diff --git a/cli/src/api/open-api/api.ts b/cli/src/api/open-api/api.ts index 36189d39f..f3246f096 100644 --- a/cli/src/api/open-api/api.ts +++ b/cli/src/api/open-api/api.ts @@ -862,6 +862,53 @@ export interface BulkIdsDto { */ 'ids': Array; } +/** + * + * @export + * @interface CLIPConfig + */ +export interface CLIPConfig { + /** + * + * @type {boolean} + * @memberof CLIPConfig + */ + 'enabled': boolean; + /** + * + * @type {CLIPMode} + * @memberof CLIPConfig + */ + 'mode'?: CLIPMode; + /** + * + * @type {string} + * @memberof CLIPConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof CLIPConfig + */ + 'modelType'?: ModelType; +} + + +/** + * + * @export + * @enum {string} + */ + +export const CLIPMode = { + Vision: 'vision', + Text: 'text' +} as const; + +export type CLIPMode = typeof CLIPMode[keyof typeof CLIPMode]; + + /** * * @export @@ -951,6 +998,39 @@ export interface CheckExistingAssetsResponseDto { */ 'existingIds': Array; } +/** + * + * @export + * @interface ClassificationConfig + */ +export interface ClassificationConfig { + /** + * + * @type {boolean} + * @memberof ClassificationConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof ClassificationConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof ClassificationConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof ClassificationConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -1766,6 +1846,21 @@ export interface MergePersonDto { */ 'ids': Array; } +/** + * + * @export + * @enum {string} + */ + +export const ModelType = { + ImageClassification: 'image-classification', + FacialRecognition: 'facial-recognition', + Clip: 'clip' +} as const; + +export type ModelType = typeof ModelType[keyof typeof ModelType]; + + /** * * @export @@ -1991,6 +2086,45 @@ export interface QueueStatusDto { */ 'isPaused': boolean; } +/** + * + * @export + * @interface RecognitionConfig + */ +export interface RecognitionConfig { + /** + * + * @type {boolean} + * @memberof RecognitionConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'maxDistance': number; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof RecognitionConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof RecognitionConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -2803,10 +2937,16 @@ export interface SystemConfigJobDto { export interface SystemConfigMachineLearningDto { /** * - * @type {boolean} + * @type {ClassificationConfig} * @memberof SystemConfigMachineLearningDto */ - 'clipEncodeEnabled': boolean; + 'classification': ClassificationConfig; + /** + * + * @type {CLIPConfig} + * @memberof SystemConfigMachineLearningDto + */ + 'clip': CLIPConfig; /** * * @type {boolean} @@ -2815,16 +2955,10 @@ export interface SystemConfigMachineLearningDto { 'enabled': boolean; /** * - * @type {boolean} + * @type {RecognitionConfig} * @memberof SystemConfigMachineLearningDto */ - 'facialRecognitionEnabled': boolean; - /** - * - * @type {boolean} - * @memberof SystemConfigMachineLearningDto - */ - 'tagImageEnabled': boolean; + 'facialRecognition': RecognitionConfig; /** * * @type {string} diff --git a/machine-learning/app/config.py b/machine-learning/app/config.py index 8a64d9119..83053b8ae 100644 --- a/machine-learning/app/config.py +++ b/machine-learning/app/config.py @@ -8,17 +8,11 @@ from .schemas import ModelType class Settings(BaseSettings): cache_folder: str = "/cache" - classification_model: str = "microsoft/resnet-50" - clip_image_model: str = "ViT-B-32::openai" - clip_text_model: str = "ViT-B-32::openai" - facial_recognition_model: str = "buffalo_l" - min_tag_score: float = 0.9 eager_startup: bool = False model_ttl: int = 0 host: str = "0.0.0.0" port: int = 3003 workers: int = 1 - min_face_score: float = 0.7 test_full: bool = False request_threads: int = os.cpu_count() or 4 model_inter_op_threads: int = 1 diff --git a/machine-learning/app/main.py b/machine-learning/app/main.py index ddbce0f65..0229ad00b 100644 --- a/machine-learning/app/main.py +++ b/machine-learning/app/main.py @@ -1,29 +1,26 @@ import asyncio import os from concurrent.futures import ThreadPoolExecutor -from io import BytesIO from typing import Any -import cv2 -import numpy as np +import orjson import uvicorn -from fastapi import Body, Depends, FastAPI -from PIL import Image +from fastapi import FastAPI, Form, HTTPException, UploadFile +from fastapi.responses import ORJSONResponse +from starlette.formparsers import MultiPartParser from app.models.base import InferenceModel from .config import settings from .models.cache import ModelCache from .schemas import ( - EmbeddingResponse, - FaceResponse, MessageResponse, ModelType, - TagResponse, - TextModelRequest, TextResponse, ) +MultiPartParser.max_file_size = 2**24 # spools to disk if payload is 16 MiB or larger + app = FastAPI() @@ -33,37 +30,9 @@ def init_state() -> None: app.state.thread_pool = ThreadPoolExecutor(settings.request_threads) -async def load_models() -> None: - models: list[tuple[str, ModelType, dict[str, Any]]] = [ - (settings.classification_model, ModelType.IMAGE_CLASSIFICATION, {}), - (settings.clip_image_model, ModelType.CLIP, {"mode": "vision"}), - (settings.clip_text_model, ModelType.CLIP, {"mode": "text"}), - (settings.facial_recognition_model, ModelType.FACIAL_RECOGNITION, {}), - ] - - # Get all models - for model_name, model_type, model_kwargs in models: - await app.state.model_cache.get(model_name, model_type, eager=settings.eager_startup, **model_kwargs) - - @app.on_event("startup") async def startup_event() -> None: init_state() - await load_models() - - -@app.on_event("shutdown") -async def shutdown_event() -> None: - app.state.thread_pool.shutdown() - - -def dep_pil_image(byte_image: bytes = Body(...)) -> Image.Image: - return Image.open(BytesIO(byte_image)) - - -def dep_cv_image(byte_image: bytes = Body(...)) -> np.ndarray[int, np.dtype[Any]]: - byte_image_np = np.frombuffer(byte_image, np.uint8) - return cv2.imdecode(byte_image_np, cv2.IMREAD_COLOR) @app.get("/", response_model=MessageResponse) @@ -76,57 +45,27 @@ def ping() -> str: return "pong" -@app.post( - "/image-classifier/tag-image", - response_model=TagResponse, - status_code=200, -) -async def image_classification( - image: Image.Image = Depends(dep_pil_image), -) -> list[str]: - model = await app.state.model_cache.get(settings.classification_model, ModelType.IMAGE_CLASSIFICATION) - labels = await predict(model, image) - return labels +@app.post("/predict") +async def predict( + model_name: str = Form(alias="modelName"), + model_type: ModelType = Form(alias="modelType"), + options: str = Form(default="{}"), + text: str | None = Form(default=None), + image: UploadFile | None = None, +) -> Any: + if image is not None: + inputs: str | bytes = await image.read() + elif text is not None: + inputs = text + else: + raise HTTPException(400, "Either image or text must be provided") + + model: InferenceModel = await app.state.model_cache.get(model_name, model_type, **orjson.loads(options)) + outputs = await run(model, inputs) + return ORJSONResponse(outputs) -@app.post( - "/sentence-transformer/encode-image", - response_model=EmbeddingResponse, - status_code=200, -) -async def clip_encode_image( - image: Image.Image = Depends(dep_pil_image), -) -> list[float]: - model = await app.state.model_cache.get(settings.clip_image_model, ModelType.CLIP, mode="vision") - embedding = await predict(model, image) - return embedding - - -@app.post( - "/sentence-transformer/encode-text", - response_model=EmbeddingResponse, - status_code=200, -) -async def clip_encode_text(payload: TextModelRequest) -> list[float]: - model = await app.state.model_cache.get(settings.clip_text_model, ModelType.CLIP, mode="text") - embedding = await predict(model, payload.text) - return embedding - - -@app.post( - "/facial-recognition/detect-faces", - response_model=FaceResponse, - status_code=200, -) -async def facial_recognition( - image: cv2.Mat = Depends(dep_cv_image), -) -> list[dict[str, Any]]: - model = await app.state.model_cache.get(settings.facial_recognition_model, ModelType.FACIAL_RECOGNITION) - faces = await predict(model, image) - return faces - - -async def predict(model: InferenceModel, inputs: Any) -> Any: +async def run(model: InferenceModel, inputs: Any) -> Any: return await asyncio.get_running_loop().run_in_executor(app.state.thread_pool, model.predict, inputs) diff --git a/machine-learning/app/models/base.py b/machine-learning/app/models/base.py index 07bc16dcd..7fa40a5d0 100644 --- a/machine-learning/app/models/base.py +++ b/machine-learning/app/models/base.py @@ -60,16 +60,21 @@ class InferenceModel(ABC): self._load(**model_kwargs) self._loaded = True - def predict(self, inputs: Any) -> Any: + def predict(self, inputs: Any, **model_kwargs: Any) -> Any: if not self._loaded: print(f"Loading {self.model_type.value.replace('_', ' ')} model...") self.load() + if model_kwargs: + self.configure(**model_kwargs) return self._predict(inputs) @abstractmethod def _predict(self, inputs: Any) -> Any: ... + def configure(self, **model_kwargs: Any) -> None: + pass + @abstractmethod def _download(self, **model_kwargs: Any) -> None: ... diff --git a/machine-learning/app/models/clip.py b/machine-learning/app/models/clip.py index c59abfbb9..b4afacca9 100644 --- a/machine-learning/app/models/clip.py +++ b/machine-learning/app/models/clip.py @@ -1,5 +1,6 @@ import os import zipfile +from io import BytesIO from typing import Any, Literal import onnxruntime as ort @@ -8,7 +9,7 @@ from clip_server.model.clip import BICUBIC, _convert_image_to_rgb from clip_server.model.clip_onnx import _MODELS, _S3_BUCKET_V2, CLIPOnnxModel, download_model from clip_server.model.pretrained_models import _VISUAL_MODEL_IMAGE_SIZE from clip_server.model.tokenization import Tokenizer -from PIL.Image import Image +from PIL import Image from torchvision.transforms import CenterCrop, Compose, Normalize, Resize, ToTensor from ..schemas import ModelType @@ -74,9 +75,12 @@ class CLIPEncoder(InferenceModel): image_size = _VISUAL_MODEL_IMAGE_SIZE[CLIPOnnxModel.get_model_name(self.model_name)] self.transform = _transform_pil_image(image_size) - def _predict(self, image_or_text: Image | str) -> list[float]: + def _predict(self, image_or_text: Image.Image | str) -> list[float]: + if isinstance(image_or_text, bytes): + image_or_text = Image.open(BytesIO(image_or_text)) + match image_or_text: - case Image(): + case Image.Image(): if self.mode == "text": raise TypeError("Cannot encode image as text-only model") pixel_values = self.transform(image_or_text) diff --git a/machine-learning/app/models/facial_recognition.py b/machine-learning/app/models/facial_recognition.py index b0ff1d041..630c9d2e7 100644 --- a/machine-learning/app/models/facial_recognition.py +++ b/machine-learning/app/models/facial_recognition.py @@ -9,7 +9,6 @@ from insightface.model_zoo import ArcFaceONNX, RetinaFace from insightface.utils.face_align import norm_crop from insightface.utils.storage import BASE_REPO_URL, download_file -from ..config import settings from ..schemas import ModelType from .base import InferenceModel @@ -20,7 +19,7 @@ class FaceRecognizer(InferenceModel): def __init__( self, model_name: str, - min_score: float = settings.min_face_score, + min_score: float = 0.7, cache_dir: Path | str | None = None, **model_kwargs: Any, ) -> None: @@ -69,11 +68,13 @@ class FaceRecognizer(InferenceModel): ) self.rec_model.prepare(ctx_id=0) - def _predict(self, image: cv2.Mat) -> list[dict[str, Any]]: + def _predict(self, image: np.ndarray[int, np.dtype[Any]] | bytes) -> list[dict[str, Any]]: + if isinstance(image, bytes): + image = cv2.imdecode(np.frombuffer(image, np.uint8), cv2.IMREAD_COLOR) bboxes, kpss = self.det_model.detect(image) if bboxes.size == 0: return [] - assert isinstance(kpss, np.ndarray) + assert isinstance(image, np.ndarray) and isinstance(kpss, np.ndarray) scores = bboxes[:, 4].tolist() bboxes = bboxes[:, :4].round().tolist() @@ -102,3 +103,6 @@ class FaceRecognizer(InferenceModel): @property def cached(self) -> bool: return self.cache_dir.is_dir() and any(self.cache_dir.glob("*.onnx")) + + def configure(self, **model_kwargs: Any) -> None: + self.det_model.det_thresh = model_kwargs.get("min_score", self.det_model.det_thresh) diff --git a/machine-learning/app/models/image_classification.py b/machine-learning/app/models/image_classification.py index 6c12dd8d7..bdcf76f5f 100644 --- a/machine-learning/app/models/image_classification.py +++ b/machine-learning/app/models/image_classification.py @@ -1,13 +1,13 @@ +from io import BytesIO from pathlib import Path from typing import Any from huggingface_hub import snapshot_download from optimum.onnxruntime import ORTModelForImageClassification from optimum.pipelines import pipeline -from PIL.Image import Image +from PIL import Image from transformers import AutoImageProcessor -from ..config import settings from ..schemas import ModelType from .base import InferenceModel @@ -18,7 +18,7 @@ class ImageClassifier(InferenceModel): def __init__( self, model_name: str, - min_score: float = settings.min_tag_score, + min_score: float = 0.9, cache_dir: Path | str | None = None, **model_kwargs: Any, ) -> None: @@ -56,8 +56,13 @@ class ImageClassifier(InferenceModel): feature_extractor=processor, ) - def _predict(self, image: Image) -> list[str]: + def _predict(self, image: Image.Image | bytes) -> list[str]: + if isinstance(image, bytes): + image = Image.open(BytesIO(image)) predictions: list[dict[str, Any]] = self.model(image) # type: ignore tags = [tag for pred in predictions for tag in pred["label"].split(", ") if pred["score"] >= self.min_score] return tags + + def configure(self, **model_kwargs: Any) -> None: + self.min_score = model_kwargs.get("min_score", self.min_score) diff --git a/machine-learning/app/schemas.py b/machine-learning/app/schemas.py index b19b49873..cad279687 100644 --- a/machine-learning/app/schemas.py +++ b/machine-learning/app/schemas.py @@ -1,4 +1,4 @@ -from enum import Enum +from enum import StrEnum from pydantic import BaseModel @@ -20,18 +20,6 @@ class MessageResponse(BaseModel): message: str -class TagResponse(BaseModel): - __root__: list[str] - - -class Embedding(BaseModel): - __root__: list[float] - - -class EmbeddingResponse(BaseModel): - __root__: Embedding - - class BoundingBox(BaseModel): x1: int y1: int @@ -39,23 +27,7 @@ class BoundingBox(BaseModel): y2: int -class Face(BaseModel): - image_width: int - image_height: int - bounding_box: BoundingBox - score: float - embedding: Embedding - - class Config: - alias_generator = to_lower_camel - allow_population_by_field_name = True - - -class FaceResponse(BaseModel): - __root__: list[Face] - - -class ModelType(Enum): +class ModelType(StrEnum): IMAGE_CLASSIFICATION = "image-classification" CLIP = "clip" FACIAL_RECOGNITION = "facial-recognition" diff --git a/machine-learning/poetry.lock b/machine-learning/poetry.lock index cb668f9a1..1a617a38c 100644 --- a/machine-learning/poetry.lock +++ b/machine-learning/poetry.lock @@ -720,69 +720,69 @@ files = [ [[package]] name = "cython" -version = "3.0.0" +version = "3.0.2" description = "The Cython compiler for writing C extensions in the Python language." optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ - {file = "Cython-3.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7c7d728e1a49ad01d41181e3a9ea80b8d14e825f4679e4dd837cbf7bca7998a5"}, - {file = "Cython-3.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:626a4a6ef4b7ced87c348ea805488e4bd39dad9d0b39659aa9e1040b62bbfedf"}, - {file = "Cython-3.