forked from Cutlery/immich
search, kysely extension
This commit is contained in:
mertalev
parent
77da10e3ab
commit
da34bd714e
2288
server/package-lock.json
generated
2288
server/package-lock.json
generated
File diff suppressed because it is too large
Load Diff
@ -1,7 +1,6 @@
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{
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"name": "immich",
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"version": "1.99.0",
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"version": "1.99.0",
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"description": "",
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"author": "",
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"private": true,
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@ -30,10 +29,6 @@
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"typeorm:migrations:run": "typeorm migration:run -d ./dist/database.config.js",
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"typeorm:migrations:revert": "typeorm migration:revert -d ./dist/database.config.js",
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"typeorm:schema:drop": "typeorm query -d ./dist/database.config.js 'DROP schema public cascade; CREATE schema public;'",
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"typeorm:migrations:generate": "typeorm migration:generate -d ./dist/database.config.js",
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"typeorm:migrations:run": "typeorm migration:run -d ./dist/database.config.js",
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"typeorm:migrations:revert": "typeorm migration:revert -d ./dist/database.config.js",
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"typeorm:schema:drop": "typeorm query -d ./dist/database.config.js 'DROP schema public cascade; CREATE schema public;'",
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"typeorm:schema:reset": "npm run typeorm:schema:drop && npm run typeorm:migrations:run",
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"sql:generate": "node ./dist/utils/sql.js",
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"prisma:generate": "prisma generate --schema=./src/prisma/schema.prisma"
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@ -77,6 +72,7 @@
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"ioredis": "^5.3.2",
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"joi": "^17.10.0",
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"js-yaml": "^4.1.0",
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"kysely": "^0.27.3",
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"lodash": "^4.17.21",
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"luxon": "^3.4.2",
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"mnemonist": "^0.39.8",
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@ -85,6 +81,7 @@
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"openid-client": "^5.4.3",
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"pg": "^8.11.3",
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"picomatch": "^4.0.0",
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"prisma-extension-kysely": "^2.1.0",
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"reflect-metadata": "^0.1.13",
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"rxjs": "^7.8.1",
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"sanitize-filename": "^1.6.3",
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@ -128,6 +125,7 @@
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"prettier": "^3.0.2",
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"prettier-plugin-organize-imports": "^3.2.3",
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"prisma": "^5.11.0",
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"prisma-kysely": "^1.8.0",
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"rimraf": "^5.0.1",
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"source-map-support": "^0.5.21",
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"sql-formatter": "^15.0.0",
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@ -123,6 +123,7 @@ import { TrashService } from 'src/services/trash.service';
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import { UserService } from 'src/services/user.service';
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import { otelConfig } from 'src/utils/instrumentation';
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import { ImmichLogger } from 'src/utils/logger';
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import { PrismaRepository } from './repositories/prisma.repository';
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const commands = [
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ResetAdminPasswordCommand,
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@ -211,6 +212,7 @@ const repositories: Provider[] = [
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{ provide: IMoveRepository, useClass: MoveRepository },
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{ provide: IPartnerRepository, useClass: PartnerRepository },
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{ provide: IPersonRepository, useClass: PersonRepository },
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{ provide: PrismaRepository, useClass: PrismaRepository },
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{ provide: IServerInfoRepository, useClass: ServerInfoRepository },
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{ provide: ISharedLinkRepository, useClass: SharedLinkRepository },
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{ provide: ISearchRepository, useClass: SearchRepository },
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@ -175,7 +175,7 @@ export type SmartSearchOptions = SearchDateOptions &
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export interface FaceEmbeddingSearch extends SearchEmbeddingOptions {
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hasPerson?: boolean;
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numResults: number;
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maxDistance?: number;
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maxDistance: number;
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}
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export interface FaceSearchResult {
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@ -188,7 +188,7 @@ export interface ISearchRepository {
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searchMetadata(pagination: SearchPaginationOptions, options: AssetSearchOptions): Paginated<AssetEntity>;
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searchSmart(pagination: SearchPaginationOptions, options: SmartSearchOptions): Paginated<AssetEntity>;
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searchFaces(search: FaceEmbeddingSearch): Promise<FaceSearchResult[]>;
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upsert(smartInfo: Partial<SmartInfoEntity>, embedding?: Embedding): Promise<void>;
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upsert(assetId: string, embedding: number[]): Promise<void>;
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searchPlaces(placeName: string): Promise<GeodataPlacesEntity[]>;
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getAssetsByCity(userIds: string[]): Promise<AssetEntity[]>;
