chat.ts 14 KB

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  1. import { create } from "zustand";
  2. import { persist } from "zustand/middleware";
  3. import { type ChatCompletionResponseMessage } from "openai";
  4. import {
  5. ControllerPool,
  6. requestChatStream,
  7. requestWithPrompt,
  8. } from "../requests";
  9. import { trimTopic } from "../utils";
  10. import Locale from "../locales";
  11. import { showToast } from "../components/ui-lib";
  12. import { ModelType } from "./config";
  13. import { createEmptyMask, Mask } from "./mask";
  14. import { StoreKey } from "../constant";
  15. import { api } from "../client/api";
  16. export type Message = ChatCompletionResponseMessage & {
  17. date: string;
  18. streaming?: boolean;
  19. isError?: boolean;
  20. id?: number;
  21. model?: ModelType;
  22. };
  23. export function createMessage(override: Partial<Message>): Message {
  24. return {
  25. id: Date.now(),
  26. date: new Date().toLocaleString(),
  27. role: "user",
  28. content: "",
  29. ...override,
  30. };
  31. }
  32. export const ROLES: Message["role"][] = ["system", "user", "assistant"];
  33. export interface ChatStat {
  34. tokenCount: number;
  35. wordCount: number;
  36. charCount: number;
  37. }
  38. export interface ChatSession {
  39. id: number;
  40. topic: string;
  41. memoryPrompt: string;
  42. messages: Message[];
  43. stat: ChatStat;
  44. lastUpdate: number;
  45. lastSummarizeIndex: number;
  46. mask: Mask;
  47. }
  48. export const DEFAULT_TOPIC = Locale.Store.DefaultTopic;
  49. export const BOT_HELLO: Message = createMessage({
  50. role: "assistant",
  51. content: Locale.Store.BotHello,
  52. });
  53. function createEmptySession(): ChatSession {
  54. return {
  55. id: Date.now() + Math.random(),
  56. topic: DEFAULT_TOPIC,
  57. memoryPrompt: "",
  58. messages: [],
  59. stat: {
  60. tokenCount: 0,
  61. wordCount: 0,
  62. charCount: 0,
  63. },
  64. lastUpdate: Date.now(),
  65. lastSummarizeIndex: 0,
  66. mask: createEmptyMask(),
  67. };
  68. }
  69. interface ChatStore {
  70. sessions: ChatSession[];
  71. currentSessionIndex: number;
  72. globalId: number;
  73. clearSessions: () => void;
  74. moveSession: (from: number, to: number) => void;
  75. selectSession: (index: number) => void;
  76. newSession: (mask?: Mask) => void;
  77. deleteSession: (index: number) => void;
  78. currentSession: () => ChatSession;
  79. onNewMessage: (message: Message) => void;
  80. onUserInput: (content: string) => Promise<void>;
  81. summarizeSession: () => void;
  82. updateStat: (message: Message) => void;
  83. updateCurrentSession: (updater: (session: ChatSession) => void) => void;
  84. updateMessage: (
  85. sessionIndex: number,
  86. messageIndex: number,
  87. updater: (message?: Message) => void,
  88. ) => void;
  89. resetSession: () => void;
  90. getMessagesWithMemory: () => Message[];
  91. getMemoryPrompt: () => Message;
  92. clearAllData: () => void;
  93. }
  94. function countMessages(msgs: Message[]) {
  95. return msgs.reduce((pre, cur) => pre + cur.content.length, 0);
  96. }
  97. export const useChatStore = create<ChatStore>()(
  98. persist(
  99. (set, get) => ({
  100. sessions: [createEmptySession()],
  101. currentSessionIndex: 0,
  102. globalId: 0,
  103. clearSessions() {
  104. set(() => ({
  105. sessions: [createEmptySession()],
  106. currentSessionIndex: 0,
  107. }));
  108. },
  109. selectSession(index: number) {
  110. set({
  111. currentSessionIndex: index,
  112. });
  113. },
  114. moveSession(from: number, to: number) {
