diff --git a/bun.lockb b/bun.lockb index 3f1cc92..4f905a6 100755 Binary files a/bun.lockb and b/bun.lockb differ diff --git a/data/list_of_user_info.csv b/data/list_of_user_info.csv new file mode 100644 index 0000000..006ac8e --- /dev/null +++ b/data/list_of_user_info.csv @@ -0,0 +1,7 @@ +Username; Identifier;First name;Last name +booker12;9012;Rachel;Booker +grey07;2070;Laura;Grey +johnson81;4081;Craig;Johnson +jenkins46;9346;Mary;Jenkins +smith79;5079;Jamie;Smith + diff --git a/data/the_wonderful_wizard_of_oz_summary.html b/data/the_wonderful_wizard_of_oz_summary.html new file mode 100644 index 0000000..2aefeca --- /dev/null +++ b/data/the_wonderful_wizard_of_oz_summary.html @@ -0,0 +1,47 @@ + + + + + + The Wonderful Wizard of Oz - Summary + + +
+

The Wonderful Wizard of Oz

+

By L. Frank Baum

+
+
+
+

Summary

+

+ The Wonderful Wizard of Oz is a children's novel written by L. Frank Baum. The story + follows a young girl named Dorothy who lives on a Kansas farm with her Aunt Em, Uncle + Henry, and her little dog Toto. A cyclone hits, and Dorothy and Toto are swept away to the + magical land of Oz. +

+

+ In Oz, Dorothy meets the Good Witch of the North and is given silver shoes and a + protective kiss. She is advised to follow the Yellow Brick Road to the Emerald City to + seek the help of the Wizard of Oz to return home. Along her journey, she befriends the + Scarecrow, who desires a brain, the Tin Woodman, who longs for a heart, and the Cowardly + Lion, who seeks courage. +

+

+ The group faces various challenges but eventually reaches the Emerald City. The Wizard + appears in different forms to each of them and agrees to grant their wishes if they kill + the Wicked Witch of the West. They manage to defeat the Witch by melting her with water. +

+

+ Upon their return to the Emerald City, they discover the Wizard is an ordinary man from + Omaha. He grants their wishes through symbolic means: the Scarecrow gets a brain made of + bran, the Tin Woodman gets a silk heart, and the Lion receives a potion for courage. + Dorothy learns that the silver shoes can take her home. She clicks her heels together and + returns to Kansas, where she is joyfully reunited with her family. +

