/// <reference types="multer" />
import assert from 'node:assert';
import fs from 'node:fs';
import { Readable, Transform, Writable } from 'node:stream';
import { pipeline } from 'node:stream/promises';
import type { IPage, IUser, Lang, Nullable, Ref } from '@growi/core';
import {
  getIdForRef,
  getIdStringForRef,
  type IUserHasId,
  isPopulated,
  PageGrant,
} from '@growi/core';
import { deepEquals } from '@growi/core/dist/utils';
import { isGlobPatternPath } from '@growi/core/dist/utils/page-path-utils';
import escapeStringRegexp from 'escape-string-regexp';
import createError from 'http-errors';
import mongoose, { type HydratedDocument, type Types } from 'mongoose';
import type { OpenAI } from 'openai';
import { toFile } from 'openai';
import type { ChatCompletionChunk } from 'openai/resources/chat/completions';

import ExternalUserGroupRelation from '~/features/external-user-group/server/models/external-user-group-relation';
import ThreadRelationModel, {
  type ThreadRelationDocument,
} from '~/features/openai/server/models/thread-relation';
import VectorStoreModel, {
  type VectorStoreDocument,
} from '~/features/openai/server/models/vector-store';
import VectorStoreFileRelationModel, {
  prepareVectorStoreFileRelations,
  type VectorStoreFileRelation,
} from '~/features/openai/server/models/vector-store-file-relation';
import type Crowi from '~/server/crowi';
import type {
  IAttachmentDocument,
  IAttachmentModel,
} from '~/server/models/attachment';
import type { PageDocument, PageModel } from '~/server/models/page';
import UserGroupRelation from '~/server/models/user-group-relation';
import { configManager } from '~/server/service/config-manager';
import { createBatchStream } from '~/server/util/batch-stream';
import loggerFactory from '~/utils/logger';

import { OpenaiServiceTypes } from '../../interfaces/ai';
import type { UpsertAiAssistantData } from '../../interfaces/ai-assistant';
import {
  type AccessibleAiAssistants,
  type AiAssistant,
  AiAssistantAccessScope,
  AiAssistantShareScope,
} from '../../interfaces/ai-assistant';
import type { MessageListParams } from '../../interfaces/message';
import { ThreadType } from '../../interfaces/thread-relation';
import type { IVectorStore } from '../../interfaces/vector-store';
import { removeGlobPath } from '../../utils/remove-glob-path';
import AiAssistantModel, {
  type AiAssistantDocument,
} from '../models/ai-assistant';
import { convertMarkdownToHtml } from '../utils/convert-markdown-to-html';
import { generateGlobPatterns } from '../utils/generate-glob-patterns';
import { isVectorStoreCompatible } from '../utils/is-vector-store-compatible';
import { getClient, isStreamResponse } from './client-delegator';
import { openaiApiErrorHandler } from './openai-api-error-handler';
import { replaceAnnotationWithPageLink } from './replace-annotation-with-page-link';

const { isDeepEquals } = deepEquals;

const BATCH_SIZE = 100;

const logger = loggerFactory('growi:service:openai');

type VectorStoreFileRelationsMap = Map<string, VectorStoreFileRelation>;

const convertPathPatternsToRegExp = (
  pagePathPatterns: string[],
): Array<string | RegExp> => {
  return pagePathPatterns.map((pagePathPattern) => {
    if (isGlobPatternPath(pagePathPattern)) {
      const trimedPagePathPattern = pagePathPattern.replace('/*', '');
      const escapedPagePathPattern = escapeStringRegexp(trimedPagePathPattern);
      // https://regex101.com/r/x5KIZL/1
      return new RegExp(`^${escapedPagePathPattern}($|/)`);
    }
    return pagePathPattern;
  });
};

export interface IOpenaiService {
  generateAndProcessPreMessage(
    message: string,
    chunkProcessor: (chunk: ChatCompletionChunk) => void,
  ): Promise<void>;
  createThread(
    userId: string,
    type: ThreadType,
    aiAssistantId?: string,
    initialUserMessage?: string,
  ): Promise<ThreadRelationDocument>;
  getThreadsByAiAssistantId(
    aiAssistantId: string,
    userId?: string,
  ): Promise<ThreadRelationDocument[]>;
  deleteThread(threadRelationId: string): Promise<ThreadRelationDocument>;
  deleteExpiredThreads(limit: number, apiCallInterval: number): Promise<void>; // for CronJob
  deleteObsoletedVectorStoreRelations(): Promise<void>; // for CronJob
  deleteVectorStore(vectorStoreRelationId: string): Promise<void>;
  getMessageData(
    threadId: string,
    lang?: Lang,
    options?: MessageListParams,
  ): Promise<OpenAI.Beta.Threads.Messages.MessagesPage>;
  createVectorStoreFileOnPageCreate(pages: PageDocument[]): Promise<void>;
  updateVectorStoreFileOnPageUpdate(
    page: HydratedDocument<PageDocument>,
  ): Promise<void>;
  deleteVectorStoreFilesByPageIds(pageIds: Types.ObjectId[]): Promise<void>;
  deleteObsoleteVectorStoreFile(
    limit: number,
    apiCallInterval: number,
  ): Promise<void>; // for CronJob
  isAiAssistantUsable(
    aiAssistantId: string,
    user: IUserHasId,
  ): Promise<boolean>;
  createAiAssistant(
    data: UpsertAiAssistantData,
    user: IUserHasId,
  ): Promise<AiAssistantDocument>;
  updateAiAssistant(
    aiAssistantId: string,
    data: UpsertAiAssistantData,
    user: IUserHasId,
  ): Promise<AiAssistantDocument>;
  getAccessibleAiAssistants(user: IUserHasId): Promise<AccessibleAiAssistants>;
  isLearnablePageLimitExceeded(
    user: IUserHasId,
    pagePathPatterns: string[],
  ): Promise<boolean>;
}
class OpenaiService implements IOpenaiService {
  private crowi: Crowi;

  constructor(crowi: Crowi) {
    this.crowi = crowi;

    this.createVectorStoreFileOnUploadAttachment =
      this.createVectorStoreFileOnUploadAttachment.bind(this);
    crowi.attachmentService.addAttachHandler(
      this.createVectorStoreFileOnUploadAttachment,
    );

