API_KEY!, + }); +} + +type Response = { + message: string +} + + +// The TextEncoder instance enc is created and its encode() method is called on the input string. +// The resulting Uint8Array is then sliced, and the TextDecoder instance decodes the sliced array in a single line of code. +const truncateStringByBytes = (str: string, bytes: number) => { + const enc = new TextEncoder(); + return new TextDecoder("utf-8").decode(enc.encode(str).slice(0, bytes)); +}; + + +const sliceIntoChunks = (arr: Vector[], chunkSize: number) => { + return Array.from({ length: Math.ceil(arr.length / chunkSize) }, (_, i) => + arr.slice(i * chunkSize, (i + 1) * chunkSize) + ); +}; + +export default async function handler( + req: NextApiRequest, + res: NextApiResponse +) { + + if (!process.env.PINECONE_INDEX_NAME) { + res.status(500).json({ message: "PINECONE_INDEX_NAME not set" }) + return + } + + const { query } = req; + const { urls: urlString, limit, indexName, summmarize } = query; + const urls = (urlString as string).split(","); + const crawlLimit = parseInt(limit as string) || 100; + const pineconeIndexName = indexName as string || process.env.PINECONE_INDEX_NAME! + const shouldSummarize = summmarize === "true" + + if (!pinecone) { + await initPineconeClient(); + } + + const indexes = pinecone && await pinecone.listIndexes(); + if (!indexes?.includes(pineconeIndexName)) { + res.status(500).json({ + message: `Index ${pineconeIndexName} does not exist` + }) + throw new Error(`Index ${pineconeIndexName} does not exist`) + } + + const crawler = new Crawler(urls, crawlLimit, 200) + const pages = await crawler.start() as Page[] + + const documents = await Promise.all(pages.map(async row => { + + const splitter = new TokenTextSplitter({ + encodingName: "gpt2", + chunkSize: 300, + chunkOverlap: 20, + }); + + const pageContent = shouldSummarize ? await summarizeLongDocument({ document: row.text }) : row.text + + const docs = splitter.splitDocuments([ + new Document({ pageContent, metadata: { url: row.url, text: truncateStringByBytes(pageContent, 36000) } }), + ]); + return docs + })) + + + + const index = pinecone && pinecone.Index(pineconeIndexName); + + const embedder = new OpenAIEmbeddings({ + modelName: "text-embedding-ada-002" + }) + let counter = 0 + + //Embed the documents + const getEmbedding = async (doc: Document) => { + const embedding = await embedder.embedQuery(doc.pageContent) + console.log(doc.pageContent) + console.log("got embedding", embedding.length) + process.stdout.write(`${Math.floor((counter / documents.flat().length) * 100)}%\r`) + counter = counter + 1 + return { + id: uuid(), + values: embedding, + metadata: { + chunk: doc.pageContent, + text: doc.metadata.text as string, + url: doc.metadata.url as string, + } + } as Vector + } + const rateLimitedGetEmbedding = limiter.wrap(getEmbedding); + process.stdout.write("100%\r") + console.log("done embedding"); + + let vectors = [] as Vector[] + + try { + vectors = await Promise.all(documents.flat().map((doc) => rateLimitedGetEmbedding(doc))) as unknown as Vector[] + const chunks = sliceIntoChunks(vectors, 10) + console.log(chunks.length) + + + try { + await Promise.all(chunks.map(async chunk => { + await index!.upsert({ + upsertRequest: { + vectors: chunk as Vector[], + namespace: "" + } + }) + })) + + res.status(200).json({ message: "Done" }) + } catch (e) { + console.log(e) + res.status(500).json({ message: `Error ${JSON.stringify(e)}` }) + } + } catch (e) { + console.log(e) + } +} \ No newline at end of file diff --git a/src/pages/api/createTokenRequest.ts b/src/pages/api/createTokenRequest.ts new file mode 100644 index 0000000..3311e61 --- /dev/null +++ b/src/pages/api/createTokenRequest.ts @@ -0,0 +1,9 @@ +import Ably from "ably/promises"; +import { NextApiRequest, NextApiResponse } from "next"; +let options: Ably.Types.ClientOptions = { key: process.env.ABLY_API_KEY }; + +export default async function handler(req: NextApiRequest, res: NextApiResponse) { + const client = new Ably.Realtime(options); + const tokenRequestData = await client.auth.createTokenRequest({ clientId: req.query.clientId as string }); + res.status(200).json(tokenRequestData); +}; \ No newline at end of file diff --git a/src/pages/api/matches.ts b/src/pages/api/matches.ts new file mode 100644 index 0000000..e547bc4 --- /dev/null +++ b/src/pages/api/matches.ts @@ -0,0 +1,34 @@ +import { PineconeClient, ScoredVector } from "@pinecone-database/pinecone"; + +export type Metadata = { + url: string, + text: string, + chunk: string, +} + +const getMatchesFromEmbeddings = async (embeddings: number[], pinecone: PineconeClient, topK: number): Promise => { + if (!process.env.PINECONE_INDEX_NAME) { + throw (new Error("PINECONE_INDEX_NAME is not