SimplEInteraction
- class SimplEInteraction(clamp_score=None)[source]
Bases:
FunctionalInteraction
[Tuple
[FloatTensor
,FloatTensor
],Tuple
[FloatTensor
,FloatTensor
],Tuple
[FloatTensor
,FloatTensor
]]A module wrapper for the SimplE interaction function.
Initialize the interaction module.
- Parameters
clamp_score (
Union
[float
,Tuple
[float
,float
],None
]) – whether to clamp scores into a fixed interval
Attributes Summary
The symbolic shapes for entity representations
The symbolic shapes for relation representations
Methods Summary
func
(r, t, h_inv, r_inv, t_inv[, clamp])Evaluate the SimplE interaction function.
Attributes Documentation
Methods Documentation
- func(r, t, h_inv, r_inv, t_inv, clamp=None)
Evaluate the SimplE interaction function.
- Parameters
h (
FloatTensor
) – shape: (*batch_dims, dim) The head representations.r (
FloatTensor
) – shape: (*batch_dims, dim, dim) The relation representations.t (
FloatTensor
) – shape: (*batch_dims, dim) The tail representations.h_inv (
FloatTensor
) – shape: (*batch_dims, dim) The inverse head representations.r_inv (
FloatTensor
) – shape: (*batch_dims, dim, dim) The relation representations.t_inv (
FloatTensor
) – shape: (*batch_dims, dim) The tail representations.clamp (
Optional
[Tuple
[float
,float
]]) – Clamp the scores to the given range.
- Return type
FloatTensor
- Returns
shape: batch_dims The scores.