chat.ts 21 KB

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  1. import { trimTopic, getMessageTextContent } from "../utils";
  2. import Locale, { getLang } from "../locales";
  3. import { showToast } from "../components/ui-lib";
  4. import { ModelConfig, ModelType, useAppConfig } from "./config";
  5. import { createEmptyMask, Mask } from "./mask";
  6. import {
  7. DEFAULT_INPUT_TEMPLATE,
  8. DEFAULT_MODELS,
  9. DEFAULT_SYSTEM_TEMPLATE,
  10. KnowledgeCutOffDate,
  11. StoreKey,
  12. SUMMARIZE_MODEL,
  13. GEMINI_SUMMARIZE_MODEL,
  14. ServiceProvider,
  15. } from "../constant";
  16. import { getClientApi } from "../client/api";
  17. import type {
  18. ClientApi,
  19. RequestMessage,
  20. MultimodalContent,
  21. } from "../client/api";
  22. import { ChatControllerPool } from "../client/controller";
  23. import { prettyObject } from "../utils/format";
  24. import { estimateTokenLength } from "../utils/token";
  25. import { nanoid } from "nanoid";
  26. import { createPersistStore } from "../utils/store";
  27. import { collectModelsWithDefaultModel } from "../utils/model";
  28. import { useAccessStore } from "./access";
  29. import { isDalle3 } from "../utils";
  30. export type ChatMessage = RequestMessage & {
  31. date: string;
  32. streaming?: boolean;
  33. isError?: boolean;
  34. id: string;
  35. model?: ModelType;
  36. };
  37. export function createMessage(override: Partial<ChatMessage>): ChatMessage {
  38. return {
  39. id: nanoid(),
  40. date: new Date().toLocaleString(),
  41. role: "user",
  42. content: "",
  43. ...override,
  44. };
  45. }
  46. export interface ChatStat {
  47. tokenCount: number;
  48. wordCount: number;
  49. charCount: number;
  50. }
  51. export interface ChatSession {
  52. appId: string,
  53. id: string;
  54. topic: string;
  55. memoryPrompt: string;
  56. messages: ChatMessage[];
  57. stat: ChatStat;
  58. lastUpdate: number;
  59. lastSummarizeIndex: number;
  60. clearContextIndex?: number;
  61. mask: Mask;
  62. }
  63. export const DEFAULT_TOPIC = Locale.Store.DefaultTopic;
  64. export const BOT_HELLO: ChatMessage = createMessage({
  65. role: "assistant",
  66. content: '您好,欢迎使用建科数字监理员,与本项目相关的问题都可以问我。',
  67. });
  68. function createEmptySession(): ChatSession {
  69. return {
  70. appId: '',
  71. id: nanoid(),
  72. topic: DEFAULT_TOPIC,
  73. memoryPrompt: "",
  74. messages: [],
  75. stat: {
  76. tokenCount: 0,
  77. wordCount: 0,
  78. charCount: 0,
  79. },
  80. lastUpdate: Date.now(),
  81. lastSummarizeIndex: 0,
  82. mask: createEmptyMask(),
  83. };
  84. }
  85. function getSummarizeModel(currentModel: string) {
  86. // if it is using gpt-* models, force to use 4o-mini to summarize
  87. if (currentModel.startsWith("gpt")) {
  88. const configStore = useAppConfig.getState();
  89. const accessStore = useAccessStore.getState();
  90. const allModel = collectModelsWithDefaultModel(
  91. configStore.models,
  92. [configStore.customModels, accessStore.customModels].join(","),
  93. accessStore.defaultModel,
  94. );
  95. const summarizeModel = allModel.find(
  96. (m) => m.name === SUMMARIZE_MODEL && m.available,
  97. );
  98. return summarizeModel?.name ?? currentModel;
  99. }
  100. if (currentModel.startsWith("gemini")) {
  101. return GEMINI_SUMMARIZE_MODEL;
  102. }
  103. return currentModel;
  104. }
  105. function countMessages(msgs: ChatMessage[]) {
  106. return msgs.reduce(
  107. (pre, cur) => pre + estimateTokenLength(getMessageTextContent(cur)),
  108. 0,
  109. );
  110. }
