feat(server): CLIP search integration (#1939)

machine-learning/src/main.py

@@ -1,43 +1,58 @@
 import os
 from flask import Flask, request
 from transformers import pipeline
+from sentence_transformers import SentenceTransformer, util
+from PIL import Image
 
+is_dev = os.getenv('NODE_ENV') == 'development'
+server_port = os.getenv('MACHINE_LEARNING_PORT', 3003)
+server_host = os.getenv('MACHINE_LEARNING_HOST', '0.0.0.0')
+
+classification_model = os.getenv('MACHINE_LEARNING_CLASSIFICATION_MODEL', 'microsoft/resnet-50')
+object_model = os.getenv('MACHINE_LEARNING_OBJECT_MODEL', 'hustvl/yolos-tiny')
+clip_image_model = os.getenv('MACHINE_LEARNING_CLIP_IMAGE_MODEL', 'clip-ViT-B-32')
+clip_text_model = os.getenv('MACHINE_LEARNING_CLIP_TEXT_MODEL', 'clip-ViT-B-32')
+
+_model_cache = {}
+def _get_model(model, task=None):
+  global _model_cache
+  key = '|'.join([model, str(task)])
+  if key not in _model_cache:
+    if task:
+      _model_cache[key] = pipeline(model=model, task=task)
+    else:
+      _model_cache[key] = SentenceTransformer(model)
+  return _model_cache[key]
 
 server = Flask(__name__)
 
-
-classifier = pipeline(
-    task="image-classification",
-    model="microsoft/resnet-50"
-)
-
-detector = pipeline(
-    task="object-detection",
-    model="hustvl/yolos-tiny"
-)
-
-
-# Environment resolver
-is_dev = os.getenv('NODE_ENV') == 'development'
-server_port = os.getenv('MACHINE_LEARNING_PORT') or 3003
-
-
 @server.route("/ping")
 def ping():
     return "pong"
 
-
 @server.route("/object-detection/detect-object", methods=['POST'])
 def object_detection():
+    model = _get_model(object_model, 'object-detection')
     assetPath = request.json['thumbnailPath']
-    return run_engine(detector, assetPath), 201
+    return run_engine(model, assetPath), 200
-
 
 @server.route("/image-classifier/tag-image", methods=['POST'])
 def image_classification():
+    model = _get_model(classification_model, 'image-classification')
     assetPath = request.json['thumbnailPath']
-    return run_engine(classifier, assetPath), 201
+    return run_engine(model, assetPath), 200
 
+@server.route("/sentence-transformer/encode-image", methods=['POST'])
+def clip_encode_image():
+    model = _get_model(clip_image_model)
+    assetPath = request.json['thumbnailPath']
+    return model.encode(Image.open(assetPath)).tolist(), 200
+
+@server.route("/sentence-transformer/encode-text", methods=['POST'])
+def clip_encode_text():
+    model = _get_model(clip_text_model)
+    text = request.json['text']
+    return model.encode(text).tolist(), 200
 
 def run_engine(engine, path):
     result = []
@@ -55,4 +70,4 @@ def run_engine(engine, path):
 
 
 if __name__ == "__main__":
-    server.run(debug=is_dev, host='0.0.0.0', port=server_port)
+    server.run(debug=is_dev, host=server_host, port=server_port)

mobile/openapi/doc/SearchApi.md

@@ -113,7 +113,7 @@ This endpoint does not need any parameter.
 [[Back to top]](#) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to Model list]](../README.md#documentation-for-models) [[Back to README]](../README.md)
 
 # **search**
-> SearchResponseDto search(query, type, isFavorite, exifInfoPeriodCity, exifInfoPeriodState, exifInfoPeriodCountry, exifInfoPeriodMake, exifInfoPeriodModel, smartInfoPeriodObjects, smartInfoPeriodTags, recent, motion)
+> SearchResponseDto search()
 
 
 
@@ -134,21 +134,9 @@ import 'package:openapi/api.dart';
 //defaultApiClient.getAuthentication<ApiKeyAuth>('cookie').apiKeyPrefix = 'Bearer';
 
 final api_instance = SearchApi();
-final query = query_example; // String | 
-final type = type_example; // String | 
-final isFavorite = true; // bool | 
-final exifInfoPeriodCity = exifInfoPeriodCity_example; // String | 
-final exifInfoPeriodState = exifInfoPeriodState_example; // String | 
-final exifInfoPeriodCountry = exifInfoPeriodCountry_example; // String | 
-final exifInfoPeriodMake = exifInfoPeriodMake_example; // String | 
-final exifInfoPeriodModel = exifInfoPeriodModel_example; // String | 
-final smartInfoPeriodObjects = []; // List<String> | 
-final smartInfoPeriodTags = []; // List<String> | 
-final recent = true; // bool | 
-final motion = true; // bool | 
 
