Initialize all parameters and variable scopes for a content-based model. If you have new parameters you want to add, inherit from this class

Initialize all parameters and variable scopes for a content-based model. If you have new parameters you want to add, inherit from this class

Create all embedding matrices in this function. :param device: The storage device of all the embeddings. If

For a set of targets, calculate heads, rels -> targets and targets, rels -> tails :param heads: :param rels: :param tails:

For a set of targets, calculate heads, rels -> targets and targets, rels -> tails :param heads: :param rels: :param tails:

Return content matrix :param variable_scope: :param size: :param reuse: :param device: :return:

Given ent \t rel pair return a list of string targets :param ent_rel_str: :param targets_lookup_table: :param name: :return:

:param entity: :param relation: :param targets_lookup_table: :param entity_table: :param targets: :param name: :return:

Load normal head, tail, rel files, divide them into dicts { relation : { head : [tails] } } We also skip

Load normal head, tail, rel files, divide them into dicts where the key is unique head rel pair and the values are the targets in

Manually evaluate one single partial triple with a given set of targets Given a <head, rel> pair, a set of evaluation targets, and a set

Manually evaluate one single partial triple with a given set of targets Given a <head, rel> pair, a set of evaluation targets, and a set

This is the baseline random model, this takes all the targets, randomly assign values to it and then report the result. :param devic