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deleteAllSearchEmbeddings(): Promise<void>;
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292
server/src/prisma/generated/types.ts
Normal file
292
server/src/prisma/generated/types.ts
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@ -0,0 +1,292 @@
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import type { ColumnType } from "kysely";
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export type Generated<T> = T extends ColumnType<infer S, infer I, infer U>
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? ColumnType<S, I | undefined, U>
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: ColumnType<T, T | undefined, T>;
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export type Timestamp = ColumnType<Date, Date | string, Date | string>;
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export type Activity = {
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id: Generated<string>;
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createdAt: Generated<Timestamp>;
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updatedAt: Generated<Timestamp>;
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albumId: string;
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userId: string;
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assetId: string | null;
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comment: string | null;
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isLiked: Generated<boolean>;
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};
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export type Albums = {
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id: Generated<string>;
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ownerId: string;
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albumName: Generated<string>;
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createdAt: Generated<Timestamp>;
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albumThumbnailAssetId: string | null;
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updatedAt: Generated<Timestamp>;
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description: Generated<string>;
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deletedAt: Timestamp | null;
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isActivityEnabled: Generated<boolean>;
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order: Generated<string>;
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};
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export type AlbumsAssetsAssets = {
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albumsId: string;
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assetsId: string;
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};
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export type AlbumsSharedUsersUsers = {
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albumsId: string;
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usersId: string;
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};
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export type ApiKeys = {
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name: string;
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key: string;
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userId: string;
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createdAt: Generated<Timestamp>;
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updatedAt: Generated<Timestamp>;
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id: Generated<string>;
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};
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export type AssetFaces = {
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assetId: string;
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personId: string | null;
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imageWidth: Generated<number>;
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imageHeight: Generated<number>;
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boundingBoxX1: Generated<number>;
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boundingBoxY1: Generated<number>;
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boundingBoxX2: Generated<number>;
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boundingBoxY2: Generated<number>;
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id: Generated<string>;
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};
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export type AssetJobStatus = {
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assetId: string;
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facesRecognizedAt: Timestamp | null;
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metadataExtractedAt: Timestamp | null;
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};
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export type Assets = {
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id: Generated<string>;
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deviceAssetId: string;
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ownerId: string;
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deviceId: string;
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type: string;
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originalPath: string;
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resizePath: string | null;
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fileCreatedAt: Timestamp;
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fileModifiedAt: Timestamp;
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isFavorite: Generated<boolean>;
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duration: string | null;
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webpPath: Generated<string | null>;
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encodedVideoPath: Generated<string | null>;
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checksum: Buffer;
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isVisible: Generated<boolean>;
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livePhotoVideoId: string | null;
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updatedAt: Generated<Timestamp>;
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createdAt: Generated<Timestamp>;
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isArchived: Generated<boolean>;
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originalFileName: string;
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sidecarPath: string | null;
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isReadOnly: Generated<boolean>;
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thumbhash: Buffer | null;
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isOffline: Generated<boolean>;
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libraryId: string;
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isExternal: Generated<boolean>;
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deletedAt: Timestamp | null;
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localDateTime: Timestamp;
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stackId: string | null;
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truncatedDate: Generated<Timestamp>;