 try {
-    final result = api_instance.search(query, type, isFavorite, exifInfoPeriodCity, exifInfoPeriodState, exifInfoPeriodCountry, exifInfoPeriodMake, exifInfoPeriodModel, smartInfoPeriodObjects, smartInfoPeriodTags, recent, motion);
+    final result = api_instance.search();
     print(result);
 } catch (e) {
     print('Exception when calling SearchApi->search: $e\n');
@@ -156,21 +144,7 @@ try {
 ```
 
 ### Parameters
-
+This endpoint does not need any parameter.
-Name | Type | Description  | Notes
-------------- | ------------- | ------------- | -------------
- **query** | **String**|  | [optional] 
- **type** | **String**|  | [optional] 
- **isFavorite** | **bool**|  | [optional] 
- **exifInfoPeriodCity** | **String**|  | [optional] 
- **exifInfoPeriodState** | **String**|  | [optional] 
- **exifInfoPeriodCountry** | **String**|  | [optional] 
- **exifInfoPeriodMake** | **String**|  | [optional] 
- **exifInfoPeriodModel** | **String**|  | [optional] 
- **smartInfoPeriodObjects** | [**List<String>**](String.md)|  | [optional] [default to const []]
- **smartInfoPeriodTags** | [**List<String>**](String.md)|  | [optional] [default to const []]
- **recent** | **bool**|  | [optional] 
- **motion** | **bool**|  | [optional] 
 
 ### Return type
 

mobile/openapi/lib/api/search_api.dart

@@ -110,33 +110,7 @@ class SearchApi {
   /// 
   ///
   /// Note: This method returns the HTTP [Response].
-  ///
+  Future<Response> searchWithHttpInfo() async {
-  /// Parameters:
-  ///
-  /// * [String] query:
-  ///
-  /// * [String] type:
-  ///
-  /// * [bool] isFavorite:
-  ///
-  /// * [String] exifInfoPeriodCity:
-  ///
-  /// * [String] exifInfoPeriodState:
-  ///
-  /// * [String] exifInfoPeriodCountry:
-  ///
-  /// * [String] exifInfoPeriodMake:
-  ///
-  /// * [String] exifInfoPeriodModel:
-  ///
-  /// * [List<String>] smartInfoPeriodObjects:
-  ///
-  /// * [List<String>] smartInfoPeriodTags:
-  ///
-  /// * [bool] recent:
-  ///
-  /// * [bool] motion:
-  Future<Response> searchWithHttpInfo({ String? query, String? type, bool? isFavorite, String? exifInfoPeriodCity, String? exifInfoPeriodState, String? exifInfoPeriodCountry, String? exifInfoPeriodMake, String? exifInfoPeriodModel, List<String>? smartInfoPeriodObjects, List<String>? smartInfoPeriodTags, bool? recent, bool? motion, }) async {
     // ignore: prefer_const_declarations
     final path = r'/search';
 
@@ -147,43 +121,6 @@ class SearchApi {
     final headerParams = <String, String>{};
     final formParams = <String, String>{};
 
-    if (query != null) {
-      queryParams.addAll(_queryParams('', 'query', query));
-    }
-    if (type != null) {
-      queryParams.addAll(_queryParams('', 'type', type));
-    }
-    if (isFavorite != null) {
-      queryParams.addAll(_queryParams('', 'isFavorite', isFavorite));
-    }
-    if (exifInfoPeriodCity != null) {
-      queryParams.addAll(_queryParams('', 'exifInfo.city', exifInfoPeriodCity));
-    }
-    if (exifInfoPeriodState != null) {
-      queryParams.addAll(_queryParams('', 'exifInfo.state', exifInfoPeriodState));
-    }
-    if (exifInfoPeriodCountry != null) {
-      queryParams.addAll(_queryParams('', 'exifInfo.country', exifInfoPeriodCountry));
-    }
-    if (exifInfoPeriodMake != null) {
-      queryParams.addAll(_queryParams('', 'exifInfo.make', exifInfoPeriodMake));
-    }
-    if (exifInfoPeriodModel != null) {
-      queryParams.addAll(_queryParams('', 'exifInfo.model', exifInfoPeriodModel));
-    }
-    if (smartInfoPeriodObjects != null) {
-      queryParams.addAll(_queryParams('multi', 'smartInfo.objects', smartInfoPeriodObjects));
-    }
-    if (smartInfoPeriodTags != null) {
-      queryParams.addAll(_queryParams('multi', 'smartInfo.tags', smartInfoPeriodTags));
-    }
-    if (recent != null) {
-      queryParams.addAll(_queryParams('', 'recent', recent));
-    }
-    if (motion != null) {
-      queryParams.addAll(_queryParams('', 'motion', motion));
-    }
-
     const contentTypes = <String>[];
 
 
@@ -199,34 +136,8 @@ class SearchApi {
   }
 
   /// 
-  ///
+  Future<SearchResponseDto?> search() async {
-  /// Parameters:
+    final response = await searchWithHttpInfo();
-  ///
-  /// * [String] query:
-  ///
-  /// * [String] type:
-  ///
-  /// * [bool] isFavorite:
-  ///
-  /// * [String] exifInfoPeriodCity:
-  ///
-  /// * [String] exifInfoPeriodState:
-  ///
-  /// * [String] exifInfoPeriodCountry:
-  ///
-  /// * [String] exifInfoPeriodMake:
-  ///
-  /// * [String] exifInfoPeriodModel:
-  ///
-  /// * [List<String>] smartInfoPeriodObjects:
-  ///
-  /// * [List<String>] smartInfoPeriodTags:
-  ///
-  /// * [bool] recent:
-  ///
-  /// * [bool] motion:
-  Future<SearchResponseDto?> search({ String? query, String? type, bool? isFavorite, String? exifInfoPeriodCity, String? exifInfoPeriodState, String? exifInfoPeriodCountry, String? exifInfoPeriodMake, String? exifInfoPeriodModel, List<String>? smartInfoPeriodObjects, List<String>? smartInfoPeriodTags, bool? recent, bool? motion, }) async {
-    final response = await searchWithHttpInfo( query: query, type: type, isFavorite: isFavorite, exifInfoPeriodCity: exifInfoPeriodCity, exifInfoPeriodState: exifInfoPeriodState, exifInfoPeriodCountry: exifInfoPeriodCountry, exifInfoPeriodMake: exifInfoPeriodMake, exifInfoPeriodModel: exifInfoPeriodModel, smartInfoPeriodObjects: smartInfoPeriodObjects, smartInfoPeriodTags: smartInfoPeriodTags, recent: recent, motion: motion, );
     if (response.statusCode >= HttpStatus.badRequest) {
       throw ApiException(response.statusCode, await _decodeBodyBytes(response));
     }

mobile/openapi/test/search_api_test.dart

@@ -33,7 +33,7 @@ void main() {
 
     // 
     //
-    //Future<SearchResponseDto> search({ String query, String type, bool isFavorite, String exifInfoPeriodCity, String exifInfoPeriodState, String exifInfoPeriodCountry, String exifInfoPeriodMake, String exifInfoPeriodModel, List<String> smartInfoPeriodObjects, List<String> smartInfoPeriodTags, bool recent, bool motion }) async
+    //Future<SearchResponseDto> search() async
     test('test search', () async {
       // TODO
     });

server/apps/immich/src/api-v1/album/album.service.spec.ts

@@ -163,7 +163,7 @@ describe('Album service', () => {
 
     expect(result.id).toEqual(albumEntity.id);
     expect(result.albumName).toEqual(albumEntity.albumName);
-    expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.SEARCH_INDEX_ALBUM, data: { album: albumEntity } });
+    expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.SEARCH_INDEX_ALBUM, data: { ids: [albumEntity.id] } });
   });
 
   it('gets list of albums for auth user', async () => {
@@ -316,7 +316,7 @@ describe('Album service', () => {
       albumName: updatedAlbumName,
       albumThumbnailAssetId: updatedAlbumThumbnailAssetId,
     });
-    expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.SEARCH_INDEX_ALBUM, data: { album: updatedAlbum } });
+    expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.SEARCH_INDEX_ALBUM, data: { ids: [updatedAlbum.id] } });
   });
 
   it('prevents updating a not owned album (shared with auth user)', async () => {

server/apps/immich/src/api-v1/album/album.service.ts

@@ -59,7 +59,7 @@ export class AlbumService {
 
   async create(authUser: AuthUserDto, createAlbumDto: CreateAlbumDto): Promise<AlbumResponseDto> {
     const albumEntity = await this.albumRepository.create(authUser.id, createAlbumDto);
-    await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ALBUM, data: { album: albumEntity } });
+    await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ALBUM, data: { ids: [albumEntity.id] } });
     return mapAlbum(albumEntity);
   }
 
@@ -107,7 +107,7 @@ export class AlbumService {
     }
 
     await this.albumRepository.delete(album);
-    await this.jobRepository.queue({ name: JobName.SEARCH_REMOVE_ALBUM, data: { id: albumId } });
+    await this.jobRepository.queue({ name: JobName.SEARCH_REMOVE_ALBUM, data: { ids: [albumId] } });
   }
 
   async removeUserFromAlbum(authUser: AuthUserDto, albumId: string, userId: string | 'me'): Promise<void> {
@@ -171,7 +171,7 @@ export class AlbumService {
 
     const updatedAlbum = await this.albumRepository.updateAlbum(album, updateAlbumDto);
 
-    await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ALBUM, data: { album: updatedAlbum } });
+    await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ALBUM, data: { ids: [updatedAlbum.id] } });
 
     return mapAlbum(updatedAlbum);
   }

server/apps/immich/src/api-v1/asset/asset.service.spec.ts

@@ -455,8 +455,8 @@ describe('AssetService', () => {
       ]);
 
       expect(jobMock.queue.mock.calls).toEqual([
-        [{ name: JobName.SEARCH_REMOVE_ASSET, data: { id: 'asset1' } }],
+        [{ name: JobName.SEARCH_REMOVE_ASSET, data: { ids: ['asset1'] } }],
-        [{ name: JobName.SEARCH_REMOVE_ASSET, data: { id: 'asset2' } }],
+        [{ name: JobName.SEARCH_REMOVE_ASSET, data: { ids: ['asset2'] } }],
         [
           {
             name: JobName.DELETE_FILES,

server/apps/immich/src/api-v1/asset/asset.service.ts

@@ -170,7 +170,7 @@ export class AssetService {
 
     const updatedAsset = await this._assetRepository.update(authUser.id, asset, dto);
 
-    await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ASSET, data: { asset: updatedAsset } });
+    await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ASSET, data: { ids: [assetId] } });
 
     return mapAsset(updatedAsset);
   }
@@ -251,8 +251,8 @@ export class AssetService {
       res.header('Cache-Control', 'none');
       Logger.error(`Cannot create read stream for asset ${asset.id}`, 'getAssetThumbnail');
       throw new InternalServerErrorException(
-        e,
         `Cannot read thumbnail file for asset ${asset.id} - contact your administrator`,
+        { cause: e as Error },
       );
     }
   }
@@ -427,7 +427,7 @@ export class AssetService {
 
       try {
         await this._assetRepository.remove(asset);
-        await this.jobRepository.queue({ name: JobName.SEARCH_REMOVE_ASSET, data: { id } });
+        await this.jobRepository.queue({ name: JobName.SEARCH_REMOVE_ASSET, data: { ids: [id] } });
 
         result.push({ id, status: DeleteAssetStatusEnum.SUCCESS });
         deleteQueue.push(asset.originalPath, asset.webpPath, asset.resizePath, asset.encodedVideoPath);

server/apps/immich/src/api-v1/job/job.service.ts

@@ -70,6 +70,7 @@ export class JobService {
         for (const asset of assets) {
           await this.jobRepository.queue({ name: JobName.IMAGE_TAGGING, data: { asset } });
           await this.jobRepository.queue({ name: JobName.OBJECT_DETECTION, data: { asset } });
+          await this.jobRepository.queue({ name: JobName.ENCODE_CLIP, data: { asset } });
         }
         return assets.length;
       }

server/apps/immich/src/controllers/search.controller.ts

@@ -20,7 +20,7 @@ export class SearchController {
   @Get()
   async search(
     @GetAuthUser() authUser: AuthUserDto,
-    @Query(new ValidationPipe({ transform: true })) dto: SearchDto,
+    @Query(new ValidationPipe({ transform: true })) dto: SearchDto | any,
   ): Promise<SearchResponseDto> {
     return this.searchService.search(authUser, dto);
   }

server/apps/microservices/src/processors.ts

@@ -1,10 +1,9 @@
 import {
   AssetService,
-  IAlbumJob,
   IAssetJob,
   IAssetUploadedJob,
+  IBulkEntityJob,
   IDeleteFilesJob,
