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use rapidocr

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mertalev 2025-06-10 17:34:52 -04:00
parent 08e54ec5c1
commit c59f932bf0
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10 changed files with 292 additions and 284 deletions
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11
machine-learning/immich_ml/models/__init__.py
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@ -3,12 +3,14 @@ from typing import Any
from immich_ml.models.base import InferenceModel
from immich_ml.models.clip.textual import MClipTextualEncoder, OpenClipTextualEncoder
from immich_ml.models.clip.visual import OpenClipVisualEncoder
from immich_ml.models.ocr.detection import TextDetector
from immich_ml.models.ocr.recognition import TextRecognizer
from immich_ml.schemas import ModelSource, ModelTask, ModelType
from .constants import get_model_source
from .facial_recognition.detection import FaceDetector
from .facial_recognition.recognition import FaceRecognizer
from .ocr.paddle import PaddleOCRecognizer
def get_model_class(model_name: str, model_type: ModelType, model_task: ModelTask) -> type[InferenceModel]:
source = get_model_source(model_name)
@ -28,8 +30,11 @@ def get_model_class(model_name: str, model_type: ModelType, model_task: ModelTas
case ModelSource.INSIGHTFACE, ModelType.RECOGNITION, ModelTask.FACIAL_RECOGNITION:
return FaceRecognizer
case ModelSource.PADDLE, ModelType.OCR, ModelTask.OCR:
return PaddleOCRecognizer
case ModelSource.PADDLE, ModelType.DETECTION, ModelTask.OCR:
return TextDetector
case ModelSource.PADDLE, ModelType.RECOGNITION, ModelTask.OCR:
return TextRecognizer
case _:
raise ValueError(f"Unknown model combination: {source}, {model_type}, {model_task}")