├── .SAMPLE_env ├── .gitignore ├── LICENSE ├── README.md ├── client ├── App.jsx ├── Chat.jsx ├── images │ └── keyboard-return-icon.svg ├── index.jsx └── services │ ├── chat-services.js │ └── request-client.js ├── examples ├── llm-react-app.webp ├── memory │ ├── bufferMemory.js │ ├── bufferWindowMemory.js │ ├── conversationSummaryMemory.js │ └── entityMemory.js └── sampleDocs │ ├── mlk_letter.txt │ ├── orgs-data.csv │ └── synthetic_image_research.pdf ├── index.html ├── package.json ├── server ├── config │ └── model_store_constants.js ├── handlers │ └── chat_handler.js ├── index.js ├── routers │ ├── chat.js │ └── default.js ├── services │ ├── hf.js │ └── openai.js └── utils │ └── documentLoader.js └── yarn.lock /.SAMPLE_env: -------------------------------------------------------------------------------- 1 | // Set which model provider you want to use, HUGGING_FACE or OPEN_AI 2 | ENABLED_MODEL_STORE=HUGGING_FACE 3 | 4 | // Hugging Face API Key 5 | HUGGINGFACEHUB_API_KEY= 6 | 7 | //Open API API Key 8 | OPENAI_API_KEY= 9 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | node_modules 2 | dist 3 | .env 4 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2019 Adrian Li 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |

2 | LLM React App Javascript Template 🪐 3 |

4 |

5 | 6 | License 7 | 8 | 9 | Cosmos 10 | 11 | 12 | Cosmos 13 | 14 |

15 | 16 | ## What is this template? 17 | 18 | This template is an example project for a simple Large Language Model (LLM) application built on top of React and Node. This template was built on top of [the React template app from nano-react-app](https://github.com/nano-react-app/template-js) and updated with a Node server that uses [HuggingFace.js](https://github.com/huggingface/huggingface.js) and [LangChain.js](https://github.com/hwchase17/langchainjs) to connect to supported large language models. Use this template to easily build and run an LLM app, like the screenshot below: 19 | 20 | ![screenshot of LLM react app](./examples/llm-react-app.webp) 21 | 22 | ## Getting Started 23 | 24 | To get started, follow the below steps: 25 | 26 | 1. Create an `.env` file by copying the `SAMPLE_env` file and add the model store provider you'll be using (e.g. `HUGGING_FACE` or `OPEN_AI`) and the API keys for the models you are going to use 27 | 1. Install packages 28 | 1. Run the backend server that will start with a default port of `3100` 29 | 30 | ```bash 31 | yarn start-server 32 | ``` 33 | 34 | 1. Run the frontend server that will start with a default port of `5173`. 35 | 36 | ```bash 37 | yarn start 38 | ``` 39 | 40 | _Note:_ You can use the `-p` flag to specify a port for the frontend server. To do this, you can either run `yarn start` with an additional flag, like so: 41 | 42 | ```bash 43 | yarn start -- --port 3000 44 | ``` 45 | 46 | Or, edit the `start` script directly: 47 | 48 | ```bash 49 | vite --port 3000 50 | ``` 51 | 52 | Additional scripts are provided to prepare the app for production 53 | 54 | - `yarn build` — This will output a production build of the frontend app in the `dist` directory. 55 | - `yarn preview` — This will run the production build of the frontend app locally with a default port of `5173` (_note_: this will not work if you haven't generated the production build yet). 56 | 57 | ### Tutorials 58 | 59 | 👽 Looking for more content? Check out [our tutorials on running LLM apps](https://blog.golivecosmos.com/posts/) 📚 60 | 61 | ------------- 62 | 63 | ## How to Contribute 64 | 65 | Feel free to try out the template and open any issues if there's something you'd like to see added or fixed, or open a pull request to contribute. 66 | 67 | #### Shout out to the ⭐star gazers⭐ 68 | 69 | [![Stargazers repo roster for @golivecosmos/llm-react-node-app-template](https://reporoster.com/stars/golivecosmos/llm-react-node-app-template)](https://github.com/golivecosmos/llm-react-node-app-template/stargazers) 70 | 71 | #### Thanks for the forks🍴 72 | 73 | [![Forkers repo roster for @golivecosmos/llm-react-node-app-template](https://reporoster.com/forks/golivecosmos/llm-react-node-app-template)](https://github.com/golivecosmos/llm-react-node-app-template/network/members) 74 | -------------------------------------------------------------------------------- /client/App.jsx: -------------------------------------------------------------------------------- 1 | import React from 'react'; 2 | import { Chat } from './Chat'; 3 | 4 | export default () => { 5 | const gridStyle = { 6 | alignItems: 'center', 7 | display: 'flex', 8 | flexDirection: 'column', 9 | justifyContent: 'center', 10 | }; 11 | 12 | return ( 13 | <> 14 |
15 |

Welcome to the LLM React App

16 |

This app is connected to a large language model and ready to go. Ask it anything below.

