Files
immich/server/src/repositories/search.repository.ts
Kang 02b29046b3 feat: ocr (#18836)
* feat: add OCR functionality and related configurations

* chore: update labeler configuration for machine learning files

* feat(i18n): enhance OCR model descriptions and add orientation classification and unwarping features

* chore: update Dockerfile to include ccache for improved build performance

* feat(ocr): enhance OCR model configuration with orientation classification and unwarping options, update PaddleOCR integration, and improve response structure

* refactor(ocr): remove OCR_CLEANUP job from enum and type definitions

* refactor(ocr): remove obsolete OCR entity and migration files, and update asset job status and schema to accommodate new OCR table structure

* refactor(ocr): update OCR schema and response structure to use individual coordinates instead of bounding box, and adjust related service and repository files

* feat: enhance OCR configuration and functionality

- Updated OCR settings to include minimum detection box score, minimum detection score, and minimum recognition score.
- Refactored PaddleOCRecognizer to utilize new scoring parameters.
- Introduced new database tables for asset OCR data and search functionality.
- Modified related services and repositories to support the new OCR features.
- Updated translations for improved clarity in settings UI.

* sql changes

* use rapidocr

* change dto

* update web

* update lock

* update api

* store positions as normalized floats

* match column order in db

* update admin ui settings descriptions

fix max resolution key

set min threshold to 0.1

fix bind

* apply config correctly, adjust defaults

* unnecessary model type

* unnecessary sources

* fix(ocr): switch RapidOCR lang type from LangDet to LangRec

* fix(ocr): expose lang_type (LangRec.CH) and font_path on OcrOptions for RapidOCR

* fix(ocr): make OCR text search case- and accent-insensitive using ILIKE + unaccent

* fix(ocr): add OCR search fields

* fix: Add OCR database migration and update ML prediction logic.

* trigrams are already case insensitive

* add tests

* format

* update migrations

* wrong uuid function

* linting

* maybe fix medium tests

* formatting

* fix weblate check

* openapi

* sql

* minor fixes

* maybe fix medium tests part 2

* passing medium tests

* format web

* readd sql

* format dart

* disabled in e2e

* chore: translation ordering

---------

Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
Co-authored-by: Alex Tran <alex.tran1502@gmail.com>
2025-10-27 14:09:55 +00:00