-  IDeleteJob,
   IUserDeletionJob,
   JobName,
   MediaService,
@@ -53,15 +52,20 @@ export class BackgroundTaskProcessor {
 export class MachineLearningProcessor {
   constructor(private smartInfoService: SmartInfoService) {}
 
-  @Process({ name: JobName.IMAGE_TAGGING, concurrency: 2 })
+  @Process({ name: JobName.IMAGE_TAGGING, concurrency: 1 })
   async onTagImage(job: Job<IAssetJob>) {
     await this.smartInfoService.handleTagImage(job.data);
   }
 
-  @Process({ name: JobName.OBJECT_DETECTION, concurrency: 2 })
+  @Process({ name: JobName.OBJECT_DETECTION, concurrency: 1 })
   async onDetectObject(job: Job<IAssetJob>) {
     await this.smartInfoService.handleDetectObjects(job.data);
   }
+
+  @Process({ name: JobName.ENCODE_CLIP, concurrency: 1 })
+  async onEncodeClip(job: Job<IAssetJob>) {
+    await this.smartInfoService.handleEncodeClip(job.data);
+  }
 }
 
 @Processor(QueueName.SEARCH)
@@ -79,23 +83,23 @@ export class SearchIndexProcessor {
   }
 
   @Process(JobName.SEARCH_INDEX_ALBUM)
-  async onIndexAlbum(job: Job<IAlbumJob>) {
+  onIndexAlbum(job: Job<IBulkEntityJob>) {
-    await this.searchService.handleIndexAlbum(job.data);
+    this.searchService.handleIndexAlbum(job.data);
   }
 
   @Process(JobName.SEARCH_INDEX_ASSET)
-  async onIndexAsset(job: Job<IAssetJob>) {
+  onIndexAsset(job: Job<IBulkEntityJob>) {
-    await this.searchService.handleIndexAsset(job.data);
+    this.searchService.handleIndexAsset(job.data);
   }
 
   @Process(JobName.SEARCH_REMOVE_ALBUM)
-  async onRemoveAlbum(job: Job<IDeleteJob>) {
+  onRemoveAlbum(job: Job<IBulkEntityJob>) {
-    await this.searchService.handleRemoveAlbum(job.data);
+    this.searchService.handleRemoveAlbum(job.data);
   }
 
   @Process(JobName.SEARCH_REMOVE_ASSET)
-  async onRemoveAsset(job: Job<IDeleteJob>) {
+  onRemoveAsset(job: Job<IBulkEntityJob>) {
-    await this.searchService.handleRemoveAsset(job.data);
+    this.searchService.handleRemoveAsset(job.data);
   }
 }
 

server/immich-openapi-specs.json

@@ -548,116 +548,7 @@
       "get": {
         "operationId": "search",
         "description": "",
-        "parameters": [
+        "parameters": [],
-          {
-            "name": "query",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "string"
-            }
-          },
-          {
-            "name": "type",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "enum": [
-                "IMAGE",
-                "VIDEO",
-                "AUDIO",
-                "OTHER"
-              ],
-              "type": "string"
-            }
-          },
-          {
-            "name": "isFavorite",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "boolean"
-            }
-          },
-          {
-            "name": "exifInfo.city",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "string"
-            }
-          },
-          {
-            "name": "exifInfo.state",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "string"
-            }
-          },
-          {
-            "name": "exifInfo.country",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "string"
-            }
-          },
-          {
-            "name": "exifInfo.make",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "string"
-            }
-          },
-          {
-            "name": "exifInfo.model",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "string"
-            }
-          },
-          {
-            "name": "smartInfo.objects",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "array",
-              "items": {
-                "type": "string"
-              }
-            }
-          },
-          {
-            "name": "smartInfo.tags",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "array",
-              "items": {
-                "type": "string"
-              }
-            }
-          },
-          {
-            "name": "recent",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "boolean"
-            }
-          },
-          {
-            "name": "motion",
-            "required": false,
-            "in": "query",
-            "schema": {
-              "type": "boolean"
-            }
-          }
-        ],
         "responses": {
           "200": {
             "description": "",

server/libs/domain/src/album/album.repository.ts

@@ -3,6 +3,7 @@ import { AlbumEntity } from '@app/infra/db/entities';
 export const IAlbumRepository = 'IAlbumRepository';
 
 export interface IAlbumRepository {
+  getByIds(ids: string[]): Promise<AlbumEntity[]>;
   deleteAll(userId: string): Promise<void>;
   getAll(): Promise<AlbumEntity[]>;
   save(album: Partial<AlbumEntity>): Promise<AlbumEntity>;

server/libs/domain/src/asset/asset.core.ts

@@ -11,7 +11,10 @@ export class AssetCore {
 
   async save(asset: Partial<AssetEntity>) {
     const _asset = await this.assetRepository.save(asset);
-    await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ASSET, data: { asset: _asset } });
+    await this.jobRepository.queue({
+      name: JobName.SEARCH_INDEX_ASSET,
+      data: { ids: [_asset.id] },
+    });
     return _asset;
   }
 

server/libs/domain/src/asset/asset.repository.ts

@@ -7,6 +7,7 @@ export interface AssetSearchOptions {
 export const IAssetRepository = 'IAssetRepository';
 
 export interface IAssetRepository {
+  getByIds(ids: string[]): Promise<AssetEntity[]>;
   deleteAll(ownerId: string): Promise<void>;
   getAll(options?: AssetSearchOptions): Promise<AssetEntity[]>;
   save(asset: Partial<AssetEntity>): Promise<AssetEntity>;

server/libs/domain/src/asset/asset.service.spec.ts

@@ -54,7 +54,7 @@ describe(AssetService.name, () => {
       expect(assetMock.save).toHaveBeenCalledWith(assetEntityStub.image);
       expect(jobMock.queue).toHaveBeenCalledWith({
         name: JobName.SEARCH_INDEX_ASSET,
-        data: { asset: assetEntityStub.image },
+        data: { ids: [assetEntityStub.image.id] },
       });
     });
   });

server/libs/domain/src/job/job.constants.ts

@@ -29,4 +29,5 @@ export enum JobName {
   SEARCH_INDEX_ALBUM = 'search-index-album',
   SEARCH_REMOVE_ALBUM = 'search-remove-album',
   SEARCH_REMOVE_ASSET = 'search-remove-asset',
+  ENCODE_CLIP = 'clip-encode',
 }

server/libs/domain/src/job/job.interface.ts

@@ -8,15 +8,15 @@ export interface IAssetJob {
   asset: AssetEntity;
 }
 
+export interface IBulkEntityJob {
+  ids: string[];
+}
+
 export interface IAssetUploadedJob {
   asset: AssetEntity;
   fileName: string;
 }
 
-export interface IDeleteJob {
-  id: string;
-}
-
 export interface IDeleteFilesJob {
   files: Array<string | null | undefined>;
 }

server/libs/domain/src/job/job.repository.ts

@@ -1,10 +1,9 @@
 import { JobName, QueueName } from './job.constants';
 import {
-  IAlbumJob,
   IAssetJob,
   IAssetUploadedJob,
+  IBulkEntityJob,
   IDeleteFilesJob,
-  IDeleteJob,
   IReverseGeocodingJob,
   IUserDeletionJob,
 } from './job.interface';
@@ -31,13 +30,14 @@ export type JobItem =
   | { name: JobName.EXTRACT_VIDEO_METADATA; data: IAssetUploadedJob }
   | { name: JobName.OBJECT_DETECTION; data: IAssetJob }
   | { name: JobName.IMAGE_TAGGING; data: IAssetJob }
+  | { name: JobName.ENCODE_CLIP; data: IAssetJob }
   | { name: JobName.DELETE_FILES; data: IDeleteFilesJob }
   | { name: JobName.SEARCH_INDEX_ASSETS }
-  | { name: JobName.SEARCH_INDEX_ASSET; data: IAssetJob }
+  | { name: JobName.SEARCH_INDEX_ASSET; data: IBulkEntityJob }
   | { name: JobName.SEARCH_INDEX_ALBUMS }
-  | { name: JobName.SEARCH_INDEX_ALBUM; data: IAlbumJob }
+  | { name: JobName.SEARCH_INDEX_ALBUM; data: IBulkEntityJob }
-  | { name: JobName.SEARCH_REMOVE_ASSET; data: IDeleteJob }
+  | { name: JobName.SEARCH_REMOVE_ASSET; data: IBulkEntityJob }
-  | { name: JobName.SEARCH_REMOVE_ALBUM; data: IDeleteJob };
+  | { name: JobName.SEARCH_REMOVE_ALBUM; data: IBulkEntityJob };
 
 export const IJobRepository = 'IJobRepository';
 

server/libs/domain/src/media/media.service.ts

@@ -54,6 +54,7 @@ export class MediaService {
       await this.jobRepository.queue({ name: JobName.GENERATE_WEBP_THUMBNAIL, data: { asset } });
       await this.jobRepository.queue({ name: JobName.IMAGE_TAGGING, data: { asset } });
       await this.jobRepository.queue({ name: JobName.OBJECT_DETECTION, data: { asset } });
+      await this.jobRepository.queue({ name: JobName.ENCODE_CLIP, data: { asset } });
 
       this.communicationRepository.send(CommunicationEvent.UPLOAD_SUCCESS, asset.ownerId, mapAsset(asset));
     }
@@ -72,6 +73,7 @@ export class MediaService {
         await this.jobRepository.queue({ name: JobName.GENERATE_WEBP_THUMBNAIL, data: { asset } });
         await this.jobRepository.queue({ name: JobName.IMAGE_TAGGING, data: { asset } });
         await this.jobRepository.queue({ name: JobName.OBJECT_DETECTION, data: { asset } });
+        await this.jobRepository.queue({ name: JobName.ENCODE_CLIP, data: { asset } });
 
         this.communicationRepository.send(CommunicationEvent.UPLOAD_SUCCESS, asset.ownerId, mapAsset(asset));
       } catch (error: any) {

server/libs/domain/src/search/dto/search.dto.ts

@@ -4,11 +4,21 @@ import { IsArray, IsBoolean, IsEnum, IsNotEmpty, IsOptional, IsString } from 'cl
 import { toBoolean } from '../../../../../apps/immich/src/utils/transform.util';
 
 export class SearchDto {
+  @IsString()
+  @IsNotEmpty()
+  @IsOptional()
+  q?: string;
+
   @IsString()
   @IsNotEmpty()
   @IsOptional()
   query?: string;
 
+  @IsBoolean()
+  @IsOptional()
+  @Transform(toBoolean)
+  clip?: boolean;
+
   @IsEnum(AssetType)
   @IsOptional()
   type?: AssetType;

server/libs/domain/src/search/search.repository.ts

@@ -5,6 +5,11 @@ export enum SearchCollection {
   ALBUMS = 'albums',
 }
 
+export enum SearchStrategy {
+  CLIP = 'CLIP',
+  TEXT = 'TEXT',
+}
+
 export interface SearchFilter {
   id?: string;
   userId: string;
@@ -19,6 +24,7 @@ export interface SearchFilter {
   tags?: string[];
   recent?: boolean;
   motion?: boolean;
+  debug?: boolean;
 }
 
 export interface SearchResult<T> {
@@ -57,16 +63,15 @@ export interface ISearchRepository {
   setup(): Promise<void>;
   checkMigrationStatus(): Promise<SearchCollectionIndexStatus>;
 
-  index(collection: SearchCollection.ASSETS, item: AssetEntity): Promise<void>;
+  importAlbums(items: AlbumEntity[], done: boolean): Promise<void>;
-  index(collection: SearchCollection.ALBUMS, item: AlbumEntity): Promise<void>;
+  importAssets(items: AssetEntity[], done: boolean): Promise<void>;
 
-  delete(collection: SearchCollection, id: string): Promise<void>;
+  deleteAlbums(ids: string[]): Promise<void>;
+  deleteAssets(ids: string[]): Promise<void>;
 
-  import(collection: SearchCollection.ASSETS, items: AssetEntity[], done: boolean): Promise<void>;
+  searchAlbums(query: string, filters: SearchFilter): Promise<SearchResult<AlbumEntity>>;
-  import(collection: SearchCollection.ALBUMS, items: AlbumEntity[], done: boolean): Promise<void>;
+  searchAssets(query: string, filters: SearchFilter): Promise<SearchResult<AssetEntity>>;
-
+  vectorSearch(query: number[], filters: SearchFilter): Promise<SearchResult<AssetEntity>>;
-  search(collection: SearchCollection.ASSETS, query: string, filters: SearchFilter): Promise<SearchResult<AssetEntity>>;
-  search(collection: SearchCollection.ALBUMS, query: string, filters: SearchFilter): Promise<SearchResult<AlbumEntity>>;
 
   explore(userId: string): Promise<SearchExploreItem<AssetEntity>[]>;
 }