17 | 18 |
19 | 20 | 21 | ) 22 | }; 23 | -------------------------------------------------------------------------------- /client/Chat.jsx: -------------------------------------------------------------------------------- 1 | import React, { useEffect, useState } from 'react'; 2 | import { chatServices } from './services/chat-services'; 3 | import { Grid, CircularProgress, Typography, Button } from '@mui/material'; 4 | import { KeyboardReturn } from '@mui/icons-material'; 5 | 6 | const styles = { 7 | grid: { 8 | alignItems: 'center', 9 | display: 'flex', 10 | flexDirection: 'column', 11 | justifyContent: 'center' 12 | }, 13 | input: { 14 | boxShadow: 24, 15 | height: '25px', 16 | width: '300px', 17 | minWidth: '100px' 18 | } 19 | } 20 | 21 | const Chat = () => { 22 | const [userInput, setUserInput] = useState(''); 23 | const [loading, setLoading] = useState(false); 24 | const [answer, setAnswer] = useState(''); 25 | const [error, setError] = useState(''); 26 | const [selectedFile, setSelectedFile] = useState(null); 27 | 28 | const handleInputChange = (event) => { 29 | setError(''); 30 | setUserInput(event.target.value); 31 | }; 32 | 33 | const handlSendUserInput = async (event) => { 34 | event.persist(); 35 | if (event.key !== "Enter") { 36 | return; 37 | } 38 | 39 | try { 40 | setLoading(true); 41 | const { response } = await chatServices.chatWithLLM({ userInput }); 42 | setAnswer(response); 43 | } catch (err) { 44 | setError(err); 45 | return; 46 | } finally { 47 | setLoading(false); 48 | } 49 | }; 50 | 51 | const handleFileChange = (event) => { 52 | setSelectedFile(event.target.files[0]); 53 | } 54 | 55 | const handleFileUpload = async () => { 56 | if (selectedFile) { 57 | try { 58 | setLoading(true); 59 | const form = new FormData(); 60 | form.append('chat-file', selectedFile); 61 | 62 | const { success } = await chatServices.ingestFile({ fileInput: form }) 63 | if (success) { 64 | setAnswer('Successfully ingested. Ask me anything.'); 65 | } 66 | } catch (err) { 67 | setSelectedFile(null); 68 | setError(err); 69 | } finally { 70 | setLoading(false); 71 | } 72 | } 73 | } 74 | 75 | useEffect(() => { 76 | if (userInput != null && userInput.trim() === "") { 77 | setAnswer(''); 78 | } 79 | }, [userInput]); 80 | 81 | return ( 82 | 83 | 84 |
85 | 91 | 92 | 93 |
94 | 95 |
96 | 97 | {selectedFile && ( 98 | 101 | )} 102 |
103 |
104 | 105 |
106 | {loading &&
107 | 108 | 109 | 110 |
} 111 | {answer && {answer}} 112 | {error &&

Something bad happened

} 113 |
114 |
115 |
116 | ); 117 | }; 118 | 119 | export { Chat }; -------------------------------------------------------------------------------- /client/images/keyboard-return-icon.svg: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /client/index.jsx: -------------------------------------------------------------------------------- 1 | import React from "react"; 2 | import { createRoot } from 'react-dom/client'; 3 | import App from "./App"; 4 | 5 | createRoot(document.getElementById('root')).render() 6 | -------------------------------------------------------------------------------- /client/services/chat-services.js: -------------------------------------------------------------------------------- 1 | import { requestClient } from './request-client'; 2 | 3 | const chatWithLLM = async ({ userInput }) => { 4 | const { data } = await requestClient.post('/chat', { userInput }, 120000); 5 | return data; 6 | }; 7 | 8 | const ingestFile = async ({ fileInput }) => { 9 | const { data } = await requestClient.post('/chat/ingest', fileInput, 10 | { 11 | timeout: 120000, 12 | headers: { 13 | 'Content-Type': `multipart/form-data: boundary=${fileInput._boundary}` 14 | } 15 | }); 16 | return data; 17 | }; 18 | 19 | const chatServices = { 20 | chatWithLLM, 21 | ingestFile, 22 | } 23 | 24 | export { chatServices }; 25 | -------------------------------------------------------------------------------- /client/services/request-client.js: -------------------------------------------------------------------------------- 1 | import axios from 'axios'; 2 | 3 | const requestClient = axios.create({ 4 | baseURL: 'http://localhost:3100', 5 | headers: { 6 | 'Content-Type': 'application/json' 7 | } 8 | }); 9 | 10 | requestClient.interceptors.response.use( 11 | res => res, 12 | err => { 13 | return Promise.reject(err); 14 | } 15 | ); 16 | 17 | export { requestClient }; 18 | -------------------------------------------------------------------------------- /examples/llm-react-app.