prototorch_models/prototorch/y/library/glvq.py
2022-06-03 10:39:11 +02:00

36 lines
897 B
Python

from dataclasses import dataclass
from prototorch.y import (
SimpleComparisonMixin,
SingleLearningRateMixin,
SupervisedArchitecture,
WTACompetitionMixin,
)
from prototorch.y.architectures.loss import GLVQLossMixin
class GLVQ(
SupervisedArchitecture,
SimpleComparisonMixin,
GLVQLossMixin,
WTACompetitionMixin,
SingleLearningRateMixin,
):
"""
Generalized Learning Vector Quantization (GLVQ)
A GLVQ architecture that uses the winner-take-all strategy and the GLVQ loss.
"""
@dataclass
class HyperParameters(
SimpleComparisonMixin.HyperParameters,
SingleLearningRateMixin.HyperParameters,
GLVQLossMixin.HyperParameters,
WTACompetitionMixin.HyperParameters,
SupervisedArchitecture.HyperParameters,
):
"""
No hyperparameters.
"""