520 lines
16 KiB
TypeScript

import { Injectable } from '@nestjs/common';
import { Kysely, OrderByDirection, Selectable, sql } from 'kysely';
import { InjectKysely } from 'nestjs-kysely';
import { randomUUID } from 'node:crypto';
import { DummyValue, GenerateSql } from 'src/decorators';
import { MapAsset } from 'src/dtos/asset-response.dto';
import { AssetStatus, AssetType, AssetVisibility, VectorIndex } from 'src/enum';
import { probes } from 'src/repositories/database.repository';
import { DB } from 'src/schema';
import { AssetExifTable } from 'src/schema/tables/asset-exif.table';
import { anyUuid, searchAssetBuilder, withExif } from 'src/utils/database';
import { paginationHelper } from 'src/utils/pagination';
import { isValidInteger } from 'src/validation';
export interface SearchAssetIdOptions {
checksum?: Buffer;
deviceAssetId?: string;
id?: string;
}
export interface SearchUserIdOptions {
deviceId?: string;
libraryId?: string | null;
userIds?: string[];
}
export type SearchIdOptions = SearchAssetIdOptions & SearchUserIdOptions;
export interface SearchStatusOptions {
isEncoded?: boolean;
isFavorite?: boolean;
isMotion?: boolean;
isOffline?: boolean;
isNotInAlbum?: boolean;
type?: AssetType;
status?: AssetStatus;
withArchived?: boolean;
withDeleted?: boolean;
visibility?: AssetVisibility;
}
export interface SearchOneToOneRelationOptions {
withExif?: boolean;
withStacked?: boolean;
}
export interface SearchRelationOptions extends SearchOneToOneRelationOptions {
withFaces?: boolean;
withPeople?: boolean;
}
export interface SearchDateOptions {
createdBefore?: Date;
createdAfter?: Date;
takenBefore?: Date;
takenAfter?: Date;
trashedBefore?: Date;
trashedAfter?: Date;
updatedBefore?: Date;
updatedAfter?: Date;
}
export interface SearchPathOptions {
encodedVideoPath?: string;
originalFileName?: string;
originalPath?: string;
previewPath?: string;
thumbnailPath?: string;
}
export interface SearchExifOptions {
city?: string | null;
country?: string | null;
lensModel?: string | null;
make?: string | null;
model?: string | null;
state?: string | null;
description?: string | null;
rating?: number | null;
}
export interface SearchEmbeddingOptions {
embedding: string;
userIds: string[];
}
export interface SearchOcrOptions {
ocr?: string;
}
export interface SearchPeopleOptions {
personIds?: string[];
}
export interface SearchTagOptions {
tagIds?: string[] | null;
}
export interface SearchAlbumOptions {
albumIds?: string[];
}
export interface SearchOrderOptions {
orderDirection?: 'asc' | 'desc';
}
export interface SearchPaginationOptions {
page: number;
size: number;
}
type BaseAssetSearchOptions = SearchDateOptions &
SearchIdOptions &
SearchExifOptions &
SearchOrderOptions &
SearchPathOptions &
SearchStatusOptions &
SearchUserIdOptions &
SearchPeopleOptions &
SearchTagOptions &
SearchAlbumOptions &
SearchOcrOptions;
export type AssetSearchOptions = BaseAssetSearchOptions & SearchRelationOptions;
export type AssetSearchBuilderOptions = Omit<AssetSearchOptions, 'orderDirection'>;
export type SmartSearchOptions = SearchDateOptions &
SearchEmbeddingOptions &
SearchExifOptions &
SearchOneToOneRelationOptions &
SearchStatusOptions &
SearchUserIdOptions &
SearchPeopleOptions &
SearchTagOptions &
SearchOcrOptions;
export type OcrSearchOptions = SearchDateOptions & SearchOcrOptions;
export type LargeAssetSearchOptions = AssetSearchOptions & { minFileSize?: number };
export interface FaceEmbeddingSearch extends SearchEmbeddingOptions {
hasPerson?: boolean;
numResults: number;
maxDistance: number;
minBirthDate?: Date | null;
}
export interface FaceSearchResult {
distance: number;
id: string;
personId: string | null;
}
export interface AssetDuplicateResult {
assetId: string;
duplicateId: string | null;
distance: number;
}
export interface GetStatesOptions {
country?: string;
}
export interface GetCitiesOptions extends GetStatesOptions {
state?: string;
}
export interface GetCameraModelsOptions {
make?: string;
lensModel?: string;
}
export interface GetCameraMakesOptions {
model?: string;
lensModel?: string;
}
export interface GetCameraLensModelsOptions {
make?: string;
model?: string;
}
@Injectable()
export class SearchRepository {
constructor(@InjectKysely() private db: Kysely<DB>) {}
@GenerateSql({
params: [
{ page: 1, size: 100 },
{
takenAfter: DummyValue.DATE,
lensModel: DummyValue.STRING,
withStacked: true,
isFavorite: true,
userIds: [DummyValue.UUID],
},
],
})
async searchMetadata(pagination: SearchPaginationOptions, options: AssetSearchOptions) {
const orderDirection = (options.orderDirection?.toLowerCase() || 'desc') as OrderByDirection;