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};
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export type AssetStack = {
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id: Generated<string>;
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primaryAssetId: string;
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};
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export type Audit = {
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id: Generated<number>;
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entityType: string;
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entityId: string;
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action: string;
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ownerId: string;
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createdAt: Generated<Timestamp>;
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};
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export type Exif = {
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assetId: string;
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make: string | null;
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model: string | null;
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exifImageWidth: number | null;
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exifImageHeight: number | null;
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fileSizeInByte: string | null;
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orientation: string | null;
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dateTimeOriginal: Timestamp | null;
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modifyDate: Timestamp | null;
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lensModel: string | null;
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fNumber: number | null;
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focalLength: number | null;
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iso: number | null;
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latitude: number | null;
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longitude: number | null;
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city: string | null;
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state: string | null;
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country: string | null;
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description: Generated<string>;
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fps: number | null;
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exposureTime: string | null;
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livePhotoCID: string | null;
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timeZone: string | null;
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projectionType: string | null;
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profileDescription: string | null;
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colorspace: string | null;
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bitsPerSample: number | null;
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autoStackId: string | null;
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};
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export type GeodataPlaces = {
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id: number;
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name: string;
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longitude: number;
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latitude: number;
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countryCode: string;
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admin1Code: string | null;
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admin2Code: string | null;
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modificationDate: Timestamp;
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admin1Name: string | null;
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admin2Name: string | null;
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alternateNames: string | null;
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};
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export type Libraries = {
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id: Generated<string>;
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name: string;
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ownerId: string;
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type: string;
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importPaths: string[];
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exclusionPatterns: string[];
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createdAt: Generated<Timestamp>;
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updatedAt: Generated<Timestamp>;
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deletedAt: Timestamp | null;
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refreshedAt: Timestamp | null;
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isVisible: Generated<boolean>;
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};
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export type MoveHistory = {
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id: Generated<string>;
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entityId: string;
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pathType: string;
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oldPath: string;
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newPath: string;
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};
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export type Partners = {
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sharedById: string;
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sharedWithId: string;
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createdAt: Generated<Timestamp>;
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updatedAt: Generated<Timestamp>;
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inTimeline: Generated<boolean>;
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};
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export type Person = {
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id: Generated<string>;
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createdAt: Generated<Timestamp>;
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updatedAt: Generated<Timestamp>;
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ownerId: string;
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name: Generated<string>;
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thumbnailPath: Generated<string>;
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isHidden: Generated<boolean>;
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birthDate: Timestamp | null;
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faceAssetId: string | null;
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};
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export type SharedLinkAsset = {
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assetsId: string;
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sharedLinksId: string;
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};