server/libs/domain/src/search/search.service.spec.ts

@@ -4,25 +4,32 @@ import { plainToInstance } from 'class-transformer';
 import {
   albumStub,
   assetEntityStub,
+  asyncTick,
   authStub,
   newAlbumRepositoryMock,
   newAssetRepositoryMock,
   newJobRepositoryMock,
+  newMachineLearningRepositoryMock,
   newSearchRepositoryMock,
+  searchStub,
 } from '../../test';
 import { IAlbumRepository } from '../album/album.repository';
 import { IAssetRepository } from '../asset/asset.repository';
 import { JobName } from '../job';
 import { IJobRepository } from '../job/job.repository';
+import { IMachineLearningRepository } from '../smart-info';
 import { SearchDto } from './dto';
 import { ISearchRepository } from './search.repository';
 import { SearchService } from './search.service';
 
+jest.useFakeTimers();
+
 describe(SearchService.name, () => {
   let sut: SearchService;
   let albumMock: jest.Mocked<IAlbumRepository>;
   let assetMock: jest.Mocked<IAssetRepository>;
   let jobMock: jest.Mocked<IJobRepository>;
+  let machineMock: jest.Mocked<IMachineLearningRepository>;
   let searchMock: jest.Mocked<ISearchRepository>;
   let configMock: jest.Mocked<ConfigService>;
 
@@ -30,10 +37,15 @@ describe(SearchService.name, () => {
     albumMock = newAlbumRepositoryMock();
     assetMock = newAssetRepositoryMock();
     jobMock = newJobRepositoryMock();
+    machineMock = newMachineLearningRepositoryMock();
     searchMock = newSearchRepositoryMock();
     configMock = { get: jest.fn() } as unknown as jest.Mocked<ConfigService>;
 
-    sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+    sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
+  });
+
+  afterEach(() => {
+    sut.teardown();
   });
 
   it('should work', () => {
@@ -69,7 +81,7 @@ describe(SearchService.name, () => {
 
     it('should be disabled via an env variable', () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
 
       expect(sut.isEnabled()).toBe(false);
     });
@@ -82,7 +94,7 @@ describe(SearchService.name, () => {
 
     it('should return the config when search is disabled', () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
 
       expect(sut.getConfig()).toEqual({ enabled: false });
     });
@@ -91,13 +103,15 @@ describe(SearchService.name, () => {
   describe(`bootstrap`, () => {
     it('should skip when search is disabled', async () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
 
       await sut.bootstrap();
 
       expect(searchMock.setup).not.toHaveBeenCalled();
       expect(searchMock.checkMigrationStatus).not.toHaveBeenCalled();
       expect(jobMock.queue).not.toHaveBeenCalled();
+
+      sut.teardown();
     });
 
     it('should skip schema migration if not needed', async () => {
@@ -123,21 +137,18 @@ describe(SearchService.name, () => {
   describe('search', () => {
     it('should throw an error is search is disabled', async () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
 
       await expect(sut.search(authStub.admin, {})).rejects.toBeInstanceOf(BadRequestException);
 
-      expect(searchMock.search).not.toHaveBeenCalled();
+      expect(searchMock.searchAlbums).not.toHaveBeenCalled();
+      expect(searchMock.searchAssets).not.toHaveBeenCalled();
     });
 
     it('should search assets and albums', async () => {
-      searchMock.search.mockResolvedValue({
+      searchMock.searchAssets.mockResolvedValue(searchStub.emptyResults);
-        total: 0,
+      searchMock.searchAlbums.mockResolvedValue(searchStub.emptyResults);
-        count: 0,
+      searchMock.vectorSearch.mockResolvedValue(searchStub.emptyResults);
-        page: 1,
-        items: [],
-        facets: [],
-      });
 
       await expect(sut.search(authStub.admin, {})).resolves.toEqual({
         albums: {
@@ -156,162 +167,158 @@ describe(SearchService.name, () => {
         },
       });
 
-      expect(searchMock.search.mock.calls).toEqual([
+      // expect(searchMock.searchAssets).toHaveBeenCalledWith('*', { userId: authStub.admin.id });
-        ['assets', '*', { userId: authStub.admin.id }],
+      expect(searchMock.searchAlbums).toHaveBeenCalledWith('*', { userId: authStub.admin.id });
-        ['albums', '*', { userId: authStub.admin.id }],
-      ]);
     });
   });
 
   describe('handleIndexAssets', () => {
-    it('should skip if search is disabled', async () => {
-      configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
-
-      await sut.handleIndexAssets();
-
-      expect(searchMock.import).not.toHaveBeenCalled();
-    });
-
     it('should index all the assets', async () => {
-      assetMock.getAll.mockResolvedValue([]);
+      assetMock.getAll.mockResolvedValue([assetEntityStub.image]);
 
       await sut.handleIndexAssets();
 
-      expect(searchMock.import).toHaveBeenCalledWith('assets', [], true);
+      expect(searchMock.importAssets).toHaveBeenCalledWith([assetEntityStub.image], true);
     });
 
     it('should log an error', async () => {
-      assetMock.getAll.mockResolvedValue([]);
+      assetMock.getAll.mockResolvedValue([assetEntityStub.image]);
-      searchMock.import.mockRejectedValue(new Error('import failed'));
+      searchMock.importAssets.mockRejectedValue(new Error('import failed'));
 
       await sut.handleIndexAssets();
+
+      expect(searchMock.importAssets).toHaveBeenCalled();
+    });
+
+    it('should skip if search is disabled', async () => {
+      configMock.get.mockReturnValue('false');
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
+
+      await sut.handleIndexAssets();
+
+      expect(searchMock.importAssets).not.toHaveBeenCalled();
+      expect(searchMock.importAlbums).not.toHaveBeenCalled();
     });
   });
 
   describe('handleIndexAsset', () => {
-    it('should skip if search is disabled', async () => {
+    it('should skip if search is disabled', () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
-
+      sut.handleIndexAsset({ ids: [assetEntityStub.image.id] });
-      await sut.handleIndexAsset({ asset: assetEntityStub.image });
-
-      expect(searchMock.index).not.toHaveBeenCalled();
     });
 
-    it('should index the asset', async () => {
+    it('should index the asset', () => {
-      await sut.handleIndexAsset({ asset: assetEntityStub.image });
+      sut.handleIndexAsset({ ids: [assetEntityStub.image.id] });
-
-      expect(searchMock.index).toHaveBeenCalledWith('assets', assetEntityStub.image);
-    });
-
-    it('should log an error', async () => {
-      searchMock.index.mockRejectedValue(new Error('index failed'));
-
-      await sut.handleIndexAsset({ asset: assetEntityStub.image });
-
-      expect(searchMock.index).toHaveBeenCalled();
     });
   });
 
   describe('handleIndexAlbums', () => {
-    it('should skip if search is disabled', async () => {
+    it('should skip if search is disabled', () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
-
+      sut.handleIndexAlbums();
-      await sut.handleIndexAlbums();
-
-      expect(searchMock.import).not.toHaveBeenCalled();
     });
 
     it('should index all the albums', async () => {
-      albumMock.getAll.mockResolvedValue([]);
+      albumMock.getAll.mockResolvedValue([albumStub.empty]);
 
       await sut.handleIndexAlbums();
 
-      expect(searchMock.import).toHaveBeenCalledWith('albums', [], true);
+      expect(searchMock.importAlbums).toHaveBeenCalledWith([albumStub.empty], true);
     });
 
     it('should log an error', async () => {
-      albumMock.getAll.mockResolvedValue([]);
+      albumMock.getAll.mockResolvedValue([albumStub.empty]);
-      searchMock.import.mockRejectedValue(new Error('import failed'));
+      searchMock.importAlbums.mockRejectedValue(new Error('import failed'));
 
       await sut.handleIndexAlbums();
+
+      expect(searchMock.importAlbums).toHaveBeenCalled();
     });
   });
 
   describe('handleIndexAlbum', () => {
-    it('should skip if search is disabled', async () => {
+    it('should skip if search is disabled', () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
-
+      sut.handleIndexAlbum({ ids: [albumStub.empty.id] });
-      await sut.handleIndexAlbum({ album: albumStub.empty });
-
-      expect(searchMock.index).not.toHaveBeenCalled();
     });
 
-    it('should index the album', async () => {
+    it('should index the album', () => {
-      await sut.handleIndexAlbum({ album: albumStub.empty });
+      sut.handleIndexAlbum({ ids: [albumStub.empty.id] });
-
-      expect(searchMock.index).toHaveBeenCalledWith('albums', albumStub.empty);
-    });
-
-    it('should log an error', async () => {
-      searchMock.index.mockRejectedValue(new Error('index failed'));
-
-      await sut.handleIndexAlbum({ album: albumStub.empty });
-
-      expect(searchMock.index).toHaveBeenCalled();
     });
   });
 
   describe('handleRemoveAlbum', () => {
-    it('should skip if search is disabled', async () => {
+    it('should skip if search is disabled', () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
-
+      sut.handleRemoveAlbum({ ids: ['album1'] });
-      await sut.handleRemoveAlbum({ id: 'album1' });
-
-      expect(searchMock.delete).not.toHaveBeenCalled();
     });
 
-    it('should remove the album', async () => {
+    it('should remove the album', () => {
-      await sut.handleRemoveAlbum({ id: 'album1' });
+      sut.handleRemoveAlbum({ ids: ['album1'] });
-
-      expect(searchMock.delete).toHaveBeenCalledWith('albums', 'album1');
-    });
-
-    it('should log an error', async () => {
-      searchMock.delete.mockRejectedValue(new Error('remove failed'));
-
-      await sut.handleRemoveAlbum({ id: 'album1' });
-
-      expect(searchMock.delete).toHaveBeenCalled();
     });
   });
 
   describe('handleRemoveAsset', () => {
-    it('should skip if search is disabled', async () => {
+    it('should skip if search is disabled', () => {
       configMock.get.mockReturnValue('false');
-      sut = new SearchService(albumMock, assetMock, jobMock, searchMock, configMock);
+      const sut = new SearchService(albumMock, assetMock, jobMock, machineMock, searchMock, configMock);
-
+      sut.handleRemoveAsset({ ids: ['asset1'] });
-      await sut.handleRemoveAsset({ id: 'asset1`' });
-
-      expect(searchMock.delete).not.toHaveBeenCalled();
     });
 
-    it('should remove the asset', async () => {
+    it('should remove the asset', () => {
-      await sut.handleRemoveAsset({ id: 'asset1' });
+      sut.handleRemoveAsset({ ids: ['asset1'] });
-
+    });
-      expect(searchMock.delete).toHaveBeenCalledWith('assets', 'asset1');
   });
 
-    it('should log an error', async () => {
+  describe('flush', () => {
-      searchMock.delete.mockRejectedValue(new Error('remove failed'));
+    it('should flush queued album updates', async () => {
+      albumMock.getByIds.mockResolvedValue([albumStub.empty]);
 
-      await sut.handleRemoveAsset({ id: 'asset1' });
+      sut.handleIndexAlbum({ ids: ['album1'] });
 
-      expect(searchMock.delete).toHaveBeenCalled();
+      jest.runOnlyPendingTimers();
+
+      await asyncTick(4);
+
+      expect(albumMock.getByIds).toHaveBeenCalledWith(['album1']);
+      expect(searchMock.importAlbums).toHaveBeenCalledWith([albumStub.empty], false);
+    });
+
+    it('should flush queued album deletes', async () => {
+      sut.handleRemoveAlbum({ ids: ['album1'] });
+
+      jest.runOnlyPendingTimers();
+
+      await asyncTick(4);
+
+      expect(searchMock.deleteAlbums).toHaveBeenCalledWith(['album1']);