const items = await searchAssetBuilder(this.db, options)
.selectAll('asset')
.orderBy('asset.fileCreatedAt', orderDirection)
.limit(pagination.size + 1)
.offset((pagination.page - 1) * pagination.size)
.execute();
return paginationHelper(items, pagination.size);
}
@GenerateSql({
params: [
{
takenAfter: DummyValue.DATE,
lensModel: DummyValue.STRING,
isFavorite: true,
userIds: [DummyValue.UUID],
},
],
})
searchStatistics(options: AssetSearchOptions) {
return searchAssetBuilder(this.db, options)
.select((qb) => qb.fn.countAll<number>().as('total'))
.executeTakeFirstOrThrow();
}
@GenerateSql({
params: [
100,
{
takenAfter: DummyValue.DATE,
lensModel: DummyValue.STRING,
withStacked: true,
isFavorite: true,
userIds: [DummyValue.UUID],
},
],
})
async searchRandom(size: number, options: AssetSearchOptions) {
const uuid = randomUUID();
const builder = searchAssetBuilder(this.db, options);
const lessThan = builder
.selectAll('asset')
.where('asset.id', '<', uuid)
.orderBy(sql`random()`)
.limit(size);
const greaterThan = builder
.selectAll('asset')
.where('asset.id', '>', uuid)
.orderBy(sql`random()`)
.limit(size);
const { rows } = await sql<MapAsset>`${lessThan} union all ${greaterThan} limit ${size}`.execute(this.db);
return rows;
}
@GenerateSql({
params: [
100,
{
takenAfter: DummyValue.DATE,
lensModel: DummyValue.STRING,
withStacked: true,
isFavorite: true,
userIds: [DummyValue.UUID],
},
],
})
searchLargeAssets(size: number, options: LargeAssetSearchOptions) {
const orderDirection = (options.orderDirection?.toLowerCase() || 'desc') as OrderByDirection;
return searchAssetBuilder(this.db, options)
.selectAll('asset')
.$call(withExif)
.where('asset_exif.fileSizeInByte', '>', options.minFileSize || 0)
.orderBy('asset_exif.fileSizeInByte', orderDirection)
.limit(size)
.execute();
}
@GenerateSql({
params: [
{ page: 1, size: 200 },
{
takenAfter: DummyValue.DATE,
embedding: DummyValue.VECTOR,
lensModel: DummyValue.STRING,
withStacked: true,
isFavorite: true,
userIds: [DummyValue.UUID],
},
],
})
searchSmart(pagination: SearchPaginationOptions, options: SmartSearchOptions) {
if (!isValidInteger(pagination.size, { min: 1, max: 1000 })) {
throw new Error(`Invalid value for 'size': ${pagination.size}`);
}
return this.db.transaction().execute(async (trx) => {
await sql`set local vchordrq.probes = ${sql.lit(probes[VectorIndex.Clip])}`.execute(trx);
const items = await searchAssetBuilder(trx, options)
.selectAll('asset')
.innerJoin('smart_search', 'asset.id', 'smart_search.assetId')
.orderBy(sql`smart_search.embedding <=> ${options.embedding}`)
.limit(pagination.size + 1)
.offset((pagination.page - 1) * pagination.size)
.execute();
return paginationHelper(items, pagination.size);
});
}
@GenerateSql({
params: [DummyValue.UUID],
})
async getEmbedding(assetId: string) {
return this.db.selectFrom('smart_search').selectAll().where('assetId', '=', assetId).executeTakeFirst();
}
@GenerateSql({
params: [
{
userIds: [DummyValue.UUID],
embedding: DummyValue.VECTOR,
numResults: 10,
maxDistance: 0.6,
},
],
})
searchFaces({ userIds, embedding, numResults, maxDistance, hasPerson, minBirthDate }: FaceEmbeddingSearch) {
if (!isValidInteger(numResults, { min: 1, max: 1000 })) {
throw new Error(`Invalid value for 'numResults': ${numResults}`);
}
return this.db.transaction().execute(async (trx) => {
await sql`set local vchordrq.probes = ${sql.lit(probes[VectorIndex.Face])}`.execute(trx);
return await trx
.with('cte', (qb) =>
qb
.selectFrom('asset_face')
.select([
'asset_face.id',
'asset_face.personId',
sql<number>`face_search.embedding <=> ${embedding}`.as('distance'),
])
.innerJoin('asset', 'asset.id', 'asset_face.assetId')
.innerJoin('face_search', 'face_search.faceId', 'asset_face.id')
.leftJoin('person', 'person.id', 'asset_face.personId')
.where('asset.ownerId', '=', anyUuid(userIds))
.where('asset.deletedAt', 'is', null)
.$if(!!hasPerson, (qb) => qb.where('asset_face.personId', 'is not', null))
.$if(!!minBirthDate, (qb) =>
qb.where((eb) =>
eb.or([eb('person.birthDate', 'is', null), eb('person.birthDate', '<=', minBirthDate!)]),
),
)
.orderBy('distance')
.limit(numResults),
)
.selectFrom('cte')
.selectAll()
.where('cte.distance', '<=', maxDistance)
.execute();
});
}
@GenerateSql({ params: [DummyValue.STRING] })
searchPlaces(placeName: string) {
return this.db
.selectFrom('geodata_places')
.selectAll()
.where(
() =>
// kysely doesn't support trigram %>> or <->>> operators
sql`
f_unaccent(name) %>> f_unaccent(${placeName}) or
f_unaccent("admin2Name") %>> f_unaccent(${placeName}) or
