serialzy 1.0.0rc0

No project description provided

serialzy

Serialzy is a library for python objects serialization into portable and interoperable data formats (if possible).

Examples

Serialization:

from serialzy.registry import DefaultSerializerRegistry

obj = MyObjToSerialize()

registry = DefaultSerializerRegistry()
serializer = registry.find_serializer_by_type(type(obj))
with open('result', 'wb') as file:
    serializer.serialize(obj, file)

Deserialization:

with open('result', 'rb') as file:
    deserialized_obj = serializer.deserialize(file)

Serializers can be stable (with portable data formats) or unstable, e.g., cloudpickle:

serializer.stable()

List of supported libraries for stable serialization:

Library	Types	Data format
CatBoost	CatBoostRegressor, CatBoostClassifier, CatBoostRanker	cbm
CatBoost	Pool	quantized pool
Tensorflow.Keras	Sequential, Model with subclasses	tf_keras
Tensorflow	Checkpoint, Module with subclasses	tf_pure
LightGBM	LGBMClassifier, LGBMRegressor, LGBMRanker	lgbm
XGBoost	XGBClassifier, XGBRegressor, XGBRanker	xgb
Torch	Module with subclasses	pt