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https://github.com/immich-app/immich.git
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328a58ac0d
added models to config dropdown fixed downloading updated tests use hf for face models formatting
28 lines
1.0 KiB
Python
28 lines
1.0 KiB
Python
from typing import Any
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from app.schemas import ModelType
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from .base import InferenceModel
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from .clip import MCLIPEncoder, OpenCLIPEncoder
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from .constants import is_insightface, is_mclip, is_openclip
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from .facial_recognition import FaceRecognizer
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from .image_classification import ImageClassifier
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def from_model_type(model_type: ModelType, model_name: str, **model_kwargs: Any) -> InferenceModel:
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match model_type:
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case ModelType.CLIP:
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if is_openclip(model_name):
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return OpenCLIPEncoder(model_name, **model_kwargs)
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elif is_mclip(model_name):
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return MCLIPEncoder(model_name, **model_kwargs)
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case ModelType.FACIAL_RECOGNITION:
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if is_insightface(model_name):
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return FaceRecognizer(model_name, **model_kwargs)
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case ModelType.IMAGE_CLASSIFICATION:
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return ImageClassifier(model_name, **model_kwargs)
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case _:
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raise ValueError(f"Unknown model type {model_type}")
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raise ValueError(f"Unknown ${model_type} model {model_name}")
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