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immich/machine-learning/app/models/__init__.py
Mert 0c4df216d7
feat(ml): improve test coverage (#7041)
* update e2e

* tokenizer tests

* more tests, remove unnecessary code

* fix e2e setting

* add tests for loading model

* update workflow

* fixed test
2024-02-11 17:58:56 -05:00

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910 B
Python

from typing import Any
from app.schemas import ModelType
from .base import InferenceModel
from .clip import MCLIPEncoder, OpenCLIPEncoder
from .constants import is_insightface, is_mclip, is_openclip
from .facial_recognition import FaceRecognizer
def from_model_type(model_type: ModelType, model_name: str, **model_kwargs: Any) -> InferenceModel:
match model_type:
case ModelType.CLIP:
if is_openclip(model_name):
return OpenCLIPEncoder(model_name, **model_kwargs)
elif is_mclip(model_name):
return MCLIPEncoder(model_name, **model_kwargs)
case ModelType.FACIAL_RECOGNITION:
if is_insightface(model_name):
return FaceRecognizer(model_name, **model_kwargs)
case _:
raise ValueError(f"Unknown model type {model_type}")
raise ValueError(f"Unknown {model_type} model {model_name}")