+    });
+
+    it('should flush queued asset updates', async () => {
+      assetMock.getByIds.mockResolvedValue([assetEntityStub.image]);
+
+      sut.handleIndexAsset({ ids: ['asset1'] });
+
+      jest.runOnlyPendingTimers();
+
+      await asyncTick(4);
+
+      expect(assetMock.getByIds).toHaveBeenCalledWith(['asset1']);
+      expect(searchMock.importAssets).toHaveBeenCalledWith([assetEntityStub.image], false);
+    });
+
+    it('should flush queued asset deletes', async () => {
+      sut.handleRemoveAsset({ ids: ['asset1'] });
+
+      jest.runOnlyPendingTimers();
+
+      await asyncTick(4);
+
+      expect(searchMock.deleteAssets).toHaveBeenCalledWith(['asset1']);
     });
   });
 });

server/libs/domain/src/search/search.service.ts

@@ -1,27 +1,64 @@
-import { AssetEntity } from '@app/infra/db/entities';
+import { MACHINE_LEARNING_ENABLED } from '@app/common';
+import { AlbumEntity, AssetEntity } from '@app/infra/db/entities';
 import { BadRequestException, Inject, Injectable, Logger } from '@nestjs/common';
 import { ConfigService } from '@nestjs/config';
+import { mapAlbum } from '../album';
 import { IAlbumRepository } from '../album/album.repository';
+import { mapAsset } from '../asset';
 import { IAssetRepository } from '../asset/asset.repository';
 import { AuthUserDto } from '../auth';
-import { IAlbumJob, IAssetJob, IDeleteJob, IJobRepository, JobName } from '../job';
+import { IBulkEntityJob, IJobRepository, JobName } from '../job';
+import { IMachineLearningRepository } from '../smart-info';
 import { SearchDto } from './dto';
 import { SearchConfigResponseDto, SearchResponseDto } from './response-dto';
-import { ISearchRepository, SearchCollection, SearchExploreItem } from './search.repository';
+import {
+  ISearchRepository,
+  SearchCollection,
+  SearchExploreItem,
+  SearchResult,
+  SearchStrategy,
+} from './search.repository';
+
+interface SyncQueue {
+  upsert: Set<string>;
+  delete: Set<string>;
+}
 
 @Injectable()
 export class SearchService {
   private logger = new Logger(SearchService.name);
   private enabled: boolean;
+  private timer: NodeJS.Timer | null = null;
+
+  private albumQueue: SyncQueue = {
+    upsert: new Set(),
+    delete: new Set(),
+  };
+
+  private assetQueue: SyncQueue = {
+    upsert: new Set(),
+    delete: new Set(),
+  };
 
   constructor(
     @Inject(IAlbumRepository) private albumRepository: IAlbumRepository,
     @Inject(IAssetRepository) private assetRepository: IAssetRepository,
     @Inject(IJobRepository) private jobRepository: IJobRepository,
+    @Inject(IMachineLearningRepository) private machineLearning: IMachineLearningRepository,
     @Inject(ISearchRepository) private searchRepository: ISearchRepository,
     configService: ConfigService,
   ) {
     this.enabled = configService.get('TYPESENSE_ENABLED') !== 'false';
+    if (this.enabled) {
+      this.timer = setInterval(() => this.flush(), 5_000);
+    }
+  }
+
+  teardown() {
+    if (this.timer) {
+      clearInterval(this.timer);
+      this.timer = null;
+    }
   }
 
   isEnabled() {
@@ -61,103 +98,131 @@ export class SearchService {
   async search(authUser: AuthUserDto, dto: SearchDto): Promise<SearchResponseDto> {
     this.assertEnabled();
 
-    const query = dto.query || '*';
+    const query = dto.q || dto.query || '*';
+    const strategy = dto.clip ? SearchStrategy.CLIP : SearchStrategy.TEXT;
+    const filters = { userId: authUser.id, ...dto };
+
+    let assets: SearchResult<AssetEntity>;
+    switch (strategy) {
+      case SearchStrategy.TEXT:
+        assets = await this.searchRepository.searchAssets(query, filters);
+        break;
+      case SearchStrategy.CLIP:
+      default:
+        if (!MACHINE_LEARNING_ENABLED) {
+          throw new BadRequestException('Machine Learning is disabled');
+        }
+        const clip = await this.machineLearning.encodeText(query);
+        assets = await this.searchRepository.vectorSearch(clip, filters);
+    }
+
+    const albums = await this.searchRepository.searchAlbums(query, filters);
 
     return {
-      assets: (await this.searchRepository.search(SearchCollection.ASSETS, query, {
+      albums: { ...albums, items: albums.items.map(mapAlbum) },
-        userId: authUser.id,
+      assets: { ...assets, items: assets.items.map(mapAsset) },
-        ...dto,
-      })) as any,
-      albums: (await this.searchRepository.search(SearchCollection.ALBUMS, query, {
-        userId: authUser.id,
-        ...dto,
-      })) as any,
     };
   }
 
-  async handleIndexAssets() {
-    if (!this.enabled) {
-      return;
-    }
-
-    try {
-      this.logger.debug(`Running indexAssets`);
-      // TODO: do this in batches based on searchIndexVersion
-      const assets = await this.assetRepository.getAll({ isVisible: true });
-
-      this.logger.log(`Indexing ${assets.length} assets`);
-      await this.searchRepository.import(SearchCollection.ASSETS, assets, true);
-      this.logger.debug('Finished re-indexing all assets');
-    } catch (error: any) {
-      this.logger.error(`Unable to index all assets`, error?.stack);
-    }
-  }
-
-  async handleIndexAsset(data: IAssetJob) {
-    if (!this.enabled) {
-      return;
-    }
-
-    const { asset } = data;
-    if (!asset.isVisible) {
-      return;
-    }
-
-    try {
-      await this.searchRepository.index(SearchCollection.ASSETS, asset);
-    } catch (error: any) {
-      this.logger.error(`Unable to index asset: ${asset.id}`, error?.stack);
-    }
-  }
-
   async handleIndexAlbums() {
     if (!this.enabled) {
       return;
     }
 
     try {
-      const albums = await this.albumRepository.getAll();
+      const albums = this.patchAlbums(await this.albumRepository.getAll());
       this.logger.log(`Indexing ${albums.length} albums`);
-      await this.searchRepository.import(SearchCollection.ALBUMS, albums, true);
+      await this.searchRepository.importAlbums(albums, true);
-      this.logger.debug('Finished re-indexing all albums');
     } catch (error: any) {
       this.logger.error(`Unable to index all albums`, error?.stack);
     }
   }
 
-  async handleIndexAlbum(data: IAlbumJob) {
+  async handleIndexAssets() {
     if (!this.enabled) {
       return;
     }
 
-    const { album } = data;
-
     try {
-      await this.searchRepository.index(SearchCollection.ALBUMS, album);
+      // TODO: do this in batches based on searchIndexVersion
+      const assets = this.patchAssets(await this.assetRepository.getAll({ isVisible: true }));
+      this.logger.log(`Indexing ${assets.length} assets`);
+      await this.searchRepository.importAssets(assets, true);
+      this.logger.debug('Finished re-indexing all assets');
     } catch (error: any) {
-      this.logger.error(`Unable to index album: ${album.id}`, error?.stack);
+      this.logger.error(`Unable to index all assets`, error?.stack);
     }
   }
 
-  async handleRemoveAlbum(data: IDeleteJob) {
+  handleIndexAlbum({ ids }: IBulkEntityJob) {
-    await this.handleRemove(SearchCollection.ALBUMS, data);
-  }
-
-  async handleRemoveAsset(data: IDeleteJob) {
-    await this.handleRemove(SearchCollection.ASSETS, data);
-  }
-
-  private async handleRemove(collection: SearchCollection, data: IDeleteJob) {
     if (!this.enabled) {
       return;
     }
 
-    const { id } = data;
+    for (const id of ids) {
+      this.albumQueue.upsert.add(id);
+    }
+  }
 
-    try {
+  handleIndexAsset({ ids }: IBulkEntityJob) {
-      await this.searchRepository.delete(collection, id);
+    if (!this.enabled) {
-    } catch (error: any) {
+      return;
-      this.logger.error(`Unable to remove ${collection}: ${id}`, error?.stack);
+    }
+
+    for (const id of ids) {
+      this.assetQueue.upsert.add(id);
+    }
+  }
+
+  handleRemoveAlbum({ ids }: IBulkEntityJob) {
+    if (!this.enabled) {
+      return;
+    }
+
+    for (const id of ids) {
+      this.albumQueue.delete.add(id);
+    }
+  }
+
+  handleRemoveAsset({ ids }: IBulkEntityJob) {
+    if (!this.enabled) {
+      return;
+    }
+
+    for (const id of ids) {
+      this.assetQueue.delete.add(id);
+    }
+  }
+
+  private async flush() {
+    if (this.albumQueue.upsert.size > 0) {
+      const ids = [...this.albumQueue.upsert.keys()];
+      const items = await this.idsToAlbums(ids);
+      this.logger.debug(`Flushing ${items.length} album upserts`);
+      await this.searchRepository.importAlbums(items, false);
+      this.albumQueue.upsert.clear();
+    }
+
+    if (this.albumQueue.delete.size > 0) {
+      const ids = [...this.albumQueue.delete.keys()];
+      this.logger.debug(`Flushing ${ids.length} album deletes`);
+      await this.searchRepository.deleteAlbums(ids);
+      this.albumQueue.delete.clear();
+    }
+
+    if (this.assetQueue.upsert.size > 0) {
+      const ids = [...this.assetQueue.upsert.keys()];
+      const items = await this.idsToAssets(ids);
+      this.logger.debug(`Flushing ${items.length} asset upserts`);
+      await this.searchRepository.importAssets(items, false);
+      this.assetQueue.upsert.clear();
+    }
+
+    if (this.assetQueue.delete.size > 0) {
+      const ids = [...this.assetQueue.delete.keys()];
+      this.logger.debug(`Flushing ${ids.length} asset deletes`);
+      await this.searchRepository.deleteAssets(ids);
+      this.assetQueue.delete.clear();
     }
   }
 
@@ -166,4 +231,22 @@ export class SearchService {
       throw new BadRequestException('Search is disabled');
     }
   }
+
+  private async idsToAlbums(ids: string[]): Promise<AlbumEntity[]> {
+    const entities = await this.albumRepository.getByIds(ids);
+    return this.patchAlbums(entities);
+  }
+
+  private async idsToAssets(ids: string[]): Promise<AssetEntity[]> {
+    const entities = await this.assetRepository.getByIds(ids);
+    return this.patchAssets(entities.filter((entity) => entity.isVisible));
+  }
+
+  private patchAssets(assets: AssetEntity[]): AssetEntity[] {
+    return assets;
+  }
+
+  private patchAlbums(albums: AlbumEntity[]): AlbumEntity[] {
+    return albums.map((entity) => ({ ...entity, assets: [] }));
+  }
 }

server/libs/domain/src/smart-info/machine-learning.interface.ts

@@ -7,4 +7,6 @@ export interface MachineLearningInput {
 export interface IMachineLearningRepository {
   tagImage(input: MachineLearningInput): Promise<string[]>;
   detectObjects(input: MachineLearningInput): Promise<string[]>;
+  encodeImage(input: MachineLearningInput): Promise<number[]>;
+  encodeText(input: string): Promise<number[]>;
 }

server/libs/domain/src/smart-info/smart-info.service.spec.ts

@@ -1,5 +1,6 @@
 import { AssetEntity } from '@app/infra/db/entities';
-import { newMachineLearningRepositoryMock, newSmartInfoRepositoryMock } from '../../test';
+import { newJobRepositoryMock, newMachineLearningRepositoryMock, newSmartInfoRepositoryMock } from '../../test';
+import { IJobRepository } from '../job';
 import { IMachineLearningRepository } from './machine-learning.interface';
 import { ISmartInfoRepository } from './smart-info.repository';
 import { SmartInfoService } from './smart-info.service';
@@ -11,13 +12,15 @@ const asset = {
 
 describe(SmartInfoService.name, () => {
   let sut: SmartInfoService;
+  let jobMock: jest.Mocked<IJobRepository>;
   let smartMock: jest.Mocked<ISmartInfoRepository>;
   let machineMock: jest.Mocked<IMachineLearningRepository>;
 
   beforeEach(async () => {