  115. set((state) => {
  116. const { sessions, currentSessionIndex: oldIndex } = state;
  117. // move the session
  118. const newSessions = [...sessions];
  119. const session = newSessions[from];
  120. newSessions.splice(from, 1);
  121. newSessions.splice(to, 0, session);
  122. // modify current session id
  123. let newIndex = oldIndex === from ? to : oldIndex;
  124. if (oldIndex > from && oldIndex <= to) {
  125. newIndex -= 1;
  126. } else if (oldIndex < from && oldIndex >= to) {
  127. newIndex += 1;
  128. }
  129. return {
  130. currentSessionIndex: newIndex,
  131. sessions: newSessions,
  132. };
  133. });
  134. },
  135. newSession(mask) {
  136. const session = createEmptySession();
  137. set(() => ({ globalId: get().globalId + 1 }));
  138. session.id = get().globalId;
  139. if (mask) {
  140. session.mask = { ...mask };
  141. session.topic = mask.name;
  142. }
  143. set((state) => ({
  144. currentSessionIndex: 0,
  145. sessions: [session].concat(state.sessions),
  146. }));
  147. },
  148. deleteSession(index) {
  149. const deletingLastSession = get().sessions.length === 1;
  150. const deletedSession = get().sessions.at(index);
  151. if (!deletedSession) return;
  152. const sessions = get().sessions.slice();
  153. sessions.splice(index, 1);
  154. const currentIndex = get().currentSessionIndex;
  155. let nextIndex = Math.min(
  156. currentIndex - Number(index < currentIndex),
  157. sessions.length - 1,
  158. );
  159. if (deletingLastSession) {
  160. nextIndex = 0;
  161. sessions.push(createEmptySession());
  162. }
  163. // for undo delete action
  164. const restoreState = {
  165. currentSessionIndex: get().currentSessionIndex,
  166. sessions: get().sessions.slice(),
  167. };
  168. set(() => ({
  169. currentSessionIndex: nextIndex,
  170. sessions,
  171. }));
  172. showToast(
  173. Locale.Home.DeleteToast,
  174. {
  175. text: Locale.Home.Revert,
  176. onClick() {
  177. set(() => restoreState);
  178. },
  179. },
  180. 5000,
  181. );
  182. },
  183. currentSession() {
  184. let index = get().currentSessionIndex;
  185. const sessions = get().sessions;
  186. if (index < 0 || index >= sessions.length) {
  187. index = Math.min(sessions.length - 1, Math.max(0, index));
  188. set(() => ({ currentSessionIndex: index }));
  189. }
  190. const session = sessions[index];
  191. return session;
  192. },
  193. onNewMessage(message) {
  194. get().updateCurrentSession((session) => {
  195. session.lastUpdate = Date.now();
  196. });
  197. get().updateStat(message);
  198. get().summarizeSession();
  199. },
  200. async onUserInput(content) {
  201. const session = get().currentSession();
  202. const modelConfig = session.mask.modelConfig;
  203. const userMessage: Message = createMessage({
  204. role: "user",
  205. content,
  206. });
  207. const botMessage: Message = createMessage({
  208. role: "assistant",
  209. streaming: true,
  210. id: userMessage.id! + 1,
  211. model: modelConfig.model,
  212. });
  213. const systemInfo = createMessage({
  214. role: "system",
  215. content: `IMPRTANT: You are a virtual assistant powered by the ${
  216. modelConfig.model
  217. } model, now time is ${new Date().toLocaleString()}}`,
  218. id: botMessage.id! + 1,
  219. });
  220. // get recent messages
  221. const systemMessages = [systemInfo];
  222. const recentMessages = get().getMessagesWithMemory();
  223. const sendMessages = systemMessages.concat(
  224. recentMessages.concat(userMessage),
  225. );
  226. const sessionIndex = get().currentSessionIndex;