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export type SharedLinks = {
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id: Generated<string>;
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description: string | null;
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userId: string;
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key: Buffer;
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type: string;
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createdAt: Generated<Timestamp>;
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expiresAt: Timestamp | null;
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allowUpload: Generated<boolean>;
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albumId: string | null;
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allowDownload: Generated<boolean>;
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showExif: Generated<boolean>;
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password: string | null;
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};
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export type SmartInfo = {
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assetId: string;
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tags: string[];
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objects: string[];
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};
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export type SmartSearch = {
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assetId: string;
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};
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export type SocketIoAttachments = {
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id: Generated<string>;
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created_at: Generated<Timestamp | null>;
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payload: Buffer | null;
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};
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export type SystemConfig = {
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key: string;
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value: string | null;
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};
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export type SystemMetadata = {
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key: string;
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value: Generated<unknown>;
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};
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export type TagAsset = {
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assetsId: string;
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tagsId: string;
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};
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export type Tags = {
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id: Generated<string>;
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type: string;
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name: string;
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userId: string;
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renameTagId: string | null;
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};
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export type Users = {
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id: Generated<string>;
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email: string;
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password: Generated<string>;
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createdAt: Generated<Timestamp>;
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profileImagePath: Generated<string>;
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isAdmin: Generated<boolean>;
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shouldChangePassword: Generated<boolean>;
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deletedAt: Timestamp | null;
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oauthId: Generated<string>;
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updatedAt: Generated<Timestamp>;
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storageLabel: string | null;
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memoriesEnabled: Generated<boolean>;
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name: Generated<string>;
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avatarColor: string | null;
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quotaSizeInBytes: string | null;
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quotaUsageInBytes: Generated<string>;
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status: Generated<string>;
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};
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export type UserToken = {
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id: Generated<string>;
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token: string;
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createdAt: Generated<Timestamp>;
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updatedAt: Generated<Timestamp>;
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userId: string;
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deviceType: Generated<string>;
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deviceOS: Generated<string>;
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};
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export type DB = {
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activity: Activity;
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albums: Albums;
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albums_assets_assets: AlbumsAssetsAssets;
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albums_shared_users_users: AlbumsSharedUsersUsers;
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api_keys: ApiKeys;
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asset_faces: AssetFaces;
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asset_job_status: AssetJobStatus;
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asset_stack: AssetStack;
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assets: Assets;
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audit: Audit;
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exif: Exif;
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geodata_places: GeodataPlaces;
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libraries: Libraries;
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move_history: MoveHistory;
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partners: Partners;
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person: Person;
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shared_link__asset: SharedLinkAsset;
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shared_links: SharedLinks;
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smart_info: SmartInfo;
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smart_search: SmartSearch;
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socket_io_attachments: SocketIoAttachments;
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system_config: SystemConfig;
