Index

_

__init__() (autoBOTLib.features.features_concepts.ConceptFeatures method) (autoBOTLib.features.features_contextual.ContextualDocs method) (autoBOTLib.features.features_document_graph.RelationalDocs method) (autoBOTLib.features.features_keyword.KeywordFeatures method) (autoBOTLib.features.features_sentence_embeddings.documentEmbedder method) (autoBOTLib.features.features_token_relations.relationExtractor method) (autoBOTLib.features.features_topic.TopicDocs method) (autoBOTLib.learning.torch_sparse_nn.E2EDatasetLoader method) (autoBOTLib.learning.torch_sparse_nn.GenericFFNN method) (autoBOTLib.learning.torch_sparse_nn.HyperParamNeuralObject method) (autoBOTLib.learning.torch_sparse_nn.SFNN method) (autoBOTLib.misc.misc_keyword_detection.RakunDetector method) (autoBOTLib.optimization.optimization_engine.GAlearner method) (autoBOTLib.optimization.optimization_feature_constructors.FeaturePrunner method) (autoBOTLib.optimization.optimization_feature_constructors.text_col method)

A

acc_and_f1() (in module autoBOTLib.optimization.optimization_utils) add_triplet() (autoBOTLib.features.features_concepts.ConceptFeatures method) apply_label_map() (autoBOTLib.optimization.optimization_engine.GAlearner method) apply_weights() (autoBOTLib.optimization.optimization_engine.GAlearner method) autoBOTLib module autoBOTLib.features module autoBOTLib.features.features_concepts module autoBOTLib.features.features_contextual module autoBOTLib.features.features_document_graph module autoBOTLib.features.features_keyword module autoBOTLib.features.features_sentence_embeddings module autoBOTLib.features.features_token_relations module autoBOTLib.features.features_topic module autoBOTLib.learning module

autoBOTLib.learning.hyperparameter_configurations module autoBOTLib.learning.scikit_based module autoBOTLib.learning.torch_sparse_nn module autoBOTLib.misc module autoBOTLib.misc.misc_helpers module autoBOTLib.misc.misc_keyword_detection module autoBOTLib.optimization module autoBOTLib.optimization.optimization_engine module autoBOTLib.optimization.optimization_feature_constructors module autoBOTLib.optimization.optimization_metrics module autoBOTLib.optimization.optimization_utils module

B

build_dataframe() (in module autoBOTLib.optimization.optimization_feature_constructors)

C

calculate_edit_distance() (autoBOTLib.misc.misc_keyword_detection.RakunDetector method) calculate_embedding_distance() (autoBOTLib.misc.misc_keyword_detection.RakunDetector method) compute_distance() (autoBOTLib.features.features_token_relations.relationExtractor method) compute_metrics() (in module autoBOTLib.optimization.optimization_utils) compute_time_diff() (autoBOTLib.optimization.optimization_engine.GAlearner method) concept_graph() (autoBOTLib.features.features_concepts.ConceptFeatures method)

ConceptFeatures (class in autoBOTLib.features.features_concepts) ContextualDocs (class in autoBOTLib.features.features_contextual) corpus_graph() (autoBOTLib.misc.misc_keyword_detection.RakunDetector method) cross_val_score_nn() (in module autoBOTLib.learning.torch_sparse_nn) cross_val_scores() (autoBOTLib.optimization.optimization_engine.GAlearner method) custom_initialization() (autoBOTLib.optimization.optimization_engine.GAlearner method)

D

DataProcessor (class in autoBOTLib.optimization.optimization_utils)

digit_col (class in autoBOTLib.optimization.optimization_feature_constructors) documentEmbedder (class in autoBOTLib.features.features_sentence_embeddings)

E

E2EDatasetLoader (class in autoBOTLib.learning.torch_sparse_nn)

evaluate_fitness() (autoBOTLib.optimization.optimization_engine.GAlearner method) evolve() (autoBOTLib.optimization.optimization_engine.GAlearner method)

F

fast_screening_sgd() (in module autoBOTLib.optimization.optimization_feature_constructors) feature_type_importances() (autoBOTLib.optimization.optimization_engine.GAlearner method) FeaturePrunner (class in autoBOTLib.optimization.optimization_feature_constructors) find_keywords() (autoBOTLib.misc.misc_keyword_detection.RakunDetector method) fit() (autoBOTLib.features.features_concepts.ConceptFeatures method) (autoBOTLib.features.features_contextual.ContextualDocs method) (autoBOTLib.features.features_document_graph.RelationalDocs method) (autoBOTLib.features.features_keyword.KeywordFeatures method) (autoBOTLib.features.features_sentence_embeddings.documentEmbedder method) (autoBOTLib.features.features_token_relations.relationExtractor method) (autoBOTLib.features.features_topic.TopicDocs method) (autoBOTLib.learning.torch_sparse_nn.HyperParamNeuralObject method) (autoBOTLib.learning.torch_sparse_nn.SFNN method) (autoBOTLib.optimization.optimization_feature_constructors.digit_col method) (autoBOTLib.optimization.optimization_feature_constructors.FeaturePrunner method) (autoBOTLib.optimization.optimization_feature_constructors.text_col method)

