chat.ts 16 KB

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  1. import { create } from "zustand";
  2. import { persist } from "zustand/middleware";
  3. import { trimTopic } from "../utils";
  4. import Locale from "../locales";
  5. import { showToast } from "../components/ui-lib";
  6. import { ModelType } from "./config";
  7. import { createEmptyMask, Mask } from "./mask";
  8. import { StoreKey } from "../constant";
  9. import { api, RequestMessage } from "../client/api";
  10. import { ChatControllerPool } from "../client/controller";
  11. import { prettyObject } from "../utils/format";
  12. import { estimateTokenLength } from "../utils/token";
  13. export type ChatMessage = RequestMessage & {
  14. date: string;
  15. streaming?: boolean;
  16. isError?: boolean;
  17. id?: number;
  18. model?: ModelType;
  19. };
  20. export function createMessage(override: Partial<ChatMessage>): ChatMessage {
  21. return {
  22. id: Date.now(),
  23. date: new Date().toLocaleString(),
  24. role: "user",
  25. content: "",
  26. ...override,
  27. };
  28. }
  29. export interface ChatStat {
  30. tokenCount: number;
  31. wordCount: number;
  32. charCount: number;
  33. }
  34. export interface ChatSession {
  35. id: number;
  36. topic: string;
  37. memoryPrompt: string;
  38. messages: ChatMessage[];
  39. stat: ChatStat;
  40. lastUpdate: number;
  41. lastSummarizeIndex: number;
  42. clearContextIndex?: number;
  43. mask: Mask;
  44. }
  45. export const DEFAULT_TOPIC = Locale.Store.DefaultTopic;
  46. export const BOT_HELLO: ChatMessage = createMessage({
  47. role: "assistant",
  48. content: Locale.Store.BotHello,
  49. });
  50. function createEmptySession(): ChatSession {
  51. return {
  52. id: Date.now() + Math.random(),
  53. topic: DEFAULT_TOPIC,
  54. memoryPrompt: "",
  55. messages: [],
  56. stat: {
  57. tokenCount: 0,
  58. wordCount: 0,
  59. charCount: 0,
  60. },
  61. lastUpdate: Date.now(),
  62. lastSummarizeIndex: 0,
  63. mask: createEmptyMask(),
  64. };
  65. }
  66. interface ChatStore {
  67. sessions: ChatSession[];
  68. currentSessionIndex: number;
  69. globalId: number;
  70. clearSessions: () => void;
  71. moveSession: (from: number, to: number) => void;
  72. selectSession: (index: number) => void;
  73. newSession: (mask?: Mask) => void;
  74. deleteSession: (index: number) => void;
  75. currentSession: () => ChatSession;
  76. onNewMessage: (message: ChatMessage) => void;
  77. onUserInput: (content: string) => Promise<void>;
  78. summarizeSession: () => void;
  79. updateStat: (message: ChatMessage) => void;
  80. updateCurrentSession: (updater: (session: ChatSession) => void) => void;
  81. updateMessage: (
  82. sessionIndex: number,
  83. messageIndex: number,
  84. updater: (message?: ChatMessage) => void,
  85. ) => void;
  86. resetSession: () => void;
  87. getMessagesWithMemory: () => ChatMessage[];
  88. getMemoryPrompt: () => ChatMessage;
  89. clearAllData: () => void;
  90. }
  91. function countMessages(msgs: ChatMessage[]) {
  92. return msgs.reduce((pre, cur) => pre + estimateTokenLength(cur.content), 0);
  93. }
  94. export const useChatStore = create<ChatStore>()(
  95. persist(
  96. (set, get) => ({
  97. sessions: [createEmptySession()],
  98. currentSessionIndex: 0,
  99. globalId: 0,
  100. clearSessions() {
  101. set(() => ({
  102. sessions: [createEmptySession()],
  103. currentSessionIndex: 0,
  104. }));
  105. },
  106. selectSession(index: number) {
  107. set({
  108. currentSessionIndex: index,
  109. });
  110. },
  111. moveSession(from: number, to: number) {
  112. set((state) => {
  113. const { sessions, currentSessionIndex: oldIndex } = state;
  114. // move the session
  115. const newSessions = [...sessions];
  116. const session = newSessions[from];
  117. newSessions.splice(from, 1);