    this.deleteVectorStoreFileOnDeleteAttachment =
      this.deleteVectorStoreFileOnDeleteAttachment.bind(this);
    crowi.attachmentService.addDetachHandler(
      this.deleteVectorStoreFileOnDeleteAttachment,
    );
  }

  private get client() {
    const openaiServiceType = configManager.getConfig('openai:serviceType');
    return getClient({ openaiServiceType });
  }

  async generateAndProcessPreMessage(
    message: string,
    chunkProcessor: (delta: ChatCompletionChunk) => void,
  ): Promise<void> {
    const systemMessage = [
      "Generate a message briefly confirming the user's question.",
      'Please generate up to 20 characters',
    ].join('');

    const preMessageCompletion = await this.client.chatCompletion({
      stream: true,
      model: 'gpt-4.1-nano',
      messages: [
        {
          role: 'system',
          content: systemMessage,
        },
        {
          role: 'user',
          content: message,
        },
      ],
    });

    if (!isStreamResponse(preMessageCompletion)) {
      return;
    }

    for await (const chunk of preMessageCompletion) {
      chunkProcessor(chunk);
    }
  }

  private async generateThreadTitle(
    message: string,
  ): Promise<Nullable<string>> {
    const systemMessage = [
      'Create a brief title (max 5 words) from your message.',
      'Respond in the same language the user uses in their input.',
      'Response should only contain the title.',
    ].join('');

    const threadTitleCompletion = await this.client.chatCompletion({
      model: 'gpt-4.1-nano',
      messages: [
        {
          role: 'system',
          content: systemMessage,
        },
        {
          role: 'user',
          content: message,
        },
      ],
    });

    if (!isStreamResponse(threadTitleCompletion)) {
      const threadTitle = threadTitleCompletion.choices[0].message.content;
      return threadTitle;
    }
  }

  async createThread(
    userId: string,
    type: ThreadType,
    aiAssistantId?: string,
    initialUserMessage?: string,
  ): Promise<ThreadRelationDocument> {
    try {
      const aiAssistant =
        aiAssistantId != null
          ? await AiAssistantModel.findOne({
              _id: { $eq: aiAssistantId },
            }).populate<{ vectorStore: IVectorStore }>('vectorStore')
          : null;

      const thread = await this.client.createThread(
        aiAssistant?.vectorStore?.vectorStoreId,
      );
      const threadRelation = await ThreadRelationModel.create({
        userId,
        type,
        aiAssistant: aiAssistantId,
        threadId: thread.id,
        title: null, // Initialize title as null
      });

      if (initialUserMessage != null) {
        // Do not await, run in background
        this.generateThreadTitle(initialUserMessage)
          .then(async (generatedTitle) => {
            if (generatedTitle != null) {
              threadRelation.title = generatedTitle;
              await threadRelation.save();
            }
          })
          .catch((err) => {
            logger.error(
              `Failed to generate thread title for threadId ${thread.id}:`,
              err,
            );
          });
      }

      return threadRelation;
    } catch (err) {
      throw err;
    }
  }

  private async updateThreads(
    aiAssistantId: string,
    vectorStoreId: string,
  ): Promise<void> {
    const threadRelations = await this.getThreadsByAiAssistantId(aiAssistantId);
    for await (const threadRelation of threadRelations) {
      try {
        const updatedThreadResponse = await this.client.updateThread(
          threadRelation.threadId,
          vectorStoreId,
        );
        logger.debug('Update thread', updatedThreadResponse);
      } catch (err) {
        logger.error(err);
      }
    }
  }

  async getThreadsByAiAssistantId(
    aiAssistantId: string,
    userId?: string,
    type: ThreadType = ThreadType.KNOWLEDGE,
  ): Promise<ThreadRelationDocument[]> {
    const query: { aiAssistant: string; type: ThreadType; userId?: string } = {
      aiAssistant: aiAssistantId,
      type,
    };

    if (userId != null) {
      query.userId = userId;
    }

    const threadRelations = await ThreadRelationModel.find(query).sort({
      updatedAt: -1,
    });
    return threadRelations;
  }

  async deleteThread(
    threadRelationId: string,
  ): Promise<ThreadRelationDocument> {
    const threadRelation = await ThreadRelationModel.findById(threadRelationId);
    if (threadRelation == null) {
      throw createError(404, 'ThreadRelation document does not exist');
    }

    try {
      const deletedThreadResponse = await this.client.deleteThread(
        threadRelation.threadId,
      );
      logger.debug('Delete thread', deletedThreadResponse);
      await threadRelation.remove();
    } catch (err) {
      await openaiApiErrorHandler(err, {
        notFoundError: async () => {
          await threadRelation.remove();
        },
      });
      throw err;
    }

    return threadRelation;
  }

  public async deleteExpiredThreads(
    limit: number,
    apiCallInterval: number,
  ): Promise<void> {
    const expiredThreadRelations =
      await ThreadRelationModel.getExpiredThreadRelations(limit);
    if (expiredThreadRelations == null) {
      return;
    }

    const deletedThreadIds: string[] = [];
    for await (const expiredThreadRelation of expiredThreadRelations) {
      try {
        const deleteThreadResponse = await this.client.deleteThread(
          expiredThreadRelation.threadId,
        );
        logger.debug('Delete thread', deleteThreadResponse);
        deletedThreadIds.push(expiredThreadRelation.threadId);

        // sleep
        await new Promise((resolve) => setTimeout(resolve, apiCallInterval));
      } catch (err) {
        logger.error(err);
      }
    }

    await ThreadRelationModel.deleteMany({
      threadId: { $in: deletedThreadIds },
    });
  }

  async getMessageData(
    threadId: string,
    lang?: Lang,
    options?: MessageListParams,
  ): Promise<OpenAI.Beta.Threads.Messages.MessagesPage> {
    const messages = await this.client.getMessages(threadId, options);

    for await (const message of messages.data) {
      for await (const content of message.content) {
        if (content.type === 'text') {
          await replaceAnnotationWithPageLink(content, lang);
        }
      }
    }

