Revision e669855fe755a38ba775b700b9bcfb601880bd25 authored by Jean Kossaifi on 20 August 2021, 15:35:15 UTC, committed by GitHub on 20 August 2021, 15:35:15 UTC
Adds matmul + fix tensordot pytorch backend + doc
2 parent s 80b13c0 + 623a1bd
Raw File
_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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