  118. newSessions.splice(to, 0, session);
  119. // modify current session id
  120. let newIndex = oldIndex === from ? to : oldIndex;
  121. if (oldIndex > from && oldIndex <= to) {
  122. newIndex -= 1;
  123. } else if (oldIndex < from && oldIndex >= to) {
  124. newIndex += 1;
  125. }
  126. return {
  127. currentSessionIndex: newIndex,
  128. sessions: newSessions,
  129. };
  130. });
  131. },
  132. newSession(mask) {
  133. const session = createEmptySession();
  134. set(() => ({ globalId: get().globalId + 1 }));
  135. session.id = get().globalId;
  136. if (mask) {
  137. session.mask = { ...mask };
  138. session.topic = mask.name;
  139. }
  140. set((state) => ({
  141. currentSessionIndex: 0,
  142. sessions: [session].concat(state.sessions),
  143. }));
  144. },
  145. deleteSession(index) {
  146. const deletingLastSession = get().sessions.length === 1;
  147. const deletedSession = get().sessions.at(index);
  148. if (!deletedSession) return;
  149. const sessions = get().sessions.slice();
  150. sessions.splice(index, 1);
  151. const currentIndex = get().currentSessionIndex;
  152. let nextIndex = Math.min(
  153. currentIndex - Number(index < currentIndex),
  154. sessions.length - 1,
  155. );
  156. if (deletingLastSession) {
  157. nextIndex = 0;
  158. sessions.push(createEmptySession());
  159. }
  160. // for undo delete action
  161. const restoreState = {
  162. currentSessionIndex: get().currentSessionIndex,
  163. sessions: get().sessions.slice(),
  164. };
  165. set(() => ({
  166. currentSessionIndex: nextIndex,
  167. sessions,
  168. }));
  169. showToast(
  170. Locale.Home.DeleteToast,
  171. {
  172. text: Locale.Home.Revert,
  173. onClick() {
  174. set(() => restoreState);
  175. },
  176. },
  177. 5000,
  178. );
  179. },
  180. currentSession() {
  181. let index = get().currentSessionIndex;
  182. const sessions = get().sessions;
  183. if (index < 0 || index >= sessions.length) {
  184. index = Math.min(sessions.length - 1, Math.max(0, index));
  185. set(() => ({ currentSessionIndex: index }));
  186. }
  187. const session = sessions[index];
  188. return session;
  189. },
  190. onNewMessage(message) {
  191. get().updateCurrentSession((session) => {
  192. session.messages = session.messages.concat();
  193. session.lastUpdate = Date.now();
  194. });
  195. get().updateStat(message);
  196. get().summarizeSession();
  197. },
  198. async onUserInput(content) {
  199. const session = get().currentSession();
  200. const modelConfig = session.mask.modelConfig;
  201. const userMessage: ChatMessage = createMessage({
  202. role: "user",
  203. content,
  204. });
  205. const botMessage: ChatMessage = createMessage({
  206. role: "assistant",
  207. streaming: true,
  208. id: userMessage.id! + 1,
  209. model: modelConfig.model,
  210. });
  211. const systemInfo = createMessage({
  212. role: "system",
  213. content: `IMPORTANT: You are a virtual assistant powered by the ${
  214. modelConfig.model
  215. } model, now time is ${new Date().toLocaleString()}}`,
  216. id: botMessage.id! + 1,
  217. });
  218. // get recent messages
  219. const systemMessages = [];
  220. // if user define a mask with context prompts, wont send system info
  221. if (session.mask.context.length === 0) {
  222. systemMessages.push(systemInfo);
  223. }
  224. const recentMessages = get().getMessagesWithMemory();
  225. const sendMessages = systemMessages.concat(
  226. recentMessages.concat(userMessage),
  227. );
  228. const sessionIndex = get().currentSessionIndex;
  229. const messageIndex = get().currentSession().messages.length + 1;
  230. // save user's and bot's message
  231. get().updateCurrentSession((session) => {
  232. session.messages = session.messages.concat([userMessage, botMessage]);
  233. });
  234. // make request
  235. console.log("[User Input] ", sendMessages);