    return messages;
  }

  private async getVectorStoreRelationsByPageIds(
    pageIds: Types.ObjectId[],
  ): Promise<VectorStoreDocument[]> {
    const pipeline = [
      // Stage 1: Match documents with the given pageId
      {
        $match: {
          page: {
            $in: pageIds,
          },
        },
      },
      // Stage 2: Lookup VectorStore documents
      {
        $lookup: {
          from: 'vectorstores',
          localField: 'vectorStoreRelationId',
          foreignField: '_id',
          as: 'vectorStore',
        },
      },
      // Stage 3: Unwind the vectorStore array
      {
        $unwind: '$vectorStore',
      },
      // Stage 4: Match non-deleted vector stores
      {
        $match: {
          'vectorStore.isDeleted': false,
        },
      },
      // Stage 5: Replace the root with vectorStore document
      {
        $replaceRoot: {
          newRoot: '$vectorStore',
        },
      },
      // Stage 6: Group by _id to remove duplicates
      {
        $group: {
          _id: '$_id',
          doc: { $first: '$$ROOT' },
        },
      },
      // Stage 7: Restore the document structure
      {
        $replaceRoot: {
          newRoot: '$doc',
        },
      },
    ];

    const vectorStoreRelations =
      await VectorStoreFileRelationModel.aggregate<VectorStoreDocument>(
        pipeline,
      );
    return vectorStoreRelations;
  }

  private async createVectorStore(name: string): Promise<VectorStoreDocument> {
    try {
      const newVectorStore = await this.client.createVectorStore(name);

      const newVectorStoreDocument = (await VectorStoreModel.create({
        vectorStoreId: newVectorStore.id,
      })) as VectorStoreDocument;

      return newVectorStoreDocument;
    } catch (err) {
      throw new Error(err);
    }
  }

  private async uploadFile(
    revisionBody: string,
    page: HydratedDocument<PageDocument>,
  ): Promise<OpenAI.Files.FileObject> {
    const siteUrl = configManager.getConfig('app:siteUrl');

    const convertedHtml = await convertMarkdownToHtml(revisionBody, {
      page,
      siteUrl,
    });
    const file = await toFile(Readable.from(convertedHtml), `${page._id}.html`);
    const uploadedFile = await this.client.uploadFile(file);
    return uploadedFile;
  }

  private async uploadFileForAttachment(
    fileName: string,
    readStream?: NodeJS.ReadableStream,
    filePath?: string,
  ): Promise<OpenAI.Files.FileObject> {
    const streamSource: NodeJS.ReadableStream = (() => {
      if (readStream != null) {
        return readStream;
      }

      if (filePath != null) {
        return fs.createReadStream(filePath);
      }

      throw new Error('readStream and filePath are both null');
    })();

    const uploadableFile = await toFile(streamSource, fileName);

    const uploadedFile = await this.client.uploadFile(uploadableFile);
    return uploadedFile;
  }

  async deleteVectorStore(vectorStoreRelationId: string): Promise<void> {
    const vectorStoreDocument: VectorStoreDocument | null =
      await VectorStoreModel.findOne({
        _id: vectorStoreRelationId,
        isDeleted: false,
      });
    if (vectorStoreDocument == null) {
      return;
    }

    try {
      const deleteVectorStoreResponse = await this.client.deleteVectorStore(
        vectorStoreDocument.vectorStoreId,
      );
      logger.debug('Delete vector store', deleteVectorStoreResponse);
      await vectorStoreDocument.markAsDeleted();
    } catch (err) {
      await openaiApiErrorHandler(err, {
        notFoundError: vectorStoreDocument.markAsDeleted,
      });
      throw new Error(err);
    }
  }

  private async createVectorStoreFileWithStreamForAttachment(
    pageId: Types.ObjectId,
    vectorStoreRelationId: Types.ObjectId,
    vectorStoreFileRelationsMap: VectorStoreFileRelationsMap,
  ): Promise<void> {
    const Attachment = mongoose.model<
      HydratedDocument<IAttachmentDocument>,
      IAttachmentModel
    >('Attachment');
    const attachmentsCursor = Attachment.find({ page: pageId }).cursor();
    const batchStream = createBatchStream(BATCH_SIZE);

    const uploadFileStreamForAttachment = new Writable({
      objectMode: true,
      write: async (
        attachments: HydratedDocument<IAttachmentDocument>[],
        _encoding,
        callback,
      ) => {
        for await (const attachment of attachments) {
          try {
            if (
              !isVectorStoreCompatible(
                attachment.originalName,
                attachment.fileFormat,
              )
            ) {
              continue;
            }
            const readStream =
              await this.crowi.fileUploadService.findDeliveryFile(attachment);
            const uploadedFileForAttachment =
              await this.uploadFileForAttachment(
                attachment.originalName,
                readStream,
              );
            prepareVectorStoreFileRelations(
              vectorStoreRelationId,
              pageId,
              uploadedFileForAttachment.id,
              vectorStoreFileRelationsMap,
              attachment._id,
            );
          } catch (err) {
            logger.error(err);
          }
        }
        callback();
      },
      final: (callback) => {
        logger.debug('Finished uploading attachments');
        callback();
      },
    });

    await pipeline(
      attachmentsCursor,
      batchStream,
      uploadFileStreamForAttachment,
    );
  }

  private async createVectorStoreFile(
    vectorStoreRelation: VectorStoreDocument,
    pages: Array<HydratedDocument<PageDocument>>,
    ignoreAttachments = false,
  ): Promise<void> {
    const vectorStoreFileRelationsMap: VectorStoreFileRelationsMap = new Map();
    const processUploadFile = async (page: HydratedDocument<PageDocument>) => {
      if (page._id != null && page.revision != null) {
        if (isPopulated(page.revision) && page.revision.body.length > 0) {
          const uploadedFile = await this.uploadFile(page.revision.body, page);
          prepareVectorStoreFileRelations(
            vectorStoreRelation._id,
            page._id,
            uploadedFile.id,
            vectorStoreFileRelationsMap,
          );

          if (!ignoreAttachments) {
            await this.createVectorStoreFileWithStreamForAttachment(
              page._id,
              vectorStoreRelation._id,
              vectorStoreFileRelationsMap,
            );
          }
          return;
        }

        const pagePopulatedToShowRevision =
          await page.populateDataToShowRevision();
        if (
          pagePopulatedToShowRevision.revision != null &&
          pagePopulatedToShowRevision.revision.body.length > 0
        ) {
          const uploadedFile = await this.uploadFile(
            pagePopulatedToShowRevision.revision.body,
            page,
          );
          prepareVectorStoreFileRelations(
            vectorStoreRelation._id,
            page._id,
            uploadedFile.id,
            vectorStoreFileRelationsMap,
          );

          if (!ignoreAttachments) {
            await this.createVectorStoreFileWithStreamForAttachment(
              page._id,
              vectorStoreRelation._id,
              vectorStoreFileRelationsMap,
            );
          }
        }
      }
    };