fit_transform() (autoBOTLib.features.features_concepts.ConceptFeatures method) (autoBOTLib.features.features_contextual.ContextualDocs method) (autoBOTLib.features.features_document_graph.RelationalDocs method) (autoBOTLib.features.features_keyword.KeywordFeatures method) (autoBOTLib.features.features_sentence_embeddings.documentEmbedder method) (autoBOTLib.features.features_token_relations.relationExtractor method) (autoBOTLib.features.features_topic.TopicDocs method) forward() (autoBOTLib.learning.torch_sparse_nn.GenericFFNN method)

G

GAlearner (class in autoBOTLib.optimization.optimization_engine) generate_and_update_stats() (autoBOTLib.optimization.optimization_engine.GAlearner method) generate_hypervertices() (autoBOTLib.misc.misc_keyword_detection.RakunDetector method) generate_id_intervals() (autoBOTLib.optimization.optimization_engine.GAlearner method) generate_random_initial_state() (autoBOTLib.optimization.optimization_engine.GAlearner method) generate_report() (autoBOTLib.optimization.optimization_engine.GAlearner method) GenericFFNN (class in autoBOTLib.learning.torch_sparse_nn) genericProcessor (class in autoBOTLib.optimization.optimization_utils) get_affix() (in module autoBOTLib.optimization.optimization_feature_constructors) get_dev_examples() (autoBOTLib.optimization.optimization_utils.DataProcessor method) (autoBOTLib.optimization.optimization_utils.genericProcessor method) get_feature_importance_report() (autoBOTLib.optimization.optimization_engine.GAlearner method) get_feature_names() (autoBOTLib.features.features_concepts.ConceptFeatures method) (autoBOTLib.features.features_contextual.ContextualDocs method) (autoBOTLib.features.features_document_graph.RelationalDocs method) (autoBOTLib.features.features_keyword.KeywordFeatures method) (autoBOTLib.features.features_sentence_embeddings.documentEmbedder method) (autoBOTLib.features.features_token_relations.relationExtractor method) (autoBOTLib.features.features_topic.TopicDocs method) (autoBOTLib.optimization.optimization_feature_constructors.FeaturePrunner method)

get_feature_space() (autoBOTLib.optimization.optimization_engine.GAlearner method) get_features() (in module autoBOTLib.optimization.optimization_feature_constructors) get_graph() (autoBOTLib.features.features_document_graph.RelationalDocs method) get_grounded_from_path() (autoBOTLib.features.features_concepts.ConceptFeatures method) get_importances() (autoBOTLib.learning.torch_sparse_nn.GenericFFNN method) (autoBOTLib.learning.torch_sparse_nn.SFNN method) get_label_map() (autoBOTLib.optimization.optimization_engine.GAlearner method) get_labels() (autoBOTLib.optimization.optimization_utils.DataProcessor method) get_metric_report() (in module autoBOTLib.optimization.optimization_metrics) get_pos_tags() (in module autoBOTLib.optimization.optimization_feature_constructors) get_propositionalized_rep() (autoBOTLib.features.features_concepts.ConceptFeatures method) get_random_config() (in module autoBOTLib.learning.torch_sparse_nn) get_simple_features() (in module autoBOTLib.optimization.optimization_feature_constructors) get_subset() (in module autoBOTLib.optimization.optimization_feature_constructors) get_test_examples() (autoBOTLib.optimization.optimization_utils.genericProcessor method) get_topic_explanation() (autoBOTLib.optimization.optimization_engine.GAlearner method) get_train_examples() (autoBOTLib.optimization.optimization_utils.DataProcessor method) (autoBOTLib.optimization.optimization_utils.genericProcessor method)

H

hadamard_act() (autoBOTLib.learning.torch_sparse_nn.GenericFFNN method) hyper_opt_neural() (in module autoBOTLib.learning.torch_sparse_nn)

HyperParamNeuralObject (class in autoBOTLib.learning.torch_sparse_nn) hypervertex_prunning() (autoBOTLib.misc.misc_keyword_detection.RakunDetector method)

I

instantiate_validation_env() (autoBOTLib.optimization.optimization_engine.GAlearner method)

J

jaccard_index() (autoBOTLib.features.features_document_graph.RelationalDocs method)

K

KeywordFeatures (class in autoBOTLib.features.features_keyword)

L

load_autobot_model() (in module autoBOTLib.misc.misc_helpers)

load_top_solutions() (autoBOTLib.optimization.optimization_engine.GAlearner method)