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = 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a/mobile/lib/modules/asset_viewer/ui/exif_bottom_sheet.dart b/mobile/lib/modules/asset_viewer/ui/exif_bottom_sheet.dart index fcc1d4440..eec80b7d5 100644 --- a/mobile/lib/modules/asset_viewer/ui/exif_bottom_sheet.dart +++ b/mobile/lib/modules/asset_viewer/ui/exif_bottom_sheet.dart @@ -255,7 +255,7 @@ class ExifBottomSheet extends HookConsumerWidget { ), ), subtitle: Text( - "ƒ/${exifInfo.fNumber} ${exifInfo.exposureTime} ${exifInfo.focalLength} mm ISO${exifInfo.iso} ", + "ƒ/${exifInfo.fNumber} ${exifInfo.exposureTime} ${exifInfo.focalLength} mm ISO ${exifInfo.iso ?? ''} ", ), ), ], diff --git a/mobile/openapi/.openapi-generator/FILES b/mobile/openapi/.openapi-generator/FILES index e62417987..517c33f24 100644 --- a/mobile/openapi/.openapi-generator/FILES +++ b/mobile/openapi/.openapi-generator/FILES @@ -35,11 +35,14 @@ doc/AuthDeviceResponseDto.md doc/AuthenticationApi.md doc/BulkIdResponseDto.md doc/BulkIdsDto.md +doc/CLIPConfig.md +doc/CLIPMode.md doc/ChangePasswordDto.md doc/CheckDuplicateAssetDto.md doc/CheckDuplicateAssetResponseDto.md doc/CheckExistingAssetsDto.md doc/CheckExistingAssetsResponseDto.md +doc/ClassificationConfig.md doc/CreateAlbumDto.md doc/CreateProfileImageResponseDto.md doc/CreateTagDto.md @@ -68,6 +71,7 @@ doc/LogoutResponseDto.md doc/MapMarkerResponseDto.md doc/MemoryLaneResponseDto.md doc/MergePersonDto.md +doc/ModelType.md doc/OAuthApi.md doc/OAuthCallbackDto.md doc/OAuthConfigDto.md @@ -80,6 +84,7 @@ doc/PersonApi.md doc/PersonResponseDto.md doc/PersonUpdateDto.md doc/QueueStatusDto.md +doc/RecognitionConfig.md doc/SearchAlbumResponseDto.md doc/SearchApi.md doc/SearchAssetDto.md @@ -189,6 +194,9 @@ lib/model/check_duplicate_asset_dto.dart lib/model/check_duplicate_asset_response_dto.dart lib/model/check_existing_assets_dto.dart lib/model/check_existing_assets_response_dto.dart +lib/model/classification_config.dart +lib/model/clip_config.dart +lib/model/clip_mode.dart lib/model/create_album_dto.dart lib/model/create_profile_image_response_dto.dart lib/model/create_tag_dto.dart @@ -216,6 +224,7 @@ lib/model/logout_response_dto.dart lib/model/map_marker_response_dto.dart lib/model/memory_lane_response_dto.dart lib/model/merge_person_dto.dart +lib/model/model_type.dart lib/model/o_auth_callback_dto.dart lib/model/o_auth_config_dto.dart lib/model/o_auth_config_response_dto.dart @@ -225,6 +234,7 @@ lib/model/people_update_item.dart lib/model/person_response_dto.dart lib/model/person_update_dto.dart lib/model/queue_status_dto.dart +lib/model/recognition_config.dart lib/model/search_album_response_dto.dart lib/model/search_asset_dto.dart lib/model/search_asset_response_dto.dart @@ -309,6 +319,9 @@ test/check_duplicate_asset_dto_test.dart test/check_duplicate_asset_response_dto_test.dart test/check_existing_assets_dto_test.dart test/check_existing_assets_response_dto_test.dart +test/classification_config_test.dart +test/clip_config_test.dart +test/clip_mode_test.dart test/create_album_dto_test.dart test/create_profile_image_response_dto_test.dart test/create_tag_dto_test.dart @@ -337,6 +350,7 @@ test/logout_response_dto_test.dart test/map_marker_response_dto_test.dart test/memory_lane_response_dto_test.dart test/merge_person_dto_test.dart +test/model_type_test.dart test/o_auth_api_test.dart test/o_auth_callback_dto_test.dart test/o_auth_config_dto_test.dart @@ -349,6 +363,7 @@ test/person_api_test.dart test/person_response_dto_test.dart test/person_update_dto_test.dart test/queue_status_dto_test.dart +test/recognition_config_test.dart test/search_album_response_dto_test.dart test/search_api_test.dart test/search_asset_dto_test.dart diff --git a/mobile/openapi/README.md b/mobile/openapi/README.md index 148eaa7e4..09aa15cdd 100644 --- a/mobile/openapi/README.md +++ b/mobile/openapi/README.md @@ -208,11 +208,14 @@ Class | Method | HTTP request | Description - [AuthDeviceResponseDto](doc//AuthDeviceResponseDto.md) - [BulkIdResponseDto](doc//BulkIdResponseDto.md) - [BulkIdsDto](doc//BulkIdsDto.md) + - [CLIPConfig](doc//CLIPConfig.md) + - [CLIPMode](doc//CLIPMode.md) - [ChangePasswordDto](doc//ChangePasswordDto.md) - [CheckDuplicateAssetDto](doc//CheckDuplicateAssetDto.md) - [CheckDuplicateAssetResponseDto](doc//CheckDuplicateAssetResponseDto.md) - [CheckExistingAssetsDto](doc//CheckExistingAssetsDto.md) - [CheckExistingAssetsResponseDto](doc//CheckExistingAssetsResponseDto.md) + - [ClassificationConfig](doc//ClassificationConfig.md) - [CreateAlbumDto](doc//CreateAlbumDto.md) - [CreateProfileImageResponseDto](doc//CreateProfileImageResponseDto.md) - [CreateTagDto](doc//CreateTagDto.md) @@ -240,6 +243,7 @@ Class | Method | HTTP request | Description - [MapMarkerResponseDto](doc//MapMarkerResponseDto.md) - [MemoryLaneResponseDto](doc//MemoryLaneResponseDto.md) - [MergePersonDto](doc//MergePersonDto.md) + - [ModelType](doc//ModelType.md) - [OAuthCallbackDto](doc//OAuthCallbackDto.md) - [OAuthConfigDto](doc//OAuthConfigDto.md) - [OAuthConfigResponseDto](doc//OAuthConfigResponseDto.md) @@ -249,6 +253,7 @@ Class | Method | HTTP request | Description - [PersonResponseDto](doc//PersonResponseDto.md) - [PersonUpdateDto](doc//PersonUpdateDto.md) - [QueueStatusDto](doc//QueueStatusDto.md) + - [RecognitionConfig](doc//RecognitionConfig.md) - [SearchAlbumResponseDto](doc//SearchAlbumResponseDto.md) - [SearchAssetDto](doc//SearchAssetDto.md) - [SearchAssetResponseDto](doc//SearchAssetResponseDto.md) diff --git a/mobile/openapi/doc/CLIPConfig.md b/mobile/openapi/doc/CLIPConfig.md new file mode 100644 index 000000000..13c2d56ae --- /dev/null +++ b/mobile/openapi/doc/CLIPConfig.md @@ -0,0 +1,18 @@ +# openapi.model.CLIPConfig + +## Load the model package +```dart +import 'package:openapi/api.dart'; +``` + +## Properties +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**enabled** | **bool** | | +**mode** | [**CLIPMode**](CLIPMode.md) | | [optional] +**modelName** | **String** | | +**modelType** | [**ModelType**](ModelType.md) | | [optional] + +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mobile/openapi/doc/CLIPMode.md b/mobile/openapi/doc/CLIPMode.md new file mode 100644 index 000000000..09c048a89 --- /dev/null +++ b/mobile/openapi/doc/CLIPMode.md @@ -0,0 +1,14 @@ +# openapi.model.CLIPMode + +## Load the model package +```dart +import 'package:openapi/api.dart'; +``` + +## Properties +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- + +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mobile/openapi/doc/ClassificationConfig.md b/mobile/openapi/doc/ClassificationConfig.md new file mode 100644 index 000000000..cef6f92fd --- /dev/null +++ b/mobile/openapi/doc/ClassificationConfig.md @@ -0,0 +1,18 @@ +# openapi.model.ClassificationConfig + +## Load the model package +```dart +import 'package:openapi/api.dart'; +``` + +## Properties +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**enabled** | **bool** | | +**minScore** | **int** | | +**modelName** | **String** | | +**modelType** | [**ModelType**](ModelType.md) | | [optional] + +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mobile/openapi/doc/ModelType.md b/mobile/openapi/doc/ModelType.md new file mode 100644 index 000000000..ea48554b9 --- /dev/null +++ b/mobile/openapi/doc/ModelType.md @@ -0,0 +1,14 @@ +# openapi.model.ModelType + +## Load the model package +```dart +import 'package:openapi/api.dart'; +``` + +## Properties +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- + +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mobile/openapi/doc/RecognitionConfig.md b/mobile/openapi/doc/RecognitionConfig.md new file mode 100644 index 000000000..f1d4ae261 --- /dev/null +++ b/mobile/openapi/doc/RecognitionConfig.md @@ -0,0 +1,19 @@ +# openapi.model.RecognitionConfig + +## Load the model package +```dart +import 'package:openapi/api.dart'; +``` + +## Properties +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**enabled** | **bool** | | +**maxDistance** | **int** | | +**minScore** | **int** | | +**modelName** | **String** | | +**modelType** | [**ModelType**](ModelType.md) | | [optional] + +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mobile/openapi/doc/SystemConfigMachineLearningDto.md b/mobile/openapi/doc/SystemConfigMachineLearningDto.md index 9b2c596e2..153b1158a 100644 --- a/mobile/openapi/doc/SystemConfigMachineLearningDto.md +++ b/mobile/openapi/doc/SystemConfigMachineLearningDto.md @@ -8,10 +8,10 @@ import 'package:openapi/api.dart'; ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**clipEncodeEnabled** | **bool** | | +**classification** | [**ClassificationConfig**](ClassificationConfig.md) | | +**clip** | [**CLIPConfig**](CLIPConfig.md) | | **enabled** | **bool** | | -**facialRecognitionEnabled** | **bool** | | -**tagImageEnabled** | **bool** | | +**facialRecognition** | [**RecognitionConfig**](RecognitionConfig.md) | | **url** | **String** | | [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/mobile/openapi/lib/api.dart b/mobile/openapi/lib/api.dart index d1b51ea8e..08ac25105 100644 --- a/mobile/openapi/lib/api.dart +++ b/mobile/openapi/lib/api.dart @@ -71,11 +71,14 @@ part 'model/audit_deletes_response_dto.dart'; part 'model/auth_device_response_dto.dart'; part 'model/bulk_id_response_dto.dart'; part 'model/bulk_ids_dto.dart'; +part 'model/clip_config.dart'; +part 'model/clip_mode.dart'; part 'model/change_password_dto.dart'; part 'model/check_duplicate_asset_dto.dart'; part 'model/check_duplicate_asset_response_dto.dart'; part 'model/check_existing_assets_dto.dart'; part 'model/check_existing_assets_response_dto.dart'; +part 'model/classification_config.dart'; part 'model/create_album_dto.dart'; part 'model/create_profile_image_response_dto.dart'; part 'model/create_tag_dto.dart'; @@ -103,6 +106,7 @@ part 'model/logout_response_dto.dart'; part 'model/map_marker_response_dto.dart'; part 'model/memory_lane_response_dto.dart'; part 'model/merge_person_dto.dart'; +part 'model/model_type.dart'; part 'model/o_auth_callback_dto.dart'; part 'model/o_auth_config_dto.dart'; part 'model/o_auth_config_response_dto.dart'; @@ -112,6 +116,7 @@ part 'model/people_update_item.dart'; part 'model/person_response_dto.dart'; part 'model/person_update_dto.dart'; part 'model/queue_status_dto.dart'; +part 'model/recognition_config.dart'; part 'model/search_album_response_dto.dart'; part 'model/search_asset_dto.dart'; part 'model/search_asset_response_dto.dart'; diff --git a/mobile/openapi/lib/api_client.dart b/mobile/openapi/lib/api_client.dart index 3e8196920..f900ea54b 100644 --- a/mobile/openapi/lib/api_client.dart +++ b/mobile/openapi/lib/api_client.dart @@ -235,6 +235,10 @@ class ApiClient { return BulkIdResponseDto.fromJson(value); case 'BulkIdsDto': return BulkIdsDto.fromJson(value); + case 'CLIPConfig': + return CLIPConfig.fromJson(value); + case 'CLIPMode': + return CLIPModeTypeTransformer().decode(value); case 'ChangePasswordDto': return ChangePasswordDto.fromJson(value); case 'CheckDuplicateAssetDto': @@ -245,6 +249,8 @@ class ApiClient { return CheckExistingAssetsDto.fromJson(value); case 'CheckExistingAssetsResponseDto': return CheckExistingAssetsResponseDto.fromJson(value); + case 'ClassificationConfig': + return ClassificationConfig.fromJson(value); case 'CreateAlbumDto': return CreateAlbumDto.fromJson(value); case 'CreateProfileImageResponseDto': @@ -299,6 +305,8 @@ class ApiClient { return MemoryLaneResponseDto.fromJson(value); case 'MergePersonDto': return MergePersonDto.fromJson(value); + case 'ModelType': + return ModelTypeTypeTransformer().decode(value); case 'OAuthCallbackDto': return OAuthCallbackDto.fromJson(value); case 'OAuthConfigDto': @@ -317,6 +325,8 @@ class ApiClient { return PersonUpdateDto.fromJson(value); case 'QueueStatusDto': return QueueStatusDto.fromJson(value); + case 'RecognitionConfig': + return RecognitionConfig.fromJson(value); case 'SearchAlbumResponseDto': return SearchAlbumResponseDto.fromJson(value); case 'SearchAssetDto': diff --git a/mobile/openapi/lib/api_helper.dart b/mobile/openapi/lib/api_helper.dart index a9df71cfd..fcedc766d 100644 --- a/mobile/openapi/lib/api_helper.dart +++ b/mobile/openapi/lib/api_helper.dart @@ -64,6 +64,9 @@ String parameterToString(dynamic value) { if (value is AudioCodec) { return AudioCodecTypeTransformer().encode(value).toString(); } + if (value is CLIPMode) { + return CLIPModeTypeTransformer().encode(value).toString(); + } if (value is DeleteAssetStatus) { return DeleteAssetStatusTypeTransformer().encode(value).toString(); } @@ -76,6 +79,9 @@ String parameterToString(dynamic value) { if (value is JobName) { return JobNameTypeTransformer().encode(value).toString(); } + if (value is ModelType) { + return ModelTypeTypeTransformer().encode(value).toString(); + } if (value is SharedLinkType) { return SharedLinkTypeTypeTransformer().encode(value).toString(); } diff --git a/mobile/openapi/lib/model/classification_config.dart b/mobile/openapi/lib/model/classification_config.dart new file mode 100644 index 000000000..17c6c4097 --- /dev/null +++ b/mobile/openapi/lib/model/classification_config.dart @@ -0,0 +1,131 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +part of openapi.api; + +class ClassificationConfig { + /// Returns a new [ClassificationConfig] instance. + ClassificationConfig({ + required this.enabled, + required this.minScore, + required this.modelName, + this.modelType, + }); + + bool enabled; + + int minScore; + + String modelName; + + /// + /// Please note: This property should have been non-nullable! Since the specification file + /// does not include a default value (using the "default:" property), however, the generated + /// source code must fall back to having a nullable type. + /// Consider adding a "default:" property in the specification file to hide this note. + /// + ModelType? modelType; + + @override + bool operator ==(Object other) => identical(this, other) || other is ClassificationConfig && + other.enabled == enabled && + other.minScore == minScore && + other.modelName == modelName && + other.modelType == modelType; + + @override + int get hashCode => + // ignore: unnecessary_parenthesis + (enabled.hashCode) + + (minScore.hashCode) + + (modelName.hashCode) + + (modelType == null ? 0 : modelType!.hashCode); + + @override + String toString() => 'ClassificationConfig[enabled=$enabled, minScore=$minScore, modelName=$modelName, modelType=$modelType]'; + + Map toJson() { + final json = {}; + json[r'enabled'] = this.enabled; + json[r'minScore'] = this.minScore; + json[r'modelName'] = this.modelName; + if (this.modelType != null) { + json[r'modelType'] = this.modelType; + } else { + // json[r'modelType'] = null; + } + return json; + } + + /// Returns a new [ClassificationConfig] instance and imports its values from + /// [value] if it's a [Map], null otherwise. + // ignore: prefer_constructors_over_static_methods + static ClassificationConfig? fromJson(dynamic value) { + if (value is Map) { + final json = value.cast(); + + return ClassificationConfig( + enabled: mapValueOfType(json, r'enabled')!, + minScore: mapValueOfType(json, r'minScore')!, + modelName: mapValueOfType(json, r'modelName')!, + modelType: ModelType.fromJson(json[r'modelType']), + ); + } + return null; + } + + static List listFromJson(dynamic json, {bool growable = false,}) { + final result = []; + if (json is List && json.isNotEmpty) { + for (final row in json) { + final value = ClassificationConfig.fromJson(row); + if (value != null) { + result.add(value); + } + } + } + return result.toList(growable: growable); + } + + static Map mapFromJson(dynamic json) { + final map = {}; + if (json is Map && json.isNotEmpty) { + json = json.cast(); // ignore: parameter_assignments + for (final entry in json.entries) { + final value = ClassificationConfig.fromJson(entry.value); + if (value != null) { + map[entry.key] = value; + } + } + } + return map; + } + + // maps a json object with a list of ClassificationConfig-objects as value to a dart map + static Map> mapListFromJson(dynamic json, {bool growable = false,}) { + final map = >{}; + if (json is Map && json.isNotEmpty) { + // ignore: parameter_assignments + json = json.cast(); + for (final entry in json.entries) { + map[entry.key] = ClassificationConfig.listFromJson(entry.value, growable: growable,); + } + } + return map; + } + + /// The list of required keys that must be present in a JSON. + static const requiredKeys = { + 'enabled', + 'minScore', + 'modelName', + }; +} + diff --git a/mobile/openapi/lib/model/clip_config.dart b/mobile/openapi/lib/model/clip_config.dart new file mode 100644 index 000000000..5f0965df6 --- /dev/null +++ b/mobile/openapi/lib/model/clip_config.dart @@ -0,0 +1,140 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +part of openapi.api; + +class CLIPConfig { + /// Returns a new [CLIPConfig] instance. + CLIPConfig({ + required this.enabled, + this.mode, + required this.modelName, + this.modelType, + }); + + bool enabled; + + /// + /// Please note: This property should have been non-nullable! Since the specification file + /// does not include a default value (using the "default:" property), however, the generated + /// source code must fall back to having a nullable type. + /// Consider adding a "default:" property in the specification file to hide this note. + /// + CLIPMode? mode; + + String modelName; + + /// + /// Please note: This property should have been non-nullable! Since the specification file + /// does not include a default value (using the "default:" property), however, the generated + /// source code must fall back to having a nullable type. + /// Consider adding a "default:" property in the specification file to hide this note. + /// + ModelType? modelType; + + @override + bool operator ==(Object other) => identical(this, other) || other is CLIPConfig && + other.enabled == enabled && + other.mode == mode && + other.modelName == modelName && + other.modelType == modelType; + + @override + int get hashCode => + // ignore: unnecessary_parenthesis + (enabled.hashCode) + + (mode == null ? 0 : mode!.hashCode) + + (modelName.hashCode) + + (modelType == null ? 0 : modelType!.hashCode); + + @override + String toString() => 'CLIPConfig[enabled=$enabled, mode=$mode, modelName=$modelName, modelType=$modelType]'; + + Map toJson() { + final json = {}; + json[r'enabled'] = this.enabled; + if (this.mode != null) { + json[r'mode'] = this.mode; + } else { + // json[r'mode'] = null; + } + json[r'modelName'] = this.modelName; + if (this.modelType != null) { + json[r'modelType'] = this.modelType; + } else { + // json[r'modelType'] = null; + } + return json; + } + + /// Returns a new [CLIPConfig] instance and imports its values from + /// [value] if it's a [Map], null otherwise. + // ignore: prefer_constructors_over_static_methods + static CLIPConfig? fromJson(dynamic value) { + if (value is Map) { + final json = value.cast(); + + return CLIPConfig( + enabled: mapValueOfType(json, r'enabled')!, + mode: CLIPMode.fromJson(json[r'mode']), + modelName: mapValueOfType(json, r'modelName')!, + modelType: ModelType.fromJson(json[r'modelType']), + ); + } + return null; + } + + static List listFromJson(dynamic json, {bool growable = false,}) { + final result = []; + if (json is List && json.isNotEmpty) { + for (final row in json) { + final value = CLIPConfig.fromJson(row); + if (value != null) { + result.add(value); + } + } + } + return result.toList(growable: growable); + } + + static Map mapFromJson(dynamic json) { + final map = {}; + if (json is Map && json.isNotEmpty) { + json = json.cast(); // ignore: parameter_assignments + for (final entry in json.entries) { + final value = CLIPConfig.fromJson(entry.value); + if (value != null) { + map[entry.key] = value; + } + } + } + return map; + } + + // maps a json object with a list of CLIPConfig-objects as value to a dart map + static Map> mapListFromJson(dynamic json, {bool growable = false,}) { + final map = >{}; + if (json is Map && json.isNotEmpty) { + // ignore: parameter_assignments + json = json.cast(); + for (final entry in json.entries) { + map[entry.key] = CLIPConfig.listFromJson(entry.value, growable: growable,); + } + } + return map; + } + + /// The list of required keys that must be present in a JSON. + static const requiredKeys = { + 'enabled', + 'modelName', + }; +} + diff --git a/mobile/openapi/lib/model/clip_mode.dart b/mobile/openapi/lib/model/clip_mode.dart new file mode 100644 index 000000000..556ad17d7 --- /dev/null +++ b/mobile/openapi/lib/model/clip_mode.dart @@ -0,0 +1,85 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +part of openapi.api; + + +class CLIPMode { + /// Instantiate a new enum with the provided [value]. + const CLIPMode._(this.value); + + /// The underlying value of this enum member. + final String value; + + @override + String toString() => value; + + String toJson() => value; + + static const vision = CLIPMode._(r'vision'); + static const text = CLIPMode._(r'text'); + + /// List of all possible values in this [enum][CLIPMode]. + static const values = [ + vision, + text, + ]; + + static CLIPMode? fromJson(dynamic value) => CLIPModeTypeTransformer().decode(value); + + static List? listFromJson(dynamic json, {bool growable = false,}) { + final result = []; + if (json is List && json.isNotEmpty) { + for (final row in json) { + final value = CLIPMode.fromJson(row); + if (value != null) { + result.add(value); + } + } + } + return result.toList(growable: growable); + } +} + +/// Transformation class that can [encode] an instance of [CLIPMode] to String, +/// and [decode] dynamic data back to [CLIPMode]. +class CLIPModeTypeTransformer { + factory CLIPModeTypeTransformer() => _instance ??