    // Start workers to process results
    const workers = pages.map(processUploadFile);

    // Wait for all processing to complete.
    assert(
      workers.length <= BATCH_SIZE,
      'workers.length must be less than or equal to BATCH_SIZE',
    );
    const fileUploadResult = await Promise.allSettled(workers);
    fileUploadResult.forEach((result) => {
      if (result.status === 'rejected') {
        logger.error(result.reason);
      }
    });

    const vectorStoreFileRelations = Array.from(
      vectorStoreFileRelationsMap.values(),
    );
    const uploadedFileIds = vectorStoreFileRelations.flatMap(
      (data) => data.fileIds,
    );

    if (uploadedFileIds.length === 0) {
      return;
    }

    const pageIds = pages.map((page) => page._id);

    try {
      // Save vector store file relation
      await VectorStoreFileRelationModel.upsertVectorStoreFileRelations(
        vectorStoreFileRelations,
      );

      // Create vector store file
      const createVectorStoreFileBatchResponse =
        await this.client.createVectorStoreFileBatch(
          vectorStoreRelation.vectorStoreId,
          uploadedFileIds,
        );
      logger.debug(
        'Create vector store file',
        createVectorStoreFileBatchResponse,
      );

      // Set isAttachedToVectorStore: true when the uploaded file is attached to VectorStore
      await VectorStoreFileRelationModel.markAsAttachedToVectorStore(pageIds);
    } catch (err) {
      logger.error(err);

      // Delete all uploaded files if createVectorStoreFileBatch fails
      for await (const pageId of pageIds) {
        await this.deleteVectorStoreFile(vectorStoreRelation._id, pageId);
      }
    }
  }

  // Deletes all VectorStore documents that are marked as deleted (isDeleted: true) and have no associated VectorStoreFileRelation documents
  async deleteObsoletedVectorStoreRelations(): Promise<void> {
    const deletedVectorStoreRelations = await VectorStoreModel.find({
      isDeleted: true,
    });
    if (deletedVectorStoreRelations.length === 0) {
      return;
    }

    const currentVectorStoreRelationIds: Types.ObjectId[] =
      await VectorStoreFileRelationModel.aggregate([
        {
          $group: {
            _id: '$vectorStoreRelationId',
            relationCount: { $sum: 1 },
          },
        },
        { $match: { relationCount: { $gt: 0 } } },
        { $project: { _id: 1 } },
      ]);

    if (currentVectorStoreRelationIds.length === 0) {
      return;
    }

    await VectorStoreModel.deleteMany({
      _id: { $nin: currentVectorStoreRelationIds },
      isDeleted: true,
    });
  }

  private async deleteVectorStoreFileForAttachment(
    vectorStoreFileRelation: VectorStoreFileRelation,
  ): Promise<void> {
    if (vectorStoreFileRelation.attachment == null) {
      return;
    }

    const deleteAllAttachmentVectorStoreFileRelations = async () => {
      await VectorStoreFileRelationModel.deleteMany({
        attachment: vectorStoreFileRelation.attachment,
      });
    };

    try {
      // Delete entities in VectorStoreFile
      const fileId = vectorStoreFileRelation.fileIds[0];
      const deleteFileResponse = await this.client.deleteFile(fileId);
      logger.debug(
        'Delete vector store file (attachment) ',
        deleteFileResponse,
      );

      // Delete related VectorStoreFileRelation document
      const attachmentId = vectorStoreFileRelation.attachment;
      if (attachmentId != null) {
        await deleteAllAttachmentVectorStoreFileRelations();
      }
    } catch (err) {
      logger.error(err);
      await openaiApiErrorHandler(err, {
        notFoundError: () => deleteAllAttachmentVectorStoreFileRelations(),
      });
    }
  }

  private async deleteVectorStoreFile(
    vectorStoreRelationId: Types.ObjectId,
    pageId: Types.ObjectId,
    ignoreAttachments = false,
    apiCallInterval?: number,
  ): Promise<void> {
    if (!ignoreAttachments) {
      // Get all VectorStoreFIleDocument (attachments) associated with the page
      const vectorStoreFileRelationsForAttachment =
        await VectorStoreFileRelationModel.find({
          vectorStoreRelationId,
          page: pageId,
          attachment: { $exists: true },
        });

      if (vectorStoreFileRelationsForAttachment.length !== 0) {
        for await (const vectorStoreFileRelation of vectorStoreFileRelationsForAttachment) {
          try {
            await this.deleteVectorStoreFileForAttachment(
              vectorStoreFileRelation,
            );
          } catch (err) {
            logger.error(err);
          }
        }
      }
    }

    // Delete vector store file and delete vector store file relation
    const vectorStoreFileRelation = await VectorStoreFileRelationModel.findOne({
      vectorStoreRelationId,
      page: pageId,
    });
    if (vectorStoreFileRelation == null) {
      return;
    }

    const deletedFileIds: string[] = [];
    for await (const fileId of vectorStoreFileRelation.fileIds) {
      try {
        const deleteFileResponse = await this.client.deleteFile(fileId);
        logger.debug('Delete vector store file', deleteFileResponse);
        deletedFileIds.push(fileId);
        if (apiCallInterval != null) {
          // sleep
          await new Promise((resolve) => setTimeout(resolve, apiCallInterval));
        }
      } catch (err) {
        await openaiApiErrorHandler(err, {
          notFoundError: async () => {
            deletedFileIds.push(fileId);
          },
        });
        logger.error(err);
      }
    }

    const undeletedFileIds = vectorStoreFileRelation.fileIds.filter(
      (fileId) => !deletedFileIds.includes(fileId),
    );

    if (undeletedFileIds.length === 0) {
      await vectorStoreFileRelation.remove();
      return;
    }

    vectorStoreFileRelation.fileIds = undeletedFileIds;
    await vectorStoreFileRelation.save();
  }

  async deleteVectorStoreFilesByPageIds(
    pageIds: Types.ObjectId[],
  ): Promise<void> {
    const vectorStoreRelations =
      await this.getVectorStoreRelationsByPageIds(pageIds);
    if (vectorStoreRelations != null && vectorStoreRelations.length !== 0) {
      for await (const pageId of pageIds) {
        const deleteVectorStoreFilePromises = vectorStoreRelations.map(
          (vectorStoreRelation) =>
            this.deleteVectorStoreFile(vectorStoreRelation._id, pageId),
        );
        await Promise.allSettled(deleteVectorStoreFilePromises);
      }
    }
  }

  async deleteObsoleteVectorStoreFile(
    limit: number,
    apiCallInterval: number,
  ): Promise<void> {
    // Retrieves all VectorStore documents that are marked as deleted
    const deletedVectorStoreRelations = await VectorStoreModel.find({
      isDeleted: true,
    });
    if (deletedVectorStoreRelations.length === 0) {
      return;
    }