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/golivecosmos/llm-react-node-app-template/54618c2dfe7fe3a46abdaf1fba74ea2e5b0934d0/examples/llm-react-app.webp -------------------------------------------------------------------------------- /examples/memory/bufferMemory.js: -------------------------------------------------------------------------------- 1 | import { ConversationChain } from 'langchain/chains'; 2 | import { ChatOpenAI } from 'langchain/chat_models/openai'; 3 | import { ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, SystemMessagePromptTemplate } from 'langchain/prompts'; 4 | import { BufferMemory } from 'langchain/memory'; 5 | 6 | process.env.OPENAI_API_KEY = 'YOUR API KEY'; 7 | 8 | const run = async () => { 9 | const llm = new ChatOpenAI({ temperature: 0, verbose: true }); 10 | const prompt = ChatPromptTemplate.fromPromptMessages([ 11 | SystemMessagePromptTemplate.fromTemplate('The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.'), 12 | new MessagesPlaceholder('history'), 13 | HumanMessagePromptTemplate.fromTemplate('{input}'), 14 | ]); 15 | 16 | const memory = new BufferMemory({ returnMessages: true }); 17 | const userInput = 'Hi I\'m a human'; 18 | 19 | const chain = new ConversationChain({ 20 | memory, 21 | prompt, 22 | llm, 23 | }); 24 | 25 | return chain.call({ 26 | input: userInput, 27 | }); 28 | }; 29 | 30 | run(); -------------------------------------------------------------------------------- /examples/memory/bufferWindowMemory.js: -------------------------------------------------------------------------------- 1 | import { ConversationChain } from 'langchain/chains'; 2 | import { ChatOpenAI } from 'langchain/chat_models/openai'; 3 | import { ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, SystemMessagePromptTemplate } from 'langchain/prompts'; 4 | import { BufferWindowMemory } from 'langchain/memory'; 5 | 6 | process.env.OPENAI_API_KEY = 'YOUR API KEY'; 7 | 8 | const run = async () => { 9 | const llm = new ChatOpenAI({ temperature: 0, verbose: true }); 10 | const prompt = ChatPromptTemplate.fromPromptMessages([ 11 | SystemMessagePromptTemplate.fromTemplate('The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.'), 12 | new MessagesPlaceholder('history'), 13 | HumanMessagePromptTemplate.fromTemplate('{input}'), 14 | ]); 15 | 16 | const memory = new BufferWindowMemory({ returnMessages: true, k: 5 }); 17 | const userInput = 'Hi I\'m a human'; 18 | 19 | const chain = new ConversationChain({ 20 | memory, 21 | prompt, 22 | llm, 23 | }); 24 | 25 | return chain.call({ 26 | input: userInput, 27 | }); 28 | } 29 | 30 | run(); -------------------------------------------------------------------------------- /examples/memory/conversationSummaryMemory.js: -------------------------------------------------------------------------------- 1 | import { ConversationChain } from 'langchain/chains'; 2 | import { ChatOpenAI } from 'langchain/chat_models/openai'; 3 | import { ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, SystemMessagePromptTemplate } from 'langchain/prompts'; 4 | import { ConversationSummaryMemory } from 'langchain/memory'; 5 | 6 | process.env.OPENAI_API_KEY = 'YOUR API KEY'; 7 | const run = async () => { 8 | const llm = new ChatOpenAI({ temperature: 0, verbose: true }); 9 | const prompt = ChatPromptTemplate.fromPromptMessages([ 10 | SystemMessagePromptTemplate.fromTemplate('The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.'), 11 | new MessagesPlaceholder('history'), 12 | HumanMessagePromptTemplate.fromTemplate('{input}'), 13 | ]); 14 | 15 | const memory = new ConversationSummaryMemory({ llm, returnMessages: true }); 16 | const userInput = 'Hi I\'m a human'; 17 | 18 | const chain = new ConversationChain({ 19 | memory, 20 | prompt, 21 | llm, 22 | }); 23 | 24 | return chain.call({ 25 | input: userInput, 26 | }); 27 | } 28 | 29 | run(); -------------------------------------------------------------------------------- /examples/memory/entityMemory.js: -------------------------------------------------------------------------------- 1 | import { ConversationChain } from 'langchain/chains'; 2 | import { ChatOpenAI } from 'langchain/chat_models/openai'; 3 | import { ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, SystemMessagePromptTemplate } from 'langchain/prompts'; 4 | import { EntityMemory } from 'langchain/memory'; 5 | 6 | process.env.OPENAI_API_KEY = 'YOUR API KEY'; 7 | const run = () => { 8 | const llm = new ChatOpenAI({ temperature: 0, verbose: true }); 9 | const prompt = ChatPromptTemplate.fromPromptMessages([ 10 | SystemMessagePromptTemplate.fromTemplate('The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.'), 11 | new MessagesPlaceholder('history'), 12 | HumanMessagePromptTemplate.fromTemplate('{input}'), 13 | ]); 14 | 15 | const memory = new EntityMemory({ llm, returnMessages: true }); 16 | const userInput = 'Hi I\'m a human'; 17 | 18 | const chain = new ConversationChain({ 19 | memory, 20 | prompt, 21 | llm, 22 | }); 23 | 24 | return chain.call({ 25 | input: userInput, 26 | }); 27 | }; 28 | 29 | run(); -------------------------------------------------------------------------------- /examples/sampleDocs/mlk_letter.txt: -------------------------------------------------------------------------------- 1 | My Dear Fellow Clergymen, 2 | 3 | While confined here in the Birmingham City Jail, I came across your recent statement calling our present activities “unwise and untimely.” Seldom, if ever, do I pause to answer criticism of my work and ideas … But since I feel that you are men of genuine good will and your criticisms are sincerely set forth, I would like to answer your statement in what I hope will be patient and reasonable terms. 4 | 5 | I think I should give the reason for my being in Birmingham, since you have been influenced by the argument of “outsiders coming in.” I have the honor of serving as president of the Southern Christian Leadership Conference, an organization operating in every Southern state with headquarters in Atlanta, Georgia. We have some 85 affiliate organizations all across the South … Several months ago our local affiliate here in Birmingham invited us to be on call to engage in a nonviolent direct action program if such were deemed necessary. We readily consented. 6 | 7 | In any nonviolent campaign there are four basic steps: 1) collection of the facts to determine whether injustices are alive; 2) negotiation; 3) self-purification; and 4) direct action. We have gone through all of these steps in Birmingham … Birmingham is probably the most thoroughly segregated city in the United States. Its ugly record of police brutality is known in every section of the country. Its unjust treatment of Negroes in the courts is a notorious reality. There have been more unsolved bombings of Negro homes and churches in Birmingham than in any city in this nation. These are the hard, brutal, and unbelievable facts. On the basis of these conditions Negro leaders sought to negotiate with the city fathers. But the political leaders consistently refused to engage in good faith negotiation. 8 | 9 | Then came the opportunity last September to talk with some of the leaders of the economic community. In these negotiating sessions certain promises were made by the merchants—such as the promise to remove the humiliating racial signs from the stores. On the basis of these promises Reverend Shuttlesworth and the leaders of the Alabama Christian Movement for Human Rights agreed to call a moratorium on any type of demonstrations. As the weeks and months unfolded we realized that we were the victims of a broken promise. The signs remained. As in so many experiences in the past, we were confronted with blasted hopes, and the dark shadow of a deep disappointment settled upon us. So we had no alternative except that of preparing for direct action, whereby we would present our very bodies as a means of laying our case before the conscience of the local and national community. We were not unmindful of the difficulties involved. So we decided to go through the process of self-purification. We started having workshops on nonviolence and repeatedly asked ourselves the questions, “are you able to accept the blows without retaliating?” “Are you able to endure the ordeals of jail?” 10 | 11 | You may well ask, “Why direct action? Why sit-ins, marches, etc.? Isn’t negotiation a better path?” You are exactly right in your call for negotiation. Indeed, this is the purpose of direct action. Nonviolent direct action seeks to create such a crisis and establish such creative tension that a community that has constantly refused to negotiate is forced to confront the issue. 12 | 13 | My friends, I must say to you that we have not made a single gain in civil rights without legal and nonviolent pressure. History is the long and tragic story of the fact that privileged groups seldom give up their privileges voluntarily. Individuals may see the moral light and give up their unjust posture; but as Reinhold Niebuhr has reminded us, groups are more immoral than individuals. 