  236. api.llm.chat({
  237. messages: sendMessages,
  238. config: { ...modelConfig, stream: true },
  239. onUpdate(message) {
  240. botMessage.streaming = true;
  241. if (message) {
  242. botMessage.content = message;
  243. }
  244. get().updateCurrentSession((session) => {
  245. session.messages = session.messages.concat();
  246. });
  247. },
  248. onFinish(message) {
  249. botMessage.streaming = false;
  250. if (message) {
  251. botMessage.content = message;
  252. get().onNewMessage(botMessage);
  253. }
  254. ChatControllerPool.remove(
  255. sessionIndex,
  256. botMessage.id ?? messageIndex,
  257. );
  258. },
  259. onError(error) {
  260. const isAborted = error.message.includes("aborted");
  261. botMessage.content =
  262. "\n\n" +
  263. prettyObject({
  264. error: true,
  265. message: error.message,
  266. });
  267. botMessage.streaming = false;
  268. userMessage.isError = !isAborted;
  269. botMessage.isError = !isAborted;
  270. get().updateCurrentSession((session) => {
  271. session.messages = session.messages.concat();
  272. });
  273. ChatControllerPool.remove(
  274. sessionIndex,
  275. botMessage.id ?? messageIndex,
  276. );
  277. console.error("[Chat] failed ", error);
  278. },
  279. onController(controller) {
  280. // collect controller for stop/retry
  281. ChatControllerPool.addController(
  282. sessionIndex,
  283. botMessage.id ?? messageIndex,
  284. controller,
  285. );
  286. },
  287. });
  288. },
  289. getMemoryPrompt() {
  290. const session = get().currentSession();
  291. return {
  292. role: "system",
  293. content:
  294. session.memoryPrompt.length > 0
  295. ? Locale.Store.Prompt.History(session.memoryPrompt)
  296. : "",
  297. date: "",
  298. } as ChatMessage;
  299. },
  300. getMessagesWithMemory() {
  301. const session = get().currentSession();
  302. const modelConfig = session.mask.modelConfig;
  303. // wont send cleared context messages
  304. const clearedContextMessages = session.messages.slice(
  305. session.clearContextIndex ?? 0,
  306. );
  307. const messages = clearedContextMessages.filter((msg) => !msg.isError);
  308. const n = messages.length;
  309. const context = session.mask.context.slice();
  310. // long term memory
  311. if (
  312. modelConfig.sendMemory &&
  313. session.memoryPrompt &&
  314. session.memoryPrompt.length > 0
  315. ) {
  316. const memoryPrompt = get().getMemoryPrompt();
  317. context.push(memoryPrompt);
  318. }
  319. // get short term and unmemoried long term memory
  320. const shortTermMemoryMessageIndex = Math.max(
  321. 0,
  322. n - modelConfig.historyMessageCount,
  323. );
  324. const longTermMemoryMessageIndex = session.lastSummarizeIndex;
  325. const mostRecentIndex = Math.max(
  326. shortTermMemoryMessageIndex,
  327. longTermMemoryMessageIndex,
  328. );
  329. const threshold = modelConfig.compressMessageLengthThreshold * 2;
  330. // get recent messages as many as possible
  331. const reversedRecentMessages = [];
  332. for (
  333. let i = n - 1, count = 0;
  334. i >= mostRecentIndex && count < threshold;
  335. i -= 1
  336. ) {
  337. const msg = messages[i];
  338. if (!msg || msg.isError) continue;
  339. count += msg.content.length;
  340. reversedRecentMessages.push(msg);
  341. }
  342. // concat
  343. const recentMessages = context.concat(reversedRecentMessages.reverse());
  344. return recentMessages;
  345. },
  346. updateMessage(
  347. sessionIndex: number,
  348. messageIndex: number,
  349. updater: (message?: ChatMessage) => void,
  350. ) {
  351. const sessions = get().sessions;
  352. const session = sessions.at(sessionIndex);
  353. const messages = session?.messages;
  354. updater(messages?.at(messageIndex));
  355. set(() => ({ sessions }));
  356. },
  357. resetSession() {
  358. get().updateCurrentSession((session) => {