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system_metadata: SystemMetadata;
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tag_asset: TagAsset;
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tags: Tags;
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user_token: UserToken;
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users: Users;
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};
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16
server/src/prisma/kysely.ts
Normal file
16
server/src/prisma/kysely.ts
Normal file
@ -0,0 +1,16 @@
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import { DeduplicateJoinsPlugin, Kysely, PostgresAdapter, PostgresIntrospector, PostgresQueryCompiler } from 'kysely';
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import kyselyExt from 'prisma-extension-kysely';
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import type { DB } from './generated/types';
|
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|
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export const kyselyExtension = kyselyExt({
|
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kysely: (driver) =>
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new Kysely<DB>({
|
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dialect: {
|
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createDriver: () => driver,
|
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createAdapter: () => new PostgresAdapter(),
|
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createIntrospector: (db) => new PostgresIntrospector(db),
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createQueryCompiler: () => new PostgresQueryCompiler(),
|
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},
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plugins: [new DeduplicateJoinsPlugin()],
|
||||
}),
|
||||
});
|
||||
@ -3,6 +3,10 @@ generator client {
|
||||
previewFeatures = ["postgresqlExtensions", "relationJoins"]
|
||||
}
|
||||
|
||||
generator kysely {
|
||||
provider = "prisma-kysely"
|
||||
}
|
||||
|
||||
datasource db {
|
||||
provider = "postgresql"
|
||||
url = env("DB_URL")
|
||||
|
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@ -2,14 +2,26 @@ import { Injectable, OnModuleDestroy, OnModuleInit } from '@nestjs/common';
|
||||
import { PrismaClient } from '@prisma/client';
|
||||
import { findNonDeletedExtension } from '../prisma/find-non-deleted';
|
||||
import { metricsExtension } from '../prisma/metrics';
|
||||
import { kyselyExtension } from 'src/prisma/kysely';
|
||||
|
||||
function extendClient(base: PrismaClient) {
|
||||
return base.$extends(metricsExtension).$extends(findNonDeletedExtension).$extends(kyselyExtension);
|
||||
}
|
||||
|
||||
class UntypedExtendedClient extends PrismaClient {
|
||||
constructor(options?: ConstructorParameters<typeof PrismaClient>[0]) {
|
||||
super(options);
|
||||
|
||||
return extendClient(this) as this;
|
||||
}
|
||||
}
|
||||
|
||||
const ExtendedPrismaClient = UntypedExtendedClient as unknown as new (
|
||||
options?: ConstructorParameters<typeof PrismaClient>[0],
|
||||
) => ReturnType<typeof extendClient>;
|
||||
|
||||
@Injectable()
|
||||
export class PrismaRepository extends PrismaClient implements OnModuleInit, OnModuleDestroy {
|
||||
constructor() {
|
||||
super();
|
||||
return this.$extends(metricsExtension).$extends(findNonDeletedExtension) as this;
|
||||
}
|
||||
|
||||
export class PrismaRepository extends ExtendedPrismaClient implements OnModuleInit, OnModuleDestroy {
|
||||
async onModuleInit() {
|
||||
await this.$connect();
|
||||
}
|
||||
|
||||
@ -1,57 +1,35 @@
|
||||
import { Injectable } from '@nestjs/common';
|
||||
import { InjectRepository } from '@nestjs/typeorm';
|
||||
import { vectorExt } from 'src/database.config';
|
||||
import { Inject, Injectable } from '@nestjs/common';
|
||||
import { ExpressionBuilder, Kysely, OrderByDirectionExpression, sql } from 'kysely';
|
||||
import { jsonArrayFrom, jsonObjectFrom } from 'kysely/helpers/postgres';
|
||||
import _ from 'lodash';
|
||||
import { DummyValue, GenerateSql } from 'src/decorators';
|
||||
import { AssetFaceEntity } from 'src/entities/asset-face.entity';
|
||||
import { AssetEntity, AssetType } from 'src/entities/asset.entity';
|
||||
import { GeodataPlacesEntity } from 'src/entities/geodata-places.entity';
|
||||
import { SmartInfoEntity } from 'src/entities/smart-info.entity';
|
||||
import { SmartSearchEntity } from 'src/entities/smart-search.entity';
|
||||
import { DatabaseExtension } from 'src/interfaces/database.interface';
|
||||
import {
|
||||
AssetSearchBuilderOptions,
|
||||
AssetSearchOptions,
|
||||
Embedding,
|
||||
FaceEmbeddingSearch,
|
||||
FaceSearchResult,
|
||||
ISearchRepository,
|
||||
SearchPaginationOptions,
|
||||
SmartSearchOptions,
|
||||
} from 'src/interfaces/search.interface';
|
||||
import { asVector, searchAssetBuilder } from 'src/utils/database';
|
||||
import { DB } from 'src/prisma/generated/types';
|
||||
import { asVector } from 'src/utils/database';
|
||||
import { Instrumentation } from 'src/utils/instrumentation';
|
||||
import { ImmichLogger } from 'src/utils/logger';
|
||||
import { getCLIPModelInfo } from 'src/utils/misc';
|
||||
import { Paginated, PaginationMode, PaginationResult, paginatedBuilder } from 'src/utils/pagination';
|
||||
import { Paginated } from 'src/utils/pagination';
|
||||
import { isValidInteger } from 'src/validation';
|
||||
import { Repository, SelectQueryBuilder } from 'typeorm';
|
||||
import { PrismaRepository } from './prisma.repository';
|
||||
|
||||
@Instrumentation()
|
||||
@Injectable()
|
||||
export class SearchRepository implements ISearchRepository {
|
||||
private logger = new ImmichLogger(SearchRepository.name);
|
||||
private faceColumns: string[];
|
||||
private assetsByCityQuery: string;
|
||||
|
||||
constructor(
|
||||
@InjectRepository(SmartInfoEntity) private repository: Repository<SmartInfoEntity>,
|
||||
@InjectRepository(AssetEntity) private assetRepository: Repository<AssetEntity>,
|
||||
@InjectRepository(AssetFaceEntity) private assetFaceRepository: Repository<AssetFaceEntity>,
|
||||
@InjectRepository(SmartSearchEntity) private smartSearchRepository: Repository<SmartSearchEntity>,
|
||||
@InjectRepository(GeodataPlacesEntity) private readonly geodataPlacesRepository: Repository<GeodataPlacesEntity>,
|
||||
) {
|
||||
this.faceColumns = this.assetFaceRepository.manager.connection
|
||||
.getMetadata(AssetFaceEntity)
|
||||
.ownColumns.map((column) => column.propertyName)
|
||||
.filter((propertyName) => propertyName !== 'embedding');
|
||||
this.assetsByCityQuery =
|
||||
assetsByCityCte +
|
||||
this.assetRepository
|
||||
.createQueryBuilder('asset')
|
||||
.innerJoinAndSelect('asset.exifInfo', 'exif')
|
||||
.withDeleted()
|
||||
.getQuery() +
|
||||
' INNER JOIN cte ON asset.id = cte."assetId"';
|
||||
}
|
||||
constructor(@Inject(PrismaRepository) private prismaRepository: PrismaRepository) {}
|
||||
|
||||
async init(modelName: string): Promise<void> {
|
||||
const { dimSize } = getCLIPModelInfo(modelName);
|
||||
@ -78,23 +56,16 @@ export class SearchRepository implements ISearchRepository {
|
||||
],
|
||||
})
|
||||
async searchMetadata(pagination: SearchPaginationOptions, options: AssetSearchOptions): Paginated<AssetEntity> {
|
||||
let builder = this.assetRepository.createQueryBuilder('asset');
|
||||
