# ----------------------------------------------------------------------
# Numenta Platform for Intelligent Computing (NuPIC)
# Copyright (C) 2020, Numenta, Inc.  Unless you have an agreement
# with Numenta, Inc., for a separate license for this software code, the
# following terms and conditions apply:
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU Affero Public License version 3 as
# published by the Free Software Foundation.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
# See the GNU Affero Public License for more details.
#
# You should have received a copy of the GNU Affero Public License
# along with this program.  If not, see http://www.gnu.org/licenses.
#
# http://numenta.org/licenses/
# ----------------------------------------------------------------------

from nupic.research.frameworks.pytorch.imagenet import mixins
from nupic.research.frameworks.pytorch.imagenet.imagenet_experiment import (
    ImagenetExperiment,
)


class RezeroedKWinnersImagenetExperiment(mixins.RezeroWeights,
                                         mixins.UpdateBoostStrength,
                                         ImagenetExperiment):
    pass


class KnowledgeDistillationImagenetExperiment(mixins.KnowledgeDistillation,
                                              mixins.ComplexLoss,
                                              ImagenetExperiment):
    pass


__all__ = [
    "RezeroedKWinnersImagenetExperiment",
    "KnowledgeDistillationImagenetExperiment"
]

# ----------------------------------------------------------------------
# Numenta Platform for Intelligent Computing (NuPIC)
# Copyright (C) 2020, Numenta, Inc.  Unless you have an agreement
# with Numenta, Inc., for a separate license for this software code, the
# following terms and conditions apply:
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU Affero Public License version 3 as
# published by the Free Software Foundation.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
# See the GNU Affero Public License for more details.
#
# You should have received a copy of the GNU Affero Public License
# along with this program.  If not, see http://www.gnu.org/licenses.
#
# http://numenta.org/licenses/
# ----------------------------------------------------------------------

from nupic.research.frameworks.pytorch.imagenet import mixins
from nupic.research.frameworks.pytorch.imagenet.imagenet_experiment import (
    ImagenetExperiment,
)


class RezeroedKWinnersImagenetExperiment(mixins.RezeroWeights,
                                         mixins.UpdateBoostStrength,
                                         ImagenetExperiment):
    pass


class KnowledgeDistillationImagenetExperiment(mixins.KnowledgeDistillation,
                                              mixins.ComplexLoss,
                                              RezeroedKWinnersImagenetExperiment):
    pass


__all__ = [
    "RezeroedKWinnersImagenetExperiment",
    "KnowledgeDistillationImagenetExperiment"
]

change KD experiment to include sparsity