Index

A

agg_dims (udao.model.regressors.mlp.MLP.Params attribute)

allow_cache (udao.optimization.moo.weighted_sum.WeightedSum.Params attribute) attention_layer_name (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute)

B

BaseContainer (class in udao.data.containers.base_container) BaseEmbedder (class in udao.model.embedders.base_embedder) BaseEmbedder.Params (class in udao.model.embedders.base_embedder) BaseGraphEmbedder (class in udao.model.embedders.base_graph_embedder) BaseGraphEmbedder.Params (class in udao.model.embedders.base_graph_embedder) BaseIterator (class in udao.data.iterators.base_iterator) BasePredicateEmbedder (class in udao.data.predicate_embedders.base_predicate_embedder) BaseProblem (class in udao.optimization.concepts.problem)

BaseProgressiveFrontier (class in udao.optimization.moo.progressive_frontier.base_progressive_frontier) BaseProgressiveFrontier.Params (class in udao.optimization.moo.progressive_frontier.base_progressive_frontier) BaseRegressor (class in udao.model.regressors.base_regressor) BaseRegressor.Params (class in udao.model.regressors.base_regressor) batch_norm (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) batch_size (udao.optimization.soo.mogd.MOGD.Params attribute) BoolVariable (class in udao.optimization) brief_clean() (in module udao.data.predicate_embedders.utils) build_unique_operations() (in module udao.data.predicate_embedders.utils)

C

collate() (udao.data.iterators.base_iterator.BaseIterator static method) (udao.data.iterators.query_plan_iterator.QueryPlanIterator static method) (udao.data.iterators.tabular_iterator.TabularIterator static method) compute_attention() (udao.model.embedders.layers.multi_head_attention.MultiHeadAttentionLayer method) (udao.model.embedders.layers.multi_head_attention.QFMultiHeadAttentionLayer method) (udao.model.embedders.layers.multi_head_attention.RAALMultiHeadAttentionLayer method) compute_loss() (udao.model.module.UdaoModule method)

compute_query_key_value() (udao.model.embedders.layers.multi_head_attention.MultiHeadAttentionLayer method) concatenate_op_features() (udao.model.embedders.base_graph_embedder.BaseGraphEmbedder method) configure_optimizers() (udao.model.module.UdaoModule method) Constraint (class in udao.optimization) constraint_stress (udao.optimization.soo.mogd.MOGD.Params attribute) constraints_loss() (udao.optimization.soo.mogd.MOGD method) create_data_processor() (in module udao.data.handler.data_processor)

D

data_processor (udao.data.handler.data_handler.DataHandler.Params attribute) DataHandler (class in udao.data.handler.data_handler) DataHandler.Params (class in udao.data.handler.data_handler) DataProcessor (class in udao.data.handler.data_processor) derive_processed_input() (in module udao.optimization.concepts.utils) derive_unprocessed_input() (in module udao.optimization.concepts.utils) device (udao.optimization.moo.weighted_sum.WeightedSum.Params attribute) (udao.optimization.soo.grid_search_solver.GridSearchSolver.Params attribute) (udao.optimization.soo.mogd.MOGD.Params attribute) (udao.optimization.soo.random_sampler_solver.RandomSamplerSolver.Params attribute)

Doc2VecEmbedder (class in udao.data.predicate_embedders.doc2vec_embedder) Doc2VecParams (class in udao.data.predicate_embedders.doc2vec_embedder) dropout (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) (udao.model.regressors.mlp.MLP.Params attribute) dryrun (udao.data.handler.data_handler.DataHandler.Params attribute) dtype (udao.optimization.soo.mogd.MOGD.Params attribute)