builder = searchAssetBuilder(builder, options);
|
||||
const orderDirection = (options.orderDirection?.toLowerCase() || 'desc') as OrderByDirectionExpression;
|
||||
const builder = this.searchAssetBuilder(options)
|
||||
.orderBy('assets.fileCreatedAt', orderDirection)
|
||||
.limit(pagination.size + 1)
|
||||
.offset((pagination.page - 1) * pagination.size);
|
||||
|
||||
builder.orderBy('asset.fileCreatedAt', options.orderDirection ?? 'DESC');
|
||||
return paginatedBuilder<AssetEntity>(builder, {
|
||||
mode: PaginationMode.SKIP_TAKE,
|
||||
skip: (pagination.page - 1) * pagination.size,
|
||||
take: pagination.size,
|
||||
});
|
||||
}
|
||||
|
||||
private createPersonFilter(builder: SelectQueryBuilder<AssetFaceEntity>, personIds: string[]) {
|
||||
return builder
|
||||
.select(`${builder.alias}."assetId"`)
|
||||
.where(`${builder.alias}."personId" IN (:...personIds)`, { personIds })
|
||||
.groupBy(`${builder.alias}."assetId"`)
|
||||
.having(`COUNT(DISTINCT ${builder.alias}."personId") = :personCount`, { personCount: personIds.length });
|
||||
const items = (await builder.execute()) as any as AssetEntity[];
|
||||
const hasNextPage = items.length > pagination.size;
|
||||
items.splice(pagination.size);
|
||||
return { items, hasNextPage };
|
||||
}
|
||||
|
||||
@GenerateSql({
|
||||
@ -114,35 +85,25 @@ export class SearchRepository implements ISearchRepository {
|
||||
pagination: SearchPaginationOptions,
|
||||
{ embedding, userIds, personIds, ...options }: SmartSearchOptions,
|
||||
): Paginated<AssetEntity> {
|
||||
let results: PaginationResult<AssetEntity> = { items: [], hasNextPage: false };
|
||||
if (!isValidInteger(pagination.size, { min: 1 })) {
|
||||
throw new Error(`Invalid value for 'size': ${pagination.size}`);
|
||||
}
|
||||
|
||||
await this.assetRepository.manager.transaction(async (manager) => {
|
||||
let builder = manager.createQueryBuilder(AssetEntity, 'asset');
|
||||
let items: AssetEntity[] = [];
|
||||
await this.prismaRepository.$transaction(async (tx) => {
|
||||
await tx.$queryRawUnsafe(`SET LOCAL vectors.hnsw_ef_search = ${pagination.size + 1}`);
|
||||
let builder = this.searchAssetBuilder(options, tx.$kysely)
|
||||
.innerJoin('smart_search', 'assets.id', 'smart_search.assetId')
|
||||
.orderBy(sql`smart_search.embedding <=> ${asVector(embedding)}::vector`)
|
||||
.limit(pagination.size + 1)
|
||||
.offset((pagination.page - 1) * pagination.size);
|
||||
|
||||
if (personIds?.length) {
|
||||
const assetFaceBuilder = manager.createQueryBuilder(AssetFaceEntity, 'asset_face');
|
||||
const cte = this.createPersonFilter(assetFaceBuilder, personIds);
|
||||
builder
|
||||
.addCommonTableExpression(cte, 'asset_face_ids')
|
||||
.innerJoin('asset_face_ids', 'a', 'a."assetId" = asset.id');
|
||||
}
|
||||
|
||||
builder = searchAssetBuilder(builder, options);
|
||||
builder
|
||||
.innerJoin('asset.smartSearch', 'search')
|
||||
.andWhere('asset.ownerId IN (:...userIds )')
|
||||
.orderBy('search.embedding <=> :embedding')
|
||||
.setParameters({ userIds, embedding: asVector(embedding) });
|
||||
|
||||
await manager.query(this.getRuntimeConfig(pagination.size));
|
||||
results = await paginatedBuilder<AssetEntity>(builder, {
|
||||
mode: PaginationMode.LIMIT_OFFSET,
|
||||
skip: (pagination.page - 1) * pagination.size,
|
||||
take: pagination.size,
|
||||
});
|
||||
items = (await builder.execute()) as any as AssetEntity[];
|
||||
});
|
||||
|
||||
return results;
|
||||
const hasNextPage = items.length > pagination.size;
|
||||
items.splice(pagination.size);
|
||||
return { items, hasNextPage };
|
||||
}
|
||||
|
||||
@GenerateSql({
|
||||
@ -155,7 +116,7 @@ export class SearchRepository implements ISearchRepository {
|
||||
},
|
||||
],
|
||||
})
|
||||
async searchFaces({
|
||||
searchFaces({
|
||||
userIds,
|
||||
embedding,
|
||||
numResults,
|
||||
@ -168,99 +129,91 @@ export class SearchRepository implements ISearchRepository {
|
||||
|
||||
// setting this too low messes with prefilter recall
|
||||
numResults = Math.max(numResults, 64);
|
||||
|
||||
let results: Array<AssetFaceEntity & { distance: number }> = [];
|
||||
await this.assetRepository.manager.transaction(async (manager) => {
|
||||
const cte = manager
|
||||
.createQueryBuilder(AssetFaceEntity, 'faces')
|
||||
.select('faces.embedding <=> :embedding', 'distance')
|
||||
.innerJoin('faces.asset', 'asset')
|
||||
.where('asset.ownerId IN (:...userIds )')
|
||||
.orderBy('faces.embedding <=> :embedding')
|
||||
.setParameters({ userIds, embedding: asVector(embedding) });
|
||||
|
||||
cte.limit(numResults);
|
||||
|
||||
if (hasPerson) {
|
||||
cte.andWhere('faces."personId" IS NOT NULL');
|
||||
}
|
||||
|
||||
for (const col of this.faceColumns) {
|
||||
cte.addSelect(`faces.${col}`, col);
|
||||
}
|
||||
|
||||
await manager.query(this.getRuntimeConfig(numResults));
|
||||
results = await manager
|
||||
.createQueryBuilder()
|
||||
.select('res.*')
|
||||
.addCommonTableExpression(cte, 'cte')
|
||||
.from('cte', 'res')
|
||||
.where('res.distance <= :maxDistance', { maxDistance })
|
||||
.orderBy('res.distance')
|
||||
.getRawMany();
|
||||
const vector = asVector(embedding);
|
||||
return this.prismaRepository.$transaction(async (tx) => {
|
||||
await tx.$queryRawUnsafe(`SET LOCAL vectors.hnsw_ef_search = ${numResults}`);
|
||||
return tx.$kysely
|
||||
.with('cte', (qb) =>
|
||||
qb
|
||||
.selectFrom('asset_faces')
|
||||
.select([
|
||||
(eb) => eb.fn.toJson(sql`asset_faces.*`).as('face'),
|
||||
sql<number>`asset_faces.embedding <=> ${vector}::vector`.as('distance'),
|
||||
])
|
||||
.innerJoin('assets', 'assets.id', 'asset_faces.assetId')
|
||||
.where('assets.ownerId', '=', sql<string>`ANY(ARRAY[${userIds}]::uuid[])`)
|
||||
.$if(!!hasPerson, (qb) => qb.where('asset_faces.personId', 'is not', null))
|
||||
.orderBy(sql`asset_faces.embedding <=> ${vector}::vector`)
|
||||
.limit(numResults),
|
||||
)
|
||||
.selectFrom('cte')
|
||||
.where('cte.distance', '<=', maxDistance)
|
||||
.execute() as any as Array<{ face: AssetFaceEntity; distance: number }>;
|
||||
});
|
||||
return results.map((row) => ({
|
||||
face: this.assetFaceRepository.create(row),
|
||||
distance: row.distance,
|
||||
}));
|
||||
}
|
||||
|
||||
@GenerateSql({ params: [DummyValue.STRING] })
|
||||
async searchPlaces(placeName: string): Promise<GeodataPlacesEntity[]> {
|
||||
return await this.geodataPlacesRepository
|
||||
.createQueryBuilder('geoplaces')
|
||||
.where(`f_unaccent(name) %>> f_unaccent(:placeName)`)
|
||||
.orWhere(`f_unaccent("admin2Name") %>> f_unaccent(:placeName)`)
|
||||
.orWhere(`f_unaccent("admin1Name") %>> f_unaccent(:placeName)`)
|
||||
.orWhere(`f_unaccent("alternateNames") %>> f_unaccent(:placeName)`)
|
||||
.orderBy(
|
||||
`
|
||||
COALESCE(f_unaccent(name) <->>> f_unaccent(:placeName), 0) +
|
||||
COALESCE(f_unaccent("admin2Name") <->>> f_unaccent(:placeName), 0) +
|
||||
COALESCE(f_unaccent("admin1Name") <->>> f_unaccent(:placeName), 0) +
|
||||
COALESCE(f_unaccent("alternateNames") <->>> f_unaccent(:placeName), 0)
|
||||
`,
|
||||
searchPlaces(placeName: string): Promise<GeodataPlacesEntity[]> {
|
||||
const contains = '%>>' as any as 'ilike';
|
||||
return this.prismaRepository.$kysely
|
||||
.selectFrom('geodata_places')
|
||||
.selectAll()
|
||||
.where((eb) =>
|
||||
eb.or([
|
||||
eb(eb.fn('f_unaccent', ['name']), contains, eb.fn('f_unaccent', [eb.val(placeName)])),
|
||||
