simple_interaction

simple_interaction(h, r, t, h_inv, r_inv, t_inv, clamp=None)[source]

Evaluate the SimplE interaction function.

Parameters
  • h (FloatTensor) – shape: (batch_size, num_heads, 1, 1, dim) The head representations.

  • r (FloatTensor) – shape: (batch_size, 1, num_relations, 1, dim, dim) The relation representations.

  • t (FloatTensor) – shape: (batch_size, 1, 1, num_tails, dim) The tail representations.

  • h_inv (FloatTensor) – shape: (batch_size, num_heads, 1, 1, dim) The inverse head representations.

  • r_inv (FloatTensor) – shape: (batch_size, 1, num_relations, 1, dim, dim) The relation representations.

  • t_inv (FloatTensor) – shape: (batch_size, 1, 1, num_tails, dim) The tail representations.

  • clamp (Optional[Tuple[float, float]]) – Clamp the scores to the given range.

Return type

FloatTensor

Returns

shape: (batch_size, num_heads, num_relations, num_tails) The scores.