  111. function fillTemplateWith(input: string, modelConfig: ModelConfig) {
  112. const cutoff =
  113. KnowledgeCutOffDate[modelConfig.model] ?? KnowledgeCutOffDate.default;
  114. // Find the model in the DEFAULT_MODELS array that matches the modelConfig.model
  115. const modelInfo = DEFAULT_MODELS.find((m) => m.name === modelConfig.model);
  116. var serviceProvider = "OpenAI";
  117. if (modelInfo) {
  118. // TODO: auto detect the providerName from the modelConfig.model
  119. // Directly use the providerName from the modelInfo
  120. serviceProvider = modelInfo.provider.providerName;
  121. }
  122. const vars = {
  123. ServiceProvider: serviceProvider,
  124. cutoff,
  125. model: modelConfig.model,
  126. time: new Date().toString(),
  127. lang: getLang(),
  128. input: input,
  129. };
  130. let output = modelConfig.template ?? DEFAULT_INPUT_TEMPLATE;
  131. // remove duplicate
  132. if (input.startsWith(output)) {
  133. output = "";
  134. }
  135. // must contains {{input}}
  136. const inputVar = "{{input}}";
  137. if (!output.includes(inputVar)) {
  138. output += "\n" + inputVar;
  139. }
  140. Object.entries(vars).forEach(([name, value]) => {
  141. const regex = new RegExp(`{{${name}}}`, "g");
  142. output = output.replace(regex, value.toString()); // Ensure value is a string
  143. });
  144. return output;
  145. }
  146. const DEFAULT_CHAT_STATE = {
  147. sessions: [createEmptySession()],
  148. currentSessionIndex: 0,
  149. };
  150. export const useChatStore = createPersistStore(
  151. DEFAULT_CHAT_STATE,
  152. (set, _get) => {
  153. function get() {
  154. return {
  155. ..._get(),
  156. ...methods,
  157. };
  158. }
  159. const methods = {
  160. clearSessions() {
  161. set(() => ({
  162. sessions: [createEmptySession()],
  163. currentSessionIndex: 0,
  164. }));
  165. },
  166. selectSession(index: number) {
  167. set({
  168. currentSessionIndex: index,
  169. });
  170. },
  171. moveSession(from: number, to: number) {
  172. set((state) => {
  173. const { sessions, currentSessionIndex: oldIndex } = state;
  174. // move the session
  175. const newSessions = [...sessions];
  176. const session = newSessions[from];
  177. newSessions.splice(from, 1);
  178. newSessions.splice(to, 0, session);
  179. // modify current session id
  180. let newIndex = oldIndex === from ? to : oldIndex;
  181. if (oldIndex > from && oldIndex <= to) {
  182. newIndex -= 1;
  183. } else if (oldIndex < from && oldIndex >= to) {
  184. newIndex += 1;
  185. }
  186. return {
  187. currentSessionIndex: newIndex,
  188. sessions: newSessions,
  189. };
  190. });
  191. },
  192. newSession(mask?: Mask) {
  193. const session = createEmptySession();
  194. if (mask) {
  195. const config = useAppConfig.getState();
  196. const globalModelConfig = config.modelConfig;
  197. session.mask = {
  198. ...mask,
  199. modelConfig: {
  200. ...globalModelConfig,
  201. ...mask.modelConfig,
  202. },
  203. };
  204. session.topic = mask.name;
  205. }
  206. set((state) => ({
  207. currentSessionIndex: 0,
  208. sessions: [session].concat(state.sessions),
  209. }));
  210. },
  211. nextSession(delta: number) {
  212. const n = get().sessions.length;
  213. const limit = (x: number) => (x + n) % n;
  214. const i = get().currentSessionIndex;
  215. get().selectSession(limit(i + delta));
  216. },
  217. deleteSession(index: number) {
  218. const deletingLastSession = get().sessions.length === 1;
  219. const deletedSession = get().sessions.at(index);
  220. if (!deletedSession) return;