  359. session.messages = [];
  360. session.memoryPrompt = "";
  361. });
  362. },
  363. summarizeSession() {
  364. const session = get().currentSession();
  365. // remove error messages if any
  366. const messages = session.messages;
  367. // should summarize topic after chating more than 50 words
  368. const SUMMARIZE_MIN_LEN = 50;
  369. if (
  370. session.topic === DEFAULT_TOPIC &&
  371. countMessages(messages) >= SUMMARIZE_MIN_LEN
  372. ) {
  373. const topicMessages = messages.concat(
  374. createMessage({
  375. role: "user",
  376. content: Locale.Store.Prompt.Topic,
  377. }),
  378. );
  379. api.llm.chat({
  380. messages: topicMessages,
  381. config: {
  382. model: "gpt-3.5-turbo",
  383. },
  384. onFinish(message) {
  385. get().updateCurrentSession(
  386. (session) =>
  387. (session.topic =
  388. message.length > 0 ? trimTopic(message) : DEFAULT_TOPIC),
  389. );
  390. },
  391. });
  392. }
  393. const modelConfig = session.mask.modelConfig;
  394. const summarizeIndex = Math.max(
  395. session.lastSummarizeIndex,
  396. session.clearContextIndex ?? 0,
  397. );
  398. let toBeSummarizedMsgs = messages
  399. .filter((msg) => !msg.isError)
  400. .slice(summarizeIndex);
  401. const historyMsgLength = countMessages(toBeSummarizedMsgs);
  402. if (historyMsgLength > modelConfig?.max_tokens ?? 4000) {
  403. const n = toBeSummarizedMsgs.length;
  404. toBeSummarizedMsgs = toBeSummarizedMsgs.slice(
  405. Math.max(0, n - modelConfig.historyMessageCount),
  406. );
  407. }
  408. // add memory prompt
  409. toBeSummarizedMsgs.unshift(get().getMemoryPrompt());
  410. const lastSummarizeIndex = session.messages.length;
  411. console.log(
  412. "[Chat History] ",
  413. toBeSummarizedMsgs,
  414. historyMsgLength,
  415. modelConfig.compressMessageLengthThreshold,
  416. );
  417. if (
  418. historyMsgLength > modelConfig.compressMessageLengthThreshold &&
  419. modelConfig.sendMemory
  420. ) {
  421. api.llm.chat({
  422. messages: toBeSummarizedMsgs.concat({
  423. role: "system",
  424. content: Locale.Store.Prompt.Summarize,
  425. date: "",
  426. }),
  427. config: { ...modelConfig, stream: true },
  428. onUpdate(message) {
  429. session.memoryPrompt = message;
  430. },
  431. onFinish(message) {
  432. console.log("[Memory] ", message);
  433. session.lastSummarizeIndex = lastSummarizeIndex;
  434. },
  435. onError(err) {
  436. console.error("[Summarize] ", err);
  437. },
  438. });
  439. }
  440. },
  441. updateStat(message) {
  442. get().updateCurrentSession((session) => {
  443. session.stat.charCount += message.content.length;
  444. // TODO: should update chat count and word count
  445. });
  446. },
  447. updateCurrentSession(updater) {
  448. const sessions = get().sessions;
  449. const index = get().currentSessionIndex;
  450. updater(sessions[index]);
  451. set(() => ({ sessions }));
  452. },
  453. clearAllData() {
  454. localStorage.clear();
  455. location.reload();
  456. },
  457. }),
  458. {
  459. name: StoreKey.Chat,
  460. version: 2,
  461. migrate(persistedState, version) {
  462. const state = persistedState as any;
  463. const newState = JSON.parse(JSON.stringify(state)) as ChatStore;
  464. if (version < 2) {
  465. newState.globalId = 0;
  466. newState.sessions = [];
  467. const oldSessions = state.sessions;
  468. for (const oldSession of oldSessions) {
  469. const newSession = createEmptySession();
  470. newSession.topic = oldSession.topic;
  471. newSession.messages = [...oldSession.messages];
  472. newSession.mask.modelConfig.sendMemory = true;
  473. newSession.mask.modelConfig.historyMessageCount = 4;
  474. newSession.mask.modelConfig.compressMessageLengthThreshold = 1000;
  475. newState.sessions.push(newSession);
  476. }
  477. }
  478. return newState;
  479. },
  480. },
  481. ),
  482. );