  227. const messageIndex = get().currentSession().messages.length + 1;
  228. // save user's and bot's message
  229. get().updateCurrentSession((session) => {
  230. session.messages.push(userMessage);
  231. session.messages.push(botMessage);
  232. });
  233. // make request
  234. console.log("[User Input] ", sendMessages);
  235. requestChatStream(sendMessages, {
  236. onMessage(content, done) {
  237. // stream response
  238. if (done) {
  239. botMessage.streaming = false;
  240. botMessage.content = content;
  241. get().onNewMessage(botMessage);
  242. ControllerPool.remove(
  243. sessionIndex,
  244. botMessage.id ?? messageIndex,
  245. );
  246. } else {
  247. botMessage.content = content;
  248. set(() => ({}));
  249. }
  250. },
  251. onError(error, statusCode) {
  252. const isAborted = error.message.includes("aborted");
  253. if (statusCode === 401) {
  254. botMessage.content = Locale.Error.Unauthorized;
  255. } else if (!isAborted) {
  256. botMessage.content += "\n\n" + Locale.Store.Error;
  257. }
  258. botMessage.streaming = false;
  259. userMessage.isError = !isAborted;
  260. botMessage.isError = !isAborted;
  261. set(() => ({}));
  262. ControllerPool.remove(sessionIndex, botMessage.id ?? messageIndex);
  263. },
  264. onController(controller) {
  265. // collect controller for stop/retry
  266. ControllerPool.addController(
  267. sessionIndex,
  268. botMessage.id ?? messageIndex,
  269. controller,
  270. );
  271. },
  272. modelConfig: { ...modelConfig },
  273. });
  274. },
  275. getMemoryPrompt() {
  276. const session = get().currentSession();
  277. return {
  278. role: "system",
  279. content:
  280. session.memoryPrompt.length > 0
  281. ? Locale.Store.Prompt.History(session.memoryPrompt)
  282. : "",
  283. date: "",
  284. } as Message;
  285. },
  286. getMessagesWithMemory() {
  287. const session = get().currentSession();
  288. const modelConfig = session.mask.modelConfig;
  289. const messages = session.messages.filter((msg) => !msg.isError);
  290. const n = messages.length;
  291. const context = session.mask.context.slice();
  292. // long term memory
  293. if (
  294. modelConfig.sendMemory &&
  295. session.memoryPrompt &&
  296. session.memoryPrompt.length > 0
  297. ) {
  298. const memoryPrompt = get().getMemoryPrompt();
  299. context.push(memoryPrompt);
  300. }
  301. // get short term and unmemoried long term memory
  302. const shortTermMemoryMessageIndex = Math.max(
  303. 0,
  304. n - modelConfig.historyMessageCount,
  305. );
  306. const longTermMemoryMessageIndex = session.lastSummarizeIndex;
  307. const oldestIndex = Math.max(
  308. shortTermMemoryMessageIndex,
  309. longTermMemoryMessageIndex,
  310. );
  311. const threshold = modelConfig.compressMessageLengthThreshold;
  312. // get recent messages as many as possible
  313. const reversedRecentMessages = [];
  314. for (
  315. let i = n - 1, count = 0;
  316. i >= oldestIndex && count < threshold;
  317. i -= 1
  318. ) {
  319. const msg = messages[i];
  320. if (!msg || msg.isError) continue;
  321. count += msg.content.length;
  322. reversedRecentMessages.push(msg);
  323. }
  324. // concat
  325. const recentMessages = context.concat(reversedRecentMessages.reverse());
  326. return recentMessages;
  327. },
  328. updateMessage(
  329. sessionIndex: number,
  330. messageIndex: number,
  331. updater: (message?: Message) => void,
  332. ) {
  333. const sessions = get().sessions;
  334. const session = sessions.at(sessionIndex);
  335. const messages = session?.messages;
  336. updater(messages?.at(messageIndex));