  221. const sessions = get().sessions.slice();
  222. sessions.splice(index, 1);
  223. const currentIndex = get().currentSessionIndex;
  224. let nextIndex = Math.min(
  225. currentIndex - Number(index < currentIndex),
  226. sessions.length - 1,
  227. );
  228. if (deletingLastSession) {
  229. nextIndex = 0;
  230. sessions.push(createEmptySession());
  231. }
  232. // for undo delete action
  233. const restoreState = {
  234. currentSessionIndex: get().currentSessionIndex,
  235. sessions: get().sessions.slice(),
  236. };
  237. set(() => ({
  238. currentSessionIndex: nextIndex,
  239. sessions,
  240. }));
  241. showToast(
  242. Locale.Home.DeleteToast,
  243. {
  244. text: Locale.Home.Revert,
  245. onClick() {
  246. set(() => restoreState);
  247. },
  248. },
  249. 5000,
  250. );
  251. },
  252. currentSession() {
  253. let index = get().currentSessionIndex;
  254. const sessions = get().sessions;
  255. if (index < 0 || index >= sessions.length) {
  256. index = Math.min(sessions.length - 1, Math.max(0, index));
  257. set(() => ({ currentSessionIndex: index }));
  258. }
  259. const session = sessions[index];
  260. return session;
  261. },
  262. onNewMessage(message: ChatMessage) {
  263. get().updateCurrentSession((session) => {
  264. session.messages = session.messages.concat();
  265. session.lastUpdate = Date.now();
  266. });
  267. get().updateStat(message);
  268. get().summarizeSession();
  269. },
  270. async onUserInput(content: string, attachImages?: string[]) {
  271. const session = get().currentSession();
  272. const modelConfig = session.mask.modelConfig;
  273. const userContent = fillTemplateWith(content, modelConfig);
  274. console.log("[User Input] after template: ", userContent);
  275. let mContent: string | MultimodalContent[] = userContent;
  276. if (attachImages && attachImages.length > 0) {
  277. mContent = [
  278. {
  279. type: "text",
  280. text: userContent,
  281. },
  282. ];
  283. mContent = mContent.concat(
  284. attachImages.map((url) => {
  285. return {
  286. type: "image_url",
  287. image_url: {
  288. url: url,
  289. },
  290. };
  291. }),
  292. );
  293. }
  294. let userMessage: ChatMessage = createMessage({
  295. role: "user",
  296. content: mContent,
  297. });
  298. const botMessage: ChatMessage = createMessage({
  299. role: "assistant",
  300. streaming: true,
  301. model: modelConfig.model,
  302. });
  303. // get recent messages
  304. const recentMessages = get().getMessagesWithMemory();
  305. const sendMessages = recentMessages.concat(userMessage);
  306. const messageIndex = get().currentSession().messages.length + 1;
  307. // save user's and bot's message
  308. get().updateCurrentSession((session) => {
  309. const savedUserMessage = {
  310. ...userMessage,
  311. content: mContent,
  312. };
  313. session.messages = session.messages.concat([
  314. savedUserMessage,
  315. botMessage,
  316. ]);
  317. });
  318. // 固定使用大模型
  319. const providerName = 'BigModel' as ServiceProvider;
  320. const api: ClientApi = getClientApi(providerName);
  321. api.llm.chat({
  322. messages: sendMessages,
  323. config: {
  324. ...modelConfig,
  325. appId: session.appId,
  326. stream: true,
  327. },
  328. onUpdate(message) {
  329. botMessage.streaming = true;
  330. if (message) {
  331. botMessage.content = message;
  332. }
  333. get().updateCurrentSession((session) => {
  334. session.messages = session.messages.concat();
  335. });
  336. },
  337. onFinish(message) {