    // Retrieves VectorStoreFileRelation documents associated with deleted VectorStore documents
    const obsoleteVectorStoreFileRelations =
      await VectorStoreFileRelationModel.find({
        vectorStoreRelationId: {
          $in: deletedVectorStoreRelations.map(
            (deletedVectorStoreRelation) => deletedVectorStoreRelation._id,
          ),
        },
      }).limit(limit);
    if (obsoleteVectorStoreFileRelations.length === 0) {
      return;
    }

    // Delete obsolete VectorStoreFile
    for await (const vectorStoreFileRelation of obsoleteVectorStoreFileRelations) {
      try {
        await this.deleteVectorStoreFile(
          vectorStoreFileRelation.vectorStoreRelationId,
          vectorStoreFileRelation.page,
          false,
          apiCallInterval,
        );
      } catch (err) {
        logger.error(err);
      }
    }
  }

  private async deleteVectorStoreFileOnDeleteAttachment(attachmentId: string) {
    const vectorStoreFileRelation = await VectorStoreFileRelationModel.findOne({
      attachment: attachmentId,
    });
    if (vectorStoreFileRelation == null) {
      return;
    }

    try {
      await this.deleteVectorStoreFileForAttachment(vectorStoreFileRelation);
    } catch (err) {
      logger.error(err);
    }
  }

  private async filterPagesByAccessScope(
    aiAssistant: AiAssistantDocument,
    pages: HydratedDocument<PageDocument>[],
  ) {
    const isPublicPage = (page: HydratedDocument<PageDocument>) =>
      page.grant === PageGrant.GRANT_PUBLIC;

    const isUserGroupAccessible = (
      page: HydratedDocument<PageDocument>,
      ownerUserGroupIds: string[],
    ) => {
      if (page.grant !== PageGrant.GRANT_USER_GROUP) return false;
      return page.grantedGroups.some((group) =>
        ownerUserGroupIds.includes(getIdStringForRef(group.item)),
      );
    };

    const isOwnerAccessible = (
      page: HydratedDocument<PageDocument>,
      ownerId: Ref<IUser>,
    ) => {
      if (page.grant !== PageGrant.GRANT_OWNER) return false;
      return page.grantedUsers.some(
        (user) => getIdStringForRef(user) === getIdStringForRef(ownerId),
      );
    };

    const getOwnerUserGroupIds = async (owner: Ref<IUser>) => {
      const userGroups =
        await UserGroupRelation.findAllUserGroupIdsRelatedToUser(owner);
      const externalGroups =
        await ExternalUserGroupRelation.findAllUserGroupIdsRelatedToUser(owner);
      return [...userGroups, ...externalGroups].map((group) =>
        getIdStringForRef(group),
      );
    };

    switch (aiAssistant.accessScope) {
      case AiAssistantAccessScope.PUBLIC_ONLY:
        return pages.filter(isPublicPage);

      case AiAssistantAccessScope.GROUPS: {
        const ownerUserGroupIds = await getOwnerUserGroupIds(aiAssistant.owner);
        return pages.filter(
          (page) =>
            isPublicPage(page) ||
            isUserGroupAccessible(page, ownerUserGroupIds),
        );
      }

      case AiAssistantAccessScope.OWNER: {
        const ownerUserGroupIds = await getOwnerUserGroupIds(aiAssistant.owner);
        return pages.filter(
          (page) =>
            isPublicPage(page) ||
            isOwnerAccessible(page, aiAssistant.owner) ||
            isUserGroupAccessible(page, ownerUserGroupIds),
        );
      }

      default:
        return [];
    }
  }

  async createVectorStoreFileOnPageCreate(
    pages: HydratedDocument<PageDocument>[],
  ): Promise<void> {
    const pagePaths = pages.map((page) => page.path);
    const aiAssistants = await this.findAiAssistantByPagePath(pagePaths, {
      shouldPopulateOwner: true,
      shouldPopulateVectorStore: true,
    });

    if (aiAssistants.length === 0) {
      return;
    }

    for await (const aiAssistant of aiAssistants) {
      if (!isPopulated(aiAssistant.owner)) {
        continue;
      }

      const isLearnablePageLimitExceeded =
        await this.isLearnablePageLimitExceeded(
          aiAssistant.owner,
          aiAssistant.pagePathPatterns,
        );
      if (isLearnablePageLimitExceeded) {
        continue;
      }

      const pagesToVectorize = await this.filterPagesByAccessScope(
        aiAssistant,
        pages,
      );
      const vectorStoreRelation = aiAssistant.vectorStore;
      if (vectorStoreRelation == null || !isPopulated(vectorStoreRelation)) {
        continue;
      }

      logger.debug('--------- createVectorStoreFileOnPageCreate ---------');
      logger.debug('AccessScopeType of aiAssistant: ', aiAssistant.accessScope);
      logger.debug(
        'VectorStoreFile pagePath to be created: ',
        pagesToVectorize.map((page) => page.path),
      );
      logger.debug('-----------------------------------------------------');

      await this.createVectorStoreFile(
        vectorStoreRelation as VectorStoreDocument,
        pagesToVectorize,
      );
    }
  }

  async updateVectorStoreFileOnPageUpdate(
    page: HydratedDocument<PageDocument>,
  ) {
    const aiAssistants = await this.findAiAssistantByPagePath([page.path], {
      shouldPopulateVectorStore: true,
    });

    if (aiAssistants.length === 0) {
      return;
    }

    for await (const aiAssistant of aiAssistants) {
      const pagesToVectorize = await this.filterPagesByAccessScope(
        aiAssistant,
        [page],
      );
      const vectorStoreRelation = aiAssistant.vectorStore;
      if (vectorStoreRelation == null || !isPopulated(vectorStoreRelation)) {
        continue;
      }

      logger.debug('---------- updateVectorStoreOnPageUpdate ------------');
      logger.debug('AccessScopeType of aiAssistant: ', aiAssistant.accessScope);
      logger.debug('PagePath of VectorStoreFile to be deleted: ', page.path);
      logger.debug(
        'pagePath of VectorStoreFile to be created: ',
        pagesToVectorize.map((page) => page.path),
      );
      logger.debug('-----------------------------------------------------');