E

e_scaled_exp() (in module udao.model.embedders.layers.multi_head_attention) e_src_dot_dst() (in module udao.model.embedders.layers.multi_head_attention) embedding_normalizer (udao.model.embedders.base_graph_embedder.BaseGraphEmbedder.Params attribute) (udao.model.embedders.graph_averager.GraphAverager.Params attribute) EnumVariable (class in udao.optimization)

extract_features() (udao.data.extractors.predicate_embedding_extractor.PredicateEmbeddingExtractor method) (udao.data.extractors.query_structure_extractor.QueryStructureExtractor method) (udao.data.extractors.tabular_extractor.TabularFeatureExtractor method) (udao.data.handler.data_processor.DataProcessor method) extract_operations() (in module udao.data.predicate_embedders.utils) extractor (udao.data.handler.data_processor.FeaturePipeline attribute)

F

FeaturePipeline (class in udao.data.handler.data_processor) filter_on_constraints() (udao.optimization.soo.sampler_solver.SamplerSolver method) fit() (udao.data.predicate_embedders.doc2vec_embedder.Doc2VecEmbedder method) fit_transform() (udao.data.predicate_embedders.word2vec_embedder.Word2VecEmbedder method) FitTransformProtocol (class in udao.data.preprocessors.normalize_preprocessor) FloatVariable (class in udao.optimization) forward() (udao.model.embedders.graph_averager.GraphAverager method) (udao.model.embedders.graph_transformer.GraphTransformer method) (udao.model.embedders.layers.graph_transformer_layer.GraphTransformerLayer method) (udao.model.embedders.layers.multi_head_attention.MultiHeadAttentionLayer method) (udao.model.model.UdaoModel method) (udao.model.regressors.base_regressor.BaseRegressor method) (udao.model.regressors.mlp.MLP method) (udao.optimization.concepts.utils.InaccurateModel method)

from_csv() (udao.data.handler.data_handler.DataHandler class method) function() (udao.optimization.moo.weighted_sum.WeightedSumObjective method)

G

generate_sub_rectangles() (udao.optimization.moo.progressive_frontier.sequential_progressive_frontier.SequentialProgressiveFrontier method) get_anchor_point() (udao.optimization.moo.progressive_frontier.base_progressive_frontier.BaseProgressiveFrontier method) get_dataloader() (udao.data.iterators.base_iterator.BaseIterator method) get_iterators() (udao.data.handler.data_handler.DataHandler method) get_meshed_categorical_vars() (udao.optimization.soo.mogd.MOGD method) get_parameter_names() (udao.data.iterators.base_iterator.BaseIterator class method) get_utopia_and_nadir() (udao.optimization.moo.progressive_frontier.base_progressive_frontier.BaseProgressiveFrontier static method) graph_features (udao.data.containers.query_structure_container.QueryStructureContainer attribute)

graph_meta_features (udao.data.containers.query_structure_container.QueryStructureContainer attribute) GraphAverager (class in udao.model.embedders.graph_averager) GraphAverager.Params (class in udao.model.embedders.graph_averager) GraphTransformer (class in udao.model.embedders.graph_transformer) GraphTransformer.Params (class in udao.model.embedders.graph_transformer) GraphTransformerLayer (class in udao.model.embedders.layers.graph_transformer_layer) GridSearchSolver (class in udao.optimization.soo.grid_search_solver) GridSearchSolver.Params (class in udao.optimization.soo.grid_search_solver)

H

hidden_dim (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) (udao.model.regressors.mlp.MLP.Params attribute)

I

InaccurateModel (class in udao.optimization.concepts.utils) index_column (udao.data.handler.data_handler.DataHandler.Params attribute) input_embedding_dim (udao.model.regressors.base_regressor.BaseRegressor.Params attribute) input_features_dim (udao.model.regressors.base_regressor.BaseRegressor.Params attribute)

input_size (udao.model.embedders.base_graph_embedder.BaseGraphEmbedder.Params attribute) (udao.model.embedders.graph_averager.GraphAverager.Params attribute) IntegerVariable (class in udao.optimization) inverse_transform() (udao.data.handler.data_processor.DataProcessor method) (udao.data.preprocessors.normalize_preprocessor.NormalizePreprocessor method)

K

key_to_template (udao.data.containers.query_structure_container.QueryStructureContainer attribute)

L

layer_norm (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute)

learning_rate (udao.optimization.soo.mogd.MOGD.Params attribute)

