swh:1:snp:4e3e7077647a709f15b8c1b32ce7100175d0580b
Raw File
Tip revision: fa272515cfb398d4b1ca644ba50f4f82dff63d20 authored by Jean Kossaifi on 03 September 2021, 17:55:21 UTC
Merge pull request #293 from IsabellLehmann/cmtf_als
Tip revision: fa27251
_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)
back to top