      // Do not create a new VectorStoreFile if page is changed to a permission that AiAssistant does not have access to
      await this.deleteVectorStoreFile(
        (vectorStoreRelation as VectorStoreDocument)._id,
        page._id,
        true, // ignoreAttachments = true
      );
      await this.createVectorStoreFile(
        vectorStoreRelation as VectorStoreDocument,
        pagesToVectorize,
        true, // ignoreAttachments = true
      );
    }
  }

  private async createVectorStoreFileOnUploadAttachment(
    pageId: string,
    attachment: HydratedDocument<IAttachmentDocument>,
    file: Express.Multer.File,
  ): Promise<void> {
    if (!isVectorStoreCompatible(file.originalname, file.mimetype)) {
      return;
    }

    const Page = mongoose.model<HydratedDocument<PageDocument>, PageModel>(
      'Page',
    );
    const page = await Page.findById(pageId);
    if (page == null) {
      return;
    }

    const aiAssistants = await this.findAiAssistantByPagePath([page.path], {
      shouldPopulateVectorStore: true,
    });
    if (aiAssistants.length === 0) {
      return;
    }

    const uploadedFile = await this.uploadFileForAttachment(
      file.originalname,
      undefined,
      file.path,
    );
    logger.debug('Uploaded file', uploadedFile);

    for await (const aiAssistant of aiAssistants) {
      const pagesToVectorize = await this.filterPagesByAccessScope(
        aiAssistant,
        [page],
      );
      if (pagesToVectorize.length === 0) {
        continue;
      }

      const vectorStoreRelation = aiAssistant.vectorStore;
      if (vectorStoreRelation == null || !isPopulated(vectorStoreRelation)) {
        continue;
      }

      await this.client.createVectorStoreFile(
        vectorStoreRelation.vectorStoreId,
        uploadedFile.id,
      );

      const vectorStoreFileRelationsMap: VectorStoreFileRelationsMap =
        new Map();
      prepareVectorStoreFileRelations(
        vectorStoreRelation._id as Types.ObjectId,
        page._id,
        uploadedFile.id,
        vectorStoreFileRelationsMap,
        attachment._id,
      );
      const vectorStoreFileRelations = Array.from(
        vectorStoreFileRelationsMap.values(),
      );

      await VectorStoreFileRelationModel.upsertVectorStoreFileRelations(
        vectorStoreFileRelations,
      );
    }
  }

  private async createVectorStoreFileWithStream(
    vectorStoreRelation: VectorStoreDocument,
    conditions: mongoose.FilterQuery<PageDocument>,
  ): Promise<void> {
    const Page = mongoose.model<HydratedDocument<PageDocument>, PageModel>(
      'Page',
    );

    const pagesStream = Page.find({ ...conditions })
      .populate('revision')
      .cursor({ batchSize: BATCH_SIZE });
    const batchStream = createBatchStream(BATCH_SIZE);

    const createVectorStoreFile = this.createVectorStoreFile.bind(this);
    const createVectorStoreFileStream = new Transform({
      objectMode: true,
      async transform(
        chunk: HydratedDocument<PageDocument>[],
        encoding,
        callback,
      ) {
        try {
          logger.debug(
            'Target page path for VectorStoreFile generation: ',
            chunk.map((page) => page.path),
          );
          await createVectorStoreFile(vectorStoreRelation, chunk);
          this.push(chunk);
          callback();
        } catch (error) {
          callback(error);
        }
      },
    });

    await pipeline(pagesStream, batchStream, createVectorStoreFileStream);
  }

  private async createConditionForCreateVectorStoreFile(
    owner: AiAssistant['owner'],
    accessScope: AiAssistant['accessScope'],
    grantedGroupsForAccessScope: AiAssistant['grantedGroupsForAccessScope'],
    pagePathPatterns: AiAssistant['pagePathPatterns'],
  ): Promise<mongoose.FilterQuery<PageDocument>> {
    const convertedPagePathPatterns =
      convertPathPatternsToRegExp(pagePathPatterns);

    // Include pages in search targets when their paths with 'Anyone with the link' permission are directly specified instead of using glob pattern
    const nonGrabPagePathPatterns = pagePathPatterns.filter(
      (pagePathPattern) => !isGlobPatternPath(pagePathPattern),
    );
    const baseCondition: mongoose.FilterQuery<PageDocument> = {
      grant: PageGrant.GRANT_RESTRICTED,
      path: { $in: nonGrabPagePathPatterns },
    };

    if (accessScope === AiAssistantAccessScope.PUBLIC_ONLY) {
      return {
        $or: [
          baseCondition,
          {
            grant: PageGrant.GRANT_PUBLIC,
            path: { $in: convertedPagePathPatterns },
          },
        ],
      };
    }

    if (accessScope === AiAssistantAccessScope.GROUPS) {
      if (
        grantedGroupsForAccessScope == null ||
        grantedGroupsForAccessScope.length === 0
      ) {
        throw new Error('grantedGroups is required when accessScope is GROUPS');
      }

      const extractedGrantedGroupIdsForAccessScope =
        grantedGroupsForAccessScope.map((group) =>
          getIdForRef(group.item).toString(),
        );

      return {
        $or: [
          baseCondition,
          {
            grant: {
              $in: [PageGrant.GRANT_PUBLIC, PageGrant.GRANT_USER_GROUP],
            },
            path: { $in: convertedPagePathPatterns },
            $or: [
              {
                'grantedGroups.item': {
                  $in: extractedGrantedGroupIdsForAccessScope,
                },
              },
              { grant: PageGrant.GRANT_PUBLIC },
            ],
          },
        ],
      };
    }

    if (accessScope === AiAssistantAccessScope.OWNER) {
      const ownerUserGroups = [
        ...(await UserGroupRelation.findAllUserGroupIdsRelatedToUser(owner)),
        ...(await ExternalUserGroupRelation.findAllUserGroupIdsRelatedToUser(
          owner,
        )),
      ].map((group) => group.toString());