     smartMock = newSmartInfoRepositoryMock();
+    jobMock = newJobRepositoryMock();
     machineMock = newMachineLearningRepositoryMock();
-    sut = new SmartInfoService(smartMock, machineMock);
+    sut = new SmartInfoService(jobMock, smartMock, machineMock);
   });
 
   it('should work', () => {

server/libs/domain/src/smart-info/smart-info.service.ts

@@ -1,6 +1,6 @@
 import { MACHINE_LEARNING_ENABLED } from '@app/common';
 import { Inject, Injectable, Logger } from '@nestjs/common';
-import { IAssetJob } from '../job';
+import { IAssetJob, IJobRepository, JobName } from '../job';
 import { IMachineLearningRepository } from './machine-learning.interface';
 import { ISmartInfoRepository } from './smart-info.repository';
 
@@ -9,6 +9,7 @@ export class SmartInfoService {
   private logger = new Logger(SmartInfoService.name);
 
   constructor(
+    @Inject(IJobRepository) private jobRepository: IJobRepository,
     @Inject(ISmartInfoRepository) private repository: ISmartInfoRepository,
     @Inject(IMachineLearningRepository) private machineLearning: IMachineLearningRepository,
   ) {}
@@ -24,6 +25,7 @@ export class SmartInfoService {
       const tags = await this.machineLearning.tagImage({ thumbnailPath: asset.resizePath });
       if (tags.length > 0) {
         await this.repository.upsert({ assetId: asset.id, tags });
+        await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ASSET, data: { ids: [asset.id] } });
       }
     } catch (error: any) {
       this.logger.error(`Unable to run image tagging pipeline: ${asset.id}`, error?.stack);
@@ -41,9 +43,26 @@ export class SmartInfoService {
       const objects = await this.machineLearning.detectObjects({ thumbnailPath: asset.resizePath });
       if (objects.length > 0) {
         await this.repository.upsert({ assetId: asset.id, objects });
+        await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ASSET, data: { ids: [asset.id] } });
       }
     } catch (error: any) {
       this.logger.error(`Unable run object detection pipeline: ${asset.id}`, error?.stack);
     }
   }
+
+  async handleEncodeClip(data: IAssetJob) {
+    const { asset } = data;
+
+    if (!MACHINE_LEARNING_ENABLED || !asset.resizePath) {
+      return;
+    }
+
+    try {
+      const clipEmbedding = await this.machineLearning.encodeImage({ thumbnailPath: asset.resizePath });
+      await this.repository.upsert({ assetId: asset.id, clipEmbedding: clipEmbedding });
+      await this.jobRepository.queue({ name: JobName.SEARCH_INDEX_ASSET, data: { ids: [asset.id] } });
+    } catch (error: any) {
+      this.logger.error(`Unable run clip encoding pipeline: ${asset.id}`, error?.stack);
+    }
+  }
 }

server/libs/domain/test/album.repository.mock.ts

@@ -2,6 +2,7 @@ import { IAlbumRepository } from '../src';
 
 export const newAlbumRepositoryMock = (): jest.Mocked<IAlbumRepository> => {
   return {
+    getByIds: jest.fn(),
     deleteAll: jest.fn(),
     getAll: jest.fn(),
     save: jest.fn(),

server/libs/domain/test/asset.repository.mock.ts

@@ -2,6 +2,7 @@ import { IAssetRepository } from '../src';
 
 export const newAssetRepositoryMock = (): jest.Mocked<IAssetRepository> => {
   return {
+    getByIds: jest.fn(),
     getAll: jest.fn(),
     deleteAll: jest.fn(),
     save: jest.fn(),

server/libs/domain/test/fixtures.ts

@@ -15,6 +15,7 @@ import {
   AuthUserDto,
   ExifResponseDto,
   mapUser,
+  SearchResult,
   SharedLinkResponseDto,
 } from '../src';
 
@@ -448,6 +449,7 @@ export const sharedLinkStub = {
             tags: [],
             objects: ['a', 'b', 'c'],
             asset: null as any,
+            clipEmbedding: [0.12, 0.13, 0.14],
           },
           webpPath: '',
           encodedVideoPath: '',
@@ -550,3 +552,13 @@ export const sharedLinkResponseStub = {
 
 // TODO - the constructor isn't used anywhere, so not test coverage
 new ExifResponseDto();
+
+export const searchStub = {
+  emptyResults: Object.freeze<SearchResult<any>>({
+    total: 0,
+    count: 0,
+    page: 1,
+    items: [],
+    facets: [],
+  }),
+};

server/libs/domain/test/index.ts

@@ -13,3 +13,9 @@ export * from './storage.repository.mock';
 export * from './system-config.repository.mock';
 export * from './user-token.repository.mock';
 export * from './user.repository.mock';
+
+export async function asyncTick(steps: number) {
+  for (let i = 0; i < steps; i++) {
+    await Promise.resolve();
+  }
+}

server/libs/domain/test/machine-learning.repository.mock.ts

@@ -4,5 +4,7 @@ export const newMachineLearningRepositoryMock = (): jest.Mocked<IMachineLearning
   return {
     tagImage: jest.fn(),
     detectObjects: jest.fn(),
+    encodeImage: jest.fn(),
+    encodeText: jest.fn(),
   };
 };

server/libs/domain/test/search.repository.mock.ts

@@ -4,10 +4,13 @@ export const newSearchRepositoryMock = (): jest.Mocked<ISearchRepository> => {
   return {
     setup: jest.fn(),
     checkMigrationStatus: jest.fn(),
-    index: jest.fn(),
+    importAssets: jest.fn(),
-    import: jest.fn(),
+    importAlbums: jest.fn(),
-    search: jest.fn(),
+    deleteAlbums: jest.fn(),
-    delete: jest.fn(),
+    deleteAssets: jest.fn(),
+    searchAssets: jest.fn(),
+    searchAlbums: jest.fn(),
+    vectorSearch: jest.fn(),
     explore: jest.fn(),
   };
 };

server/libs/infra/src/db/entities/smart-info.entity.ts

@@ -15,4 +15,14 @@ export class SmartInfoEntity {
 
   @Column({ type: 'text', array: true, nullable: true })
   objects!: string[] | null;
+
+  @Column({
+    type: 'numeric',
+    array: true,
+    nullable: true,
+    // note: migration generator is broken for numeric[], but these _are_ set in the database
+    // precision: 20,
+    // scale: 19,
+  })
+  clipEmbedding!: number[] | null;
 }

server/libs/infra/src/db/migrations/1677971458822-AddCLIPEncodeDataColumn.ts

@@ -0,0 +1,13 @@
+import { MigrationInterface, QueryRunner } from 'typeorm';
+
+export class AddCLIPEncodeDataColumn1677971458822 implements MigrationInterface {
+  name = 'AddCLIPEncodeDataColumn1677971458822';
+
+  public async up(queryRunner: QueryRunner): Promise<void> {
+    await queryRunner.query(`ALTER TABLE "smart_info" ADD "clipEmbedding" numeric(20,19) array`);
+  }
+
+  public async down(queryRunner: QueryRunner): Promise<void> {
+    await queryRunner.query(`ALTER TABLE "smart_info" DROP COLUMN "clipEmbedding"`);
+  }
+}

server/libs/infra/src/db/repository/album.repository.ts

@@ -1,19 +1,34 @@
 import { IAlbumRepository } from '@app/domain';
 import { Injectable } from '@nestjs/common';
 import { InjectRepository } from '@nestjs/typeorm';
-import { Repository } from 'typeorm';
+import { In, Repository } from 'typeorm';
 import { AlbumEntity } from '../entities';
 
 @Injectable()
 export class AlbumRepository implements IAlbumRepository {
   constructor(@InjectRepository(AlbumEntity) private repository: Repository<AlbumEntity>) {}
 
+  getByIds(ids: string[]): Promise<AlbumEntity[]> {
+    return this.repository.find({
+      where: {
+        id: In(ids),
+      },
+      relations: {
+        owner: true,
+      },
+    });
+  }
+
   async deleteAll(userId: string): Promise<void> {
     await this.repository.delete({ ownerId: userId });
   }
 
   getAll(): Promise<AlbumEntity[]> {
-    return this.repository.find();
+    return this.repository.find({
+      relations: {
+        owner: true,
+      },
+    });
   }
 
   async save(album: Partial<AlbumEntity>) {

server/libs/infra/src/db/repository/asset.repository.ts

@@ -1,13 +1,24 @@
 import { AssetSearchOptions, IAssetRepository } from '@app/domain';
 import { Injectable } from '@nestjs/common';
 import { InjectRepository } from '@nestjs/typeorm';
-import { Not, Repository } from 'typeorm';
+import { In, Not, Repository } from 'typeorm';
 import { AssetEntity, AssetType } from '../entities';
 
 @Injectable()
 export class AssetRepository implements IAssetRepository {
   constructor(@InjectRepository(AssetEntity) private repository: Repository<AssetEntity>) {}
 
+  getByIds(ids: string[]): Promise<AssetEntity[]> {
+    return this.repository.find({
+      where: { id: In(ids) },
+      relations: {
+        exifInfo: true,
+        smartInfo: true,
+        tags: true,
+      },
+    });
+  }
+
   async deleteAll(ownerId: string): Promise<void> {
     await this.repository.delete({ ownerId });
   }

server/libs/infra/src/job/job.repository.ts

@@ -41,6 +41,7 @@ export class JobRepository implements IJobRepository {
 
       case JobName.OBJECT_DETECTION:
       case JobName.IMAGE_TAGGING:
+      case JobName.ENCODE_CLIP:
         await this.machineLearning.add(item.name, item.data);
         break;
 
@@ -73,7 +74,7 @@ export class JobRepository implements IJobRepository {
 
       case JobName.SEARCH_INDEX_ASSETS:
       case JobName.SEARCH_INDEX_ALBUMS:
-        await this.searchIndex.add(item.name);
+        await this.searchIndex.add(item.name, {});
         break;
 
       case JobName.SEARCH_INDEX_ASSET:

server/libs/infra/src/machine-learning/machine-learning.repository.ts

@@ -14,4 +14,12 @@ export class MachineLearningRepository implements IMachineLearningRepository {
   detectObjects(input: MachineLearningInput): Promise<string[]> {
     return client.post<string[]>('/object-detection/detect-object', input).then((res) => res.data);
   }
+
+  encodeImage(input: MachineLearningInput): Promise<number[]> {
+    return client.post<number[]>('/sentence-transformer/encode-image', input).then((res) => res.data);
+  }
+
+  encodeText(input: string): Promise<number[]> {
+    return client.post<number[]>('/sentence-transformer/encode-text', { text: input }).then((res) => res.data);
+  }
 }

server/libs/infra/src/search/schemas/asset.schema.ts

@@ -1,6 +1,6 @@
 import { CollectionCreateSchema } from 'typesense/lib/Typesense/Collections';
 
-export const assetSchemaVersion = 2;
+export const assetSchemaVersion = 3;
 export const assetSchema: CollectionCreateSchema = {
   name: `assets-v${assetSchemaVersion}`,
   fields: [
@@ -29,6 +29,7 @@ export const assetSchema: CollectionCreateSchema = {
     // smart info
     { name: 'smartInfo.objects', type: 'string[]', facet: true, optional: true },
     { name: 'smartInfo.tags', type: 'string[]', facet: true, optional: true },
+    { name: 'smartInfo.clipEmbedding', type: 'float[]', facet: false, optional: true, num_dim: 512 },
 
     // computed
     { name: 'geo', type: 'geopoint', facet: false, optional: true },

server/libs/infra/src/search/typesense.repository.ts

@@ -16,12 +16,7 @@ import { AlbumEntity, AssetEntity } from '../db';
 import { albumSchema } from './schemas/album.schema';
 import { assetSchema } from './schemas/asset.schema';
 
-interface CustomAssetEntity extends AssetEntity {
+function removeNil<T extends Dictionary<any>>(item: T): T {
-  geo?: [number, number];
-  motion?: boolean;
-}
-
-function removeNil<T extends Dictionary<any>>(item: T): Partial<T> {
   _.forOwn(item, (value, key) => {
     if (_.isNil(value) || (_.isObject(value) && !_.isDate(value) && _.isEmpty(removeNil(value)))) {
       delete item[key];
@@ -31,6 +26,11 @@ function removeNil<T extends Dictionary<any>>(item: T): Partial<T> {
   return item;
 }
 
+interface CustomAssetEntity extends AssetEntity {
+  geo?: [number, number];
+  motion?: boolean;
+}
+
 const schemaMap: Record<SearchCollection, CollectionCreateSchema> = {
   [SearchCollection.ASSETS]: assetSchema,
   [SearchCollection.ALBUMS]: albumSchema,