eb(eb.fn('f_unaccent', ['admin2Name']), contains, eb.fn('f_unaccent', [eb.val(placeName)])),
|
||||
eb(eb.fn('f_unaccent', ['admin1Name']), contains, eb.fn('f_unaccent', [eb.val(placeName)])),
|
||||
eb(eb.fn('f_unaccent', ['alternateNames']), contains, eb.fn('f_unaccent', [eb.val(placeName)])),
|
||||
]),
|
||||
)
|
||||
.orderBy(
|
||||
sql`COALESCE(f_unaccent(name) <->>> f_unaccent(${placeName}), 0) +
|
||||
COALESCE(f_unaccent("admin2Name") <->>> f_unaccent(${placeName}), 0) +
|
||||
COALESCE(f_unaccent("admin1Name") <->>> f_unaccent(${placeName}), 0) +
|
||||
COALESCE(f_unaccent("alternateNames") <->>> f_unaccent(${placeName}), 0)`,
|
||||
)
|
||||
.setParameters({ placeName })
|
||||
.limit(20)
|
||||
.getMany();
|
||||
.execute() as Promise<GeodataPlacesEntity[]>;
|
||||
}
|
||||
|
||||
@GenerateSql({ params: [[DummyValue.UUID]] })
|
||||
async getAssetsByCity(userIds: string[]): Promise<AssetEntity[]> {
|
||||
const parameters = [userIds.join(', '), true, false, AssetType.IMAGE];
|
||||
const rawRes = await this.repository.query(this.assetsByCityQuery, parameters);
|
||||
// the performance difference between this and the normal way is too huge to ignore, e.g. 3s vs 4ms
|
||||
return this.prismaRepository.$queryRaw`WITH RECURSIVE cte AS (
|
||||
(
|
||||
SELECT city, "assetId"
|
||||
FROM exif
|
||||
INNER JOIN assets ON exif."assetId" = assets.id
|
||||
WHERE "ownerId" = ANY(ARRAY[${userIds}]::uuid[]) AND "isVisible" = true AND "isArchived" = false AND type = 'IMAGE'
|
||||
ORDER BY city
|
||||
LIMIT 1
|
||||
)
|
||||
|
||||
const items: AssetEntity[] = [];
|
||||
for (const res of rawRes) {
|
||||
const item = { exifInfo: {} as Record<string, any> } as Record<string, any>;
|
||||
for (const [key, value] of Object.entries(res)) {
|
||||
if (key.startsWith('exif_')) {
|
||||
item.exifInfo[key.replace('exif_', '')] = value;
|
||||
} else {
|
||||
item[key.replace('asset_', '')] = value;
|
||||
}
|
||||
}
|
||||
items.push(item as AssetEntity);
|
||||
}
|
||||
UNION ALL
|
||||
|
||||
return items;
|
||||
SELECT l.city, l."assetId"
|
||||
FROM cte c
|
||||
, LATERAL (
|
||||
SELECT city, "assetId"
|
||||
FROM exif
|
||||
INNER JOIN assets ON exif."assetId" = assets.id
|
||||
WHERE city > c.city AND "ownerId" = ANY(ARRAY[${userIds}]::uuid[]) AND "isVisible" = true AND "isArchived" = false AND type = 'IMAGE'
|
||||
ORDER BY city
|
||||
LIMIT 1
|
||||
) l
|
||||
)
|
||||
select "assets".*, json_strip_nulls(to_json(exif.*)) as "exifInfo"
|
||||
from "assets"
|
||||
inner join "exif" on "assets"."id" = "exif"."assetId"
|
||||
inner join "cte" on "assets"."id" = "cte"."assetId"`;
|
||||
}
|
||||
|
||||
async upsert(smartInfo: Partial<SmartInfoEntity>, embedding?: Embedding): Promise<void> {
|
||||
await this.repository.upsert(smartInfo, { conflictPaths: ['assetId'] });
|
||||
if (!smartInfo.assetId || !embedding) {
|
||||
return;
|
||||
}
|
||||
|
||||
await this.upsertEmbedding(smartInfo.assetId, embedding);
|
||||
}
|
||||
|
||||
private async upsertEmbedding(assetId: string, embedding: number[]): Promise<void> {
|
||||
await this.smartSearchRepository.upsert(
|
||||
{ assetId, embedding: () => asVector(embedding, true) },
|
||||
{ conflictPaths: ['assetId'] },
|
||||
);
|
||||
async upsert(assetId: string, embedding: number[]): Promise<void> {
|
||||
await this.prismaRepository.$kysely
|
||||
.insertInto('smart_search')
|
||||
.values({ assetId, embedding: asVector(embedding, true) } as any)
|
||||
.onConflict((oc) => oc.column('assetId').doUpdateSet({ embedding: asVector(embedding, true) } as any))
|
||||
.execute();
|
||||
}
|
||||
|
||||
private async updateDimSize(dimSize: number): Promise<void> {
|
||||
@ -275,27 +228,27 @@ export class SearchRepository implements ISearchRepository {
|
||||
|
||||
this.logger.log(`Updating database CLIP dimension size to ${dimSize}.`);
|
||||
|
||||
await this.smartSearchRepository.manager.transaction(async (manager) => {
|
||||
await manager.clear(SmartSearchEntity);
|
||||
await manager.query(`ALTER TABLE smart_search ALTER COLUMN embedding SET DATA TYPE vector(${dimSize})`);
|
||||
this.prismaRepository.$transaction(async (tx) => {
|
||||
await tx.$queryRawUnsafe(`TRUNCATE smart_search`);
|
||||
await tx.$queryRawUnsafe(`ALTER TABLE smart_search ALTER COLUMN embedding SET DATA TYPE vector(${dimSize})`);
|
||||
});
|
||||
|
||||
this.logger.log(`Successfully updated database CLIP dimension size from ${curDimSize} to ${dimSize}.`);
|
||||
}
|
||||
|
||||
deleteAllSearchEmbeddings(): Promise<void> {
|
||||
return this.smartSearchRepository.clear();
|
||||
return this.prismaRepository.$queryRawUnsafe(`TRUNCATE smart_search`);
|
||||
}
|
||||
|
||||
private async getDimSize(): Promise<number> {
|
||||
const res = await this.smartSearchRepository.manager.query(`
|
||||
const res = await this.prismaRepository.$queryRaw<[{ dimsize: number }]>`
|
||||
SELECT atttypmod as dimsize
|
||||
FROM pg_attribute f
|
||||
JOIN pg_class c ON c.oid = f.attrelid
|
||||
WHERE c.relkind = 'r'::char
|
||||
AND f.attnum > 0
|
||||
AND c.relname = 'smart_search'
|
||||
AND f.attname = 'embedding'`);
|
||||
AND f.attname = 'embedding'`;
|
||||
|
||||
const dimSize = res[0]['dimsize'];
|
||||
if (!isValidInteger(dimSize, { min: 1, max: 2 ** 16 })) {
|
||||
@ -304,43 +257,110 @@ export class SearchRepository implements ISearchRepository {
|
||||
return dimSize;
|
||||
}
|
||||
|
||||
private getRuntimeConfig(numResults?: number): string {
|
||||
if (vectorExt === DatabaseExtension.VECTOR) {
|
||||
return 'SET LOCAL hnsw.ef_search = 1000;'; // mitigate post-filter recall
|
||||
}
|
||||
private searchAssetBuilder(options: AssetSearchBuilderOptions, kysely: Kysely<DB> = this.prismaRepository.$kysely) {
|
||||
const withExif = (eb: ExpressionBuilder<DB, 'assets'>) =>
|
||||
jsonObjectFrom(eb.selectFrom('exif').selectAll().whereRef('exif.assetId', '=', 'assets.id')).as('exifInfo');
|
||||
|
||||
let runtimeConfig = 'SET LOCAL vectors.enable_prefilter=on; SET LOCAL vectors.search_mode=vbase;';
|
||||
if (numResults) {
|
||||
runtimeConfig += ` SET LOCAL vectors.hnsw_ef_search = ${numResults};`;
|
||||
}
|
||||
const withSmartInfo = (eb: ExpressionBuilder<DB, 'assets'>) =>
|
||||
jsonObjectFrom(eb.selectFrom('smart_info').selectAll().whereRef('smart_info.assetId', '=', 'assets.id')).as(
|
||||
'smartInfo',
|
||||
);
|
||||
|
||||
return runtimeConfig;
|
||||
const withFaces = (eb: ExpressionBuilder<DB, 'assets'>) =>
|
||||
jsonArrayFrom(eb.selectFrom('asset_faces').selectAll().whereRef('asset_faces.assetId', '=', 'assets.id')).as(
|
||||
'faces',
|
||||
);
|
||||
|
||||
const withPeople = (eb: ExpressionBuilder<DB, 'assets' | 'asset_faces'>) =>
|
||||
jsonObjectFrom(eb.selectFrom('person').selectAll().whereRef('asset_faces.personId', '=', 'person.id')).as(
|
||||
'people',
|
||||
);
|
||||
|
||||
options.isArchived ??= options.withArchived ? undefined : false;
|
||||
options.withDeleted ??= !!(options.trashedAfter || options.trashedBefore);
|
||||
const query = kysely
|
||||
.selectFrom('assets')
|
||||
.selectAll('assets')
|
||||
.$if(!!options.createdBefore, (qb) => qb.where('assets.createdAt', '<=', options.createdBefore as Date))
|
||||
.$if(!!options.createdAfter, (qb) => qb.where('assets.createdAt', '>=', options.createdAfter as Date))
|
||||
.$if(!!options.updatedBefore, (qb) => qb.where('assets.updatedAt', '<=', options.updatedBefore as Date))
|
||||