      return {
        $or: [
          baseCondition,
          {
            grant: {
              $in: [
                PageGrant.GRANT_PUBLIC,
                PageGrant.GRANT_USER_GROUP,
                PageGrant.GRANT_OWNER,
              ],
            },
            path: { $in: convertedPagePathPatterns },
            $or: [
              { 'grantedGroups.item': { $in: ownerUserGroups } },
              { grantedUsers: { $in: [getIdForRef(owner)] } },
              { grant: PageGrant.GRANT_PUBLIC },
            ],
          },
        ],
      };
    }

    throw new Error('Invalid accessScope value');
  }

  private async validateGrantedUserGroupsForAiAssistant(
    owner: AiAssistant['owner'],
    shareScope: AiAssistant['shareScope'],
    accessScope: AiAssistant['accessScope'],
    grantedGroupsForShareScope: AiAssistant['grantedGroupsForShareScope'],
    grantedGroupsForAccessScope: AiAssistant['grantedGroupsForAccessScope'],
  ) {
    // Check if grantedGroupsForShareScope is not specified when shareScope is not a “group”
    if (
      shareScope !== AiAssistantShareScope.GROUPS &&
      grantedGroupsForShareScope != null
    ) {
      throw new Error(
        'grantedGroupsForShareScope is specified when shareScope is not “groups”.',
      );
    }

    // Check if grantedGroupsForAccessScope is not specified when accessScope is not a “group”
    if (
      accessScope !== AiAssistantAccessScope.GROUPS &&
      grantedGroupsForAccessScope != null
    ) {
      throw new Error(
        'grantedGroupsForAccessScope is specified when accsessScope is not “groups”.',
      );
    }

    const ownerUserGroupIds = [
      ...(await UserGroupRelation.findAllUserGroupIdsRelatedToUser(owner)),
      ...(await ExternalUserGroupRelation.findAllUserGroupIdsRelatedToUser(
        owner,
      )),
    ].map((group) => group.toString());

    // Check if the owner belongs to the group specified in grantedGroupsForShareScope
    if (
      grantedGroupsForShareScope != null &&
      grantedGroupsForShareScope.length > 0
    ) {
      const extractedGrantedGroupIdsForShareScope =
        grantedGroupsForShareScope.map((group) =>
          getIdForRef(group.item).toString(),
        );
      const isValid = extractedGrantedGroupIdsForShareScope.every((groupId) =>
        ownerUserGroupIds.includes(groupId),
      );
      if (!isValid) {
        throw new Error(
          'A userGroup to which the owner does not belong is specified in grantedGroupsForShareScope',
        );
      }
    }

    // Check if the owner belongs to the group specified in grantedGroupsForAccessScope
    if (
      grantedGroupsForAccessScope != null &&
      grantedGroupsForAccessScope.length > 0
    ) {
      const extractedGrantedGroupIdsForAccessScope =
        grantedGroupsForAccessScope.map((group) =>
          getIdForRef(group.item).toString(),
        );
      const isValid = extractedGrantedGroupIdsForAccessScope.every((groupId) =>
        ownerUserGroupIds.includes(groupId),
      );
      if (!isValid) {
        throw new Error(
          'A userGroup to which the owner does not belong is specified in grantedGroupsForAccessScope',
        );
      }
    }
  }

  async isAiAssistantUsable(
    aiAssistantId: string,
    user: IUserHasId,
  ): Promise<boolean> {
    const aiAssistant = await AiAssistantModel.findOne({
      _id: { $eq: aiAssistantId },
    });

    if (aiAssistant == null) {
      throw createError(404, 'AiAssistant document does not exist');
    }

    const isOwner =
      getIdStringForRef(aiAssistant.owner) === getIdStringForRef(user._id);

    if (aiAssistant.shareScope === AiAssistantShareScope.PUBLIC_ONLY) {
      return true;
    }

    if (aiAssistant.shareScope === AiAssistantShareScope.OWNER && isOwner) {
      return true;
    }

    if (
      aiAssistant.shareScope === AiAssistantShareScope.SAME_AS_ACCESS_SCOPE &&
      aiAssistant.accessScope === AiAssistantAccessScope.OWNER &&
      isOwner
    ) {
      return true;
    }

    if (
      aiAssistant.shareScope === AiAssistantShareScope.GROUPS ||
      (aiAssistant.shareScope === AiAssistantShareScope.SAME_AS_ACCESS_SCOPE &&
        aiAssistant.accessScope === AiAssistantAccessScope.GROUPS)
    ) {
      const userGroupIds = [
        ...(await UserGroupRelation.findAllUserGroupIdsRelatedToUser(user)),
        ...(await ExternalUserGroupRelation.findAllUserGroupIdsRelatedToUser(
          user,
        )),
      ].map((group) => group.toString());

      const grantedGroupIdsForShareScope =
        aiAssistant.grantedGroupsForShareScope?.map((group) =>
          getIdStringForRef(group.item),
        ) ?? [];
      const isShared = userGroupIds.some((userGroupId) =>
        grantedGroupIdsForShareScope.includes(userGroupId),
      );
      return isShared;
    }

    return false;
  }

  async createAiAssistant(
    data: UpsertAiAssistantData,
    user: IUserHasId,
  ): Promise<AiAssistantDocument> {
    await this.validateGrantedUserGroupsForAiAssistant(
      user,
      data.shareScope,
      data.accessScope,
      data.grantedGroupsForShareScope,
      data.grantedGroupsForAccessScope,
    );

    const conditions = await this.createConditionForCreateVectorStoreFile(
      user,
      data.accessScope,
      data.grantedGroupsForAccessScope,
      data.pagePathPatterns,
    );

    const vectorStoreRelation = await this.createVectorStore(data.name);
    const aiAssistant = await AiAssistantModel.create({
      ...data,
      owner: user,
      vectorStore: vectorStoreRelation,
    });

    // VectorStore creation process does not await
    this.createVectorStoreFileWithStream(vectorStoreRelation, conditions);

    return aiAssistant;
  }

  async updateAiAssistant(
    aiAssistantId: string,
    data: UpsertAiAssistantData,
    user: IUserHasId,
  ): Promise<AiAssistantDocument> {
    const aiAssistant = await AiAssistantModel.findOne({
      owner: user,
      _id: aiAssistantId,
    });
    if (aiAssistant == null) {
      throw createError(404, 'AiAssistant document does not exist');
    }

    await this.validateGrantedUserGroupsForAiAssistant(
      user,
      data.shareScope,
      data.accessScope,
      data.grantedGroupsForShareScope,
      data.grantedGroupsForAccessScope,
    );

    const grantedGroupIdsForAccessScopeFromReq =
      data.grantedGroupsForAccessScope?.map((group) =>
        getIdStringForRef(group.item),
      ) ?? []; // ObjectId[] -> string[]
    const grantedGroupIdsForAccessScopeFromDb =
      aiAssistant.grantedGroupsForAccessScope?.map((group) =>
        getIdStringForRef(group.item),
      ) ?? []; // ObjectId[] -> string[]