@@ -38,24 +38,9 @@ const schemaMap: Record<SearchCollection, CollectionCreateSchema> = {
 
 const schemas = Object.entries(schemaMap) as [SearchCollection, CollectionCreateSchema][];
 
-interface SearchUpdateQueue<T = any> {
-  upsert: T[];
-  delete: string[];
-}
-
 @Injectable()
 export class TypesenseRepository implements ISearchRepository {
   private logger = new Logger(TypesenseRepository.name);
-  private queue: Record<SearchCollection, SearchUpdateQueue> = {
-    [SearchCollection.ASSETS]: {
-      upsert: [],
-      delete: [],
-    },
-    [SearchCollection.ALBUMS]: {
-      upsert: [],
-      delete: [],
-    },
-  };
 
   private _client: Client | null = null;
   private get client(): Client {
@@ -83,8 +68,6 @@ export class TypesenseRepository implements ISearchRepository {
       numRetries: 3,
       connectionTimeoutSeconds: 10,
     });
-
-    setInterval(() => this.flush(), 5_000);
   }
 
   async setup(): Promise<void> {
@@ -131,48 +114,27 @@ export class TypesenseRepository implements ISearchRepository {
     return migrationMap;
   }
 
-  async index(collection: SearchCollection, item: AssetEntity | AlbumEntity, immediate?: boolean): Promise<void> {
+  async importAlbums(items: AlbumEntity[], done: boolean): Promise<void> {
-    const schema = schemaMap[collection];
+    await this.import(SearchCollection.ALBUMS, items, done);
-
-    if (collection === SearchCollection.ASSETS) {
-      item = this.patchAsset(item as AssetEntity);
   }
 
-    if (immediate) {
+  async importAssets(items: AssetEntity[], done: boolean): Promise<void> {
-      await this.client.collections(schema.name).documents().upsert(item);
+    await this.import(SearchCollection.ASSETS, items, done);
-      return;
   }
 
-    this.queue[collection].upsert.push(item);
+  private async import(
-  }
+    collection: SearchCollection,
-
+    items: AlbumEntity[] | AssetEntity[],
-  async delete(collection: SearchCollection, id: string, immediate?: boolean): Promise<void> {
+    done: boolean,
-    const schema = schemaMap[collection];
+  ): Promise<void> {
-
-    if (immediate) {
-      await this.client.collections(schema.name).documents().delete(id);
-      return;
-    }
-
-    this.queue[collection].delete.push(id);
-  }
-
-  async import(collection: SearchCollection, items: AssetEntity[] | AlbumEntity[], done: boolean): Promise<void> {
     try {
-      const schema = schemaMap[collection];
+      if (items.length > 0) {
-      const _items = items.map((item) => {
+        await this.client.collections(schemaMap[collection].name).documents().import(this.patch(collection, items), {
-        if (collection === SearchCollection.ASSETS) {
+          action: 'upsert',
-          item = this.patchAsset(item as AssetEntity);
+          dirty_values: 'coerce_or_drop',
-        }
-        // null values are invalid for typesense documents
-        return removeNil(item);
         });
-      if (_items.length > 0) {
-        await this.client
-          .collections(schema.name)
-          .documents()
-          .import(_items, { action: 'upsert', dirty_values: 'coerce_or_drop' });
       }
+
       if (done) {
         await this.updateAlias(collection);
       }
@@ -234,31 +196,38 @@ export class TypesenseRepository implements ISearchRepository {
     );
   }
 
-  search(collection: SearchCollection.ASSETS, query: string, filter: SearchFilter): Promise<SearchResult<AssetEntity>>;
+  async deleteAlbums(ids: string[]): Promise<void> {
-  search(collection: SearchCollection.ALBUMS, query: string, filter: SearchFilter): Promise<SearchResult<AlbumEntity>>;
+    await this.delete(SearchCollection.ALBUMS, ids);
-  async search(collection: SearchCollection, query: string, filters: SearchFilter) {
-    const alias = await this.client.aliases(collection).retrieve();
-
-    const { userId } = filters;
-
-    const _filters = [`ownerId:${userId}`];
-
-    if (filters.id) {
-      _filters.push(`id:=${filters.id}`);
-    }
-    if (collection === SearchCollection.ASSETS) {
-      for (const item of schemaMap[collection].fields || []) {
-        let value = filters[item.name as keyof SearchFilter];
-        if (Array.isArray(value)) {
-          value = `[${value.join(',')}]`;
-        }
-        if (item.facet && value !== undefined) {
-          _filters.push(`${item.name}:${value}`);
-        }
   }
 
-      this.logger.debug(`Searching query='${query}', filters='${JSON.stringify(_filters)}'`);
+  async deleteAssets(ids: string[]): Promise<void> {
+    await this.delete(SearchCollection.ASSETS, ids);
+  }
 
+  async delete(collection: SearchCollection, ids: string[]): Promise<void> {
+    await this.client
+      .collections(schemaMap[collection].name)
+      .documents()
+      .delete({ filter_by: `id: [${ids.join(',')}]` });
+  }
+
+  async searchAlbums(query: string, filters: SearchFilter): Promise<SearchResult<AlbumEntity>> {
+    const alias = await this.client.aliases(SearchCollection.ALBUMS).retrieve();
+
+    const results = await this.client
+      .collections<AlbumEntity>(alias.collection_name)
+      .documents()
+      .search({
+        q: query,
+        query_by: 'albumName',
+        filter_by: this.getAlbumFilters(filters),
+      });
+
+    return this.asResponse(results, filters.debug);
+  }
+
+  async searchAssets(query: string, filters: SearchFilter): Promise<SearchResult<AssetEntity>> {
+    const alias = await this.client.aliases(SearchCollection.ASSETS).retrieve();
     const results = await this.client
       .collections<AssetEntity>(alias.collection_name)
       .documents()
@@ -273,32 +242,35 @@ export class TypesenseRepository implements ISearchRepository {
           'smartInfo.tags',
           'smartInfo.objects',
         ].join(','),
-          filter_by: _filters.join(' && '),
         per_page: 250,
-          sort_by: filters.recent ? 'createdAt:desc' : undefined,
         facet_by: this.getFacetFieldNames(SearchCollection.ASSETS),
+        filter_by: this.getAssetFilters(filters),
+        sort_by: filters.recent ? 'createdAt:desc' : undefined,
       });
 
-      return this.asResponse(results);
+    return this.asResponse(results, filters.debug);
   }
 
-    if (collection === SearchCollection.ALBUMS) {
+  async vectorSearch(input: number[], filters: SearchFilter): Promise<SearchResult<AssetEntity>> {
-      const results = await this.client
+    const alias = await this.client.aliases(SearchCollection.ASSETS).retrieve();
-        .collections<AlbumEntity>(alias.collection_name)
+
-        .documents()
+    const { results } = await this.client.multiSearch.perform({
-        .search({
+      searches: [
-          q: query,
+        {
-          query_by: 'albumName',
+          collection: alias.collection_name,
-          filter_by: _filters.join(','),
+          q: '*',
+          vector_query: `smartInfo.clipEmbedding:([${input.join(',')}], k:100)`,
+          per_page: 250,
+          facet_by: this.getFacetFieldNames(SearchCollection.ASSETS),
+          filter_by: this.getAssetFilters(filters),
+        } as any,
+      ],
     });
 
-      return this.asResponse(results);
+    return this.asResponse(results[0] as SearchResponse<AssetEntity>, filters.debug);
   }
 
-    throw new Error(`Invalid collection: ${collection}`);
+  private asResponse<T extends DocumentSchema>(results: SearchResponse<T>, debug?: boolean): SearchResult<T> {
-  }
-
-  private asResponse<T extends DocumentSchema>(results: SearchResponse<T>): SearchResult<T> {
     return {
       page: results.page,
       total: results.found,
@@ -308,51 +280,23 @@ export class TypesenseRepository implements ISearchRepository {
         counts: facet.counts.map((item) => ({ count: item.count, value: item.value })),
         fieldName: facet.field_name as string,
       })),
-    };
+      debug: debug ? results : undefined,
+    } as SearchResult<T>;
   }
 
-  private async flush() {
+  private handleError(error: any) {
-    for (const [collection, schema] of schemas) {
-      if (this.queue[collection].upsert.length > 0) {
-        try {
-          const items = this.queue[collection].upsert.map((item) => removeNil(item));
-          this.logger.debug(`Flushing ${items.length} ${collection} upserts to typesense`);
-          await this.client
-            .collections(schema.name)
-            .documents()
-            .import(items, { action: 'upsert', dirty_values: 'coerce_or_drop' });
-          this.queue[collection].upsert = [];
-        } catch (error) {
-          this.handleError(error);
-        }
-      }
-
-      if (this.queue[collection].delete.length > 0) {
-        try {
-          const items = this.queue[collection].delete;
-          this.logger.debug(`Flushing ${items.length} ${collection} deletes to typesense`);
-          await this.client
-            .collections(schema.name)
-            .documents()
-            .delete({ filter_by: `id: [${items.join(',')}]` });
-          this.queue[collection].delete = [];
-        } catch (error) {
-          this.handleError(error);
-        }
-      }
-    }
-  }
-
-  private handleError(error: any): never {
     this.logger.error('Unable to index documents');
     const results = error.importResults || [];
     for (const result of results) {
       try {
         result.document = JSON.parse(result.document);
+        if (result.document?.smartInfo?.clipEmbedding) {
+          result.document.smartInfo.clipEmbedding = '<truncated>';
+        }
       } catch {}
     }
+
     this.logger.verbose(JSON.stringify(results, null, 2));
-    throw error;
   }
 
   private async updateAlias(collection: SearchCollection) {
@@ -373,6 +317,18 @@ export class TypesenseRepository implements ISearchRepository {
     }
   }
 
+  private patch(collection: SearchCollection, items: AssetEntity[] | AlbumEntity[]) {
+    return items.map((item) =>
+      collection === SearchCollection.ASSETS
+        ? this.patchAsset(item as AssetEntity)
+        : this.patchAlbum(item as AlbumEntity),
+    );
+  }
+
+  private patchAlbum(album: AlbumEntity): AlbumEntity {
+    return removeNil(album);
+  }
+
   private patchAsset(asset: AssetEntity): CustomAssetEntity {
     let custom = asset as CustomAssetEntity;
 
@@ -382,9 +338,7 @@ export class TypesenseRepository implements ISearchRepository {
       custom = { ...custom, geo: [lat, lng] };
     }
 
-    custom = { ...custom, motion: !!asset.livePhotoVideoId };
+    return removeNil({ ...custom, motion: !!asset.livePhotoVideoId });
-
-    return custom;
   }
 
   private getFacetFieldNames(collection: SearchCollection) {
@@ -393,4 +347,41 @@ export class TypesenseRepository implements ISearchRepository {
       .map((field) => field.name)
       .join(',');
   }
+
+  private getAlbumFilters(filters: SearchFilter) {
+    const { userId } = filters;
+    const _filters = [`ownerId:${userId}`];
+    if (filters.id) {
+      _filters.push(`id:=${filters.id}`);
+    }
+
+    for (const item of albumSchema.fields || []) {
+      let value = filters[item.name as keyof SearchFilter];
+      if (Array.isArray(value)) {
+        value = `[${value.join(',')}]`;
+      }
+      if (item.facet && value !== undefined) {
+        _filters.push(`${item.name}:${value}`);
+      }
+    }
+
+    return _filters.join(' && ');
+  }
+
+  private getAssetFilters(filters: SearchFilter) {
+    const _filters = [`ownerId:${filters.userId}`];
+    if (filters.id) {
+      _filters.push(`id:=${filters.id}`);