  338. botMessage.streaming = false;
  339. if (message) {
  340. botMessage.content = message;
  341. get().onNewMessage(botMessage);
  342. }
  343. ChatControllerPool.remove(session.id, botMessage.id);
  344. },
  345. onError(error) {
  346. const isAborted = error.message.includes("aborted");
  347. botMessage.content +=
  348. "\n\n" +
  349. prettyObject({
  350. error: true,
  351. message: error.message,
  352. });
  353. botMessage.streaming = false;
  354. userMessage.isError = !isAborted;
  355. botMessage.isError = !isAborted;
  356. get().updateCurrentSession((session) => {
  357. session.messages = session.messages.concat();
  358. });
  359. ChatControllerPool.remove(
  360. session.id,
  361. botMessage.id ?? messageIndex,
  362. );
  363. console.error("[Chat] failed ", error);
  364. },
  365. onController(controller) {
  366. // collect controller for stop/retry
  367. ChatControllerPool.addController(
  368. session.id,
  369. botMessage.id ?? messageIndex,
  370. controller,
  371. );
  372. },
  373. });
  374. },
  375. getMemoryPrompt() {
  376. const session = get().currentSession();
  377. if (session.memoryPrompt.length) {
  378. return {
  379. role: "system",
  380. content: Locale.Store.Prompt.History(session.memoryPrompt),
  381. date: "",
  382. } as ChatMessage;
  383. }
  384. },
  385. getMessagesWithMemory() {
  386. const session = get().currentSession();
  387. const modelConfig = session.mask.modelConfig;
  388. const clearContextIndex = session.clearContextIndex ?? 0;
  389. const messages = session.messages.slice();
  390. const totalMessageCount = session.messages.length;
  391. // in-context prompts
  392. const contextPrompts = session.mask.context.slice();
  393. // system prompts, to get close to OpenAI Web ChatGPT
  394. const shouldInjectSystemPrompts =
  395. modelConfig.enableInjectSystemPrompts &&
  396. session.mask.modelConfig.model.startsWith("gpt-");
  397. var systemPrompts: ChatMessage[] = [];
  398. systemPrompts = shouldInjectSystemPrompts
  399. ? [
  400. createMessage({
  401. role: "system",
  402. content: fillTemplateWith("", {
  403. ...modelConfig,
  404. template: DEFAULT_SYSTEM_TEMPLATE,
  405. }),
  406. }),
  407. ]
  408. : [];
  409. if (shouldInjectSystemPrompts) {
  410. console.log(
  411. "[Global System Prompt] ",
  412. systemPrompts.at(0)?.content ?? "empty",
  413. );
  414. }
  415. const memoryPrompt = get().getMemoryPrompt();
  416. // long term memory
  417. const shouldSendLongTermMemory =
  418. modelConfig.sendMemory &&
  419. session.memoryPrompt &&
  420. session.memoryPrompt.length > 0 &&
  421. session.lastSummarizeIndex > clearContextIndex;
  422. const longTermMemoryPrompts =
  423. shouldSendLongTermMemory && memoryPrompt ? [memoryPrompt] : [];
  424. const longTermMemoryStartIndex = session.lastSummarizeIndex;
  425. // short term memory
  426. const shortTermMemoryStartIndex = Math.max(
  427. 0,
  428. totalMessageCount - modelConfig.historyMessageCount,
  429. );
  430. // lets concat send messages, including 4 parts:
  431. // 0. system prompt: to get close to OpenAI Web ChatGPT
  432. // 1. long term memory: summarized memory messages
  433. // 2. pre-defined in-context prompts
  434. // 3. short term memory: latest n messages
  435. // 4. newest input message
  436. const memoryStartIndex = shouldSendLongTermMemory
  437. ? Math.min(longTermMemoryStartIndex, shortTermMemoryStartIndex)
  438. : shortTermMemoryStartIndex;
  439. // and if user has cleared history messages, we should exclude the memory too.