= const CLIPModeTypeTransformer._(); + + const CLIPModeTypeTransformer._(); + + String encode(CLIPMode data) => data.value; + + /// Decodes a [dynamic value][data] to a CLIPMode. + /// + /// If [allowNull] is true and the [dynamic value][data] cannot be decoded successfully, + /// then null is returned. However, if [allowNull] is false and the [dynamic value][data] + /// cannot be decoded successfully, then an [UnimplementedError] is thrown. + /// + /// The [allowNull] is very handy when an API changes and a new enum value is added or removed, + /// and users are still using an old app with the old code. + CLIPMode? decode(dynamic data, {bool allowNull = true}) { + if (data != null) { + switch (data) { + case r'vision': return CLIPMode.vision; + case r'text': return CLIPMode.text; + default: + if (!allowNull) { + throw ArgumentError('Unknown enum value to decode: $data'); + } + } + } + return null; + } + + /// Singleton [CLIPModeTypeTransformer] instance. + static CLIPModeTypeTransformer? _instance; +} + diff --git a/mobile/openapi/lib/model/model_type.dart b/mobile/openapi/lib/model/model_type.dart new file mode 100644 index 000000000..cf703a96a --- /dev/null +++ b/mobile/openapi/lib/model/model_type.dart @@ -0,0 +1,88 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +part of openapi.api; + + +class ModelType { + /// Instantiate a new enum with the provided [value]. + const ModelType._(this.value); + + /// The underlying value of this enum member. + final String value; + + @override + String toString() => value; + + String toJson() => value; + + static const imageClassification = ModelType._(r'image-classification'); + static const facialRecognition = ModelType._(r'facial-recognition'); + static const clip = ModelType._(r'clip'); + + /// List of all possible values in this [enum][ModelType]. + static const values = [ + imageClassification, + facialRecognition, + clip, + ]; + + static ModelType? fromJson(dynamic value) => ModelTypeTypeTransformer().decode(value); + + static List? listFromJson(dynamic json, {bool growable = false,}) { + final result = []; + if (json is List && json.isNotEmpty) { + for (final row in json) { + final value = ModelType.fromJson(row); + if (value != null) { + result.add(value); + } + } + } + return result.toList(growable: growable); + } +} + +/// Transformation class that can [encode] an instance of [ModelType] to String, +/// and [decode] dynamic data back to [ModelType]. +class ModelTypeTypeTransformer { + factory ModelTypeTypeTransformer() => _instance ??= const ModelTypeTypeTransformer._(); + + const ModelTypeTypeTransformer._(); + + String encode(ModelType data) => data.value; + + /// Decodes a [dynamic value][data] to a ModelType. + /// + /// If [allowNull] is true and the [dynamic value][data] cannot be decoded successfully, + /// then null is returned. However, if [allowNull] is false and the [dynamic value][data] + /// cannot be decoded successfully, then an [UnimplementedError] is thrown. + /// + /// The [allowNull] is very handy when an API changes and a new enum value is added or removed, + /// and users are still using an old app with the old code. + ModelType? decode(dynamic data, {bool allowNull = true}) { + if (data != null) { + switch (data) { + case r'image-classification': return ModelType.imageClassification; + case r'facial-recognition': return ModelType.facialRecognition; + case r'clip': return ModelType.clip; + default: + if (!allowNull) { + throw ArgumentError('Unknown enum value to decode: $data'); + } + } + } + return null; + } + + /// Singleton [ModelTypeTypeTransformer] instance. + static ModelTypeTypeTransformer? _instance; +} + diff --git a/mobile/openapi/lib/model/recognition_config.dart b/mobile/openapi/lib/model/recognition_config.dart new file mode 100644 index 000000000..8ab96ea95 --- /dev/null +++ b/mobile/openapi/lib/model/recognition_config.dart @@ -0,0 +1,139 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +part of openapi.api; + +class RecognitionConfig { + /// Returns a new [RecognitionConfig] instance. + RecognitionConfig({ + required this.enabled, + required this.maxDistance, + required this.minScore, + required this.modelName, + this.modelType, + }); + + bool enabled; + + int maxDistance; + + int minScore; + + String modelName; + + /// + /// Please note: This property should have been non-nullable! Since the specification file + /// does not include a default value (using the "default:" property), however, the generated + /// source code must fall back to having a nullable type. + /// Consider adding a "default:" property in the specification file to hide this note. + /// + ModelType? modelType; + + @override + bool operator ==(Object other) => identical(this, other) || other is RecognitionConfig && + other.enabled == enabled && + other.maxDistance == maxDistance && + other.minScore == minScore && + other.modelName == modelName && + other.modelType == modelType; + + @override + int get hashCode => + // ignore: unnecessary_parenthesis + (enabled.hashCode) + + (maxDistance.hashCode) + + (minScore.hashCode) + + (modelName.hashCode) + + (modelType == null ? 0 : modelType!.hashCode); + + @override + String toString() => 'RecognitionConfig[enabled=$enabled, maxDistance=$maxDistance, minScore=$minScore, modelName=$modelName, modelType=$modelType]'; + + Map toJson() { + final json = {}; + json[r'enabled'] = this.enabled; + json[r'maxDistance'] = this.maxDistance; + json[r'minScore'] = this.minScore; + json[r'modelName'] = this.modelName; + if (this.modelType != null) { + json[r'modelType'] = this.modelType; + } else { + // json[r'modelType'] = null; + } + return json; + } + + /// Returns a new [RecognitionConfig] instance and imports its values from + /// [value] if it's a [Map], null otherwise. + // ignore: prefer_constructors_over_static_methods + static RecognitionConfig? fromJson(dynamic value) { + if (value is Map) { + final json = value.cast(); + + return RecognitionConfig( + enabled: mapValueOfType(json, r'enabled')!, + maxDistance: mapValueOfType(json, r'maxDistance')!, + minScore: mapValueOfType(json, r'minScore')!, + modelName: mapValueOfType(json, r'modelName')!, + modelType: ModelType.fromJson(json[r'modelType']), + ); + } + return null; + } + + static List listFromJson(dynamic json, {bool growable = false,}) { + final result = []; + if (json is List && json.isNotEmpty) { + for (final row in json) { + final value = RecognitionConfig.fromJson(row); + if (value != null) { + result.add(value); + } + } + } + return result.toList(growable: growable); + } + + static Map mapFromJson(dynamic json) { + final map = {}; + if (json is Map && json.isNotEmpty) { + json = json.cast(); // ignore: parameter_assignments + for (final entry in json.entries) { + final value = RecognitionConfig.fromJson(entry.value); + if (value != null) { + map[entry.key] = value; + } + } + } + return map; + } + + // maps a json object with a list of RecognitionConfig-objects as value to a dart map + static Map> mapListFromJson(dynamic json, {bool growable = false,}) { + final map = >{}; + if (json is Map && json.isNotEmpty) { + // ignore: parameter_assignments + json = json.cast(); + for (final entry in json.entries) { + map[entry.key] = RecognitionConfig.listFromJson(entry.value, growable: growable,); + } + } + return map; + } + + /// The list of required keys that must be present in a JSON. + static const requiredKeys = { + 'enabled', + 'maxDistance', + 'minScore', + 'modelName', + }; +} + diff --git a/mobile/openapi/lib/model/system_config_machine_learning_dto.dart b/mobile/openapi/lib/model/system_config_machine_learning_dto.dart index c8d70d92c..484d4858f 100644 --- a/mobile/openapi/lib/model/system_config_machine_learning_dto.dart +++ b/mobile/openapi/lib/model/system_config_machine_learning_dto.dart @@ -13,49 +13,49 @@ part of openapi.api; class SystemConfigMachineLearningDto { /// Returns a new [SystemConfigMachineLearningDto] instance. SystemConfigMachineLearningDto({ - required this.clipEncodeEnabled, + required this.classification, + required this.clip, required this.enabled, - required this.facialRecognitionEnabled, - required this.tagImageEnabled, + required this.facialRecognition, required this.url, }); - bool clipEncodeEnabled; + ClassificationConfig classification; + + CLIPConfig clip; bool enabled; - bool facialRecognitionEnabled; - - bool tagImageEnabled; + RecognitionConfig facialRecognition; String url; @override bool operator ==(Object other) => identical(this, other) || other is SystemConfigMachineLearningDto && - other.clipEncodeEnabled == clipEncodeEnabled && + other.classification == classification && + other.clip == clip && other.enabled == enabled && - other.facialRecognitionEnabled == facialRecognitionEnabled && - other.tagImageEnabled == tagImageEnabled && + other.facialRecognition == facialRecognition && other.url == url; @override int get hashCode => // ignore: unnecessary_parenthesis - (clipEncodeEnabled.hashCode) + + (classification.hashCode) + + (clip.hashCode) + (enabled.hashCode) + - (facialRecognitionEnabled.hashCode) + - (tagImageEnabled.hashCode) + + (facialRecognition.hashCode) + (url.hashCode); @override - String toString() => 'SystemConfigMachineLearningDto[clipEncodeEnabled=$clipEncodeEnabled, enabled=$enabled, facialRecognitionEnabled=$facialRecognitionEnabled, tagImageEnabled=$tagImageEnabled, url=$url]'; + String toString() => 'SystemConfigMachineLearningDto[classification=$classification, clip=$clip, enabled=$enabled, facialRecognition=$facialRecognition, url=$url]'; Map toJson() { final json = {}; - json[r'clipEncodeEnabled'] = this.clipEncodeEnabled; + json[r'classification'] = this.classification; + json[r'clip'] = this.clip; json[r'enabled'] = this.enabled; - json[r'facialRecognitionEnabled'] = this.facialRecognitionEnabled; - json[r'tagImageEnabled'] = this.tagImageEnabled; + json[r'facialRecognition'] = this.facialRecognition; json[r'url'] = this.url; return json; } @@ -68,10 +68,10 @@ class SystemConfigMachineLearningDto { final json = value.cast(); return SystemConfigMachineLearningDto( - clipEncodeEnabled: mapValueOfType(json, r'clipEncodeEnabled')!, + classification: ClassificationConfig.fromJson(json[r'classification'])!, + clip: CLIPConfig.fromJson(json[r'clip'])!, enabled: mapValueOfType(json, r'enabled')!, - facialRecognitionEnabled: mapValueOfType(json, r'facialRecognitionEnabled')!, - tagImageEnabled: mapValueOfType(json, r'tagImageEnabled')!, + facialRecognition: RecognitionConfig.fromJson(json[r'facialRecognition'])!, url: mapValueOfType(json, r'url')!, ); } @@ -120,10 +120,10 @@ class SystemConfigMachineLearningDto { /// The list of required keys that must be present in a JSON. static const requiredKeys = { - 'clipEncodeEnabled', + 'classification', + 'clip', 'enabled', - 'facialRecognitionEnabled', - 'tagImageEnabled', + 'facialRecognition', 'url', }; } diff --git a/mobile/openapi/test/classification_config_test.dart b/mobile/openapi/test/classification_config_test.dart new file mode 100644 index 000000000..c445aa9b3 --- /dev/null +++ b/mobile/openapi/test/classification_config_test.dart @@ -0,0 +1,42 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +import 'package:openapi/api.dart'; +import 'package:test/test.dart'; + +// tests for ClassificationConfig +void main() { + // final instance = ClassificationConfig(); + + group('test ClassificationConfig', () { + // bool enabled + test('to test the property `enabled`', () async { + // TODO + }); + + // int minScore + test('to test the property `minScore`', () async { + // TODO + }); + + // String modelName + test('to test the property `modelName`', () async { + // TODO + }); + + // ModelType modelType + test('to test the property `modelType`', () async { + // TODO + }); + + + }); + +} diff --git a/mobile/openapi/test/clip_config_test.dart b/mobile/openapi/test/clip_config_test.dart new file mode 100644 index 000000000..77069e5b9 --- /dev/null +++ b/mobile/openapi/test/clip_config_test.dart @@ -0,0 +1,42 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +import 'package:openapi/api.dart'; +import 'package:test/test.dart'; + +// tests for CLIPConfig +void main() { + // final instance = CLIPConfig(); + + group('test CLIPConfig', () { + // bool enabled + test('to test the property `enabled`', () async { + // TODO + }); + + // CLIPMode mode + test('to test the property `mode`', () async { + // TODO + }); + + // String modelName + test('to test the property `modelName`', () async { + // TODO + }); + + // ModelType modelType + test('to test the property `modelType`', () async { + // TODO + }); + + + }); + +} diff --git a/mobile/openapi/test/clip_mode_test.dart b/mobile/openapi/test/clip_mode_test.dart new file mode 100644 index 000000000..8b6627e7e --- /dev/null +++ b/mobile/openapi/test/clip_mode_test.dart @@ -0,0 +1,21 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +import 'package:openapi/api.dart'; +import 'package:test/test.dart'; + +// tests for CLIPMode +void main() { + + group('test CLIPMode', () { + + }); + +} diff --git a/mobile/openapi/test/model_type_test.dart b/mobile/openapi/test/model_type_test.dart new file mode 100644 index 000000000..17089fcae --- /dev/null +++ b/mobile/openapi/test/model_type_test.dart @@ -0,0 +1,21 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +import 'package:openapi/api.dart'; +import 'package:test/test.dart'; + +// tests for ModelType +void main() { + + group('test ModelType', () { + + }); + +} diff --git a/mobile/openapi/test/recognition_config_test.dart b/mobile/openapi/test/recognition_config_test.dart new file mode 100644 index 000000000..85d632327 --- /dev/null +++ b/mobile/openapi/test/recognition_config_test.dart @@ -0,0 +1,47 @@ +// +// AUTO-GENERATED FILE, DO NOT MODIFY! +// +// @dart=2.12 + +// ignore_for_file: unused_element, unused_import +// ignore_for_file: always_put_required_named_parameters_first +// ignore_for_file: constant_identifier_names +// ignore_for_file: lines_longer_than_80_chars + +import 'package:openapi/api.dart'; +import 'package:test/test.dart'; + +// tests for RecognitionConfig +void main() { + // final instance = RecognitionConfig(); + + group('test RecognitionConfig', () { + // bool enabled + test('to test the property `enabled`', () async { + // TODO + }); + + // int maxDistance + test('to test the property `maxDistance`', () async { + // TODO + }); + + // int minScore + test('to test the property `minScore`', () async { + // TODO + }); + + // String modelName + test('to test the property `modelName`', () async { + // TODO + }); + + // ModelType modelType + test('to test the property `modelType`', () async { + // TODO + }); + + + }); + +} diff --git a/mobile/openapi/test/system_config_machine_learning_dto_test.dart b/mobile/openapi/test/system_config_machine_learning_dto_test.dart index e8003763f..a6d04bd7b 100644 --- a/mobile/openapi/test/system_config_machine_learning_dto_test.dart +++ b/mobile/openapi/test/system_config_machine_learning_dto_test.dart @@ -16,8 +16,13 @@ void main() { // final instance = SystemConfigMachineLearningDto(); group('test SystemConfigMachineLearningDto', () { - // bool clipEncodeEnabled - test('to test the property `clipEncodeEnabled`', () async { + // ClassificationConfig classification + test('to test the property `classification`', () async { + // TODO + }); + + // CLIPConfig clip + test('to test the property `clip`', () async { // TODO }); @@ -26,13 +31,8 @@ void main() { // TODO }); - // bool facialRecognitionEnabled - test('to test the property `facialRecognitionEnabled`', () async { - // TODO - }); - - // bool tagImageEnabled - test('to test the property `tagImageEnabled`', () async { + // RecognitionConfig facialRecognition + test('to test the property `facialRecognition`', () async { // TODO }); diff --git a/package-lock.json b/package-lock.json new file mode 100644 index 000000000..fb29c1551 --- /dev/null +++ b/package-lock.json @@ -0,0 +1,6 @@ +{ + "name": "immich", + "lockfileVersion": 2, + "requires": true, + "packages": {} +} diff --git a/server/immich-openapi-specs.json b/server/immich-openapi-specs.json index 29af0fe58..b4521ee61 100644 --- a/server/immich-openapi-specs.json +++ b/server/immich-openapi-specs.json @@ -5354,6 +5354,34 @@ ], "type": "object" }, + "CLIPConfig": { + "properties": { + "enabled": { + "type": "boolean" + }, + "mode": { + "$ref": "#/components/schemas/CLIPMode" + }, + "modelName": { + "type": "string" + }, + "modelType": { + "$ref": "#/components/schemas/ModelType" + } + }, + "required": [ + "enabled", + "modelName" + ], + "type": "object" + }, + "CLIPMode": { + "enum": [ + "vision", + "text" + ], + "type": "string" + }, "ChangePasswordDto": { "properties": { "newPassword": { @@ -5432,6 +5460,28 @@ ], "type": "object" }, + "ClassificationConfig": { + "properties": { + "enabled": { + "type": "boolean" + }, + "minScore": { + "type": "integer" + }, + "modelName": { + "type": "string" + }, + "modelType": { + "$ref": "#/components/schemas/ModelType" + } + }, + "required": [ + "minScore", + "enabled", + "modelName" + ], + "type": "object" + }, "CreateAlbumDto": { "properties": { "albumName": { @@ -6144,6 +6194,14 @@ ], "type": "object" }, + "ModelType": { + "enum": [ + "image-classification", + "facial-recognition", + "clip" + ], + "type": "string" + }, "OAuthCallbackDto": { "properties": { "url": { @@ -6323,6 +6381,32 @@ ], "type": "object" }, + "RecognitionConfig": { + "properties": { + "enabled": { + "type": "boolean" + }, + "maxDistance": { + "type": "integer" + }, + "minScore": { + "type": "integer" + }, + "modelName": { + "type": "string" + }, + "modelType": { + "$ref": "#/components/schemas/ModelType" + } + }, + "required": [ + "minScore", + "maxDistance", + "enabled", + "modelName" + ], + "type": "object" + }, "SearchAlbumResponseDto": { "properties": { "count": { @@ -6968,17 +7052,17 @@ }, "SystemConfigMachineLearningDto": { "properties": { - "clipEncodeEnabled": { - "type": "boolean" + "classification": { + "$ref": "#/components/schemas/ClassificationConfig" + }, + "clip": { + "$ref": "#/components/schemas/CLIPConfig" }, "enabled": { "type": "boolean" }, - "facialRecognitionEnabled": { - "type": "boolean" - }, - "tagImageEnabled": { - "type": "boolean" + "facialRecognition": { + "$ref": "#/components/schemas/RecognitionConfig" }, "url": { "type": "string" @@ -6987,9 +7071,9 @@ "required": [ "enabled", "url", - "clipEncodeEnabled", - "facialRecognitionEnabled", - "tagImageEnabled" + "classification", + "clip", + "facialRecognition" ], "type": "object" }, diff --git a/server/package-lock.json b/server/package-lock.json index df1e0b9ab..c62d08121 100644 --- a/server/package-lock.json +++ b/server/package-lock.json @@ -9,47 +9,47 @@ "version": "1.75.2", "license": "UNLICENSED", "dependencies": { - "@babel/runtime": "^7.20.13", - "@nestjs/bullmq": "^1.1.0", - "@nestjs/common": "^9.2.1", - "@nestjs/config": "^2.2.0", - "@nestjs/core": "^9.2.1", - "@nestjs/platform-express": "^9.2.1", - "@nestjs/platform-socket.io": "^9.2.1", - "@nestjs/schedule": "^2.1.0", - "@nestjs/swagger": "^6.1.4", - "@nestjs/typeorm": "^9.0.1", - "@nestjs/websockets": "^9.2.1", - "@socket.io/redis-adapter": "^8.0.1", - "archiver": "^5.3.1", - "axios": "^0.26.0", - "bcrypt": "^5.0.1", - "bullmq": "^3.14.1", + "@babel/runtime": "^7.22.11", + "@nestjs/bullmq": "^10.0.1", + "@nestjs/common": "^10.2.2", + "@nestjs/config": "^3.0.0", + "@nestjs/core": "^10.2.2", + "@nestjs/platform-express": "^10.2.2", + "@nestjs/platform-socket.io": "^10.2.2", + "@nestjs/schedule": "^3.0.3", + "@nestjs/swagger": "^7.1.8", + "@nestjs/typeorm": "^10.0.0", + "@nestjs/websockets": "^10.2.2", + "@socket.io/redis-adapter": "^8.2.1", + "archiver": "^6.0.0", + "axios": "^1.5.0", + "bcrypt": "^5.1.1", + "bullmq": "^4.8.0", "class-transformer": "^0.5.1", "class-validator": "^0.14.0", "cookie-parser": "^1.4.6", "exiftool-vendored": "^22.0.0", - "exiftool-vendored.pl": "^12.54.0", + "exiftool-vendored.pl": "^12.62.0", "fluent-ffmpeg": "^2.1.2", - "handlebars": "^4.7.7", - "i18n-iso-countries": "^7.5.0", + "handlebars": "^4.7.8", + "i18n-iso-countries": "^7.6.0", "immich": "^0.41.0", - "ioredis": "^5.3.1", - "joi": "^17.5.0", - "local-reverse-geocoder": "0.12.5", + "ioredis": "^5.3.2", + "joi": "^17.10.0", + "local-reverse-geocoder": "0.16.5", "lodash": "^4.17.21", - "luxon": "^3.0.3", + "luxon": "^3.4.2", "mv": "^2.1.1", - "nest-commander": "^3.3.0", - "openid-client": "^5.2.1", - "pg": "^8.8.0", + "nest-commander": "^3.11.1", + "openid-client": "^5.4.3", + "pg": "^8.11.3", "reflect-metadata": "^0.1.13", - "rxjs": "^7.2.0", + "rxjs": "^7.8.1", "sanitize-filename": "^1.6.3", "sharp": "^0.31.3", "thumbhash": "^0.1.1", - "typeorm": "^0.3.11", - "typesense": "^1.5.3", + "typeorm": "^0.3.17", + "typesense": "^1.7.1", "ua-parser-js": "^1.0.35" }, "bin": { @@ -57,45 +57,55 @@ "immich-admin": "bin/admin-cli.sh" }, "devDependencies": { 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- "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-3.0.0.tgz", - "integrity": "sha512-A5CUptxDsvxKJEU3yO6DuWBSJz/qizqzJKOMIfUJHETbBw/sFaDxgd6fxm1ewUaM0jZ444Fc5vC5ROYurg/4Pw==", - "dev": true - }, - "xmlchars": { - "version": "2.2.0", - "resolved": "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz", - "integrity": "sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==", - "dev": true - }, "xtend": { "version": "4.0.2", "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz", diff --git a/server/package.json b/server/package.json index 4f79e2dc1..8b8dc093b 100644 --- a/server/package.json +++ b/server/package.json @@ -39,89 +39,90 @@ "api:generate": "node ./bin/sync-spec-version.js && bash ./bin/generate-open-api.sh" }, "dependencies": { - "@babel/runtime": "^7.20.13", - "@nestjs/bullmq": "^1.1.0", - "@nestjs/common": "^9.2.1", - "@nestjs/config": "^2.2.0", - "@nestjs/core": "^9.2.1", - 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"exiftool-vendored.pl": "^12.62.0", "fluent-ffmpeg": "^2.1.2", - "handlebars": "^4.7.7", - "i18n-iso-countries": "^7.5.0", + "handlebars": "^4.7.8", + "i18n-iso-countries": "^7.6.0", "immich": "^0.41.0", - "ioredis": "^5.3.1", - "joi": "^17.5.0", - "local-reverse-geocoder": "0.12.5", + "ioredis": "^5.3.2", + "joi": "^17.10.0", + "local-reverse-geocoder": "0.16.5", "lodash": "^4.17.21", - "luxon": "^3.0.3", + "luxon": "^3.4.2", "mv": "^2.1.1", - "nest-commander": "^3.3.0", - "openid-client": "^5.2.1", - "pg": "^8.8.0", + "nest-commander": "^3.11.1", + "openid-client": "^5.4.3", + "pg": "^8.11.3", "reflect-metadata": "^0.1.13", - "rxjs": "^7.2.0", + "rxjs": "^7.8.1", "sanitize-filename": "^1.6.3", "sharp": "^0.31.3", "thumbhash": "^0.1.1", - "typeorm": "^0.3.11", - "typesense": "^1.5.3", + "typeorm": "^0.3.17", + "typesense": "^1.7.1", "ua-parser-js": "^1.0.35" }, "devDependencies": { - "@nestjs/cli": "^9.1.8", - "@nestjs/schematics": "^9.0.4", - "@nestjs/testing": "^9.2.1", - "@openapitools/openapi-generator-cli": "2.5.2", - "@types/archiver": "^5.3.1", + "@nestjs/cli": "^10.1.16", + "@nestjs/schematics": "^10.0.2", + "@nestjs/testing": "^10.2.2", + "@openapitools/openapi-generator-cli": "2.7.0", + "@testcontainers/postgresql": "^10.2.1", + "@types/archiver": "^5.3.2", "@types/bcrypt": "^5.0.0", "@types/cookie-parser": "^1.4.3", - "@types/cron": "^2.0.0", - "@types/express": "^4.17.13", - "@types/fluent-ffmpeg": "^2.1.20", - "@types/imagemin": "^8.0.0", - "@types/jest": "27.0.2", + "@types/cron": "^2.0.1", + "@types/express": "^4.17.17", + "@types/fluent-ffmpeg": "^2.1.21", + "@types/imagemin": "^8.0.1", + "@types/jest": "29.5.4", "@types/jest-when": "^3.5.2", - "@types/lodash": "^4.14.178", + "@types/lodash": "^4.14.197", "@types/multer": "^1.4.7", "@types/mv": "^2.1.2", - "@types/node": "^18.0.0", - "@types/sharp": "^0.30.2", - "@types/supertest": "^2.0.11", + "@types/node": "^20.5.7", + "@types/sharp": "^0.31.1", + "@types/supertest": "^2.0.12", "@types/ua-parser-js": "^0.7.36", - "@typescript-eslint/eslint-plugin": "^5.48.1", - "@typescript-eslint/parser": "^5.48.1", - "dotenv": "^14.2.0", - "eslint": "^8.31.0", - "eslint-config-prettier": "^8.3.0", - "eslint-plugin-prettier": "^4.0.0", - "jest": "^27.2.5", - "jest-when": "^3.5.2", - "prettier": "^2.3.2", - "prettier-plugin-organize-imports": "^3.2.2", - "rimraf": "^3.0.2", - "source-map-support": "^0.5.20", - "supertest": "^6.1.3", - "testcontainers": "^9.9.1", - "ts-jest": "^27.0.3", - "ts-loader": "^9.2.3", - "ts-node": "^10.0.0", - "tsconfig-paths": "^3.10.1", - "typescript": "^4.9.4" + "@typescript-eslint/eslint-plugin": "^6.4.1", + "@typescript-eslint/parser": "^6.4.1", + "dotenv": "^16.3.1", + "eslint": "^8.48.0", + "eslint-config-prettier": "^9.0.0", + "eslint-plugin-prettier": "^5.0.0", + "jest": "^29.6.4", + "jest-when": "^3.6.0", + "prettier": "^3.0.2", + "prettier-plugin-organize-imports": "^3.2.3", + "rimraf": "^5.0.1", + "source-map-support": "^0.5.21", + "supertest": "^6.3.3", + "testcontainers": "^10.2.1", + "ts-jest": "^29.1.1", + "ts-loader": "^9.4.4", + "ts-node": "^10.9.1", + "tsconfig-paths": "^4.2.0", + "typescript": "^5.2.2" }, "jest": { "clearMocks": true, diff --git a/server/src/admin-cli/commands/reset-admin-password.command.ts b/server/src/admin-cli/commands/reset-admin-password.command.ts index 148209167..f28780a7d 100644 --- a/server/src/admin-cli/commands/reset-admin-password.command.ts +++ b/server/src/admin-cli/commands/reset-admin-password.command.ts @@ -6,7 +6,10 @@ import { Command, CommandRunner, InquirerService, Question, QuestionSet } from ' description: 'Reset the admin password', }) export class ResetAdminPasswordCommand extends CommandRunner { - constructor(private userService: UserService, private readonly inquirer: InquirerService) { + constructor( + private userService: UserService, + private readonly inquirer: InquirerService, + ) { super(); } diff --git a/server/src/domain/album/album.service.ts b/server/src/domain/album/album.service.ts index 71c11d935..3569297d0 100644 --- a/server/src/domain/album/album.service.ts +++ b/server/src/domain/album/album.service.ts @@ -99,8 +99,8 @@ export class AlbumService { ownerId: authUser.id, albumName: dto.albumName, description: dto.description, - sharedUsers: dto.sharedWithUserIds?.map((value) => ({ id: value } as UserEntity)) ?? [], - assets: (dto.assetIds || []).map((id) => ({ id } as AssetEntity)), + sharedUsers: dto.sharedWithUserIds?.map((value) => ({ id: value }) as UserEntity) ?? [], + assets: (dto.assetIds || []).map((id) => ({ id }) as AssetEntity), albumThumbnailAssetId: dto.assetIds?.[0] || null, }); diff --git a/server/src/domain/domain.constant.ts b/server/src/domain/domain.constant.ts index 2e076ad21..a7726cdb5 100644 --- a/server/src/domain/domain.constant.ts +++ b/server/src/domain/domain.constant.ts @@ -92,7 +92,7 @@ const sidecar: Record = { const isType = (filename: string, r: Record) => extname(filename).toLowerCase() in r; const lookup = (filename: string) => - ({ ...image, ...video, ...sidecar }[extname(filename).toLowerCase()]?.[0] ?? 'application/octet-stream'); + ({ ...image, ...video, ...sidecar })[extname(filename).toLowerCase()]?.[0] ?? 'application/octet-stream'; export const mimeTypes = { image, diff --git a/server/src/domain/facial-recognition/facial-recognition.service.spec.ts b/server/src/domain/facial-recognition/facial-recognition.service.spec.ts index 3f57dc9bf..0b117d6a2 100644 --- a/server/src/domain/facial-recognition/facial-recognition.service.spec.ts +++ b/server/src/domain/facial-recognition/facial-recognition.service.spec.ts @@ -115,6 +115,7 @@ describe(FacialRecognitionService.name, () => { personMock = newPersonRepositoryMock(); searchMock = newSearchRepositoryMock(); storageMock = newStorageRepositoryMock(); + configMock = newSystemConfigRepositoryMock(); mediaMock.crop.mockResolvedValue(croppedFace); @@ -179,9 +180,18 @@ describe(FacialRecognitionService.name, () => { machineLearningMock.detectFaces.mockResolvedValue([]); assetMock.getByIds.mockResolvedValue([assetStub.image]); await sut.handleRecognizeFaces({ id: assetStub.image.id }); - expect(machineLearningMock.detectFaces).toHaveBeenCalledWith('http://immich-machine-learning:3003', { - imagePath: assetStub.image.resizePath, - }); + expect(machineLearningMock.detectFaces).toHaveBeenCalledWith( + 'http://immich-machine-learning:3003', + { + imagePath: assetStub.image.resizePath, + }, + { + enabled: true, + maxDistance: 0.6, + minScore: 0.7, + modelName: 'buffalo_l', + }, + ); expect(faceMock.create).not.toHaveBeenCalled(); expect(jobMock.queue).not.toHaveBeenCalled(); }); diff --git a/server/src/domain/facial-recognition/facial-recognition.services.ts b/server/src/domain/facial-recognition/facial-recognition.services.ts index 68886d1f2..ad90dca24 100644 --- a/server/src/domain/facial-recognition/facial-recognition.services.ts +++ b/server/src/domain/facial-recognition/facial-recognition.services.ts @@ -32,7 +32,7 @@ export class FacialRecognitionService { async handleQueueRecognizeFaces({ force }: IBaseJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.facialRecognitionEnabled) { + if (!machineLearning.enabled || !machineLearning.facialRecognition.enabled) { return true; } @@ -59,7 +59,7 @@ export class FacialRecognitionService { async handleRecognizeFaces({ id }: IEntityJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.facialRecognitionEnabled) { + if (!machineLearning.enabled || !machineLearning.facialRecognition.enabled) { return true; } @@ -68,7 +68,11 @@ export class FacialRecognitionService { return false; } - const faces = await this.machineLearning.detectFaces(machineLearning.url, { imagePath: asset.resizePath }); + const faces = await this.machineLearning.detectFaces( + machineLearning.url, + { imagePath: asset.resizePath }, + machineLearning.facialRecognition, + ); this.logger.debug(`${faces.length} faces detected in ${asset.resizePath}`); this.logger.verbose(faces.map((face) => ({ ...face, embedding: `float[${face.embedding.length}]` }))); @@ -80,7 +84,7 @@ export class FacialRecognitionService { // try to find a matching face and link to the associated person // The closer to 0, the better the match. Range is from 0 to 2 - if (faceSearchResult.total && faceSearchResult.distances[0] < 0.6) { + if (faceSearchResult.total && faceSearchResult.distances[0] <= machineLearning.facialRecognition.maxDistance) { this.logger.verbose(`Match face with distance ${faceSearchResult.distances[0]}`); personId = faceSearchResult.items[0].personId; } @@ -115,7 +119,7 @@ export class FacialRecognitionService { async handleGenerateFaceThumbnail(data: IFaceThumbnailJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.facialRecognitionEnabled) { + if (!machineLearning.enabled || !machineLearning.facialRecognition.enabled) { return true; } diff --git a/server/src/domain/media/media.repository.ts b/server/src/domain/media/media.repository.ts index 57ddafe0e..25486cc4e 100644 --- a/server/src/domain/media/media.repository.ts +++ b/server/src/domain/media/media.repository.ts @@ -8,6 +8,7 @@ export interface ResizeOptions { } export interface VideoStreamInfo { + index: number; height: number; width: number; rotation: number; @@ -18,8 +19,10 @@ export interface VideoStreamInfo { } export interface AudioStreamInfo { + index: number; codecName?: string; codecType?: string; + frameCount: number; } export interface VideoFormat { @@ -55,7 +58,7 @@ export interface BitrateDistribution { } export interface VideoCodecSWConfig { - getOptions(stream: VideoStreamInfo): TranscodeOptions; + getOptions(videoStream: VideoStreamInfo, audioStream: AudioStreamInfo): TranscodeOptions; } export interface VideoCodecHWConfig extends VideoCodecSWConfig { diff --git a/server/src/domain/media/media.service.spec.ts b/server/src/domain/media/media.service.spec.ts index 6c2d10c79..d59da447a 100644 --- a/server/src/domain/media/media.service.spec.ts +++ b/server/src/domain/media/media.service.spec.ts @@ -311,8 +311,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -350,8 +350,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -374,8 +374,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -401,8 +401,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -426,8 +426,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -451,8 +451,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -476,8 +476,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -525,8 +525,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -555,8 +555,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -582,8 +582,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -611,8 +611,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec vp9', - '-acodec aac', + '-c:v:0 vp9', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -642,8 +642,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec vp9', - '-acodec aac', + '-c:v:0 vp9', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -672,8 +672,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec vp9', - '-acodec aac', + '-c:v:0 vp9', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -701,8 +701,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec vp9', - '-acodec aac', + '-c:v:0 vp9', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -729,8 +729,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -757,8 +757,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -785,8 +785,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec hevc', - '-acodec aac', + '-c:v:0 hevc', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -816,8 +816,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec hevc', - '-acodec aac', + '-c:v:0 hevc', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -876,7 +876,6 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device cuda=cuda:0', '-filter_hw_device cuda'], outputOptions: [ - `-vcodec h264_nvenc`, '-tune hq', '-qmin 0', '-g 250', @@ -886,7 +885,8 @@ describe(MediaService.name, () => { '-rc-lookahead 20', '-i_qfactor 0.75', '-b_qfactor 1.1', - '-acodec aac', + `-c:v:0 h264_nvenc`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -916,7 +916,6 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device