14 | 15 | We know through painful experience that freedom is never voluntarily given by the oppressor; it must be demanded by the oppressed. Frankly I have never yet engaged in a direct action movement that was “well timed,” according to the timetable of those who have not suffered unduly from the disease of segregation. For years now I have heard the word “Wait!” It rings in the ear of every Negro with a piercing familiarity. This “wait” has almost always meant “never.” It has been a tranquilizing Thalidomide, relieving the emotional stress for a moment, only to give birth to an ill-formed infant of frustration. We must come to see with the distinguished jurist of yesterday that “justice too long delayed is justice denied.” We have waited for more than 340 years for our constitutional and God-given rights. The nations of Asia and Africa are moving with jetlike speed toward the goal of political independence, and we still creep at horse and buggy pace toward the gaining of a cup of coffee at a lunch counter. 16 | 17 | I guess it is easy for those who have never felt the stinging darts of segregation to say wait. But when you have seen vicious mobs lynch your mothers and fathers at will and drown your sisters and brothers at whim; when you have seen hate-filled policemen curse, kick, brutalize, and even kill your black brothers and sisters with impunity; when you see the vast majority of your 20 million Negro brothers smothering in an airtight cage of poverty in the midst of an affluent society; when you suddenly find your tongue twisted and your speech stammering as you seek to explain to your six-year-old daughter why she can’t go to the public amusement park that has just been advertised on television, and see the tears welling up in her little eyes when she is told that Funtown is closed to colored children, and see the depressing clouds of inferiority begin to form in her little mental sky, and see her begin to distort her little personality by unconsciously developing a bitterness toward white people; when you have to concoct an answer for a five-year-old son who is asking in agonizing pathos: “Daddy, why do white people treat colored people so mean?” when you take a cross country drive and find it necessary to sleep night after night in the uncomfortable corners of your automobile because no motel will accept you; when you are humiliated day in and day out by nagging signs reading “white” men and “colored” when your first name becomes “nigger” and your middle name becomes “boy” (however old you are) and your last name becomes “John,” and when your wife and mother are never given the respected title of “Mrs.” when you are harried by day and haunted by night by the fact that you are a Negro, living constantly at tip-toe stance, never quite knowing what to expect next, and plagued with inner fears and outer resentments; when you are forever fighting a degenerating sense of “nobodiness”—then you will understand why we find it difficult to wait. There comes a time when the cup of endurance runs over, and men are no longer willing to be plunged into an abyss of injustice where they experience the bleakness of corroding despair. I hope, sirs, you can understand our legitimate and unavoidable impatience. 18 | 19 | I must make two honest confessions to you, my Christian and Jewish brothers. First, I must confess that over the last few years I have been gravely disappointed with the white moderate. I have almost reached the regrettable conclusion that the Negro’s great stumbling block in the stride toward freedom is not the White citizens’ “Councilor” or the Ku Klux Klanner, but the white moderate who is more devoted to “order” than to justice; who prefers a negative peace which is the absence of tension to a positive peace which is the presence of justice; who constantly says “I agree with you in the goal you seek, but I can’t agree with your methods of direst action” who paternistically feels that he can set the timetable for another man’s freedom; who lives by the myth of time and who constantly advises the Negro to wait until a “more convenient season.” Shallow understanding from people of good will is more frustrating than absolute misunderstanding from people of ill will. Lukewarm acceptance is much more bewildering than outright rejection. 