  440. const contextStartIndex = Math.max(clearContextIndex, memoryStartIndex);
  441. const maxTokenThreshold = modelConfig.max_tokens;
  442. // get recent messages as much as possible
  443. const reversedRecentMessages = [];
  444. for (
  445. let i = totalMessageCount - 1, tokenCount = 0;
  446. i >= contextStartIndex && tokenCount < maxTokenThreshold;
  447. i -= 1
  448. ) {
  449. const msg = messages[i];
  450. if (!msg || msg.isError) continue;
  451. tokenCount += estimateTokenLength(getMessageTextContent(msg));
  452. reversedRecentMessages.push(msg);
  453. }
  454. // concat all messages
  455. const recentMessages = [
  456. ...systemPrompts,
  457. ...longTermMemoryPrompts,
  458. ...contextPrompts,
  459. ...reversedRecentMessages.reverse(),
  460. ];
  461. return recentMessages;
  462. },
  463. updateMessage(
  464. sessionIndex: number,
  465. messageIndex: number,
  466. updater: (message?: ChatMessage) => void,
  467. ) {
  468. const sessions = get().sessions;
  469. const session = sessions.at(sessionIndex);
  470. const messages = session?.messages;
  471. updater(messages?.at(messageIndex));
  472. set(() => ({ sessions }));
  473. },
  474. resetSession() {
  475. get().updateCurrentSession((session) => {
  476. session.messages = [];
  477. session.memoryPrompt = "";
  478. });
  479. },
  480. summarizeSession() {
  481. const config = useAppConfig.getState();
  482. const session = get().currentSession();
  483. const modelConfig = session.mask.modelConfig;
  484. // skip summarize when using dalle3?
  485. if (isDalle3(modelConfig.model)) {
  486. return;
  487. }
  488. // 固定使用大模型
  489. const providerName = 'BigModel' as ServiceProvider;
  490. const api: ClientApi = getClientApi(providerName);
  491. // remove error messages if any
  492. const messages = session.messages;
  493. // should summarize topic after chating more than 50 words
  494. const SUMMARIZE_MIN_LEN = 50;
  495. if (
  496. config.enableAutoGenerateTitle &&
  497. session.topic === DEFAULT_TOPIC &&
  498. countMessages(messages) >= SUMMARIZE_MIN_LEN
  499. ) {
  500. const topicMessages = messages.concat(
  501. createMessage({
  502. role: "user",
  503. content: Locale.Store.Prompt.Topic,
  504. }),
  505. );
  506. return;
  507. api.llm.chat({
  508. messages: topicMessages,
  509. config: {
  510. model: getSummarizeModel(session.mask.modelConfig.model),
  511. stream: false,
  512. providerName,
  513. },
  514. onFinish(message) {
  515. get().updateCurrentSession(
  516. (session) =>
  517. (session.topic =
  518. message.length > 0 ? trimTopic(message) : DEFAULT_TOPIC),
  519. );
  520. },
  521. });
  522. }
  523. const summarizeIndex = Math.max(
  524. session.lastSummarizeIndex,
  525. session.clearContextIndex ?? 0,
  526. );
  527. let toBeSummarizedMsgs = messages
  528. .filter((msg) => !msg.isError)
  529. .slice(summarizeIndex);
  530. const historyMsgLength = countMessages(toBeSummarizedMsgs);
  531. if (historyMsgLength > modelConfig?.max_tokens ?? 4000) {
  532. const n = toBeSummarizedMsgs.length;
  533. toBeSummarizedMsgs = toBeSummarizedMsgs.slice(
  534. Math.max(0, n - modelConfig.historyMessageCount),
  535. );
  536. }
  537. const memoryPrompt = get().getMemoryPrompt();
  538. if (memoryPrompt) {
  539. // add memory prompt
  540. toBeSummarizedMsgs.unshift(memoryPrompt);
  541. }
  542. const lastSummarizeIndex = session.messages.length;
  543. console.log(
  544. "[Chat History] ",
