swh:1:snp:274f8e61427ef43acbec1b958628dde99262ab0e
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Tip revision: a26ffe09a1468b328bd0e26e432e5fb1cc334efc authored by Jean Kossaifi on 08 March 2023, 06:36:00 UTC
Merge pull request #491 from braun-steven/feature/logsumexp
Tip revision: a26ffe0
_factorized_tensor.py
from . import backend as T
from . import tenalg
from collections.abc import Mapping
from abc import ABCMeta


class FactorizedTensor(Mapping, metaclass=ABCMeta):
    """Base Class for Tensors in Factorized form"""

    def __init__(self, *args, **kwargs):
        super().__init__(*args, **kwargs)

    def to_tensor(self):
        return NotImplementedError

    def to_unfolded(self, mode):
        return NotImplementedError

    def to_vec(self):
        return NotImplementedError

    def norm(self):
        """Norm l2 of the tensor"""
        return T.norm(self.to_tensor())

    def mode_dot(self, matrix_or_tensor, mode):
        return tenalg.mode_dot(self.to_tensor(), matrix_or_tensor, mode)
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