Stateful Interaction Modules

Stateful interaction functions.

Classes

Interaction()	Base class for interaction functions.
FunctionalInteraction()	Base class for interaction functions.
LiteralInteraction(base, combination[, …])	The interaction function shared by literal-containing interactions.
TranslationalInteraction(p[, power_norm])	The translational interaction function shared by the TransE, TransR, TransH, and other Trans<X> models.
MonotonicAffineTransformationInteraction(base)	An adapter of interaction functions which adds a scalar (trainable) monotonic affine transformation of the score.
ComplExInteraction()	A module wrapper for the stateless ComplEx interaction function.
ConvEInteraction([input_channels, …])	A stateful module for the ConvE interaction function.
ConvKBInteraction([hidden_dropout_rate, …])	A stateful module for the ConvKB interaction function.
CrossEInteraction([embedding_dim, …])	A module wrapper for the CrossE interaction function.
DistMultInteraction()	A module wrapper for the stateless DistMult interaction function.
ERMLPInteraction(embedding_dim, hidden_dim)	A stateful module for the ER-MLP interaction.
ERMLPEInteraction([hidden_dim, …])	A stateful module for the ER-MLP (E) interaction function.
HolEInteraction()	A module wrapper for the stateless HolE interaction function.
KG2EInteraction([similarity, exact])	A stateful module for the KG2E interaction function.
MuREInteraction(p[, power_norm])	A stateful module for the MuRE interaction function from [balazevic2019b].
NTNInteraction([non_linearity])	A stateful module for the NTN interaction function.
PairREInteraction(p[, power_norm])	A stateful module for the PairRE interaction function.
ProjEInteraction([embedding_dim, …])	A stateful module for the ProjE interaction function.
RESCALInteraction()	A module wrapper for the stateless RESCAL interaction function.
RotatEInteraction()	A module wrapper for the stateless RotatE interaction function.
SimplEInteraction([clamp_score])	A module wrapper for the SimplE interaction function.
StructuredEmbeddingInteraction(p[, power_norm])	A stateful module for the Structured Embedding (SE) interaction function.
TransDInteraction([p, power_norm])	A stateful module for the TransD interaction function.
TransEInteraction(p[, power_norm])	A stateful module for the TransE interaction function.
TransHInteraction(p[, power_norm])	A stateful module for the TransH interaction function.
TransRInteraction(p[, power_norm])	A stateful module for the TransR interaction function.
TuckerInteraction([embedding_dim, …])	A stateful module for the stateless Tucker interaction function.
UnstructuredModelInteraction(p[, power_norm])	A stateful module for the UnstructuredModel interaction function.

Class Inheritance Diagram