20 | 21 | You spoke of our activity in Birmingham as extreme. At first I was rather disappointed that fellow clergymen would see my nonviolent efforts as those of an extremist. I started thinking about the fact that I stand in the middle of two opposing forces in the Negro community. One is a force of complacency made up of Negroes who, as a result of long years of oppression, have been so completely drained of self-respect and a sense of “somebodiness” that they have adjusted to segregation, and a few Negroes in the middle class who, because of a degree of academic and economic security, and at points they profit from segregation, have unconsciously become insensitive to the problems of the masses. The other force is one of bitterness and hatred and comes perilously close to advocating violence. It is expressed in the various black nationalist groups that are springing up over the nation, the largest and best known being Elijah Muhammad’s Muslim movement. This movement is nourished by the contemporary frustration over the continued existence of racial discrimination. It is made up of people who have lost faith in America, who have absolutely repudiated Christianity, and who have concluded that the white man in an incurable “devil.” 22 | 23 | The Negro has many pent-up resentments and latent frustrations. He has to get them out. So let him march sometime; let him have his prayer pilgrimages to the city hall; understand why he must have sit-ins and freedom rides. If his repressed emotions do not come out in these nonviolent ways, they will come out in ominous expressions of violence. This is not a threat; it is a fact of history. So I have not said to my people, “Get rid of your discontent.” But I have tried to say that this normal and healthy discontent can be channeled through the creative outlet of nonviolent direct action. 24 | 25 | In spite of my shattered dreams of the past, I came to Birmingham with the hope that the white religious leadership in the community would see the justice of our cause and, with deep moral concern, serve as the channel through which our just grievances could get to the power structure. I had hoped that each of you would understand. But again I have been disappointed. I have heard numerous religious leaders of the South call upon their worshippers to comply with a desegregation decision because it is the law, but I have longed to hear white ministers say follow this decree because integration is morally right and the Negro is your brother. In the midst of blatant injustices inflicted upon the Negro, I have watched white churches stand on the sideline and merely mouth pious irrelevancies and sanctimonious trivialities. In the midst of a mighty struggle to rid our nation of racial and economic injustice, I have heard so many ministers say, “Those are social issues with which the Gospel has no real concern,” and I have watched so many churches commit themselves to a completely other-worldly religion which made a strange distinction between body and soul, the sacred and the secular. 26 | 27 | I hope this letter finds you strong in the faith. I also hope that circumstances will soon make it possible for me to meet each of you, not as an integrationist or a civil rights leader, but as a fellow clergyman and a Christian brother. Let us all hope that the dark clouds of racial prejudice will soon pass away and the deep fog of misunderstanding will be lifted from our fear-drenched communities and in some not too distant tomorrow the radiant stars of love and brotherhood will shine over our great nation with all of their scintillating beauty. 28 | 29 | Yours for the cause of Peace and Brotherhood, -------------------------------------------------------------------------------- /examples/sampleDocs/synthetic_image_research.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/golivecosmos/llm-react-node-app-template/54618c2dfe7fe3a46abdaf1fba74ea2e5b0934d0/examples/sampleDocs/synthetic_image_research.pdf -------------------------------------------------------------------------------- /index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | LLM React App 5 | 6 | 7 |
8 | 9 | 10 | 11 | -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "llm-react-app-template", 3 | "version": "0.0.4", 4 | "description": "a react app with a large language model", 5 | "license": "MIT", 6 | "type": "module", 7 | "scripts": { 8 | "start": "vite", 9 | "preview": "vite preview", 10 | "build": "vite build", 11 | "start-server": "nodemon ./server/index.js" 12 | }, 13 | "dependencies": { 14 | "@emotion/react": "^11.11.0", 15 | "@emotion/styled": "^11.11.0", 16 | "@huggingface/inference": "^2.5.0", 17 | "@koa/cors": "^4.0.0", 18 | "@koa/router": "^12.0.0", 19 | "@mui/icons-material": "^5.11.16", 20 | "@mui/material": "^5.13.2", 21 | "axios": "^1.4.0", 22 | "d3-dsv": "2", 23 | "dotenv": "^16.0.3", 24 | "hnswlib-node": "^1.4.2", 25 | "koa": "^2.14.2", 26 | "koa-body": "^6.0.1", 27 | "koa-cors": "^0.0.16", 28 | "koa-logger": "^3.2.1", 29 | "langchain": "^0.0.84", 30 | "nodemon": "^2.0.22", 31 | "pdf-parse": "^1.1.1", 32 | "react": "^18.2.0", 33 | "react-dom": "^18.2.0" 