f_unaccent("admin1Name") %>> f_unaccent(${placeName}) or
f_unaccent("alternateNames") %>> f_unaccent(${placeName})
`,
)
.orderBy(
sql`
coalesce(f_unaccent(name) <->>> f_unaccent(${placeName}), 0.1) +
coalesce(f_unaccent("admin2Name") <->>> f_unaccent(${placeName}), 0.1) +
coalesce(f_unaccent("admin1Name") <->>> f_unaccent(${placeName}), 0.1) +
coalesce(f_unaccent("alternateNames") <->>> f_unaccent(${placeName}), 0.1)
`,
)
.limit(20)
.execute();
}
@GenerateSql({ params: [[DummyValue.UUID]] })
getAssetsByCity(userIds: string[]) {
return this.db
.withRecursive('cte', (qb) => {
const base = qb
.selectFrom('asset_exif')
.select(['city', 'assetId'])
.innerJoin('asset', 'asset.id', 'asset_exif.assetId')
.where('asset.ownerId', '=', anyUuid(userIds))
.where('asset.visibility', '=', AssetVisibility.Timeline)
.where('asset.type', '=', AssetType.Image)
.where('asset.deletedAt', 'is', null)
.orderBy('city')
.limit(1);
const recursive = qb
.selectFrom('cte')
.select(['l.city', 'l.assetId'])
.innerJoinLateral(
(qb) =>
qb
.selectFrom('asset_exif')
.select(['city', 'assetId'])
.innerJoin('asset', 'asset.id', 'asset_exif.assetId')
.where('asset.ownerId', '=', anyUuid(userIds))
.where('asset.visibility', '=', AssetVisibility.Timeline)
.where('asset.type', '=', AssetType.Image)
.where('asset.deletedAt', 'is', null)
.whereRef('asset_exif.city', '>', 'cte.city')
.orderBy('city')
.limit(1)
.as('l'),
(join) => join.onTrue(),
);
return sql<{ city: string; assetId: string }>`(${base} union all ${recursive})`;
})
.selectFrom('asset')
.innerJoin('asset_exif', 'asset.id', 'asset_exif.assetId')
.innerJoin('cte', 'asset.id', 'cte.assetId')
.selectAll('asset')
.select((eb) =>
eb
.fn('to_jsonb', [eb.table('asset_exif')])
.$castTo<Selectable<AssetExifTable>>()
.as('exifInfo'),
)
.orderBy('asset_exif.city')
.execute();
}
async upsert(assetId: string, embedding: string): Promise<void> {
await this.db
.insertInto('smart_search')
.values({ assetId, embedding })
.onConflict((oc) => oc.column('assetId').doUpdateSet((eb) => ({ embedding: eb.ref('excluded.embedding') })))
.execute();
}
async getCountries(userIds: string[]): Promise<string[]> {
const res = await this.getExifField('country', userIds).execute();
return res.map((row) => row.country!);
}
@GenerateSql({ params: [[DummyValue.UUID], DummyValue.STRING] })
async getStates(userIds: string[], { country }: GetStatesOptions): Promise<string[]> {
const res = await this.getExifField('state', userIds)
.$if(!!country, (qb) => qb.where('country', '=', country!))
.execute();
return res.map((row) => row.state!);
}
@GenerateSql({ params: [[DummyValue.UUID], DummyValue.STRING, DummyValue.STRING] })
async getCities(userIds: string[], { country, state }: GetCitiesOptions): Promise<string[]> {
const res = await this.getExifField('city', userIds)
.$if(!!country, (qb) => qb.where('country', '=', country!))
.$if(!!state, (qb) => qb.where('state', '=', state!))
.execute();
return res.map((row) => row.city!);
}
@GenerateSql({ params: [[DummyValue.UUID], DummyValue.STRING, DummyValue.STRING] })
async getCameraMakes(userIds: string[], { model, lensModel }: GetCameraMakesOptions): Promise<string[]> {
const res = await this.getExifField('make', userIds)
.$if(!!model, (qb) => qb.where('model', '=', model!))
.$if(!!lensModel, (qb) => qb.where('lensModel', '=', lensModel!))
.execute();
return res.map((row) => row.make!);
}
@GenerateSql({ params: [[DummyValue.UUID], DummyValue.STRING, DummyValue.STRING] })
async getCameraModels(userIds: string[], { make, lensModel }: GetCameraModelsOptions): Promise<string[]> {
const res = await this.getExifField('model', userIds)
.$if(!!make, (qb) => qb.where('make', '=', make!))
.$if(!!lensModel, (qb) => qb.where('lensModel', '=', lensModel!))
.execute();
return res.map((row) => row.model!);
}
@GenerateSql({ params: [[DummyValue.UUID], DummyValue.STRING] })
async getCameraLensModels(userIds: string[], { make, model }: GetCameraLensModelsOptions): Promise<string[]> {
const res = await this.getExifField('lensModel', userIds)
.$if(!!make, (qb) => qb.where('make', '=', make!))
.$if(!!model, (qb) => qb.where('model', '=', model!))
.execute();
return res.map((row) => row.lensModel!);
}
private getExifField<K extends 'city' | 'state' | 'country' | 'make' | 'model' | 'lensModel'>(
field: K,
userIds: string[],
) {
return this.db
.selectFrom('asset_exif')
.select(field)
.distinctOn(field)
.innerJoin('asset', 'asset.id', 'asset_exif.assetId')
.where('ownerId', '=', anyUuid(userIds))
.where('visibility', '=', AssetVisibility.Timeline)
.where('deletedAt', 'is', null)
.where(field, 'is not', null);
}
}