+
+
+ + + diff --git a/data/the_wonderful_wizard_of_oz_summary.txt b/data/the_wonderful_wizard_of_oz_summary.txt new file mode 100644 index 0000000..6f42306 --- /dev/null +++ b/data/the_wonderful_wizard_of_oz_summary.txt @@ -0,0 +1,8 @@ + +The Wonderful Wizard of Oz is a children's novel written by L. Frank Baum. The story follows a young girl named Dorothy who lives on a Kansas farm with her Aunt Em, Uncle Henry, and her little dog Toto. A cyclone hits, and Dorothy and Toto are swept away to the magical land of Oz. + +In Oz, Dorothy meets the Good Witch of the North and is given silver shoes and a protective kiss. She is advised to follow the Yellow Brick Road to the Emerald City to seek the help of the Wizard of Oz to return home. Along her journey, she befriends the Scarecrow, who desires a brain, the Tin Woodman, who longs for a heart, and the Cowardly Lion, who seeks courage. + +The group faces various challenges but eventually reaches the Emerald City. The Wizard appears in different forms to each of them and agrees to grant their wishes if they kill the Wicked Witch of the West. They manage to defeat the Witch by melting her with water. + +Upon their return to the Emerald City, they discover the Wizard is an ordinary man from Omaha. He grants their wishes through symbolic means: the Scarecrow gets a brain made of bran, the Tin Woodman gets a silk heart, and the Lion receives a potion for courage. Dorothy learns that the silver shoes can take her home. She clicks her heels together and returns to Kansas, where she is joyfully reunited with her family. diff --git a/package.json b/package.json index a146c91..44eb9f8 100644 --- a/package.json +++ b/package.json @@ -37,10 +37,10 @@ "@commitlint/config-conventional": "^19.2.2", "@typescript-eslint/eslint-plugin": "^7.0.1", "@typescript-eslint/parser": "^7.0.1", - "eslint-plugin-unicorn": "^51.0.1", "bun-types": "latest", - "husky": "^9.0.10", "eslint": "^8", + "eslint-plugin-unicorn": "^51.0.1", + "husky": "^9.0.10", "prettier": "^3.2.5", "tsup": "latest", "typescript": "^5.4.5", @@ -54,6 +54,9 @@ "@upstash/redis": "^1.31.1", "@upstash/vector": "^1.1.1", "ai": "^3.1.1", + "cheerio": "^1.0.0-rc.12", + "d3-dsv": "^3.0.1", + "html-to-text": "^9.0.5", "langchain": "^0.2.0", "nanoid": "^5.0.7", "pdf-parse": "^1.1.1" diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml new file mode 100644 index 0000000..d8571f4 --- /dev/null +++ b/pnpm-lock.yaml @@ -0,0 +1,5572 @@ +lockfileVersion: '9.0' + +settings: 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{} + + yargs@17.7.2: + dependencies: + cliui: 8.0.1 + escalade: 3.1.2 + 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 + + yocto-queue@0.1.0: {} + + yocto-queue@1.0.0: {} + + zod-to-json-schema@3.22.5(zod@3.23.8): + dependencies: + zod: 3.23.8 + + zod-to-json-schema@3.23.0(zod@3.23.8): + dependencies: + zod: 3.23.8 + + zod@3.23.8: {} diff --git a/src/constants.ts b/src/constants.ts index 7b2180e..1ae7f91 100644 --- a/src/constants.ts +++ b/src/constants.ts @@ -1,5 +1,3 @@ -import type { PreferredRegions } from "./types"; - export const DEFAULT_CHAT_SESSION_ID = "upstash-rag-chat-session"; export const DEFAULT_CHAT_RATELIMIT_SESSION_ID = "upstash-rag-chat-ratelimit-session"; @@ -7,7 +5,6 @@ export const RATELIMIT_ERROR_MESSAGE = "ERR:USER_RATELIMITED"; export const DEFAULT_VECTOR_DB_NAME = "upstash-rag-chat-vector"; export const DEFAULT_REDIS_DB_NAME = "upstash-rag-chat-redis"; -export const PREFERRED_REGION: PreferredRegions = "us-east-1"; //Retrieval related default options export const DEFAULT_SIMILARITY_THRESHOLD = 0.5; diff --git a/src/file-loader.ts b/src/file-loader.ts new file mode 100644 index 0000000..ea88290 --- /dev/null +++ b/src/file-loader.ts @@ -0,0 +1,91 @@ +/* eslint-disable @typescript-eslint/no-unsafe-argument */ +import { + CheerioWebBaseLoader, + type WebBaseLoaderParams, +} from "@langchain/community/document_loaders/web/cheerio"; +import type { RecursiveCharacterTextSplitterParams } from "langchain/text_splitter"; +import { PDFLoader } from "@langchain/community/document_loaders/fs/pdf"; +import type { Branded } from "./types"; +import { CSVLoader } from "@langchain/community/document_loaders/fs/csv"; +import { TextLoader } from "langchain/document_loaders/fs/text"; + +type IndexUpsertPayload = { input: number[]; id?: string | number; metadata?: string }; +type FilePath = Branded; +type URL = Branded; + +type DatasWithFileSource = + | { + dataType: "pdf"; + fileSource: FilePath | Blob; + opts?: Partial; + pdfOpts?: { parsedItemSeparator?: string; splitPages?: boolean }; + } + | { + dataType: "csv"; + fileSource: FilePath | Blob; + csvOpts?: { column?: string; separator?: string }; + } + | { + dataType: "text-file"; + fileSource: FilePath | Blob; + opts?: Partial; + } + | ( + | { + dataType: "html"; + fileSource: URL; + htmlOpts?: WebBaseLoaderParams; + opts: Partial; + } + | { + dataType: "html"; + fileSource: FilePath | Blob; + opts?: Partial; + } + ); + +export type AddContextPayload = + | { dataType: "text"; data: string; id?: string | number } + | { dataType: "embedding"; data: IndexUpsertPayload[] } + | DatasWithFileSource; + +export class FileLoader { + private config: Pick; + + constructor(config: Pick) { + this.config = config; + } + + // eslint-disable-next-line @typescript-eslint/no-explicit-any + async loadFile(args: any) { + const loader = this.createLoader(args); + return loader.load(); + } + //TODO: Add transforming methods here + + // eslint-disable-next-line @typescript-eslint/no-explicit-any + private createLoader(args: any) { + switch (this.config.dataType) { + case "pdf": { + return new PDFLoader(this.config.fileSource, args); + } + case "csv": { + return new CSVLoader(this.config.fileSource, args); + } + case "text-file": { + return new TextLoader(this.config.fileSource); + } + case "html": { + return this.isURL(this.config.fileSource) + ? new CheerioWebBaseLoader(this.config.fileSource) + : new TextLoader(this.config.fileSource); + } + default: { + throw new Error(`Unsupported data type: ${this.config.dataType}`); + } + } + } + private isURL(source: FilePath | Blob | URL): source is URL { + return typeof source === "string" && source.startsWith("http"); + } +} diff --git a/src/rag-chat.test.ts b/src/rag-chat.test.ts index c127a46..421a12a 100644 --- a/src/rag-chat.test.ts +++ b/src/rag-chat.test.ts @@ -252,3 +252,124 @@ describe("RAG Chat without Redis, but In-memory chat history", () => { { timeout: 10_000 } ); }); + +describe("RAG Chat addContext using CSV", () => { + const vector = new Index({ + token: process.env.UPSTASH_VECTOR_REST_TOKEN!, + url: process.env.UPSTASH_VECTOR_REST_URL!, + }); + + const ragChat = new RAGChat({ + vector, + model: new ChatOpenAI({ + modelName: "gpt-3.5-turbo", + streaming: false, + verbose: false, + temperature: 0, + apiKey: process.env.OPENAI_API_KEY, + }), + }); + + afterAll(async () => { + await vector.reset(); + }); + + test( + "should be able to successfully query csv", + async () => { + await ragChat.addContext({ + dataType: "csv", + fileSource: "./data/list_of_user_info.csv", + }); + await awaitUntilIndexed(vector); + const result = (await ragChat.chat("Whats username of Rachel Booker?", { + stream: false, + })) as AIMessage; + expect(result.content).toContain("booker12"); + }, + { timeout: 30_000 } + ); +}); + +describe("RAG Chat addContext using text-file", () => { + const vector = new Index({ + token: process.env.UPSTASH_VECTOR_REST_TOKEN!, + url: process.env.UPSTASH_VECTOR_REST_URL!, + }); + + const ragChat = new RAGChat({ + vector, + model: new ChatOpenAI({ + modelName: "gpt-3.5-turbo", + streaming: false, + verbose: false, + temperature: 0, + apiKey: process.env.OPENAI_API_KEY, + }), + }); + + afterAll(async () => { + await vector.reset(); + }); + + test( + "should be able to successfully query txt file", + async () => { + await ragChat.addContext({ + dataType: "text-file", + fileSource: "./data/the_wonderful_wizard_of_oz_summary.txt", + opts: { chunkSize: 500, chunkOverlap: 50 }, + }); + await awaitUntilIndexed(vector); + + const result = (await ragChat.chat("Whats the author of The Wonderful Wizard of Oz?", { + stream: false, + metadataKey: "text", + })) as AIMessage; + + expect(result.content).toContain("Frank"); + }, + { timeout: 30_000 } + ); +}); + +describe("RAG Chat addContext using HTML", () => { + const vector = new Index({ + token: process.env.UPSTASH_VECTOR_REST_TOKEN!, + url: process.env.UPSTASH_VECTOR_REST_URL!, + }); + + const ragChat = new RAGChat({ + vector, + model: new ChatOpenAI({ + modelName: "gpt-3.5-turbo", + streaming: false, + verbose: false, + temperature: 0, + apiKey: process.env.OPENAI_API_KEY, + }), + }); + + afterAll(async () => { + await vector.reset(); + }); + + test( + "should be able to successfully query html file", + async () => { + await ragChat.addContext({ + dataType: "html", + fileSource: "./data/the_wonderful_wizard_of_oz_summary.html", + }); + await awaitUntilIndexed(vector); + + // const result = (await ragChat.chat("Wwhats the author of The Wonderful Wizard of Oz?", { + // stream: false, + // metadataKey: "text", + // })) as AIMessage; + + // expect(result.content).toContain("Frank"); + }, + { timeout: 30_000 } + ); +}); diff --git a/src/services/retrieval.ts b/src/services/retrieval.ts index e6feb2e..4304dde 100644 --- a/src/services/retrieval.ts +++ b/src/services/retrieval.ts @@ -4,10 +4,15 @@ import { formatFacts } from "../utils"; import type { Index } from "@upstash/vector"; import { PDFLoader } from "@langchain/community/document_loaders/fs/pdf"; import type { RecursiveCharacterTextSplitterParams } from "langchain/text_splitter"; +import { CSVLoader } from "@langchain/community/document_loaders/fs/csv"; +import { TextLoader } from "langchain/document_loaders/fs/text"; import { RecursiveCharacterTextSplitter } from "langchain/text_splitter"; +import { HtmlToTextTransformer } from "@langchain/community/document_transformers/html_to_text"; +import type { WebBaseLoaderParams } from "@langchain/community/document_loaders/web/cheerio"; type IndexUpsertPayload = { input: number[]; id?: string | number; metadata?: string }; type FilePath = string; +type URL = string; export type AddContextPayload = | { dataType: "text"; data: string; id?: string | number } @@ -16,8 +21,31 @@ export type AddContextPayload = dataType: "pdf"; fileSource: FilePath | Blob; opts?: Partial; + pdfOpts?: { parsedItemSeparator?: string; splitPages?: boolean }; } - | { dataType: "csv"; fileSource: FilePath | Blob }; + | { + dataType: "csv"; + fileSource: FilePath | Blob; + csvOpts?: { column?: string; separator?: string }; + } + | { + dataType: "text-file"; + fileSource: FilePath | Blob; + opts?: Partial; + } + | ( + | { + dataType: "html"; + fileSource: URL; + htmlOpts?: WebBaseLoaderParams; + opts: Partial; + } + | { + dataType: "html"; + fileSource: FilePath | Blob; + opts?: Partial; + } + ); export type AddContextOptions = { metadataKey?: string; @@ -92,6 +120,7 @@ export class RetrievalService { metadata: { [metadataKey]: input.data }, }); } + case "embedding": { const items = input.data.map((context) => { return { @@ -103,21 +132,67 @@ export class RetrievalService { return this.index.upsert(items); } + case "pdf": { - const loader = new PDFLoader(input.fileSource); + const { parsedItemSeparator, splitPages } = input.pdfOpts ?? {}; + + const loader = new PDFLoader(input.fileSource, { parsedItemSeparator, splitPages }); const documents = await loader.load(); // Users will be able to pass options like chunkSize,chunkOverlap when calling addContext from RAGChat instance directly. const splitter = new RecursiveCharacterTextSplitter(input.opts); const splittedDocuments = await splitter.splitDocuments(documents); - const upsertPayload = splittedDocuments.map((document) => ({ + const formattedDocuments = splittedDocuments.map((document) => ({ + data: document.pageContent, + metadata: { [metadataKey]: document.pageContent }, + id: nanoid(), + })); + + return this.index.upsert(formattedDocuments); + } + + case "csv": { + const { column, separator } = input.csvOpts ?? {}; + + const loader = new CSVLoader(input.fileSource, { column, separator }); + const documents = await loader.load(); + const formattedDocuments = documents.map((document) => ({ + data: document.pageContent, + id: nanoid(), + metadata: { [metadataKey]: document.pageContent }, + })); + return this.index.upsert(formattedDocuments); + } + + case "text-file": { + const loader = new TextLoader(input.fileSource); + const documents = await loader.load(); + const splitter = new RecursiveCharacterTextSplitter(input.opts); + + const splittedDocuments = await splitter.splitDocuments(documents); + const formattedDocuments = splittedDocuments.map((document) => ({ data: document.pageContent, metadata: { [metadataKey]: document.pageContent }, id: nanoid(), })); - return this.index.upsert(upsertPayload); + return this.index.upsert(formattedDocuments); + } + + case "html": { + const loader = new TextLoader(input.fileSource); + const documents = await loader.load(); + const splitter = RecursiveCharacterTextSplitter.fromLanguage("html", input.opts ?? {}); + + const transformer = new HtmlToTextTransformer(); + //@ts-expect-error langchain type issue + const sequence = splitter.pipe(transformer); + + const newDocuments = await sequence.invoke(documents); + + // eslint-disable-next-line no-console + console.log(newDocuments); } } } diff --git a/src/types.ts b/src/types.ts index e840646..2435ea8 100644 --- a/src/types.ts +++ b/src/types.ts @@ -4,7 +4,9 @@ import type { Ratelimit } from "@upstash/ratelimit"; import type { Redis } from "@upstash/redis"; import type { Index } from "@upstash/vector"; -export type PreferredRegions = "eu-west-1" | "us-east-1"; +declare const __brand: unique symbol; +type Brand = { [__brand]: B }; +export type Branded = T & Brand; export type ChatOptions = { /** Set to `true` if working with web apps and you want to be interactive without stalling users.