34 | }, 35 | "devDependencies": { 36 | "babel-preset-nano-react-app": "^0.1.0", 37 | "vite": "^4.3.9" 38 | }, 39 | "babel": { 40 | "presets": [ 41 | "nano-react-app" 42 | ] 43 | } 44 | } 45 | -------------------------------------------------------------------------------- /server/config/model_store_constants.js: -------------------------------------------------------------------------------- 1 | import { HuggingFaceService } from '../services/hf.js' 2 | import { OpenAiService } from '../services/openai.js' 3 | 4 | export const MODEL_STORES = { 5 | 'HUGGING_FACE': HuggingFaceService, 6 | 'OPEN_AI': OpenAiService, 7 | }; 8 | 9 | export const { ENABLED_MODEL_STORE } = process.env; 10 | export const DEFAULT_ENABLED_MODEL_STORE = 'HUGGING_FACE'; 11 | 12 | export const enabledModel = ENABLED_MODEL_STORE || DEFAULT_ENABLED_MODEL_STORE; -------------------------------------------------------------------------------- /server/handlers/chat_handler.js: -------------------------------------------------------------------------------- 1 | import { MODEL_STORES, enabledModel } from '../config/model_store_constants.js'; 2 | 3 | class ChatService { 4 | constructor () { 5 | this.modelService = new MODEL_STORES[enabledModel] 6 | } 7 | 8 | async startChat(data) { 9 | const { body: { userInput } } = data; 10 | const response = await this.modelService.call(userInput); 11 | return response; 12 | } 13 | 14 | async ingestFile(data) { 15 | return this.modelService.ingestFile(data); 16 | } 17 | } 18 | 19 | export { ChatService }; 20 | -------------------------------------------------------------------------------- /server/index.js: -------------------------------------------------------------------------------- 1 | import 'dotenv/config' 2 | import Koa from 'koa'; 3 | import cors from '@koa/cors'; 4 | import { koaBody } from 'koa-body'; 5 | import logger from 'koa-logger'; 6 | 7 | // instantiate app 8 | const app = new Koa(); 9 | 10 | app.use(koaBody({ 11 | jsonLimit: '10mb', 12 | formLimit: '10mb', 13 | textLimit: '10mb', 14 | multipart: true, 15 | })); 16 | 17 | app.use(logger()); 18 | 19 | // CORS 20 | const corsOptions = { 21 | origin: '*', 22 | allowMethods: 'OPTIONS,GET,HEAD,POST,PUT,PATCH', 23 | allowHeaders: ['Authorization', 'Content-Type'], 24 | maxAge: 300000, 25 | }; 26 | app.use(cors(corsOptions)); 27 | 28 | import defaultRouter from '../server/routers/default.js'; 29 | import chatRouter from './routers/chat.js'; 30 | 31 | app.use(defaultRouter.routes()).use(defaultRouter.allowedMethods()); 32 | app.use(chatRouter.routes()).use(chatRouter.allowedMethods()); 33 | 34 | const PORT = 3100; 35 | 36 | main().catch(err => console.log('Error starting app:', err)); 37 | 38 | async function main() { 39 | console.log('Äpp is starting on port:', PORT); 40 | 41 | app.listen(PORT); 42 | } 43 | -------------------------------------------------------------------------------- /server/routers/chat.js: -------------------------------------------------------------------------------- 1 | import Router from '@koa/router'; 2 | 3 | import { ChatService } from '../handlers/chat_handler.js'; 4 | 5 | const router = new Router({ 6 | prefix: '/chat', 7 | }); 8 | 9 | const chatService = new ChatService(); 10 | 11 | router.post('/', async (ctx) => { 12 | const handlerData = {}; 13 | handlerData.body = ctx.request.body; 14 | handlerData.user = ctx.state.user; 15 | 16 | const res = await chatService.startChat(handlerData); 17 | ctx.body = res; 18 | }); 19 | 20 | router.post('/ingest', async (ctx) => { 21 | const handlerData = {}; 22 | handlerData.files = ctx.request.files; 23 | handlerData.user = ctx.state.user; 24 | const res = await chatService.ingestFile(handlerData); 25 | ctx.body = res; 26 | }); 27 | 28 | export default router; 29 | -------------------------------------------------------------------------------- /server/routers/default.js: -------------------------------------------------------------------------------- 1 | import Router from '@koa/router'; 2 | 3 | const router = new Router({}); 4 | 5 | router.get('/', async (ctx) => { 6 | ctx.body = { 7 | message: 'welcome to your LLM app server', 8 | }; 9 | return; 10 | }); 11 | 12 | export default router 13 | -------------------------------------------------------------------------------- /server/services/hf.js: -------------------------------------------------------------------------------- 1 | import { HfInference } from "@huggingface/inference"; 2 | 3 | const { HUGGINGFACEHUB_API_KEY } = process.env; 4 | 5 | class HuggingFaceService { 6 | constructor () { 7 | this.modelName = 'microsoft/DialoGPT-large'; 