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feat(EE): AI vector search (#1691)
* WIP * AI module - init * WIP * sync * WIP * refactor naming * new columns * sync * sync * fix search bug * stream response * WIP * feat embeddings sync * refine * Add workspaceId to page events * refine * WIP * add translation string * sync * reset ai answer on query change * hide AI search in cloud * capture streaming error * sync
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@@ -22,4 +22,12 @@ export class UpdateWorkspaceDto extends PartialType(CreateWorkspaceDto) {
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@IsOptional()
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@IsBoolean()
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restrictApiToAdmins: boolean;
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@IsOptional()
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@IsBoolean()
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aiSearch: boolean;
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@IsOptional()
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@IsBoolean()
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generativeAi: boolean;
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}
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@@ -33,6 +33,7 @@ import { InjectQueue } from '@nestjs/bullmq';
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import { QueueJob, QueueName } from '../../../integrations/queue/constants';
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import { Queue } from 'bullmq';
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import { generateRandomSuffixNumbers } from '../../../common/helpers';
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import { isPageEmbeddingsTableExists } from '@docmost/db/helpers/helpers';
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@Injectable()
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export class WorkspaceService {
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@@ -50,6 +51,7 @@ export class WorkspaceService {
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@InjectKysely() private readonly db: KyselyDB,
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@InjectQueue(QueueName.ATTACHMENT_QUEUE) private attachmentQueue: Queue,
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@InjectQueue(QueueName.BILLING_QUEUE) private billingQueue: Queue,
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@InjectQueue(QueueName.AI_QUEUE) private aiQueue: Queue,
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) {}
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async findById(workspaceId: string) {
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@@ -312,6 +314,51 @@ export class WorkspaceService {
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delete updateWorkspaceDto.restrictApiToAdmins;
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}
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if (typeof updateWorkspaceDto.aiSearch !== 'undefined') {
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await this.workspaceRepo.updateAiSettings(
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workspaceId,
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'search',
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updateWorkspaceDto.aiSearch,
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);
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if (updateWorkspaceDto.aiSearch) {
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const tableExists = await isPageEmbeddingsTableExists(this.db);
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if (!tableExists) {
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throw new BadRequestException(
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'Failed to activate. Make sure pgvector postgres extension is installed.',
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);
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}
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await this.aiQueue.add(QueueJob.WORKSPACE_CREATE_EMBEDDINGS, {
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workspaceId,
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});
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} else {
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// Schedule deletion after 24 hours
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const deleteJobId = `ai-search-disabled-${workspaceId}`;
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await this.aiQueue.add(
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QueueJob.WORKSPACE_DELETE_EMBEDDINGS,
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{ workspaceId },
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{
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jobId: deleteJobId,
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delay: 24 * 60 * 60 * 1000,
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removeOnComplete: true,
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removeOnFail: true,
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},
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);
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}
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delete updateWorkspaceDto.aiSearch;
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}
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if (typeof updateWorkspaceDto.generativeAi !== 'undefined') {
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await this.workspaceRepo.updateAiSettings(
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workspaceId,
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'generative',
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updateWorkspaceDto.generativeAi,
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);
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delete updateWorkspaceDto.generativeAi;
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}
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await this.workspaceRepo.updateWorkspace(updateWorkspaceDto, workspaceId);
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const workspace = await this.workspaceRepo.findById(workspaceId, {
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