    // If accessScope, pagePathPatterns, grantedGroupsForAccessScope have not changed, do not build VectorStore
    const shouldRebuildVectorStore =
      data.accessScope !== aiAssistant.accessScope ||
      !isDeepEquals(data.pagePathPatterns, aiAssistant.pagePathPatterns) ||
      !isDeepEquals(
        grantedGroupIdsForAccessScopeFromReq,
        grantedGroupIdsForAccessScopeFromDb,
      );

    let newVectorStoreRelation: VectorStoreDocument | undefined;
    if (shouldRebuildVectorStore) {
      const conditions = await this.createConditionForCreateVectorStoreFile(
        user,
        data.accessScope,
        data.grantedGroupsForAccessScope,
        data.pagePathPatterns,
      );

      // Delete obsoleted VectorStore
      const obsoletedVectorStoreRelationId = getIdStringForRef(
        aiAssistant.vectorStore,
      );
      await this.deleteVectorStore(obsoletedVectorStoreRelationId);

      newVectorStoreRelation = await this.createVectorStore(data.name);

      this.updateThreads(aiAssistantId, newVectorStoreRelation.vectorStoreId);

      // VectorStore creation process does not await
      this.createVectorStoreFileWithStream(newVectorStoreRelation, conditions);
    }

    const newData = {
      ...data,
      vectorStore: newVectorStoreRelation ?? aiAssistant.vectorStore,
    };

    aiAssistant.set({ ...newData });
    let updatedAiAssistant: AiAssistantDocument = await aiAssistant.save();

    if (
      data.shareScope !== AiAssistantShareScope.PUBLIC_ONLY &&
      aiAssistant.isDefault
    ) {
      updatedAiAssistant = await AiAssistantModel.setDefault(
        aiAssistant._id,
        false,
      );
    }

    return updatedAiAssistant;
  }

  async getAccessibleAiAssistants(
    user: IUserHasId,
  ): Promise<AccessibleAiAssistants> {
    const userGroupIds = [
      ...(await UserGroupRelation.findAllUserGroupIdsRelatedToUser(user)),
      ...(await ExternalUserGroupRelation.findAllUserGroupIdsRelatedToUser(
        user,
      )),
    ];

    const assistants = await AiAssistantModel.find({
      $or: [
        // Case 1: Assistants owned by the user
        { owner: user },

        // Case 2: Public assistants owned by others
        {
          $and: [
            { owner: { $ne: user } },
            { shareScope: AiAssistantShareScope.PUBLIC_ONLY },
          ],
        },

        // Case 3: Group-restricted assistants where user is in granted groups
        {
          $and: [
            { owner: { $ne: user } },
            { shareScope: AiAssistantShareScope.GROUPS },
            { 'grantedGroupsForShareScope.item': { $in: userGroupIds } },
          ],
        },
      ],
    })
      .populate('grantedGroupsForShareScope.item')
      .populate('grantedGroupsForAccessScope.item');

    return {
      myAiAssistants:
        assistants.filter(
          (assistant) => assistant.owner.toString() === user._id.toString(),
        ) ?? [],
      teamAiAssistants:
        assistants.filter(
          (assistant) => assistant.owner.toString() !== user._id.toString(),
        ) ?? [],
    };
  }

  async isLearnablePageLimitExceeded(
    user: IUserHasId,
    pagePathPatterns: string[],
  ): Promise<boolean> {
    const normalizedPagePathPatterns = removeGlobPath(pagePathPatterns);

    const PageModel = mongoose.model<IPage, PageModel>('Page');
    const pagePathsWithDescendantCount = await PageModel.descendantCountByPaths(
      normalizedPagePathPatterns,
      user,
      null,
      true,
      true,
    );

    const totalPageCount = pagePathsWithDescendantCount.reduce(
      (total, pagePathWithDescendantCount) => {
        const descendantCount = pagePathPatterns.includes(
          pagePathWithDescendantCount.path,
        )
          ? 0 // Treat as single page when included in "pagePathPatterns"
          : pagePathWithDescendantCount.descendantCount;

        const pageCount = descendantCount + 1;
        return total + pageCount;
      },
      0,
    );

    logger.debug('TotalPageCount: ', totalPageCount);

    const limitLearnablePageCountPerAssistant = configManager.getConfig(
      'openai:limitLearnablePageCountPerAssistant',
    );
    return totalPageCount > limitLearnablePageCountPerAssistant;
  }

  private async findAiAssistantByPagePath(
    pagePaths: string[],
    options?: {
      shouldPopulateOwner?: boolean;
      shouldPopulateVectorStore?: boolean;
    },
  ): Promise<AiAssistantDocument[]> {
    const pagePathsWithGlobPattern = pagePaths.flatMap((pagePath) =>
      generateGlobPatterns(pagePath),
    );

    const query = AiAssistantModel.find({
      $or: [
        // Case 1: Exact match
        { pagePathPatterns: { $in: pagePaths } },
        // Case 2: Glob pattern match
        { pagePathPatterns: { $in: pagePathsWithGlobPattern } },
      ],
    });

    if (options?.shouldPopulateOwner) {
      query.populate('owner');
    }

    if (options?.shouldPopulateVectorStore) {
      query.populate('vectorStore');
    }

    const aiAssistants = await query.exec();
    return aiAssistants;
  }
}

let instance: OpenaiService;
export const initializeOpenaiService = (crowi: Crowi): void => {
  const aiEnabled = configManager.getConfig('app:aiEnabled');
  const openaiServiceType = configManager.getConfig('openai:serviceType');
  if (
    aiEnabled &&
    openaiServiceType != null &&
    OpenaiServiceTypes.includes(openaiServiceType)
  ) {
    instance = new OpenaiService(crowi);
  }
};

export const getOpenaiService = (): IOpenaiService | undefined => {
  if (instance != null) {
    return instance;
  }

  return;
};