  337. set(() => ({ sessions }));
  338. },
  339. resetSession() {
  340. get().updateCurrentSession((session) => {
  341. session.messages = [];
  342. session.memoryPrompt = "";
  343. });
  344. },
  345. summarizeSession() {
  346. const session = get().currentSession();
  347. // should summarize topic after chating more than 50 words
  348. const SUMMARIZE_MIN_LEN = 50;
  349. if (
  350. session.topic === DEFAULT_TOPIC &&
  351. countMessages(session.messages) >= SUMMARIZE_MIN_LEN
  352. ) {
  353. requestWithPrompt(session.messages, Locale.Store.Prompt.Topic, {
  354. model: "gpt-3.5-turbo",
  355. }).then((res) => {
  356. get().updateCurrentSession(
  357. (session) =>
  358. (session.topic = res ? trimTopic(res) : DEFAULT_TOPIC),
  359. );
  360. });
  361. }
  362. const modelConfig = session.mask.modelConfig;
  363. let toBeSummarizedMsgs = session.messages.slice(
  364. session.lastSummarizeIndex,
  365. );
  366. const historyMsgLength = countMessages(toBeSummarizedMsgs);
  367. if (historyMsgLength > modelConfig?.max_tokens ?? 4000) {
  368. const n = toBeSummarizedMsgs.length;
  369. toBeSummarizedMsgs = toBeSummarizedMsgs.slice(
  370. Math.max(0, n - modelConfig.historyMessageCount),
  371. );
  372. }
  373. // add memory prompt
  374. toBeSummarizedMsgs.unshift(get().getMemoryPrompt());
  375. const lastSummarizeIndex = session.messages.length;
  376. console.log(
  377. "[Chat History] ",
  378. toBeSummarizedMsgs,
  379. historyMsgLength,
  380. modelConfig.compressMessageLengthThreshold,
  381. );
  382. if (
  383. historyMsgLength > modelConfig.compressMessageLengthThreshold &&
  384. session.mask.modelConfig.sendMemory
  385. ) {
  386. requestChatStream(
  387. toBeSummarizedMsgs.concat({
  388. role: "system",
  389. content: Locale.Store.Prompt.Summarize,
  390. date: "",
  391. }),
  392. {
  393. overrideModel: "gpt-3.5-turbo",
  394. onMessage(message, done) {
  395. session.memoryPrompt = message;
  396. if (done) {
  397. console.log("[Memory] ", session.memoryPrompt);
  398. session.lastSummarizeIndex = lastSummarizeIndex;
  399. }
  400. },
  401. onError(error) {
  402. console.error("[Summarize] ", error);
  403. },
  404. },
  405. );
  406. }
  407. },
  408. updateStat(message) {
  409. get().updateCurrentSession((session) => {
  410. session.stat.charCount += message.content.length;
  411. // TODO: should update chat count and word count
  412. });
  413. },
  414. updateCurrentSession(updater) {
  415. const sessions = get().sessions;
  416. const index = get().currentSessionIndex;
  417. updater(sessions[index]);
  418. set(() => ({ sessions }));
  419. },
  420. clearAllData() {
  421. localStorage.clear();
  422. location.reload();
  423. },
  424. }),
  425. {
  426. name: StoreKey.Chat,
  427. version: 2,
  428. migrate(persistedState, version) {
  429. const state = persistedState as any;
  430. const newState = JSON.parse(JSON.stringify(state)) as ChatStore;
  431. if (version < 2) {
  432. newState.globalId = 0;
  433. newState.sessions = [];
  434. const oldSessions = state.sessions;
  435. for (const oldSession of oldSessions) {
  436. const newSession = createEmptySession();
  437. newSession.topic = oldSession.topic;
  438. newSession.messages = [...oldSession.messages];
  439. newSession.mask.modelConfig.sendMemory = true;
  440. newSession.mask.modelConfig.historyMessageCount = 4;
  441. newSession.mask.modelConfig.compressMessageLengthThreshold = 1000;
  442. newState.sessions.push(newSession);
  443. }
  444. }
  445. return newState;
  446. },
  447. },
  448. ),
  449. );