transr_interaction

transr_interaction(h, r, t, m_r, p, power_norm=True)[source]

Evaluate the TransR interaction function.

Parameters
  • h (FloatTensor) – shape: (batch_size, num_heads, 1, 1, d_e) Head embeddings.

  • r (FloatTensor) – shape: (batch_size, 1, num_relations, 1, d_r) Relation embeddings.

  • m_r (FloatTensor) – shape: (batch_size, 1, num_relations, 1, d_e, d_r) The relation specific linear transformations.

  • t (FloatTensor) – shape: (batch_size, 1, 1, num_tails, d_e) Tail embeddings.

  • p (int) – The parameter p for selecting the norm.

  • power_norm (bool) – Whether to return the powered norm instead.

Return type

FloatTensor

Returns

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