set")) + } + + const index = pinecone!.Index(process.env.PINECONE_INDEX_NAME); + const queryRequest = { + vector: embeddings, + topK, + includeMetadata: true + } + try { + const queryResult = await index.query({ + queryRequest + }) + return queryResult.matches?.map(match => ({ + ...match, + metadata: match.metadata as Metadata + })) || [] + } catch (e) { + console.log("Error querying embeddings: ", e) + throw (new Error(`Error querying embeddings: ${e}`,)) + } +} + +export { getMatchesFromEmbeddings } \ No newline at end of file diff --git a/src/pages/api/summarizer.ts b/src/pages/api/summarizer.ts new file mode 100644 index 0000000..138093d --- /dev/null +++ b/src/pages/api/summarizer.ts @@ -0,0 +1,103 @@ +import { OpenAI } from "langchain/llms"; +import { templates } from './templates' +import { LLMChain, PromptTemplate } from "langchain"; +import Bottleneck from "bottleneck"; +import { StructuredOutputParser } from "langchain/output_parsers"; + +const llm = new OpenAI({ concurrency: 10, temperature: 0, modelName: "gpt-3.5-turbo" }); + +const { summarizerTemplate, summarizerDocumentTemplate } = templates; + +const parser = StructuredOutputParser.fromNamesAndDescriptions({ + answer: "answer to the user's question", + source: "source used to answer the user's question, should be a website.", +}); + +const formatInstructions = parser.getFormatInstructions(); + + +const limiter = new Bottleneck({ + minTime: 5050 +}); + +console.log(summarizerDocumentTemplate.length) +const chunkSubstr = (str: string, size: number) => { + const numChunks = Math.ceil(str.length / size) + const chunks = new Array(numChunks) + + for (let i = 0, o = 0; i < numChunks; ++i, o += size) { + chunks[i] = str.substr(o, size) + } + + return chunks +} + +const summarize = async ({ document, inquiry, onSummaryDone }: { document: string, inquiry?: string, onSummaryDone?: Function }) => { + console.log("summarizing ", document.length) + const promptTemplate = new PromptTemplate({ + template: inquiry ? summarizerTemplate : summarizerDocumentTemplate, + inputVariables: inquiry ? ["document", "inquiry"] : ["document"], + }); + const chain = new LLMChain({ + prompt: promptTemplate, + llm + }) + + try { + const result = await chain.call({ + prompt: promptTemplate, + document, + inquiry + }) + + console.log(result) + + onSummaryDone && onSummaryDone(result.text) + return result.text + } catch (e) { + console.log(e) + } +} + +const rateLimitedSummarize = limiter.wrap(summarize) + +const summarizeLongDocument = async ({ document, inquiry, onSummaryDone }: { document: string, inquiry?: string, onSummaryDone?: Function }): Promise => { + // Chunk document into 4000 character chunks + const templateLength = inquiry ? summarizerTemplate.length : summarizerDocumentTemplate.length + try { + if ((document.length + templateLength) > 4000) { + console.log("document is long and has to be shortened", document.length) + const chunks = chunkSubstr(document, 4000 - templateLength - 1) + let summarizedChunks: string[] = [] + summarizedChunks = await Promise.all( + chunks.map(async (chunk) => { + let result + if (inquiry) { + result = await rateLimitedSummarize({ document: chunk, inquiry, onSummaryDone }) + } else { + result = await rateLimitedSummarize({ document: chunk, onSummaryDone }) + } + return result + }) + ) + + const result = summarizedChunks.join("\n"); + console.log(result.length) + + if ((result.length + templateLength) > 4000) { + console.log("document is STILL long and has to be shortened further") + return await summarizeLongDocument({ document: result, inquiry, onSummaryDone }) + } else { + console.log("done") + return result + } + + } else { + return document + } + } catch (e) { + throw new Error(e as string) + } +} + +export { summarizeLongDocument } \ No newline at end of file diff --git a/src/pages/api/templates.ts b/src/pages/api/templates.ts new file mode 100644 index 0000000..cf6814d --- /dev/null +++ b/src/pages/api/templates.ts @@ -0,0 +1,74 @@ +const templates = { + qaTemplate: `Answer the question based on the context below. You should follow ALL the following rules when generating and answer: + - There will be a CONVERSATION LOG, CONTEXT, and a QUESTION. + - The final answer must always be styled using markdown. + - Your main goal is to point the user to the right source of information (the source is always a URL) based on the CONTEXT you are given. + - Your secondary goal is to provide the user with an answer that is relevant to the question. + - Provide the user with a code example that is relevant to the question, if the context contains relevant code examples. Do not make up any code examples on your own. + - Take into account the entire conversation so far, marked as CONVERSATION