ontolearn.base_nces
===================

.. py:module:: ontolearn.base_nces

.. autoapi-nested-parse::

   The base class of NCES.



Classes
-------

.. autoapisummary::

   ontolearn.base_nces.BaseNCES


Module Contents
---------------

.. py:class:: BaseNCES(knowledge_base, nces2_or_roces, quality_func, num_predictions, auto_train=True, proj_dim=128, drop_prob=0.1, num_heads=4, num_seeds=1, m=32, ln=False, learning_rate=0.0001, tmax=20, eta_min=1e-05, clip_value=5.0, batch_size=256, num_workers=4, max_length=48, load_pretrained=True, verbose: int = 0)

   .. py:attribute:: device


   .. py:attribute:: kb_namespace


   .. py:attribute:: dl_parser


   .. py:attribute:: renderer


   .. py:attribute:: atomic_concept_names


   .. py:attribute:: kb


   .. py:attribute:: all_individuals


   .. py:attribute:: inv_vocab


   .. py:attribute:: vocab


   .. py:attribute:: num_predictions


   .. py:attribute:: auto_train
      :value: True



   .. py:attribute:: proj_dim
      :value: 128



   .. py:attribute:: drop_prob
      :value: 0.1



   .. py:attribute:: num_heads
      :value: 4



   .. py:attribute:: num_seeds
      :value: 1



   .. py:attribute:: m
      :value: 32



   .. py:attribute:: ln
      :value: False



   .. py:attribute:: learning_rate
      :value: 0.0001



   .. py:attribute:: tmax
      :value: 20



   .. py:attribute:: eta_min
      :value: 1e-05



   .. py:attribute:: clip_value
      :value: 5.0



   .. py:attribute:: batch_size
      :value: 256



   .. py:attribute:: num_workers
      :value: 4



   .. py:attribute:: max_length
      :value: 48



   .. py:attribute:: load_pretrained
      :value: True



   .. py:attribute:: verbose
      :value: 0



   .. py:attribute:: num_examples


   .. py:attribute:: best_predictions
      :value: None



   .. py:method:: find_optimal_number_of_examples(kb)
      :staticmethod:



   .. py:method:: add_data_values(data)


   .. py:method:: collate_batch_inference(batch)


   .. py:method:: get_synthesizer()
      :abstractmethod: