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