  545. toBeSummarizedMsgs,
  546. historyMsgLength,
  547. modelConfig.compressMessageLengthThreshold,
  548. );
  549. if (
  550. historyMsgLength > modelConfig.compressMessageLengthThreshold &&
  551. modelConfig.sendMemory
  552. ) {
  553. /** Destruct max_tokens while summarizing
  554. * this param is just shit
  555. **/
  556. const { max_tokens, ...modelcfg } = modelConfig;
  557. api.llm.chat({
  558. messages: toBeSummarizedMsgs.concat(
  559. createMessage({
  560. role: "system",
  561. content: Locale.Store.Prompt.Summarize,
  562. date: "",
  563. }),
  564. ),
  565. config: {
  566. ...modelcfg,
  567. stream: true,
  568. model: getSummarizeModel(session.mask.modelConfig.model),
  569. },
  570. onUpdate(message) {
  571. session.memoryPrompt = message;
  572. },
  573. onFinish(message) {
  574. get().updateCurrentSession((session) => {
  575. session.lastSummarizeIndex = lastSummarizeIndex;
  576. session.memoryPrompt = message; // Update the memory prompt for stored it in local storage
  577. });
  578. },
  579. onError(err) {
  580. console.error("[Summarize] ", err);
  581. },
  582. });
  583. }
  584. },
  585. updateStat(message: ChatMessage) {
  586. get().updateCurrentSession((session) => {
  587. session.stat.charCount += message.content.length;
  588. // TODO: should update chat count and word count
  589. });
  590. },
  591. updateCurrentSession(updater: (session: ChatSession) => void) {
  592. const sessions = get().sessions;
  593. const index = get().currentSessionIndex;
  594. updater(sessions[index]);
  595. set(() => ({ sessions }));
  596. },
  597. clearAllData() {
  598. localStorage.clear();
  599. location.reload();
  600. },
  601. };
  602. return methods;
  603. },
  604. {
  605. name: StoreKey.Chat,
  606. version: 3.1,
  607. migrate(persistedState, version) {
  608. const state = persistedState as any;
  609. const newState = JSON.parse(
  610. JSON.stringify(state),
  611. ) as typeof DEFAULT_CHAT_STATE;
  612. if (version < 2) {
  613. newState.sessions = [];
  614. const oldSessions = state.sessions;
  615. for (const oldSession of oldSessions) {
  616. const newSession = createEmptySession();
  617. newSession.appId = oldSession.appId;
  618. newSession.topic = oldSession.topic;
  619. newSession.messages = [...oldSession.messages];
  620. newSession.mask.modelConfig.sendMemory = true;
  621. newSession.mask.modelConfig.historyMessageCount = 4;
  622. newSession.mask.modelConfig.compressMessageLengthThreshold = 1000;
  623. newState.sessions.push(newSession);
  624. }
  625. }
  626. if (version < 3) {
  627. // migrate id to nanoid
  628. newState.sessions.forEach((s) => {
  629. s.id = nanoid();
  630. s.messages.forEach((m) => (m.id = nanoid()));
  631. });
  632. }
  633. // Enable `enableInjectSystemPrompts` attribute for old sessions.
  634. // Resolve issue of old sessions not automatically enabling.
  635. if (version < 3.1) {
  636. newState.sessions.forEach((s) => {
  637. if (
  638. // Exclude those already set by user
  639. !s.mask.modelConfig.hasOwnProperty("enableInjectSystemPrompts")
  640. ) {
  641. // Because users may have changed this configuration,
  642. // the user's current configuration is used instead of the default
  643. const config = useAppConfig.getState();
  644. s.mask.modelConfig.enableInjectSystemPrompts =
  645. config.modelConfig.enableInjectSystemPrompts;
  646. }
  647. });
  648. }
  649. return newState as any;
  650. },
  651. },
  652. );