.$if(!!options.updatedAfter, (qb) => qb.where('assets.updatedAt', '>=', options.updatedAfter as Date))
|
||||
.$if(!!options.trashedBefore, (qb) => qb.where('assets.deletedAt', '<=', options.trashedBefore as Date))
|
||||
.$if(!!options.trashedAfter, (qb) => qb.where('assets.deletedAt', '>=', options.trashedAfter as Date))
|
||||
.$if(!!options.takenBefore, (qb) => qb.where('assets.fileCreatedAt', '<=', options.takenBefore as Date))
|
||||
.$if(!!options.takenAfter, (qb) => qb.where('assets.fileCreatedAt', '>=', options.takenAfter as Date))
|
||||
.$if(!!options.city, (qb) =>
|
||||
qb.leftJoin('exif', 'exif.assetId', 'assets.id').where('exif.city', '=', options.city as string),
|
||||
)
|
||||
.$if(!!options.country, (qb) =>
|
||||
qb.leftJoin('exif', 'exif.assetId', 'assets.id').where('exif.country', '=', options.country as string),
|
||||
)
|
||||
.$if(!!options.lensModel, (qb) =>
|
||||
qb.leftJoin('exif', 'exif.assetId', 'assets.id').where('exif.lensModel', '=', options.lensModel as string),
|
||||
)
|
||||
.$if(!!options.make, (qb) =>
|
||||
qb.leftJoin('exif', 'exif.assetId', 'assets.id').where('exif.make', '=', options.make as string),
|
||||
)
|
||||
.$if(!!options.model, (qb) =>
|
||||
qb.leftJoin('exif', 'exif.assetId', 'assets.id').where('exif.model', '=', options.model as string),
|
||||
)
|
||||
.$if(!!options.state, (qb) =>
|
||||
qb.leftJoin('exif', 'exif.assetId', 'assets.id').where('exif.state', '=', options.state as string),
|
||||
)
|
||||
.$if(!!options.checksum, (qb) => qb.where('assets.checksum', '=', options.checksum as Buffer))
|
||||
.$if(!!options.deviceAssetId, (qb) => qb.where('assets.deviceAssetId', '=', options.deviceAssetId as string))
|
||||
.$if(!!options.deviceId, (qb) => qb.where('assets.deviceId', '=', options.deviceId as string))
|
||||
.$if(!!options.id, (qb) => qb.where('assets.id', '=', options.id as string))
|
||||
.$if(!!options.libraryId, (qb) => qb.where('assets.libraryId', '=', options.libraryId as string))
|
||||
.$if(!!options.userIds, (qb) =>
|
||||
qb.where('assets.ownerId', '=', sql<string>`ANY(ARRAY[${options.userIds}]::uuid[])`),
|
||||
)
|
||||
.$if(!!options.encodedVideoPath, (qb) =>
|
||||
qb.where('assets.encodedVideoPath', '=', options.encodedVideoPath as string),
|
||||
)
|
||||
.$if(!!options.originalPath, (qb) => qb.where('assets.originalPath', '=', options.originalPath as string))
|
||||
.$if(!!options.resizePath, (qb) => qb.where('assets.resizePath', '=', options.resizePath as string))
|
||||
.$if(!!options.webpPath, (qb) => qb.where('assets.webpPath', '=', options.webpPath as string))
|
||||
.$if(!!options.originalFileName, (qb) =>
|
||||
qb.where(sql`f_unaccent(assets.originalFileName)`, 'ilike', sql`f_unaccent(${options.originalFileName})`),
|
||||
)
|
||||
.$if(!!options.isExternal, (qb) => qb.where('assets.isExternal', '=', options.isExternal as boolean))
|
||||
.$if(!!options.isFavorite, (qb) => qb.where('assets.isFavorite', '=', options.isFavorite as boolean))
|
||||
.$if(!!options.isOffline, (qb) => qb.where('assets.isOffline', '=', options.isOffline as boolean))
|
||||
.$if(!!options.isReadOnly, (qb) => qb.where('assets.isReadOnly', '=', options.isReadOnly as boolean))
|
||||
.$if(!!options.isVisible, (qb) => qb.where('assets.isVisible', '=', options.isVisible as boolean))
|
||||
.$if(!!options.type, (qb) => qb.where('assets.type', '=', options.type as AssetType))
|
||||
.$if(!!options.isArchived, (qb) => qb.where('assets.isArchived', '=', options.isArchived as boolean))
|
||||
.$if(!!options.isEncoded, (qb) => qb.where('assets.encodedVideoPath', 'is not', null))
|
||||
.$if(!!options.isMotion, (qb) => qb.where('assets.livePhotoVideoId', 'is not', null))
|
||||
.$if(!!options.isNotInAlbum, (qb) =>
|
||||
qb
|
||||
.leftJoin('albums_assets_assets', 'albums_assets_assets.assetsId', 'assets.id')
|
||||
.where('albums_assets_assets.assetsId', 'is', null),
|
||||
)
|
||||
.$if(!!options.withExif, (qb) => qb.select((eb) => withExif(eb)))
|
||||
.$if(!!options.withSmartInfo, (qb) => qb.select((eb) => withSmartInfo(eb)))
|
||||
.$if(!(!options.withFaces || options.withPeople), (qb) =>
|
||||
qb.select((eb) => withFaces(eb)).$if(!!options.withPeople, (qb) => qb.select((eb) => withPeople(eb) as any)),
|
||||
)
|
||||
.$if(!!options.personIds && options.personIds.length > 0, (qb) =>
|
||||
qb.innerJoin(
|
||||
(eb: any) =>
|
||||
eb
|
||||
.selectFrom('asset_faces')
|
||||
.select('asset_faces.assetId')
|
||||
.where('asset_faces.personId', '=', sql`ANY(ARRAY[${options.personIds}]::uuid[])`)
|
||||
.groupBy('asset_faces.assetId')
|
||||
.having(
|
||||
(eb: any) => eb.fn.count('asset_faces.personId').distinct(),
|
||||
'=',
|
||||
(options.personIds as string[]).length,
|
||||
)
|
||||
.as('personAssetIds'),
|
||||
(join) => join.onRef('personAssetIds.assetId' as any, '=', 'assets.id' as any),
|
||||
),
|
||||
)
|
||||
.$if(!options.withDeleted, (qb) => qb.where('assets.deletedAt', 'is', null));
|
||||
return query;
|
||||
}
|
||||
}
|
||||
|
||||
// the performance difference between this and the normal way is too huge to ignore, e.g. 3s vs 4ms
|
||||
const assetsByCityCte = `
|
||||
WITH RECURSIVE cte AS (
|
||||
(
|
||||
SELECT city, "assetId"
|
||||
FROM exif
|
||||
INNER JOIN assets ON exif."assetId" = assets.id
|
||||
WHERE "ownerId" IN ($1) AND "isVisible" = $2 AND "isArchived" = $3 AND type = $4
|
||||
ORDER BY city
|
||||
LIMIT 1
|
||||
)
|
||||
|
||||
UNION ALL
|
||||
|
||||
SELECT l.city, l."assetId"
|
||||
FROM cte c
|
||||
, LATERAL (
|
||||
SELECT city, "assetId"
|
||||
FROM exif
|
||||
INNER JOIN assets ON exif."assetId" = assets.id
|
||||
WHERE city > c.city AND "ownerId" IN ($1) AND "isVisible" = $2 AND "isArchived" = $3 AND type = $4
|
||||
ORDER BY city
|
||||
LIMIT 1
|
||||
) l
|
||||
)
|
||||
`;
|
||||
|
||||
@ -6,19 +6,11 @@ import sanitize from 'sanitize-filename';
|
||||
import { AccessCore, Permission } from 'src/cores/access.core';
|
||||
import { StorageCore, StorageFolder } from 'src/cores/storage.core';
|
||||
import { SystemConfigCore } from 'src/cores/system-config.core';
|
||||
import { AccessCore, Permission } from 'src/cores/access.core';
|
||||
import { StorageCore, StorageFolder } from 'src/cores/storage.core';
|
||||
import { SystemConfigCore } from 'src/cores/system-config.core';
|
||||
import {
|
||||
AssetResponseDto,
|
||||
MemoryLaneResponseDto,
|
||||
SanitizedAssetResponseDto,
|
||||
mapAsset,
|
||||
} from 'src/dtos/asset-response.dto';
|
||||
AssetResponseDto,
|
||||
MemoryLaneResponseDto,
|
||||
SanitizedAssetResponseDto,
|
||||
mapAsset,
|
||||
} from 'src/dtos/asset-response.dto';
|
||||
import {
|
||||
AssetBulkDeleteDto,
|
||||
@ -28,7 +20,6 @@ import {
|
||||
AssetStatsDto,
|
||||
UpdateAssetDto,
|
||||
UploadFieldName,
|
||||
UploadFieldName,
|
||||
mapStats,
|
||||
} from 'src/dtos/asset.dto';
|
||||
import { AuthDto } from 'src/dtos/auth.dto';
|
||||
|
||||
@ -98,7 +98,7 @@ export class SmartInfoService {
|
||||
await this.databaseRepository.wait(DatabaseLock.CLIPDimSize);
|
||||
}
|
||||
|
||||
await this.repository.upsert({ assetId: asset.id }, clipEmbedding);
|
||||
await this.repository.upsert(asset.id, clipEmbedding);
|
||||
|
||||
return JobStatus.SUCCESS;
|
||||
}
|
||||
|
||||
@ -17,6 +17,7 @@
|
||||
"esModuleInterop": true,
|
||||
"preserveWatchOutput": true,
|
||||
"baseUrl": "./",
|
||||
"noErrorTruncation": true,
|
||||
},
|
||||
"exclude": [
|
||||
"dist",
|
||||
|
||||
Loading…
x
Reference in New Issue
Block a user