cuda=cuda:0', '-filter_hw_device cuda'], outputOptions: [ - `-vcodec h264_nvenc`, '-tune hq', '-qmin 0', '-g 250', @@ -926,7 +925,8 @@ describe(MediaService.name, () => { '-rc-lookahead 20', '-i_qfactor 0.75', '-b_qfactor 1.1', - '-acodec aac', + `-c:v:0 h264_nvenc`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -952,7 +952,6 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device cuda=cuda:0', '-filter_hw_device cuda'], outputOptions: [ - `-vcodec h264_nvenc`, '-tune hq', '-qmin 0', '-g 250', @@ -962,7 +961,8 @@ describe(MediaService.name, () => { '-rc-lookahead 20', '-i_qfactor 0.75', '-b_qfactor 1.1', - '-acodec aac', + `-c:v:0 h264_nvenc`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -989,7 +989,6 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device cuda=cuda:0', '-filter_hw_device cuda'], outputOptions: [ - `-vcodec h264_nvenc`, '-tune hq', '-qmin 0', '-g 250', @@ -999,7 +998,8 @@ describe(MediaService.name, () => { '-rc-lookahead 20', '-i_qfactor 0.75', '-b_qfactor 1.1', - '-acodec aac', + `-c:v:0 h264_nvenc`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1022,7 +1022,6 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device cuda=cuda:0', '-filter_hw_device cuda'], outputOptions: [ - `-vcodec h264_nvenc`, '-tune hq', '-qmin 0', '-g 250', @@ -1032,7 +1031,8 @@ describe(MediaService.name, () => { '-rc-lookahead 20', '-i_qfactor 0.75', '-b_qfactor 1.1', - '-acodec aac', + `-c:v:0 h264_nvenc`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1060,12 +1060,12 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device qsv=hw', '-filter_hw_device hw'], outputOptions: [ - `-vcodec h264_qsv`, '-g 256', '-extbrc 1', '-refs 5', '-bf 7', - '-acodec aac', + `-c:v:0 h264_qsv`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1095,12 +1095,12 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device qsv=hw', '-filter_hw_device hw'], outputOptions: [ - `-vcodec h264_qsv`, '-g 256', '-extbrc 1', '-refs 5', '-bf 7', - '-acodec aac', + `-c:v:0 h264_qsv`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1127,12 +1127,12 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device qsv=hw', '-filter_hw_device hw'], outputOptions: [ - `-vcodec vp9_qsv`, '-g 256', '-extbrc 1', '-refs 5', '-bf 7', - '-acodec aac', + `-c:v:0 vp9_qsv`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-low_power 1', @@ -1170,8 +1170,8 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device vaapi=accel:/dev/dri/renderD128', '-filter_hw_device accel'], outputOptions: [ - `-vcodec h264_vaapi`, - '-acodec aac', + `-c:v:0 h264_vaapi`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1199,8 +1199,8 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device vaapi=accel:/dev/dri/renderD128', '-filter_hw_device accel'], outputOptions: [ - `-vcodec h264_vaapi`, - '-acodec aac', + `-c:v:0 h264_vaapi`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1230,8 +1230,8 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device vaapi=accel:/dev/dri/renderD128', '-filter_hw_device accel'], outputOptions: [ - `-vcodec h264_vaapi`, - '-acodec aac', + `-c:v:0 h264_vaapi`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1257,8 +1257,8 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device vaapi=accel:/dev/dri/card1', '-filter_hw_device accel'], outputOptions: [ - `-vcodec h264_vaapi`, - '-acodec aac', + `-c:v:0 h264_vaapi`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1280,8 +1280,8 @@ describe(MediaService.name, () => { { inputOptions: ['-init_hw_device vaapi=accel:/dev/dri/renderD129', '-filter_hw_device accel'], outputOptions: [ - `-vcodec h264_vaapi`, - '-acodec aac', + `-c:v:0 h264_vaapi`, + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1310,8 +1310,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1345,8 +1345,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1370,8 +1370,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', @@ -1395,8 +1395,8 @@ describe(MediaService.name, () => { { inputOptions: [], outputOptions: [ - '-vcodec h264', - '-acodec aac', + '-c:v:0 h264', + '-c:a:0 aac', '-movflags faststart', '-fps_mode passthrough', '-v verbose', diff --git a/server/src/domain/media/media.service.ts b/server/src/domain/media/media.service.ts index c4ba66cdd..732aadde7 100644 --- a/server/src/domain/media/media.service.ts +++ b/server/src/domain/media/media.service.ts @@ -73,15 +73,16 @@ export class MediaService { this.logger.log(`Successfully generated image thumbnail ${asset.id}`); break; case AssetType.VIDEO: - const { videoStreams } = await this.mediaRepository.probe(asset.originalPath); - const mainVideoStream = this.getMainVideoStream(videoStreams); + const { audioStreams, videoStreams } = await this.mediaRepository.probe(asset.originalPath); + const mainVideoStream = this.getMainStream(videoStreams); if (!mainVideoStream) { this.logger.error(`Could not extract thumbnail for asset ${asset.id}: no video streams found`); return false; } + const mainAudioStream = this.getMainStream(audioStreams); const { ffmpeg } = await this.configCore.getConfig(); const config = { ...ffmpeg, targetResolution: thumbnail.jpegSize.toString(), twoPass: false }; - const options = new ThumbnailConfig(config).getOptions(mainVideoStream); + const options = new ThumbnailConfig(config).getOptions(mainVideoStream, mainAudioStream); await this.mediaRepository.transcode(asset.originalPath, jpegThumbnailPath, options); this.logger.log(`Successfully generated video thumbnail ${asset.id}`); break; @@ -149,8 +150,8 @@ export class MediaService { this.storageRepository.mkdirSync(outputFolder); const { videoStreams, audioStreams, format } = await this.mediaRepository.probe(input); - const mainVideoStream = this.getMainVideoStream(videoStreams); - const mainAudioStream = this.getMainAudioStream(audioStreams); + const mainVideoStream = this.getMainStream(videoStreams); + const mainAudioStream = this.getMainStream(audioStreams); const containerExtension = format.formatName; if (!mainVideoStream || !containerExtension) { return false; @@ -165,7 +166,7 @@ export class MediaService { let transcodeOptions; try { - transcodeOptions = await this.getCodecConfig(config).then((c) => c.getOptions(mainVideoStream)); + transcodeOptions = await this.getCodecConfig(config).then((c) => c.getOptions(mainVideoStream, mainAudioStream)); } catch (err) { this.logger.error(`An error occurred while configuring transcoding options: ${err}`); return false; @@ -176,13 +177,13 @@ export class MediaService { await this.mediaRepository.transcode(input, output, transcodeOptions); } catch (err) { this.logger.error(err); - if (config.accel && config.accel !== TranscodeHWAccel.DISABLED) { + if (config.accel !== TranscodeHWAccel.DISABLED) { this.logger.error( `Error occurred during transcoding. Retrying with ${config.accel.toUpperCase()} acceleration disabled.`, ); } config.accel = TranscodeHWAccel.DISABLED; - transcodeOptions = await this.getCodecConfig(config).then((c) => c.getOptions(mainVideoStream)); + transcodeOptions = await this.getCodecConfig(config).then((c) => c.getOptions(mainVideoStream, mainAudioStream)); await this.mediaRepository.transcode(input, output, transcodeOptions); } @@ -193,14 +194,10 @@ export class MediaService { return true; } - private getMainVideoStream(streams: VideoStreamInfo[]): VideoStreamInfo | null { + private getMainStream(streams: T[]): T { return streams.sort((stream1, stream2) => stream2.frameCount - stream1.frameCount)[0]; } - private getMainAudioStream(streams: AudioStreamInfo[]): AudioStreamInfo | null { - return streams[0]; - } - private isTranscodeRequired( asset: AssetEntity, videoStream: VideoStreamInfo, diff --git a/server/src/domain/media/media.util.ts b/server/src/domain/media/media.util.ts index b0b05bff8..546555d26 100644 --- a/server/src/domain/media/media.util.ts +++ b/server/src/domain/media/media.util.ts @@ -1,6 +1,7 @@ import { ToneMapping, TranscodeHWAccel, VideoCodec } from '@app/infra/entities'; import { SystemConfigFFmpegDto } from '../system-config/dto'; import { + AudioStreamInfo, BitrateDistribution, TranscodeOptions, VideoCodecHWConfig, @@ -10,13 +11,13 @@ import { class BaseConfig implements VideoCodecSWConfig { constructor(protected config: SystemConfigFFmpegDto) {} - getOptions(stream: VideoStreamInfo) { + getOptions(videoStream: VideoStreamInfo, audioStream: AudioStreamInfo) { const options = { inputOptions: this.getBaseInputOptions(), - outputOptions: this.getBaseOutputOptions().concat('-v verbose'), + outputOptions: this.getBaseOutputOptions(videoStream, audioStream).concat('-v verbose'), twoPass: this.eligibleForTwoPass(), } as TranscodeOptions; - const filters = this.getFilterOptions(stream); + const filters = this.getFilterOptions(videoStream); if (filters.length > 0) { options.outputOptions.push(`-vf ${filters.join(',')}`); } @@ -31,9 +32,10 @@ class BaseConfig implements VideoCodecSWConfig { return []; } - getBaseOutputOptions() { + getBaseOutputOptions(videoStream: VideoStreamInfo, audioStream: AudioStreamInfo) { return [ - `-acodec ${this.config.targetAudioCodec}`, + `-c:v:${videoStream.index} ${this.getVideoCodec()}`, + `-c:a:${audioStream.index} ${this.getAudioCodec()}`, // Makes a second pass moving the moov atom to the // beginning of the file for improved playback speed. '-movflags faststart', @@ -41,13 +43,13 @@ class BaseConfig implements VideoCodecSWConfig { ]; } - getFilterOptions(stream: VideoStreamInfo) { + getFilterOptions(videoStream: VideoStreamInfo) { const options = []; - if (this.shouldScale(stream)) { - options.push(`scale=${this.getScaling(stream)}`); + if (this.shouldScale(videoStream)) { + options.push(`scale=${this.getScaling(videoStream)}`); } - if (this.shouldToneMap(stream)) { + if (this.shouldToneMap(videoStream)) { options.push(...this.getToneMapping()); } options.push('format=yuv420p'); @@ -103,34 +105,34 @@ class BaseConfig implements VideoCodecSWConfig { return { max, target, min, unit } as BitrateDistribution; } - getTargetResolution(stream: VideoStreamInfo) { + getTargetResolution(videoStream: VideoStreamInfo) { if (this.config.targetResolution === 'original') { - return Math.min(stream.height, stream.width); + return Math.min(videoStream.height, videoStream.width); } return Number.parseInt(this.config.targetResolution); } - shouldScale(stream: VideoStreamInfo) { - return Math.min(stream.height, stream.width) > this.getTargetResolution(stream); + shouldScale(videoStream: VideoStreamInfo) { + return Math.min(videoStream.height, videoStream.width) > this.getTargetResolution(videoStream); } - shouldToneMap(stream: VideoStreamInfo) { - return stream.isHDR && this.config.tonemap !== ToneMapping.DISABLED; + shouldToneMap(videoStream: VideoStreamInfo) { + return videoStream.isHDR && this.config.tonemap !== ToneMapping.DISABLED; } - getScaling(stream: VideoStreamInfo) { - const targetResolution = this.getTargetResolution(stream); + getScaling(videoStream: VideoStreamInfo) { + const targetResolution = this.getTargetResolution(videoStream); const mult = this.config.accel === TranscodeHWAccel.QSV ? 1 : 2; // QSV doesn't support scaling numbers below -1 - return this.isVideoVertical(stream) ? `${targetResolution}:-${mult}` : `-${mult}:${targetResolution}`; + return this.isVideoVertical(videoStream) ? `${targetResolution}:-${mult}` : `-${mult}:${targetResolution}`; } - isVideoRotated(stream: VideoStreamInfo) { - return Math.abs(stream.rotation) === 90; + isVideoRotated(videoStream: VideoStreamInfo) { + return Math.abs(videoStream.rotation) === 90; } - isVideoVertical(stream: VideoStreamInfo) { - return stream.height > stream.width || this.isVideoRotated(stream); + isVideoVertical(videoStream: VideoStreamInfo) { + return videoStream.height > videoStream.width || this.isVideoRotated(videoStream); } isBitrateConstrained() { @@ -171,12 +173,23 @@ class BaseConfig implements VideoCodecSWConfig { `zscale=p=${colors.primaries}:t=${colors.transfer}:m=${colors.matrix}:range=pc`, ]; } + + getAudioCodec(): string { + return this.config.targetAudioCodec; + } + + getVideoCodec(): string { + return this.config.targetVideoCodec; + } } export class BaseHWConfig extends BaseConfig implements VideoCodecHWConfig { protected devices: string[]; - constructor(protected config: SystemConfigFFmpegDto, devices: string[] = []) { + constructor( + protected config: SystemConfigFFmpegDto, + devices: string[] = [], + ) { super(config); this.devices = this.validateDevices(devices); } @@ -199,6 +212,10 @@ export class BaseHWConfig extends BaseConfig implements VideoCodecHWConfig { return -a.localeCompare(b); }); } + + getVideoCodec(): string { + return `${this.config.targetVideoCodec}_${this.config.accel}`; + } } export class ThumbnailConfig extends BaseConfig { @@ -214,9 +231,9 @@ export class ThumbnailConfig extends BaseConfig { return []; } - getScaling(stream: VideoStreamInfo) { - let options = super.getScaling(stream); - if (!this.shouldToneMap(stream)) { + getScaling(videoStream: VideoStreamInfo) { + let options = super.getScaling(videoStream); + if (!this.shouldToneMap(videoStream)) { options += ':out_color_matrix=bt601:out_range=pc'; } return options; @@ -233,10 +250,6 @@ export class ThumbnailConfig extends BaseConfig { } export class H264Config extends BaseConfig { - getBaseOutputOptions() { - return [`-vcodec ${this.config.targetVideoCodec}`, ...super.getBaseOutputOptions()]; - } - getThreadOptions() { if (this.config.threads <= 0) { return []; @@ -250,10 +263,6 @@ export class H264Config extends BaseConfig { } export class HEVCConfig extends BaseConfig { - getBaseOutputOptions() { - return [`-vcodec ${this.config.targetVideoCodec}`, ...super.getBaseOutputOptions()]; - } - getThreadOptions() { if (this.config.threads <= 0) { return []; @@ -267,10 +276,6 @@ export class HEVCConfig extends BaseConfig { } export class VP9Config extends BaseConfig { - getBaseOutputOptions() { - return [`-vcodec ${this.config.targetVideoCodec}`, ...super.getBaseOutputOptions()]; - } - getPresetOptions() { const speed = Math.min(this.getPresetIndex(), 5); // values over 5 require realtime mode, which is its own can of worms since it overrides -crf and -threads if (speed >= 0) { @@ -306,9 +311,8 @@ export class NVENCConfig extends BaseHWConfig { return ['-init_hw_device cuda=cuda:0', '-filter_hw_device cuda']; } - getBaseOutputOptions() { + getBaseOutputOptions(videoStream: VideoStreamInfo, audioStream: AudioStreamInfo) { return [ - `-vcodec ${this.config.targetVideoCodec}_nvenc`, // below settings recommended from https://docs.nvidia.com/video-technologies/video-codec-sdk/12.0/ffmpeg-with-nvidia-gpu/index.html#command-line-for-latency-tolerant-high-quality-transcoding '-tune hq', '-qmin 0', @@ -319,15 +323,15 @@ export class NVENCConfig extends BaseHWConfig { '-rc-lookahead 20', '-i_qfactor 0.75', '-b_qfactor 1.1', - ...super.getBaseOutputOptions(), + ...super.getBaseOutputOptions(videoStream, audioStream), ]; } - getFilterOptions(stream: VideoStreamInfo) { - const options = this.shouldToneMap(stream) ? this.getToneMapping() : []; + getFilterOptions(videoStream: VideoStreamInfo) { + const options = this.shouldToneMap(videoStream) ? this.getToneMapping() : []; options.push('format=nv12', 'hwupload_cuda'); - if (this.shouldScale(stream)) { - options.push(`scale_cuda=${this.getScaling(stream)}`); + if (this.shouldScale(videoStream)) { + options.push(`scale_cuda=${this.getScaling(videoStream)}`); } return options; @@ -375,15 +379,14 @@ export class QSVConfig extends BaseHWConfig { return ['-init_hw_device qsv=hw', '-filter_hw_device hw']; } - getBaseOutputOptions() { + getBaseOutputOptions(videoStream: VideoStreamInfo, audioStream: AudioStreamInfo) { // recommended from https://github.com/intel/media-delivery/blob/master/doc/benchmarks/intel-iris-xe-max-graphics/intel-iris-xe-max-graphics.md const options = [ - `-vcodec ${this.config.targetVideoCodec}_qsv`, '-g 256', '-extbrc 1', '-refs 5', '-bf 7', - ...super.getBaseOutputOptions(), + ...super.getBaseOutputOptions(videoStream, audioStream), ]; // VP9 requires enabling low power mode https://git.ffmpeg.org/gitweb/ffmpeg.git/commit/33583803e107b6d532def0f9d949364b01b6ad5a if (this.config.targetVideoCodec === VideoCodec.VP9) { @@ -392,11 +395,11 @@ export class QSVConfig extends BaseHWConfig { return options; } - getFilterOptions(stream: VideoStreamInfo) { - const options = this.shouldToneMap(stream) ? this.getToneMapping() : []; + getFilterOptions(videoStream: VideoStreamInfo) { + const options = this.shouldToneMap(videoStream) ? this.getToneMapping() : []; options.push('format=nv12', 'hwupload=extra_hw_frames=64'); - if (this.shouldScale(stream)) { - options.push(`scale_qsv=${this.getScaling(stream)}`); + if (this.shouldScale(videoStream)) { + options.push(`scale_qsv=${this.getScaling(videoStream)}`); } return options; } @@ -434,15 +437,11 @@ export class VAAPIConfig extends BaseHWConfig { return [`-init_hw_device vaapi=accel:/dev/dri/${this.devices[0]}`, '-filter_hw_device accel']; } - getBaseOutputOptions() { - return [`-vcodec ${this.config.targetVideoCodec}_vaapi`, ...super.getBaseOutputOptions()]; - } - - getFilterOptions(stream: VideoStreamInfo) { - const options = this.shouldToneMap(stream) ? this.getToneMapping() : []; + getFilterOptions(videoStream: VideoStreamInfo) { + const options = this.shouldToneMap(videoStream) ? this.getToneMapping() : []; options.push('format=nv12', 'hwupload'); - if (this.shouldScale(stream)) { - options.push(`scale_vaapi=${this.getScaling(stream)}`); + if (this.shouldScale(videoStream)) { + options.push(`scale_vaapi=${this.getScaling(videoStream)}`); } return options; diff --git a/server/src/domain/search/search.repository.ts b/server/src/domain/search/search.repository.ts index 78885bff0..40ff4e852 100644 --- a/server/src/domain/search/search.repository.ts +++ b/server/src/domain/search/search.repository.ts @@ -86,6 +86,7 @@ export interface ISearchRepository { deleteAssets(ids: string[]): Promise; deleteFaces(ids: string[]): Promise; deleteAllFaces(): Promise; + updateCLIPField(num_dim: number): Promise; searchAlbums(query: string, filters: SearchFilter): Promise>; searchAssets(query: string, filters: SearchFilter): Promise>; diff --git a/server/src/domain/search/search.service.ts b/server/src/domain/search/search.service.ts index 66dd6ffb0..8084b4f6b 100644 --- a/server/src/domain/search/search.service.ts +++ b/server/src/domain/search/search.service.ts @@ -30,7 +30,7 @@ interface SyncQueue { export class SearchService { private logger = new Logger(SearchService.name); private enabled = false; - private timer: NodeJS.Timer | null = null; + private timer: NodeJS.Timeout | null = null; private configCore: SystemConfigCore; private albumQueue: SyncQueue = { @@ -121,15 +121,18 @@ export class SearchService { await this.configCore.requireFeature(FeatureFlag.SEARCH); const query = dto.q || dto.query || '*'; - const hasClip = machineLearning.enabled && machineLearning.clipEncodeEnabled; + const hasClip = machineLearning.enabled && machineLearning.clip.enabled; const strategy = dto.clip && hasClip ? SearchStrategy.CLIP : SearchStrategy.TEXT; const filters = { userId: authUser.id, ...dto }; let assets: SearchResult; switch (strategy) { case SearchStrategy.CLIP: - const clip = await this.machineLearning.encodeText(machineLearning.url, query); - assets = await this.searchRepository.vectorSearch(clip, filters); + const { + machineLearning: { clip }, + } = await this.configCore.getConfig(); + const embedding = await this.machineLearning.encodeText(machineLearning.url, { text: query }, clip); + assets = await this.searchRepository.vectorSearch(embedding, filters); break; case SearchStrategy.TEXT: default: diff --git a/server/src/domain/shared-link/shared-link.service.ts b/server/src/domain/shared-link/shared-link.service.ts index ba51589c7..eeceb7795 100644 --- a/server/src/domain/shared-link/shared-link.service.ts +++ b/server/src/domain/shared-link/shared-link.service.ts @@ -65,7 +65,7 @@ export class SharedLinkService { userId: authUser.id, type: dto.type, albumId: dto.albumId || null, - assets: (dto.assetIds || []).map((id) => ({ id } as AssetEntity)), + assets: (dto.assetIds || []).map((id) => ({ id }) as AssetEntity), description: dto.description || null, expiresAt: dto.expiresAt || null, allowUpload: dto.allowUpload ?? true, diff --git a/server/src/domain/smart-info/dto/index.ts b/server/src/domain/smart-info/dto/index.ts new file mode 100644 index 000000000..aa672a787 --- /dev/null +++ b/server/src/domain/smart-info/dto/index.ts @@ -0,0 +1 @@ +export * from './model-config.dto'; diff --git a/server/src/domain/smart-info/dto/model-config.dto.ts b/server/src/domain/smart-info/dto/model-config.dto.ts new file mode 100644 index 000000000..40da07ab9 --- /dev/null +++ b/server/src/domain/smart-info/dto/model-config.dto.ts @@ -0,0 +1,50 @@ +import { ApiProperty } from '@nestjs/swagger'; +import { Type } from 'class-transformer'; +import { IsBoolean, IsEnum, IsNotEmpty, IsNumber, IsOptional, IsString, Max, Min } from 'class-validator'; +import { CLIPMode, ModelType } from '../machine-learning.interface'; + +export class ModelConfig { + @IsBoolean() + enabled!: boolean; + + @IsString() + @IsNotEmpty() + modelName!: string; + + @IsEnum(ModelType) + @IsOptional() + @ApiProperty({ enumName: 'ModelType', enum: ModelType }) + modelType?: ModelType; +} + +export class ClassificationConfig extends ModelConfig { + @IsNumber() + @Min(0) + @Max(1) + @Type(() => Number) + @ApiProperty({ type: 'integer' }) + minScore!: number; +} + +export class CLIPConfig extends ModelConfig { + @IsEnum(CLIPMode) + @IsOptional() + @ApiProperty({ enumName: 'CLIPMode', enum: CLIPMode }) + mode?: CLIPMode; +} + +export class RecognitionConfig extends ModelConfig { + @IsNumber() + @Min(0) + @Max(1) + @Type(() => Number) + @ApiProperty({ type: 'integer' }) + minScore!: number; + + @IsNumber() + @Min(0) + @Max(2) + @Type(() => Number) + @ApiProperty({ type: 'integer' }) + maxDistance!: number; +} diff --git a/server/src/domain/smart-info/index.ts b/server/src/domain/smart-info/index.ts index 86c2d1ecc..b53b21428 100644 --- a/server/src/domain/smart-info/index.ts +++ b/server/src/domain/smart-info/index.ts @@ -1,3 +1,4 @@ +export * from './dto'; export * from './machine-learning.interface'; export * from './smart-info.repository'; export * from './smart-info.service'; diff --git a/server/src/domain/smart-info/machine-learning.interface.ts b/server/src/domain/smart-info/machine-learning.interface.ts index 7c431fd5f..8e4b3789b 100644 --- a/server/src/domain/smart-info/machine-learning.interface.ts +++ b/server/src/domain/smart-info/machine-learning.interface.ts @@ -1,9 +1,15 @@ +import { ClassificationConfig, CLIPConfig, RecognitionConfig } from './dto'; + export const IMachineLearningRepository = 'IMachineLearningRepository'; -export interface MachineLearningInput { +export interface VisionModelInput { imagePath: string; } +export interface TextModelInput { + text: string; +} + export interface BoundingBox { x1: number; y1: number; @@ -19,9 +25,20 @@ export interface DetectFaceResult { embedding: number[]; } -export interface IMachineLearningRepository { - classifyImage(url: string, input: MachineLearningInput): Promise; - encodeImage(url: string, input: MachineLearningInput): Promise; - encodeText(url: string, input: string): Promise; - detectFaces(url: string, input: MachineLearningInput): Promise; +export enum ModelType { + IMAGE_CLASSIFICATION = 'image-classification', + FACIAL_RECOGNITION = 'facial-recognition', + CLIP = 'clip', +} + +export enum CLIPMode { + VISION = 'vision', + TEXT = 'text', +} + +export interface IMachineLearningRepository { + classifyImage(url: string, input: VisionModelInput, config: ClassificationConfig): Promise; + encodeImage(url: string, input: VisionModelInput, config: CLIPConfig): Promise; + encodeText(url: string, input: TextModelInput, config: CLIPConfig): Promise; + detectFaces(url: string, input: VisionModelInput, config: RecognitionConfig): Promise; } diff --git a/server/src/domain/smart-info/smart-info.service.spec.ts b/server/src/domain/smart-info/smart-info.service.spec.ts index 7461058e2..8ff1437a0 100644 --- a/server/src/domain/smart-info/smart-info.service.spec.ts +++ b/server/src/domain/smart-info/smart-info.service.spec.ts @@ -84,9 +84,13 @@ describe(SmartInfoService.name, () => { await sut.handleClassifyImage({ id: asset.id }); - expect(machineMock.classifyImage).toHaveBeenCalledWith('http://immich-machine-learning:3003', { - imagePath: 'path/to/resize.ext', - }); + expect(machineMock.classifyImage).toHaveBeenCalledWith( + 'http://immich-machine-learning:3003', + { + imagePath: 'path/to/resize.ext', + }, + { enabled: true, minScore: 0.9, modelName: 'microsoft/resnet-50' }, + ); expect(smartMock.upsert).toHaveBeenCalledWith({ assetId: 'asset-1', tags: ['tag1', 'tag2', 'tag3'], @@ -141,13 +145,16 @@ describe(SmartInfoService.name, () => { }); it('should save the returned objects', async () => { + smartMock.upsert.mockResolvedValue(); machineMock.encodeImage.mockResolvedValue([0.01, 0.02, 0.03]); await sut.handleEncodeClip({ id: asset.id }); - expect(machineMock.encodeImage).toHaveBeenCalledWith('http://immich-machine-learning:3003', { - imagePath: 'path/to/resize.ext', - }); + expect(machineMock.encodeImage).toHaveBeenCalledWith( + 'http://immich-machine-learning:3003', + { imagePath: 'path/to/resize.ext' }, + { enabled: true, modelName: 'ViT-B-32::openai' }, + ); expect(smartMock.upsert).toHaveBeenCalledWith({ assetId: 'asset-1', clipEmbedding: [0.01, 0.02, 0.03], diff --git a/server/src/domain/smart-info/smart-info.service.ts b/server/src/domain/smart-info/smart-info.service.ts index 2512c4c32..319324b2a 100644 --- a/server/src/domain/smart-info/smart-info.service.ts +++ b/server/src/domain/smart-info/smart-info.service.ts @@ -22,7 +22,7 @@ export class SmartInfoService { async handleQueueObjectTagging({ force }: IBaseJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.tagImageEnabled) { + if (!machineLearning.enabled || !machineLearning.classification.enabled) { return true; } @@ -43,7 +43,7 @@ export class SmartInfoService { async handleClassifyImage({ id }: IEntityJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.tagImageEnabled) { + if (!machineLearning.enabled || !machineLearning.classification.enabled) { return true; } @@ -52,7 +52,11 @@ export class SmartInfoService { return false; } - const tags = await this.machineLearning.classifyImage(machineLearning.url, { imagePath: asset.resizePath }); + const tags = await this.machineLearning.classifyImage( + machineLearning.url, + { imagePath: asset.resizePath }, + machineLearning.classification, + ); await this.repository.upsert({ assetId: asset.id, tags }); return true; @@ -60,7 +64,7 @@ export class SmartInfoService { async handleQueueEncodeClip({ force }: IBaseJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.clipEncodeEnabled) { + if (!machineLearning.enabled || !machineLearning.clip.enabled) { return true; } @@ -81,7 +85,7 @@ export class SmartInfoService { async handleEncodeClip({ id }: IEntityJob) { const { machineLearning } = await this.configCore.getConfig(); - if (!machineLearning.enabled || !machineLearning.clipEncodeEnabled) { + if (!machineLearning.enabled || !machineLearning.clip.enabled) { return true; } @@ -90,7 +94,12 @@ export class SmartInfoService { return false; } - const clipEmbedding = await this.machineLearning.encodeImage(machineLearning.url, { imagePath: asset.resizePath }); + const clipEmbedding = await this.machineLearning.encodeImage( + machineLearning.url, + { imagePath: asset.resizePath }, + machineLearning.clip, + ); + await this.repository.upsert({ assetId: asset.id, clipEmbedding: clipEmbedding }); return true; diff --git a/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts b/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts index b4063669d..330560ea8 100644 --- a/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts +++ b/server/src/domain/system-config/dto/system-config-machine-learning.dto.ts @@ -1,4 +1,6 @@ -import { IsBoolean, IsUrl, ValidateIf } from 'class-validator'; +import { ClassificationConfig, CLIPConfig, RecognitionConfig } from '@app/domain'; +import { Type } from 'class-transformer'; +import { IsBoolean, IsObject, IsUrl, ValidateIf, ValidateNested } from 'class-validator'; export class SystemConfigMachineLearningDto { @IsBoolean() @@ -8,12 +10,18 @@ export class SystemConfigMachineLearningDto { @ValidateIf((dto) => dto.enabled) url!: string; - @IsBoolean() - clipEncodeEnabled!: boolean; + @Type(() => ClassificationConfig) + @ValidateNested() + @IsObject() + classification!: ClassificationConfig; - @IsBoolean() - facialRecognitionEnabled!: boolean; + @Type(() => CLIPConfig) + @ValidateNested() + @IsObject() + clip!: CLIPConfig; - @IsBoolean() - tagImageEnabled!: boolean; + @Type(() => RecognitionConfig) + @ValidateNested() + @IsObject() + facialRecognition!: RecognitionConfig; } diff --git a/server/src/domain/system-config/system-config.core.ts b/server/src/domain/system-config/system-config.core.ts index 5fa55a709..f4154cd15 100644 --- a/server/src/domain/system-config/system-config.core.ts +++ b/server/src/domain/system-config/system-config.core.ts @@ -47,12 +47,25 @@ export const defaults = Object.freeze({ [QueueName.THUMBNAIL_GENERATION]: { concurrency: 5 }, [QueueName.VIDEO_CONVERSION]: { concurrency: 1 }, }, + machineLearning: { enabled: process.env.IMMICH_MACHINE_LEARNING_ENABLED !== 'false', url: process.env.IMMICH_MACHINE_LEARNING_URL || 'http://immich-machine-learning:3003', - facialRecognitionEnabled: true, - tagImageEnabled: true, - clipEncodeEnabled: true, + classification: { + enabled: true, + modelName: 'microsoft/resnet-50', + minScore: 0.9, + }, + clip: { + enabled: true, + modelName: 'ViT-B-32::openai', + }, + facialRecognition: { + enabled: true, + modelName: 'buffalo_l', + minScore: 0.7, + maxDistance: 0.6, + }, }, oauth: { enabled: false, @@ -143,9 +156,9 @@ export class SystemConfigCore { const mlEnabled = config.machineLearning.enabled; return { - [FeatureFlag.CLIP_ENCODE]: mlEnabled && config.machineLearning.clipEncodeEnabled, - [FeatureFlag.FACIAL_RECOGNITION]: mlEnabled && config.machineLearning.facialRecognitionEnabled, - [FeatureFlag.TAG_IMAGE]: mlEnabled && config.machineLearning.tagImageEnabled, + [FeatureFlag.CLIP_ENCODE]: mlEnabled && config.machineLearning.clip.enabled, + [FeatureFlag.FACIAL_RECOGNITION]: mlEnabled && config.machineLearning.facialRecognition.enabled, + [FeatureFlag.TAG_IMAGE]: mlEnabled && config.machineLearning.classification.enabled, [FeatureFlag.SIDECAR]: true, [FeatureFlag.SEARCH]: process.env.TYPESENSE_ENABLED !== 'false', @@ -230,7 +243,7 @@ export class SystemConfigCore { _.set(config, key, value); } - return _.defaultsDeep(config, defaults) as SystemConfig; + return plainToClass(SystemConfigDto, _.defaultsDeep(config, defaults)); } private async loadFromFile(filepath: string, force = false) { diff --git a/server/src/domain/system-config/system-config.service.spec.ts b/server/src/domain/system-config/system-config.service.spec.ts index fd450a296..3e0d8b470 100644 --- a/server/src/domain/system-config/system-config.service.spec.ts +++ b/server/src/domain/system-config/system-config.service.spec.ts @@ -49,9 +49,21 @@ const updatedConfig = Object.freeze({ machineLearning: { enabled: true, url: 'http://immich-machine-learning:3003', - facialRecognitionEnabled: true, - tagImageEnabled: true, - clipEncodeEnabled: true, + classification: { + enabled: true, + modelName: 'microsoft/resnet-50', + minScore: 0.9, + }, + clip: { + enabled: true, + modelName: 'ViT-B-32::openai', + }, + facialRecognition: { + enabled: true, + modelName: 'buffalo_l', + minScore: 0.7, + maxDistance: 0.6, + }, }, oauth: { autoLaunch: true, diff --git a/server/src/domain/user/user.core.ts b/server/src/domain/user/user.core.ts index e7c0f7f2b..39a72e670 100644 --- a/server/src/domain/user/user.core.ts +++ b/server/src/domain/user/user.core.ts @@ -16,7 +16,10 @@ import { IUserRepository, UserListFilter } from './user.repository'; const SALT_ROUNDS = 10; export class UserCore { - constructor(private userRepository: IUserRepository, private cryptoRepository: ICryptoRepository) {} + constructor( + private userRepository: IUserRepository, + private cryptoRepository: ICryptoRepository, + ) {} async updateUser(authUser: AuthUserDto, id: string, dto: Partial): Promise { if (!authUser.isAdmin && authUser.id !== id) { diff --git a/server/src/immich/api-v1/asset/asset.core.ts b/server/src/immich/api-v1/asset/asset.core.ts index 28a140a46..c5fd0c051 100644 --- a/server/src/immich/api-v1/asset/asset.core.ts +++ b/server/src/immich/api-v1/asset/asset.core.ts @@ -5,7 +5,10 @@ import { IAssetRepository } from './asset-repository'; import { CreateAssetDto, ImportAssetDto } from './dto/create-asset.dto'; export class AssetCore { - constructor(private repository: IAssetRepository, private jobRepository: IJobRepository) {} + constructor( + private repository: IAssetRepository, + private jobRepository: IJobRepository, + ) {} async create( authUser: AuthUserDto, diff --git a/server/src/immich/app.guard.ts b/server/src/immich/app.guard.ts index 60857451b..feaf9aba0 100644 --- a/server/src/immich/app.guard.ts +++ b/server/src/immich/app.guard.ts @@ -80,7 +80,10 @@ export interface AuthRequest extends Request { export class AppGuard implements CanActivate { private logger = new Logger(AppGuard.name); - constructor(private reflector: Reflector, private authService: AuthService) {} + constructor( + private reflector: Reflector, + private authService: AuthService, + ) {} async canActivate(context: ExecutionContext): Promise { const targets = [context.getHandler(), context.getClass()]; diff --git a/server/src/immich/app.interceptor.ts b/server/src/immich/app.interceptor.ts index 28c001997..ffdbf3562 100644 --- a/server/src/immich/app.interceptor.ts +++ b/server/src/immich/app.interceptor.ts @@ -60,7 +60,10 @@ export class FileUploadInterceptor implements NestInterceptor { }; private defaultStorage: StorageEngine; - constructor(private reflect: Reflector, private assetService: AssetService) { + constructor( + private reflect: Reflector, + private assetService: AssetService, + ) { this.defaultStorage = diskStorage({ filename: this.filename.bind(this), destination: this.destination.bind(this), diff --git a/server/src/infra/entities/system-config.entity.ts b/server/src/infra/entities/system-config.entity.ts index 642f40c16..f124a1306 100644 --- a/server/src/infra/entities/system-config.entity.ts +++ b/server/src/infra/entities/system-config.entity.ts @@ -1,4 +1,4 @@ -import { QueueName } from '@app/domain/job/job.constants'; +import { QueueName } from '@app/domain'; import { Column, Entity, PrimaryColumn } from 'typeorm'; @Entity('system_config') @@ -39,9 +39,18 @@ export enum SystemConfigKey { MACHINE_LEARNING_ENABLED = 'machineLearning.enabled', MACHINE_LEARNING_URL = 'machineLearning.url', - MACHINE_LEARNING_FACIAL_RECOGNITION_ENABLED = 'machineLearning.facialRecognitionEnabled', - MACHINE_LEARNING_TAG_IMAGE_ENABLED = 'machineLearning.tagImageEnabled', - MACHINE_LEARNING_CLIP_ENCODE_ENABLED = 'machineLearning.clipEncodeEnabled', + + MACHINE_LEARNING_CLASSIFICATION_ENABLED = 'machineLearning.classification.enabled', + MACHINE_LEARNING_CLASSIFICATION_MODEL_NAME = 'machineLearning.classification.modelName', + MACHINE_LEARNING_CLASSIFICATION_MIN_SCORE = 'machineLearning.classification.minScore', + + MACHINE_LEARNING_CLIP_ENABLED = 'machineLearning.clip.enabled', + MACHINE_LEARNING_CLIP_MODEL_NAME = 'machineLearning.clip.modelName', + + MACHINE_LEARNING_FACIAL_RECOGNITION_ENABLED = 'machineLearning.facialRecognition.enabled', + MACHINE_LEARNING_FACIAL_RECOGNITION_MODEL_NAME = 'machineLearning.facialRecognition.modelName', + MACHINE_LEARNING_FACIAL_RECOGNITION_MIN_SCORE = 'machineLearning.facialRecognition.minScore', + MACHINE_LEARNING_FACIAL_RECOGNITION_MAX_DISTANCE = 'machineLearning.facialRecognition.maxDistance', OAUTH_ENABLED = 'oauth.enabled', OAUTH_ISSUER_URL = 'oauth.issuerUrl', @@ -114,9 +123,21 @@ export interface SystemConfig { machineLearning: { enabled: boolean; url: string; - clipEncodeEnabled: boolean; - facialRecognitionEnabled: boolean; - tagImageEnabled: boolean; + classification: { + enabled: boolean; + modelName: string; + minScore: number; + }; + clip: { + enabled: boolean; + modelName: string; + }; + facialRecognition: { + enabled: boolean; + modelName: string; + minScore: number; + maxDistance: number; + }; }; oauth: { enabled: boolean; diff --git a/server/src/infra/migrations/1693236627291-RenameMLEnableFlags.ts b/server/src/infra/migrations/1693236627291-RenameMLEnableFlags.ts new file mode 100644 index 000000000..096356f6e --- /dev/null +++ b/server/src/infra/migrations/1693236627291-RenameMLEnableFlags.ts @@ -0,0 +1,25 @@ +import { MigrationInterface, QueryRunner } from "typeorm" + +export class RenameMLEnableFlags1693236627291 implements MigrationInterface { + public async up(queryRunner: QueryRunner): Promise { + await queryRunner.query(` + UPDATE system_config SET key = CASE + WHEN key = 'ffmpeg.classificationEnabled' THEN 'ffmpeg.classification.enabled' + WHEN key = 'ffmpeg.clipEnabled' THEN 'ffmpeg.clip.enabled' + WHEN key = 'ffmpeg.facialRecognitionEnabled' THEN 'ffmpeg.facialRecognition.enabled' + ELSE key + END + `); + } + + public async down(queryRunner: QueryRunner): Promise { + await queryRunner.query(` + UPDATE system_config SET key = CASE + WHEN key = 'ffmpeg.classification.enabled' THEN 'ffmpeg.classificationEnabled' + WHEN key = 'ffmpeg.clip.enabled' THEN 'ffmpeg.clipEnabled' + WHEN key = 'ffmpeg.facialRecognition.enabled' THEN 'ffmpeg.facialRecognitionEnabled' + ELSE key + END + `); + } +} diff --git a/server/src/infra/repositories/machine-learning.repository.ts b/server/src/infra/repositories/machine-learning.repository.ts index 3d3e22449..fd4e93429 100644 --- a/server/src/infra/repositories/machine-learning.repository.ts +++ b/server/src/infra/repositories/machine-learning.repository.ts @@ -1,29 +1,65 @@ -import { DetectFaceResult, IMachineLearningRepository, MachineLearningInput } from '@app/domain'; +import { + ClassificationConfig, + CLIPConfig, + CLIPMode, + DetectFaceResult, + IMachineLearningRepository, + ModelConfig, + ModelType, + RecognitionConfig, + TextModelInput, + VisionModelInput, +} from '@app/domain'; import { Injectable } from '@nestjs/common'; -import axios from 'axios'; -import { createReadStream } from 'fs'; - -const client = axios.create(); +import { readFile } from 'fs/promises'; @Injectable() export class MachineLearningRepository implements IMachineLearningRepository { - private post(input: MachineLearningInput, endpoint: string): Promise { - return client.post(endpoint, createReadStream(input.imagePath)).then((res) => res.data); + private async post(url: string, input: TextModelInput | VisionModelInput, config: ModelConfig): Promise { + const formData = await this.getFormData(input, config); + const res = await fetch(`${url}/predict`, { method: 'POST', body: formData }); + return res.json(); } - classifyImage(url: string, input: MachineLearningInput): Promise { - return this.post(input, `${url}/image-classifier/tag-image`); + classifyImage(url: string, input: VisionModelInput, config: ClassificationConfig): Promise { + return this.post(url, input, { ...config, modelType: ModelType.IMAGE_CLASSIFICATION }); } - detectFaces(url: string, input: MachineLearningInput): Promise { - return this.post(input, `${url}/facial-recognition/detect-faces`); + detectFaces(url: string, input: VisionModelInput, config: RecognitionConfig): Promise { + return this.post(url, input, { ...config, modelType: ModelType.FACIAL_RECOGNITION }); } - encodeImage(url: string, input: MachineLearningInput): Promise { - return this.post(input, `${url}/sentence-transformer/encode-image`); + encodeImage(url: string, input: VisionModelInput, config: CLIPConfig): Promise { + return this.post(url, input, { + ...config, + modelType: ModelType.CLIP, + mode: CLIPMode.VISION, + } as CLIPConfig); } - encodeText(url: string, input: string): Promise { - return client.post(`${url}/sentence-transformer/encode-text`, { text: input }).then((res) => res.data); + encodeText(url: string, input: TextModelInput, config: CLIPConfig): Promise { + return this.post(url, input, { ...config, modelType: ModelType.CLIP, mode: CLIPMode.TEXT } as CLIPConfig); + } + + async getFormData(input: TextModelInput | VisionModelInput, config: ModelConfig): Promise { + const formData = new FormData(); + const { modelName, modelType, ...options } = config; + + formData.append('modelName', modelName); + if (modelType) { + formData.append('modelType', modelType); + } + if (options) { + formData.append('options', JSON.stringify(options)); + } + if ('imagePath' in input) { + formData.append('image', new Blob([await readFile(input.imagePath)])); + } else if ('text' in input) { + formData.append('text', input.text); + } else { + throw new Error('Invalid input'); + } + + return formData; } } diff --git a/server/src/infra/repositories/media.repository.ts b/server/src/infra/repositories/media.repository.ts index b4c3f8abd..a26170865 100644 --- a/server/src/infra/repositories/media.repository.ts +++ b/server/src/infra/repositories/media.repository.ts @@ -42,6 +42,7 @@ export class MediaRepository implements IMediaRepository { videoStreams: results.streams .filter((stream) => stream.codec_type === 'video') .map((stream) => ({ + index: stream.index, height: stream.height || 0, width: stream.width || 0, codecName: stream.codec_name === 'h265' ? 'hevc' : stream.codec_name, @@ -53,8 +54,10 @@ export class MediaRepository implements IMediaRepository { audioStreams: results.streams .filter((stream) => stream.codec_type === 'audio') .map((stream) => ({ + index: stream.index, codecType: stream.codec_type, codecName: stream.codec_name, + frameCount: Number.parseInt(stream.nb_frames ?? '0'), })), }; } diff --git a/server/src/infra/repositories/typesense.repository.ts b/server/src/infra/repositories/typesense.repository.ts index bb78a0995..594f9973b 100644 --- a/server/src/infra/repositories/typesense.repository.ts +++ b/server/src/infra/repositories/typesense.repository.ts @@ -52,6 +52,8 @@ export class TypesenseRepository implements ISearchRepository { private logger = new Logger(TypesenseRepository.name); private _client: Client | null = null; + private _updateCLIPLock = false; + private get client(): Client { if (!this._client) { throw new Error('Typesense client not available (no apiKey was provided)'); @@ -141,7 +143,7 @@ export class TypesenseRepository implements ISearchRepository { await this.updateAlias(collection); } } catch (error: any) { - this.handleError(error); + await this.handleError(error); } } @@ -221,6 +223,30 @@ export class TypesenseRepository implements ISearchRepository { return records.num_deleted; } + async deleteAllAssets(): Promise { + const records = await this.client.collections(assetSchema.name).documents().delete({ filter_by: 'ownerId:!=null' }); + return records.num_deleted; + } + + async updateCLIPField(num_dim: number): Promise { + const clipField = assetSchema.fields?.find((field) => field.name === 'smartInfo.clipEmbedding'); + if (clipField && !this._updateCLIPLock) { + try { + this._updateCLIPLock = true; + clipField.num_dim = num_dim; + await this.deleteAllAssets(); + await this.client + .collections(assetSchema.name) + .update({ fields: [{ name: 'smartInfo.clipEmbedding', drop: true } as any, clipField] }); + this.logger.log(`Successfully updated CLIP dimensions to ${num_dim}`); + } catch (err: any) { + this.logger.error(`Error while updating CLIP field: ${err.message}`); + } finally { + this._updateCLIPLock = false; + } + } + } + async delete(collection: SearchCollection, ids: string[]): Promise { await this.client .collections(schemaMap[collection].name) @@ -326,21 +352,34 @@ export class TypesenseRepository implements ISearchRepository { } as SearchResult; } - private handleError(error: any) { + private async handleError(error: any) { this.logger.error('Unable to index documents'); const results = error.importResults || []; + let dimsChanged = false; for (const result of results) { try { result.document = JSON.parse(result.document); + if (result.error.includes('Field `smartInfo.clipEmbedding` must have')) { + dimsChanged = true; + this.logger.warn( + `CLIP embedding dimensions have changed, now ${result.document.smartInfo.clipEmbedding.length} dims. Updating schema...`, + ); + await this.updateCLIPField(result.document.smartInfo.clipEmbedding.length); + break; + } + if (result.document?.smartInfo?.clipEmbedding) { result.document.smartInfo.clipEmbedding = ''; } - } catch {} + } catch (err: any) { + this.logger.error(`Error while updating CLIP field: ${(err.message, err.stack)}`); + } } - this.logger.verbose(JSON.stringify(results, null, 2)); + if (!dimsChanged) { + this.logger.log(JSON.stringify(results, null, 2)); + } } - private async updateAlias(collection: SearchCollection) { const schema = schemaMap[collection]; const alias = await this.client diff --git a/server/test/e2e/setup.ts b/server/test/e2e/setup.ts index e269f4237..6c2395b68 100644 --- a/server/test/e2e/setup.ts +++ b/server/test/e2e/setup.ts @@ -1,5 +1,5 @@ -import { GenericContainer, PostgreSqlContainer } from 'testcontainers'; - +import { PostgreSqlContainer } from '@testcontainers/postgresql'; +import { GenericContainer } from 'testcontainers'; export default async () => { process.env.NODE_ENV = 'development'; process.env.TYPESENSE_API_KEY = 'abc123'; diff --git a/server/test/fixtures/media.stub.ts b/server/test/fixtures/media.stub.ts index a08e02a44..f5988b9c6 100644 --- a/server/test/fixtures/media.stub.ts +++ b/server/test/fixtures/media.stub.ts @@ -7,10 +7,21 @@ const probeStubDefaultFormat: VideoFormat = { }; const probeStubDefaultVideoStream: VideoStreamInfo[] = [ - { height: 1080, width: 1920, codecName: 'hevc', codecType: 'video', frameCount: 100, rotation: 0, isHDR: false }, + { + index: 0, + height: 1080, + width: 1920, + codecName: 'hevc', + codecType: 'video', + frameCount: 100, + rotation: 0, + isHDR: false, + }, ]; -const probeStubDefaultAudioStream: AudioStreamInfo[] = [{ codecName: 'aac', codecType: 'audio' }]; +const probeStubDefaultAudioStream: AudioStreamInfo[] = [ + { index: 0, codecName: 'aac', codecType: 'audio', frameCount: 100 }, +]; const probeStubDefault: VideoInfo = { format: probeStubDefaultFormat, @@ -25,6 +36,7 @@ export const probeStub = { ...probeStubDefault, videoStreams: [ { + index: 0, height: 1080, width: 400, codecName: 'hevc', @@ -34,6 +46,7 @@ export const probeStub = { isHDR: false, }, { + index: 1, height: 1080, width: 400, codecName: 'h7000', @@ -48,6 +61,7 @@ export const probeStub = { ...probeStubDefault, videoStreams: [ { + index: 0, height: 0, width: 400, codecName: 'hevc', @@ -62,6 +76,7 @@ export const probeStub = { ...probeStubDefault, videoStreams: [ { + index: 0, height: 2160, width: 3840, codecName: 'h264', @@ -76,6 +91,7 @@ export const probeStub = { ...probeStubDefault, videoStreams: [ { + index: 0, height: 480, width: 480, codecName: 'h264', @@ -90,6 +106,7 @@ export const probeStub = { ...probeStubDefault, videoStreams: [ { + index: 0, height: 2160, width: 3840, codecName: 'h264', @@ -102,7 +119,7 @@ export const probeStub = { }), audioStreamMp3: Object.freeze({ ...probeStubDefault, - audioStreams: [{ codecType: 'audio', codecName: 'aac' }], + audioStreams: [{ index: 0, codecType: 'audio', codecName: 'aac', frameCount: 100 }], }), matroskaContainer: Object.freeze({ ...probeStubDefault, diff --git a/server/test/repositories/search.repository.mock.ts b/server/test/repositories/search.repository.mock.ts index 5bf8f6339..af4dbce64 100644 --- a/server/test/repositories/search.repository.mock.ts +++ b/server/test/repositories/search.repository.mock.ts @@ -11,6 +11,7 @@ export const newSearchRepositoryMock = (): jest.Mocked => { deleteAssets: jest.fn(), deleteFaces: jest.fn(), deleteAllFaces: jest.fn(), + updateCLIPField: jest.fn(), searchAssets: jest.fn(), searchAlbums: jest.fn(), vectorSearch: jest.fn(), diff --git a/server/tsconfig.json b/server/tsconfig.json index 55d9e7f2e..d342285ab 100644 --- a/server/tsconfig.json +++ b/server/tsconfig.json @@ -1,6 +1,6 @@ { "compilerOptions": { - "module": "commonjs", + "module": "Node16", "strict": true, "declaration": true, "removeComments": true, @@ -17,15 +17,35 @@ "esModuleInterop": true, "baseUrl": "./", "paths": { - "@test": ["test"], - "@test/*": ["test/*"], - "@app/immich": ["src/immich"], - "@app/immich/*": ["src/immich/*"], - "@app/infra": ["src/infra"], - "@app/infra/*": ["src/infra/*"], - "@app/domain": ["src/domain"], - "@app/domain/*": ["src/domain/*"] + "@test": [ + "test" + ], + "@test/*": [ + "test/*" + ], + "@app/immich": [ + "src/immich" + ], + "@app/immich/*": [ + "src/immich/*" + ], + "@app/infra": [ + "src/infra" + ], + "@app/infra/*": [ + "src/infra/*" + ], + "@app/domain": [ + "src/domain" + ], + "@app/domain/*": [ + "src/domain/*" + ] } }, - "exclude": ["dist", "node_modules", "upload"] -} + "exclude": [ + "dist", + "node_modules", + "upload" + ] +} \ No newline at end of file diff --git a/web/src/api/open-api/api.ts b/web/src/api/open-api/api.ts index 36189d39f..f3246f096 100644 --- a/web/src/api/open-api/api.ts +++ b/web/src/api/open-api/api.ts @@ -862,6 +862,53 @@ export interface BulkIdsDto { */ 'ids': Array; } +/** + * + * @export + * @interface CLIPConfig + */ +export interface CLIPConfig { + /** + * + * @type {boolean} + * @memberof CLIPConfig + */ + 'enabled': boolean; + /** + * + * @type {CLIPMode} + * @memberof CLIPConfig + */ + 'mode'?: CLIPMode; + /** + * + * @type {string} + * @memberof CLIPConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof CLIPConfig + */ + 'modelType'?: ModelType; +} + + +/** + * + * @export + * @enum {string} + */ + +export const CLIPMode = { + Vision: 'vision', + Text: 'text' +} as const; + +export type CLIPMode = typeof CLIPMode[keyof typeof CLIPMode]; + + /** * * @export @@ -951,6 +998,39 @@ export interface CheckExistingAssetsResponseDto { */ 'existingIds': Array; } +/** + * + * @export + * @interface ClassificationConfig + */ +export interface ClassificationConfig { + /** + * + * @type {boolean} + * @memberof ClassificationConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof ClassificationConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof ClassificationConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof ClassificationConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -1766,6 +1846,21 @@ export interface MergePersonDto { */ 'ids': Array; } +/** + * + * @export + * @enum {string} + */ + +export const ModelType = { + ImageClassification: 'image-classification', + FacialRecognition: 'facial-recognition', + Clip: 'clip' +} as const; + +export type ModelType = typeof ModelType[keyof typeof ModelType]; + + /** * * @export @@ -1991,6 +2086,45 @@ export interface QueueStatusDto { */ 'isPaused': boolean; } +/** + * + * @export + * @interface RecognitionConfig + */ +export interface RecognitionConfig { + /** + * + * @type {boolean} + * @memberof RecognitionConfig + */ + 'enabled': boolean; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'maxDistance': number; + /** + * + * @type {number} + * @memberof RecognitionConfig + */ + 'minScore': number; + /** + * + * @type {string} + * @memberof RecognitionConfig + */ + 'modelName': string; + /** + * + * @type {ModelType} + * @memberof RecognitionConfig + */ + 'modelType'?: ModelType; +} + + /** * * @export @@ -2803,10 +2937,16 @@ export interface SystemConfigJobDto { export interface SystemConfigMachineLearningDto { /** * - * @type {boolean} + * @type {ClassificationConfig} * @memberof SystemConfigMachineLearningDto */ - 'clipEncodeEnabled': boolean; + 'classification': ClassificationConfig; + /** + * + * @type {CLIPConfig} + * @memberof SystemConfigMachineLearningDto + */ + 'clip': CLIPConfig; /** * * @type {boolean} @@ -2815,16 +2955,10 @@ export interface SystemConfigMachineLearningDto { 'enabled': boolean; /** * - * @type {boolean} + * @type {RecognitionConfig} * @memberof SystemConfigMachineLearningDto */ - 'facialRecognitionEnabled': boolean; - /** - * - * @type {boolean} - * @memberof SystemConfigMachineLearningDto - */ - 'tagImageEnabled': boolean; + 'facialRecognition': RecognitionConfig; /** * * @type {string} diff --git a/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte b/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte index 627f537fb..7da1b89af 100644 --- a/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte +++ b/web/src/lib/components/admin-page/settings/machine-learning-settings/machine-learning-settings.svelte @@ -10,6 +10,8 @@ import SettingSwitch from '../setting-switch.svelte'; import type { SystemConfigMachineLearningDto } from '@api'; import { createEventDispatcher } from 'svelte'; + import SettingAccordion from '../setting-accordion.svelte'; + import SettingSelect from '../setting-select.svelte'; export let disabled = false; @@ -28,62 +30,157 @@ async function resetToDefault() { machineLearningConfig = { ...machineLearningDefault }; - - notificationController.show({ - message: 'Reset storage template to default', - type: NotificationType.Info, - }); + notificationController.show({ message: 'Reset settings to defaults', type: NotificationType.Info }); }
-
- + +
+ -
+
- + +
- + +
+ - +
- + +

