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.push(userMessage);
  233. // session.messages.push(botMessage);
  234. session.messages = session.messages.concat([userMessage, botMessage]);
  235. });
  236. // make request
  237. console.log("[User Input] ", sendMessages);
  238. api.llm.chat({
  239. messages: sendMessages,
  240. config: { ...modelConfig, stream: true },
  241. onUpdate(message) {
  242. botMessage.streaming = true;
  243. if (message) {
  244. botMessage.content = message;
  245. }
  246. // set(() => ({}));
  247. get().updateCurrentSession((session) => {
  248. session.messages = session.messages.concat();
  249. });
  250. },
  251. onFinish(message) {
  252. botMessage.streaming = false;
  253. if (message) {
  254. botMessage.content = message;
  255. get().onNewMessage(botMessage);
  256. }
  257. ChatControllerPool.remove(
  258. sessionIndex,
  259. botMessage.id ?? messageIndex,
  260. );
  261. // set(() => ({}));
  262. },
  263. onError(error) {
  264. const isAborted = error.message.includes("aborted");
  265. botMessage.content =
  266. "\n\n" +
  267. prettyObject({
  268. error: true,
  269. message: error.message,
  270. });
  271. botMessage.streaming = false;
  272. userMessage.isError = !isAborted;
  273. botMessage.isError = !isAborted;
  274. set(() => ({}));
  275. ChatControllerPool.remove(
  276. sessionIndex,
  277. botMessage.id ?? messageIndex,
  278. );
  279. console.error("[Chat] failed ", error);
  280. },
  281. onController(controller) {
  282. // collect controller for stop/retry
  283. ChatControllerPool.addController(
  284. sessionIndex,
  285. botMessage.id ?? messageIndex,
  286. controller,
  287. );
  288. },
  289. });
  290. },
  291. getMemoryPrompt() {
  292. const session = get().currentSession();
  293. return {
  294. role: "system",
  295. content:
  296. session.memoryPrompt.length > 0
  297. ? Locale.Store.Prompt.History(session.memoryPrompt)
  298. : "",
  299. date: "",
  300. } as ChatMessage;
  301. },
  302. getMessagesWithMemory() {
  303. const session = get().currentSession();
  304. const modelConfig = session.mask.modelConfig;
  305. // wont send cleared context messages
  306. const clearedContextMessages = session.messages.slice(
  307. session.clearContextIndex ?? 0,
  308. );
  309. const messages = clearedContextMessages.filter((msg) => !msg.isError);
  310. const n = messages.length;
  311. const context = session.mask.context.slice();
  312. // long term memory
  313. if (
  314. modelConfig.sendMemory &&
  315. session.memoryPrompt &&
  316. session.memoryPrompt.length > 0
  317. ) {
  318. const memoryPrompt = get().getMemoryPrompt();
  319. context.push(memoryPrompt);
  320. }
  321. // get short term and unmemoried long term memory
  322. const shortTermMemoryMessageIndex = Math.max(
  323. 0,
  324. n - modelConfig.historyMessageCount,
  325. );
  326. const longTermMemoryMessageIndex = session.lastSummarizeIndex;
  327. const mostRecentIndex = Math.max(
  328. shortTermMemoryMessageIndex,
  329. longTermMemoryMessageIndex,
  330. );
  331. const threshold = modelConfig.compressMessageLengthThreshold * 2;
  332. // get recent messages as many as possible
  333. const reversedRecentMessages = [];
  334. for (
  335. let i = n - 1, count = 0;
  336. i >= mostRecentIndex && count < threshold;
  337. i -= 1
  338. ) {
  339. const msg = messages[i];
  340. if (!msg || msg.isError) continue;
  341. count += msg.content.length;
  342. reversedRecentMessages.push(msg);
  343. }
  344. // concat
  345. const recentMessages = context.concat(reversedRecentMessages.reverse());
  346. return recentMessages;
  347. },
  348. updateMessage(
  349. sessionIndex: number,
  350. messageIndex: number,
  351. updater: (message?: ChatMessage) => void,
  352. ) {
  353. const sessions = get().sessions;
  354. const session = sessions.at(sessionIndex);
  355. const messages = session?.messages;
  356. updater(messages?.at(messageIndex));