M

mode_pred() (autoBOTLib.optimization.optimization_engine.GAlearner method) module autoBOTLib autoBOTLib.features autoBOTLib.features.features_concepts autoBOTLib.features.features_contextual autoBOTLib.features.features_document_graph autoBOTLib.features.features_keyword autoBOTLib.features.features_sentence_embeddings autoBOTLib.features.features_token_relations autoBOTLib.features.features_topic autoBOTLib.learning autoBOTLib.learning.hyperparameter_configurations autoBOTLib.learning.scikit_based autoBOTLib.learning.torch_sparse_nn autoBOTLib.misc autoBOTLib.misc.misc_helpers autoBOTLib.misc.misc_keyword_detection autoBOTLib.optimization autoBOTLib.optimization.optimization_engine autoBOTLib.optimization.optimization_feature_constructors autoBOTLib.optimization.optimization_metrics autoBOTLib.optimization.optimization_utils

mutReg() (autoBOTLib.optimization.optimization_engine.GAlearner method)

P

parallelize() (in module autoBOTLib.optimization.optimization_feature_constructors) parallelize_dataframe() (autoBOTLib.optimization.optimization_engine.GAlearner method) pearson_and_spearman() (in module autoBOTLib.optimization.optimization_utils) predict() (autoBOTLib.learning.torch_sparse_nn.SFNN method) (autoBOTLib.optimization.optimization_engine.GAlearner method)

predict_proba() (autoBOTLib.learning.torch_sparse_nn.SFNN method) (autoBOTLib.optimization.optimization_engine.GAlearner method) probability_extraction() (autoBOTLib.optimization.optimization_engine.GAlearner method) prune_redundant_info() (autoBOTLib.optimization.optimization_engine.GAlearner method)

R

RakunDetector (class in autoBOTLib.misc.misc_keyword_detection) read_pandas_tsv() (autoBOTLib.optimization.optimization_utils.DataProcessor method) RelationalDocs (class in autoBOTLib.features.features_document_graph) relationExtractor (class in autoBOTLib.features.features_token_relations) remove_hashtags() (in module autoBOTLib.optimization.optimization_feature_constructors)

remove_mentions() (in module autoBOTLib.optimization.optimization_feature_constructors) remove_punctuation() (in module autoBOTLib.optimization.optimization_feature_constructors) remove_stopwords() (in module autoBOTLib.optimization.optimization_feature_constructors) remove_url() (in module autoBOTLib.optimization.optimization_feature_constructors) report_performance() (autoBOTLib.optimization.optimization_engine.GAlearner method) return_dataframe_from_text() (autoBOTLib.optimization.optimization_engine.GAlearner method)

S

scikit_learners() (in module autoBOTLib.learning.scikit_based) SFNN (class in autoBOTLib.learning.torch_sparse_nn) simple_accuracy() (in module autoBOTLib.optimization.optimization_utils)

store_autobot_model() (in module autoBOTLib.misc.misc_helpers) store_top_solutions() (autoBOTLib.optimization.optimization_engine.GAlearner method) summarise_dataset() (autoBOTLib.optimization.optimization_engine.GAlearner method) summarise_final_learners() (autoBOTLib.optimization.optimization_engine.GAlearner method)

T

text_col (class in autoBOTLib.optimization.optimization_feature_constructors) to_one_hot() (in module autoBOTLib.learning.torch_sparse_nn) TopicDocs (class in autoBOTLib.features.features_topic) torch_learners() (in module autoBOTLib.learning.torch_sparse_nn) training (autoBOTLib.learning.torch_sparse_nn.GenericFFNN attribute) transform() (autoBOTLib.features.features_concepts.ConceptFeatures method) (autoBOTLib.features.features_contextual.ContextualDocs method) (autoBOTLib.features.features_document_graph.RelationalDocs method) (autoBOTLib.features.features_keyword.KeywordFeatures method) (autoBOTLib.features.features_sentence_embeddings.documentEmbedder method) (autoBOTLib.features.features_token_relations.relationExtractor method) (autoBOTLib.features.features_topic.TopicDocs method) (autoBOTLib.optimization.optimization_engine.GAlearner method) (autoBOTLib.optimization.optimization_feature_constructors.digit_col method) (autoBOTLib.optimization.optimization_feature_constructors.FeaturePrunner method) (autoBOTLib.optimization.optimization_feature_constructors.text_col method)

ttr() (in module autoBOTLib.optimization.optimization_feature_constructors)

U

update_global_feature_importances() (autoBOTLib.optimization.optimization_engine.GAlearner method)

update_intermediary_feature_space() (autoBOTLib.optimization.optimization_engine.GAlearner method) upsample_dataset() (autoBOTLib.optimization.optimization_engine.GAlearner method)

V

visualize_fitness() (autoBOTLib.optimization.optimization_engine.GAlearner method)

visualize_global_importances() (autoBOTLib.optimization.optimization_engine.GAlearner method) visualize_learners() (autoBOTLib.optimization.optimization_engine.GAlearner method)

W

witem_kernel() (autoBOTLib.features.features_token_relations.relationExtractor method)