LOG, but prioritize the CONTEXT. + - Based on the CONTEXT, choose the source that is most relevant to the QUESTION. + - Do not make up any answers if the CONTEXT does not have relevant information. + - Use bullet points, lists, paragraphs and text styling to present the answer in markdown. + - The CONTEXT is a set of JSON objects, each includes the field "text" where the content is stored, and "url" where the url of the page is stored. + - The URLs are the URLs of the pages that contain the CONTEXT. Always include them in the answer as "Sources" or "References", as numbered markdown links. + - Do not mention the CONTEXT or the CONVERSATION LOG in the answer, but use them to generate the answer. + - ALWAYS prefer the result with the highest "score" value. + - Ignore any content that is stored in html tables. + - The answer should only be based on the CONTEXT. Do not use any external sources. Do not generate the response based on the question without clear reference to the context. + - Summarize the CONTEXT to make it easier to read, but don't omit any information. + - It is IMPERATIVE that any link provided is found in the CONTEXT. Prefer not to provide a link if it is not found in the CONTEXT. + + CONVERSATION LOG: {conversationHistory} + + CONTEXT: {summaries} + + QUESTION: {question} + + URLS: {urls} + + Final Answer: `, + summarizerTemplate: `Shorten the text in the CONTENT, attempting to answer the INQUIRY You should follow the following rules when generating the summary: + - Any code found in the CONTENT should ALWAYS be preserved in the summary, unchanged. + - Code will be surrounded by backticks (\`) or triple backticks (\`\`\`). + - Summary should include code examples that are relevant to the INQUIRY, based on the content. Do not make up any code examples on your own. + - The summary will answer the INQUIRY. If it cannot be answered, the summary should be empty, AND NO TEXT SHOULD BE RETURNED IN THE FINAL ANSWER AT ALL. + - If the INQUIRY cannot be answered, the final answer should be empty. + - The summary should be under 4000 characters. + - The summary should be 2000 characters long, if possible. + + INQUIRY: {inquiry} + CONTENT: {document} + + Final answer: + `, + summarizerDocumentTemplate: `Summarize the text in the CONTENT. You should follow the following rules when generating the summary: + - Any code found in the CONTENT should ALWAYS be preserved in the summary, unchanged. + - Code will be surrounded by backticks (\`) or triple backticks (\`\`\`). + - Summary should include code examples when possible. Do not make up any code examples on your own. + - The summary should be under 4000 characters. + - The summary should be at least 1500 characters long, if possible. + + CONTENT: {document} + + Final answer: + `, + inquiryTemplate: `Given the following user prompt and conversation log, formulate a question that would be the most relevant to provide the user with an answer from a knowledge base. + You should follow the following rules when generating and answer: + - Always prioritize the user prompt over the conversation log. + - Ignore any conversation log that is not directly related to the user prompt. + - Only attempt to answer if a question was posed. + - The question should be a single sentence + - You should remove any punctuation from the question + - You should remove any words that are not relevant to the question + - If you are unable to formulate a question, respond with the same USER PROMPT you got. + + USER PROMPT: {userPrompt} + + CONVERSATION LOG: {conversationHistory} + + Final answer: + `, + summerierTemplate: `Summarize the following text. You should follow the following rules when generating and answer:` +} + +export { templates } \ No newline at end of file diff --git a/src/pages/index.tsx b/src/pages/index.tsx new file mode 100644 index 0000000..b03726e --- /dev/null +++ b/src/pages/index.tsx @@ -0,0 +1,194 @@ +import Head from "next/head"; +import { useState } from "react"; +import { useVisitorData } from "@fingerprintjs/fingerprintjs-pro-react"; +import ReactMarkdown from "react-markdown"; +import remarkMath from "remark-math"; +import rehypeKatex from "rehype-katex"; +import * as timeago from "timeago.js"; +import { + MainContainer, + ChatContainer, + MessageList, + Message, + MessageInput, + ConversationHeader, + TypingIndicator, +} from "@chatscope/chat-ui-kit-react"; + +import styles from "@chatscope/chat-ui-kit-styles/dist/default/styles.min.css"; +import { useChannel } from "@ably-labs/react-hooks"; +import { Types } from "ably"; + +type ConversationEntry = { + message: string; + speaker: "bot" | "user"; + date: Date; + id?: string; +}; + +type request = { + prompt: string; +}; + +const updateChatbotMessage = ( + conversation: ConversationEntry[], + message: Types.Message +): ConversationEntry[] => { + const interactionId = message.data.interactionId; + + const updatedConversation = conversation.reduce( + (acc: ConversationEntry[], e: ConversationEntry) => [ + ...acc, + e.id === interactionId + ? { ...e, message: e.message + message.data.token } + : e, + ], + [] + ); + + return conversation.some((e) => e.id === interactionId) + ? updatedConversation + : [ + ...updatedConversation, + { + id: interactionId, + message: message.data.token, + speaker: "bot", + date: new Date(), + }, + ]; +}; + +export default function Home() { + const [text, setText] = useState(""); + const [extendedResult, updateExtendedResult] = useState(false); + const [conversation, setConversation] = useState([]); + const [botIsTyping, setBotIsTyping] = useState(false); + const [statusMessage, setStatusMessage] = useState("Waiting for query..."); + + const { isLoading, data: visitorData } = useVisitorData( + { extendedResult }, + { immediate: true } + ); + + console.log("visitorData?.visitorId!", visitorData?.visitorId!); + + const userId = "roie"; + + useChannel(userId, (message) => { + switch (message.data.event) { + case "response": + setConversation((state) => updateChatbotMessage(state, message)); + break; + case "status": + setStatusMessage(message.data.message); + break; + case "responseEnd": + default: + setBotIsTyping(false); + setStatusMessage("Waiting for query..."); + } + }); + + const submit = async () => { + setConversation((state) => [ + ...state, + { + message: text, + speaker: "user", + date: new Date(), + }, + ]); + try { + setBotIsTyping(true); + const response = await fetch("/api/chat", { + method: "POST", + headers: { + "Content-Type": "application/json", + }, + body: JSON.stringify({ prompt: text, userId }), + }); + + await response.json(); + } catch (error) { + console.error("Error submitting message:", error); + } finally { + setBotIsTyping(false); + } + setText(""); + }; + + return ( + <> + + Pinecone GPT + + + + +
+
+ + + + + + + + + ) : null + } + > + {conversation.map((entry, index) => { + return ( + + + + {entry.message} + + + + + ); + })} + + { + setText(text); + }} + sendButton={true} + autoFocus + disabled={isLoading} + /> + + +
+
+ + ); +} diff --git a/src/pages/test.tsx b/src/pages/test.tsx new file mode 100644 index 0000000..336789b --- /dev/null +++ b/src/pages/test.tsx @@ -0,0 +1,41 @@ +//@ts-nocheck +import { useEffect, useState } from "react"; +import getConfig from "next/config"; + +const { publicRuntimeConfig } = getConfig(); +const { apiUrl } = publicRuntimeConfig; + +function MyComponent() { + const [data, setData] = useState([]); + + const fetchData = async () => { + try { + const response = await fetch(`${apiUrl}/api/test`); + const result = await response.json(); + setData([...data, result]); + + // Schedule the next fetch + setTimeout(fetchData, 1000); + } catch (error) { + console.error("Error fetching data:", error); + setTimeout(fetchData, 5000); // Retry after 5 seconds + } + }; + + useEffect(() => { + fetchData(); + }, []); + + return ( +
+

Streaming data:

+
    + {data.map((item, index) => ( +
  • {JSON.stringify(item)}
    • + ))} +
+
+ ); +} + +export default MyComponent; diff --git a/src/styles/globals.css b/src/styles/globals.css new file mode 100644 index 0000000..672fe9a --- /dev/null +++ b/src/styles/globals.css @@ -0,0 +1,7 @@ +html { + font-family: "mediumllweb", "sans-serif"; +} +p > a { + color: #192bd5; + text-decoration: underline; +} diff --git a/src/utils/config.ts b/src/utils/config.ts new file mode 100644 index 0000000..8478ff0 --- /dev/null +++ b/src/utils/config.ts @@ -0,0 +1,8 @@ + + +const config = { + FINGERPRINTJS: process.env.FINGERPRINTJS_API_KEY +} + +console.log(config) +export default config \ No newline at end of file diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 0000000..396f2b9 --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,24 @@ +{ + "compilerOptions": { + "target": "es5", + "lib": ["dom", "dom.iterable", "esnext"], + "allowJs": true, + "skipLibCheck": true, + "strict": true, + "forceConsistentCasingInFileNames": true, + "noEmit": true, + "esModuleInterop": true, + "module": "esnext", + "moduleResolution": "node", + "resolveJsonModule": true, + "isolatedModules": true, + "jsx": "preserve", + "incremental": true, + "baseUrl": "./src", + "paths": { + "@/*": ["./src/*"] + } + }, + "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx"], + "exclude": ["node_modules"] +} diff --git a/yarn.lock b/yarn.lock new file mode 100644 index 0000000..2559c2c --- /dev/null +++ b/yarn.lock @@ -0,0 +1,5392 @@ +# THIS IS AN AUTOGENERATED FILE. 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