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