8 | this.model = new HfInference(HUGGINGFACEHUB_API_KEY); 9 | } 10 | 11 | ingestFile() { 12 | console.log('this is not implemented for HuggingFace yet'); 13 | } 14 | 15 | async call(userInput) { 16 | // TO DO: pass in past_user_inputs for context 17 | const response = await this.model.conversational({ 18 | model: this.modelName, 19 | temperature: 0, 20 | inputs: { 21 | text: userInput, 22 | } 23 | }); 24 | 25 | return { response: response && response.generated_text }; 26 | } 27 | } 28 | 29 | export { HuggingFaceService } 30 | -------------------------------------------------------------------------------- /server/services/openai.js: -------------------------------------------------------------------------------- 1 | import path from 'path'; 2 | import { HNSWLib } from "langchain/vectorstores/hnswlib"; 3 | import { RetrievalQAChain } from 'langchain/chains'; 4 | import { OpenAIEmbeddings } from "langchain/embeddings/openai"; 5 | import { ContextualCompressionRetriever } from "langchain/retrievers/contextual_compression"; 6 | import { LLMChainExtractor } from "langchain/retrievers/document_compressors/chain_extract"; 7 | import { ConversationChain } from 'langchain/chains'; 8 | import { PromptTemplate } from 'langchain/prompts'; 9 | import { ConversationSummaryMemory } from 'langchain/memory'; 10 | import { OpenAI } from 'langchain/llms/openai'; 11 | import { getFileLoader } from '../utils/documentLoader.js'; 12 | 13 | class OpenAiService { 14 | constructor () { 15 | this.model = new OpenAI({ temperature: 0, verbose: true }); 16 | 17 | this.prompt = PromptTemplate.fromTemplate(`The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know. 18 | 19 | Relevant pieces of previous conversation: 20 | {history} 21 | 22 | (You do not need to use these pieces of information if not relevant) 23 | 24 | Current conversation: 25 | Human: {input} 26 | AI:`); 27 | 28 | this.memory = new ConversationSummaryMemory({ llm: this.model, returnMessages: true }); 29 | this.vectorStore; 30 | this.retriever; 31 | this.chain; 32 | } 33 | 34 | assembleChain () { 35 | if (this.chain) return { chain: this.chain, inputType: 'query', responseType: 'text' }; 36 | 37 | const chain = new ConversationChain({ 38 | memory: this.memory, 39 | prompt: this.prompt, 40 | llm: this.model, 41 | }); 42 | return { chain, inputType: 'input', responseType: 'response' }; 43 | } 44 | 45 | async ingestFile(data) { 46 | const { files } = data; 47 | const { originalFilename, filepath } = files['chat-file']; 48 | const fileExtension = path.extname(originalFilename); 49 | 50 | const loader = getFileLoader(fileExtension, filepath); 51 | if (!loader) { 52 | throw Error('bad'); 53 | } 54 | 55 | const docs = await loader.load(); 56 | 57 | const baseCompressor = LLMChainExtractor.fromLLM(this.model); 58 | this.vectorStore = await HNSWLib.fromDocuments(docs, new OpenAIEmbeddings()); 59 | this.retriever = new ContextualCompressionRetriever({ 60 | baseCompressor, 61 | baseRetriever: this.vectorStore.asRetriever(), 62 | }); 63 | 64 | this.chain = RetrievalQAChain.fromLLM( 65 | this.model, 66 | this.retriever, 67 | { returnSourceDocuments: true } 68 | ); 69 | return { success: true }; 70 | } 71 | 72 | call = async (userInput) => { 73 | const { chain, inputType, responseType } = this.assembleChain(); 74 | 75 | const { [responseType]: response } = await chain.call({ 76 | [inputType]: userInput, 77 | }); 78 | 79 | return { response }; 80 | } 81 | } 82 | 83 | export { OpenAiService }; 84 | -------------------------------------------------------------------------------- /server/utils/documentLoader.js: -------------------------------------------------------------------------------- 1 | import { CSVLoader } from "langchain/document_loaders/fs/csv"; 2 | import { TextLoader } from "langchain/document_loaders/fs/text"; 3 | import { PDFLoader } from "langchain/document_loaders/fs/pdf"; 4 | 5 | const getFileLoader = (fileExt, filePath) => { 6 | let loader; 7 | switch (fileExt) { 8 | case '.pdf': 9 | loader = new PDFLoader(filePath); 10 | break; 11 | case '.txt': 12 | loader = new TextLoader(filePath); 13 | break; 14 | case '.csv': 15 | loader = new CSVLoader(filePath); 16 | break; 17 | default: 18 | console.log('unsupported format'); 19 | break; 20 | } 21 | 22 | return loader; 23 | }; 24 | 25 | 26 | export { getFileLoader }; 27 | -------------------------------------------------------------------------------- /yarn.lock: -------------------------------------------------------------------------------- 1 | # THIS IS AN AUTOGENERATED FILE. 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