  357. set(() => ({ sessions }));
  358. },
  359. resetSession() {
  360. get().updateCurrentSession((session) => {
  361. session.messages = [];
  362. session.memoryPrompt = "";
  363. });
  364. },
  365. summarizeSession() {
  366. const session = get().currentSession();
  367. // remove error messages if any
  368. const messages = session.messages;
  369. // should summarize topic after chating more than 50 words
  370. const SUMMARIZE_MIN_LEN = 50;
  371. if (
  372. session.topic === DEFAULT_TOPIC &&
  373. countMessages(messages) >= SUMMARIZE_MIN_LEN
  374. ) {
  375. const topicMessages = messages.concat(
  376. createMessage({
  377. role: "user",
  378. content: Locale.Store.Prompt.Topic,
  379. }),
  380. );
  381. api.llm.chat({
  382. messages: topicMessages,
  383. config: {
  384. model: "gpt-3.5-turbo",
  385. },
  386. onFinish(message) {
  387. get().updateCurrentSession(
  388. (session) =>
  389. (session.topic =
  390. message.length > 0 ? trimTopic(message) : DEFAULT_TOPIC),
  391. );
  392. },
  393. });
  394. }
  395. const modelConfig = session.mask.modelConfig;
  396. const summarizeIndex = Math.max(
  397. session.lastSummarizeIndex,
  398. session.clearContextIndex ?? 0,
  399. );
  400. let toBeSummarizedMsgs = messages
  401. .filter((msg) => !msg.isError)
  402. .slice(summarizeIndex);
  403. const historyMsgLength = countMessages(toBeSummarizedMsgs);
  404. if (historyMsgLength > modelConfig?.max_tokens ?? 4000) {
  405. const n = toBeSummarizedMsgs.length;
  406. toBeSummarizedMsgs = toBeSummarizedMsgs.slice(
  407. Math.max(0, n - modelConfig.historyMessageCount),
  408. );
  409. }
  410. // add memory prompt
  411. toBeSummarizedMsgs.unshift(get().getMemoryPrompt());
  412. const lastSummarizeIndex = session.messages.length;
  413. console.log(
  414. "[Chat History] ",
  415. toBeSummarizedMsgs,
  416. historyMsgLength,
  417. modelConfig.compressMessageLengthThreshold,
  418. );
  419. if (
  420. historyMsgLength > modelConfig.compressMessageLengthThreshold &&
  421. modelConfig.sendMemory
  422. ) {
  423. api.llm.chat({
  424. messages: toBeSummarizedMsgs.concat({
  425. role: "system",
  426. content: Locale.Store.Prompt.Summarize,
  427. date: "",
  428. }),
  429. config: { ...modelConfig, stream: true },
  430. onUpdate(message) {
  431. session.memoryPrompt = message;
  432. },
  433. onFinish(message) {
  434. console.log("[Memory] ", message);
  435. session.lastSummarizeIndex = lastSummarizeIndex;
  436. },
  437. onError(err) {
  438. console.error("[Summarize] ", err);
  439. },
  440. });
  441. }
  442. },
  443. updateStat(message) {
  444. get().updateCurrentSession((session) => {
  445. session.stat.charCount += message.content.length;
  446. // TODO: should update chat count and word count
  447. });
  448. },
  449. updateCurrentSession(updater) {
  450. const sessions = get().sessions;
  451. const index = get().currentSessionIndex;
  452. updater(sessions[index]);
  453. set(() => ({ sessions }));
  454. },
  455. clearAllData() {
  456. localStorage.clear();
  457. location.reload();
  458. },
  459. }),
  460. {
  461. name: StoreKey.Chat,
  462. version: 2,
  463. migrate(persistedState, version) {
  464. const state = persistedState as any;
  465. const newState = JSON.parse(JSON.stringify(state)) as ChatStore;
  466. if (version < 2) {
  467. newState.globalId = 0;
  468. newState.sessions = [];
  469. const oldSessions = state.sessions;
  470. for (const oldSession of oldSessions) {
  471. const newSession = createEmptySession();
  472. newSession.topic = oldSession.topic;
  473. newSession.messages = [...oldSession.messages];
  474. newSession.mask.modelConfig.sendMemory = true;
  475. newSession.mask.modelConfig.historyMessageCount = 4;
  476. newSession.mask.modelConfig.compressMessageLengthThreshold = 1000;
  477. newState.sessions.push(newSession);
  478. }
  479. }
  480. return newState;
  481. },
  482. },
  483. ),
  484. );