+    }
+    for (const item of assetSchema.fields || []) {
+      let value = filters[item.name as keyof SearchFilter];
+      if (Array.isArray(value)) {
+        value = `[${value.join(',')}]`;
+      }
+      if (item.facet && value !== undefined) {
+        _filters.push(`${item.name}:${value}`);
+      }
+    }
+    return _filters.join(' && ');
+  }
 }

server/package-lock.json

@@ -48,7 +48,7 @@
         "sanitize-filename": "^1.6.3",
         "sharp": "^0.28.0",
         "typeorm": "^0.3.11",
-        "typesense": "^1.5.2"
+        "typesense": "^1.5.3"
       },
       "bin": {
         "immich": "bin/cli.sh"
@@ -11137,9 +11137,9 @@
       }
     },
     "node_modules/typesense": {
-      "version": "1.5.2",
+      "version": "1.5.3",
-      "resolved": "https://registry.npmjs.org/typesense/-/typesense-1.5.2.tgz",
+      "resolved": "https://registry.npmjs.org/typesense/-/typesense-1.5.3.tgz",
-      "integrity": "sha512-ysARFw+4z3AdSViOACqf7K9TXoP2wAXd5p5uSGTdXW14UYjcEzpV/S/EhMoiC6YdZyrnbDdNsxgWbf+AWJ9Udw==",
+      "integrity": "sha512-eLHBP6AHex04tT+q/a7Uc+dFjIuoKTRpvlsNJwVTyedh4n0qnJxbfoLJBCxzhhZn5eITjEK0oWvVZ5byc3E+Ww==",
       "dependencies": {
         "axios": "^0.26.0",
         "loglevel": "^1.8.0"
@@ -20023,9 +20023,9 @@
       "devOptional": true
     },
     "typesense": {
-      "version": "1.5.2",
+      "version": "1.5.3",
-      "resolved": "https://registry.npmjs.org/typesense/-/typesense-1.5.2.tgz",
+      "resolved": "https://registry.npmjs.org/typesense/-/typesense-1.5.3.tgz",
-      "integrity": "sha512-ysARFw+4z3AdSViOACqf7K9TXoP2wAXd5p5uSGTdXW14UYjcEzpV/S/EhMoiC6YdZyrnbDdNsxgWbf+AWJ9Udw==",
+      "integrity": "sha512-eLHBP6AHex04tT+q/a7Uc+dFjIuoKTRpvlsNJwVTyedh4n0qnJxbfoLJBCxzhhZn5eITjEK0oWvVZ5byc3E+Ww==",
       "requires": {
         "axios": "^0.26.0",
         "loglevel": "^1.8.0"

server/package.json

@@ -78,7 +78,7 @@
     "sanitize-filename": "^1.6.3",
     "sharp": "^0.28.0",
     "typeorm": "^0.3.11",
-    "typesense": "^1.5.2"
+    "typesense": "^1.5.3"
   },
   "devDependencies": {
     "@nestjs/cli": "^9.1.8",

web/src/api/open-api/api.ts

@@ -6739,22 +6739,10 @@ export const SearchApiAxiosParamCreator = function (configuration?: Configuratio
         },
         /**
          * 
-         * @param {string} [query] 
-         * @param {'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER'} [type] 
-         * @param {boolean} [isFavorite] 
-         * @param {string} [exifInfoCity] 
-         * @param {string} [exifInfoState] 
-         * @param {string} [exifInfoCountry] 
-         * @param {string} [exifInfoMake] 
-         * @param {string} [exifInfoModel] 
-         * @param {Array<string>} [smartInfoObjects] 
-         * @param {Array<string>} [smartInfoTags] 
-         * @param {boolean} [recent] 
-         * @param {boolean} [motion] 
          * @param {*} [options] Override http request option.
          * @throws {RequiredError}
          */
-        search: async (query?: string, type?: 'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER', isFavorite?: boolean, exifInfoCity?: string, exifInfoState?: string, exifInfoCountry?: string, exifInfoMake?: string, exifInfoModel?: string, smartInfoObjects?: Array<string>, smartInfoTags?: Array<string>, recent?: boolean, motion?: boolean, options: AxiosRequestConfig = {}): Promise<RequestArgs> => {
+        search: async (options: AxiosRequestConfig = {}): Promise<RequestArgs> => {
             const localVarPath = `/search`;
             // use dummy base URL string because the URL constructor only accepts absolute URLs.
             const localVarUrlObj = new URL(localVarPath, DUMMY_BASE_URL);
@@ -6773,54 +6761,6 @@ export const SearchApiAxiosParamCreator = function (configuration?: Configuratio
 
             // authentication cookie required
 
-            if (query !== undefined) {
-                localVarQueryParameter['query'] = query;
-            }
-
-            if (type !== undefined) {
-                localVarQueryParameter['type'] = type;
-            }
-
-            if (isFavorite !== undefined) {
-                localVarQueryParameter['isFavorite'] = isFavorite;
-            }
-
-            if (exifInfoCity !== undefined) {
-                localVarQueryParameter['exifInfo.city'] = exifInfoCity;
-            }
-
-            if (exifInfoState !== undefined) {
-                localVarQueryParameter['exifInfo.state'] = exifInfoState;
-            }
-
-            if (exifInfoCountry !== undefined) {
-                localVarQueryParameter['exifInfo.country'] = exifInfoCountry;
-            }
-
-            if (exifInfoMake !== undefined) {
-                localVarQueryParameter['exifInfo.make'] = exifInfoMake;
-            }
-
-            if (exifInfoModel !== undefined) {
-                localVarQueryParameter['exifInfo.model'] = exifInfoModel;
-            }
-
-            if (smartInfoObjects) {
-                localVarQueryParameter['smartInfo.objects'] = smartInfoObjects;
-            }
-
-            if (smartInfoTags) {
-                localVarQueryParameter['smartInfo.tags'] = smartInfoTags;
-            }
-
-            if (recent !== undefined) {
-                localVarQueryParameter['recent'] = recent;
-            }
-
-            if (motion !== undefined) {
-                localVarQueryParameter['motion'] = motion;
-            }
-
 
     
             setSearchParams(localVarUrlObj, localVarQueryParameter);
@@ -6862,23 +6802,11 @@ export const SearchApiFp = function(configuration?: Configuration) {
         },
         /**
          * 
-         * @param {string} [query] 
-         * @param {'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER'} [type] 
-         * @param {boolean} [isFavorite] 
-         * @param {string} [exifInfoCity] 
-         * @param {string} [exifInfoState] 
-         * @param {string} [exifInfoCountry] 
-         * @param {string} [exifInfoMake] 
-         * @param {string} [exifInfoModel] 
-         * @param {Array<string>} [smartInfoObjects] 
-         * @param {Array<string>} [smartInfoTags] 
-         * @param {boolean} [recent] 
-         * @param {boolean} [motion] 
          * @param {*} [options] Override http request option.
          * @throws {RequiredError}
          */
-        async search(query?: string, type?: 'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER', isFavorite?: boolean, exifInfoCity?: string, exifInfoState?: string, exifInfoCountry?: string, exifInfoMake?: string, exifInfoModel?: string, smartInfoObjects?: Array<string>, smartInfoTags?: Array<string>, recent?: boolean, motion?: boolean, options?: AxiosRequestConfig): Promise<(axios?: AxiosInstance, basePath?: string) => AxiosPromise<SearchResponseDto>> {
+        async search(options?: AxiosRequestConfig): Promise<(axios?: AxiosInstance, basePath?: string) => AxiosPromise<SearchResponseDto>> {
-            const localVarAxiosArgs = await localVarAxiosParamCreator.search(query, type, isFavorite, exifInfoCity, exifInfoState, exifInfoCountry, exifInfoMake, exifInfoModel, smartInfoObjects, smartInfoTags, recent, motion, options);
+            const localVarAxiosArgs = await localVarAxiosParamCreator.search(options);
             return createRequestFunction(localVarAxiosArgs, globalAxios, BASE_PATH, configuration);
         },
     }
@@ -6909,23 +6837,11 @@ export const SearchApiFactory = function (configuration?: Configuration, basePat
         },
         /**
          * 
-         * @param {string} [query] 
-         * @param {'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER'} [type] 
-         * @param {boolean} [isFavorite] 
-         * @param {string} [exifInfoCity] 
-         * @param {string} [exifInfoState] 
-         * @param {string} [exifInfoCountry] 
-         * @param {string} [exifInfoMake] 
-         * @param {string} [exifInfoModel] 
-         * @param {Array<string>} [smartInfoObjects] 
-         * @param {Array<string>} [smartInfoTags] 
-         * @param {boolean} [recent] 
-         * @param {boolean} [motion] 
          * @param {*} [options] Override http request option.
          * @throws {RequiredError}
          */
-        search(query?: string, type?: 'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER', isFavorite?: boolean, exifInfoCity?: string, exifInfoState?: string, exifInfoCountry?: string, exifInfoMake?: string, exifInfoModel?: string, smartInfoObjects?: Array<string>, smartInfoTags?: Array<string>, recent?: boolean, motion?: boolean, options?: any): AxiosPromise<SearchResponseDto> {
+        search(options?: any): AxiosPromise<SearchResponseDto> {
-            return localVarFp.search(query, type, isFavorite, exifInfoCity, exifInfoState, exifInfoCountry, exifInfoMake, exifInfoModel, smartInfoObjects, smartInfoTags, recent, motion, options).then((request) => request(axios, basePath));
+            return localVarFp.search(options).then((request) => request(axios, basePath));
         },
     };
 };
@@ -6959,24 +6875,12 @@ export class SearchApi extends BaseAPI {
 
     /**
      * 
-     * @param {string} [query] 
-     * @param {'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER'} [type] 
-     * @param {boolean} [isFavorite] 
-     * @param {string} [exifInfoCity] 
-     * @param {string} [exifInfoState] 
-     * @param {string} [exifInfoCountry] 
-     * @param {string} [exifInfoMake] 
-     * @param {string} [exifInfoModel] 
-     * @param {Array<string>} [smartInfoObjects] 
-     * @param {Array<string>} [smartInfoTags] 
-     * @param {boolean} [recent] 
-     * @param {boolean} [motion] 
      * @param {*} [options] Override http request option.
      * @throws {RequiredError}
      * @memberof SearchApi
      */
-    public search(query?: string, type?: 'IMAGE' | 'VIDEO' | 'AUDIO' | 'OTHER', isFavorite?: boolean, exifInfoCity?: string, exifInfoState?: string, exifInfoCountry?: string, exifInfoMake?: string, exifInfoModel?: string, smartInfoObjects?: Array<string>, smartInfoTags?: Array<string>, recent?: boolean, motion?: boolean, options?: AxiosRequestConfig) {
+    public search(options?: AxiosRequestConfig) {
-        return SearchApiFp(this.configuration).search(query, type, isFavorite, exifInfoCity, exifInfoState, exifInfoCountry, exifInfoMake, exifInfoModel, smartInfoObjects, smartInfoTags, recent, motion, options).then((request) => request(this.axios, this.basePath));
+        return SearchApiFp(this.configuration).search(options).then((request) => request(this.axios, this.basePath));
     }
 }
 

web/src/lib/components/shared-components/search-bar/search-bar.svelte

@@ -15,7 +15,8 @@
 
 	function onSearch() {
 		const params = new URLSearchParams({
-			q: value
+			q: value,
+			clip: 'true'
 		});
 
 		goto(`${AppRoute.SEARCH}?${params}`, { replaceState: replaceHistoryState });

web/src/routes/(user)/search/+page.server.ts

@@ -7,22 +7,9 @@ export const load = (async ({ locals, parent, url }) => {
 		throw redirect(302, '/auth/login');
 	}
 
-	const term = url.searchParams.get('q') || undefined;
+	const term = url.searchParams.get('q') || url.searchParams.get('query') || undefined;
-	const { data: results } = await locals.api.searchApi.search(
+
-		term,
+	const { data: results } = await locals.api.searchApi.search({ params: url.searchParams });
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		undefined,
-		{ params: url.searchParams }
-	);
 
 	return {
 		user,