+ The name of an image classification model listed here. It must be tagged with the 'Image Classification' task and must support ONNX conversion. +

+ + + +
+ + + +
+ + +
+ + +

+ The name of a CLIP model listed here. Note that you must re-run the 'Encode CLIP' job for all images upon changing a model. +

+ +
+ + + +
+ + +
+ + + + + + +
+ dispatch('save', machineLearningConfig)} on:reset-to-default={resetToDefault} - showResetToDefault={!isEqual(machineLearningConfig, machineLearningDefault)} + showResetToDefault={!isEqual(savedConfig, machineLearningConfig)} {disabled} /> diff --git a/web/src/lib/components/admin-page/settings/setting-input-field.svelte b/web/src/lib/components/admin-page/settings/setting-input-field.svelte index 65a5018e5..843e799b3 100644 --- a/web/src/lib/components/admin-page/settings/setting-input-field.svelte +++ b/web/src/lib/components/admin-page/settings/setting-input-field.svelte @@ -13,6 +13,9 @@ export let inputType: SettingInputFieldType; export let value: string | number; + export let min = Number.MIN_VALUE.toString(); + export let max = Number.MAX_VALUE.toString(); + export let step = '1'; export let label = ''; export let desc = ''; export let required = false; @@ -48,6 +51,8 @@

{desc}

+ {:else} + {/if} {/if} - {#if asset.exifInfo?.fNumber} + {#if asset.exifInfo?.make || asset.exifInfo?.model || asset.exifInfo?.fNumber}

{asset.exifInfo.make || ''} {asset.exifInfo.model || ''}

-

{`ƒ/${asset.exifInfo.fNumber.toLocaleString($locale)}` || ''}

+ {#if asset.exifInfo?.fNumber} +

{`ƒ/${asset.exifInfo.fNumber.toLocaleString($locale)}` || ''}

+ {/if} {#if asset.exifInfo.exposureTime}

{`${asset.exifInfo.exposureTime}`}

@@ -226,7 +228,7 @@ {#if asset.exifInfo.iso}

- {`ISO${asset.exifInfo.iso}`} + {`ISO ${asset.exifInfo.iso}`}

{/if}