M

max_dist (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) max_iters (udao.optimization.moo.progressive_frontier.parallel_progressive_frontier.ParallelProgressiveFrontier.Params attribute) (udao.optimization.soo.mogd.MOGD.Params attribute) MLP (class in udao.model.regressors.mlp) MLP.Params (class in udao.model.regressors.mlp) ModelComponent (class in udao.optimization.concepts.utils) module udao.data.containers.base_container udao.data.containers.query_structure_container udao.data.containers.tabular_container udao.data.extractors.base_extractors udao.data.extractors.predicate_embedding_extractor udao.data.extractors.query_structure_extractor udao.data.extractors.tabular_extractor udao.data.handler.data_handler udao.data.handler.data_processor udao.data.iterators.base_iterator udao.data.iterators.query_plan_iterator udao.data.iterators.tabular_iterator udao.data.predicate_embedders.base_predicate_embedder udao.data.predicate_embedders.doc2vec_embedder udao.data.predicate_embedders.utils udao.data.predicate_embedders.word2vec_embedder udao.data.preprocessors.base_preprocessor udao.data.preprocessors.normalize_preprocessor udao.model.embedders.base_embedder udao.model.embedders.base_graph_embedder udao.model.embedders.graph_averager udao.model.embedders.graph_transformer udao.model.embedders.layers.graph_transformer_layer udao.model.embedders.layers.multi_head_attention udao.model.regressors.base_regressor udao.model.regressors.mlp udao.optimization.concepts.utils udao.optimization.moo.mo_solver udao.optimization.moo.progressive_frontier.base_progressive_frontier udao.optimization.moo.progressive_frontier.parallel_progressive_frontier udao.optimization.moo.progressive_frontier.sequential_progressive_frontier udao.optimization.moo.weighted_sum udao.optimization.soo.grid_search_solver udao.optimization.soo.mogd udao.optimization.soo.random_sampler_solver udao.optimization.soo.sampler_solver udao.optimization.soo.so_solver

MOGD (class in udao.optimization.soo.mogd) MOGD.Params (class in udao.optimization.soo.mogd) MOProblem (class in udao.optimization) MOSolver (class in udao.optimization.moo.mo_solver) MultiHeadAttentionLayer (class in udao.model.embedders.layers.multi_head_attention) multistart (udao.optimization.soo.mogd.MOGD.Params attribute)

N

n_grids (udao.optimization.moo.progressive_frontier.parallel_progressive_frontier.ParallelProgressiveFrontier.Params attribute) n_grids_per_var (udao.optimization.soo.grid_search_solver.GridSearchSolver.Params attribute) n_heads (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) n_layers (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) (udao.model.regressors.mlp.MLP.Params attribute) n_op_types (udao.model.embedders.base_graph_embedder.BaseGraphEmbedder.Params attribute) (udao.model.embedders.graph_averager.GraphAverager.Params attribute)

n_probes (udao.optimization.moo.progressive_frontier.sequential_progressive_frontier.SequentialProgressiveFrontier.Params attribute) n_samples_per_param (udao.optimization.soo.random_sampler_solver.RandomSamplerSolver.Params attribute) non_siblings_map (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) normalize (udao.optimization.moo.weighted_sum.WeightedSum.Params attribute) normalize_embedding() (udao.model.embedders.base_graph_embedder.BaseGraphEmbedder method) NormalizePreprocessor (class in udao.data.preprocessors.normalize_preprocessor) NumericVariable (class in udao.optimization)

O

Objective (class in udao.optimization) objective_loss() (udao.optimization.soo.mogd.MOGD method) objective_stress (udao.optimization.soo.mogd.MOGD.Params attribute) on_test_epoch_end() (udao.model.module.UdaoModule method) on_test_epoch_start() (udao.model.module.UdaoModule method) on_validation_epoch_end() (udao.model.module.UdaoModule method)

on_validation_epoch_start() (udao.model.module.UdaoModule method) op_groups (udao.model.embedders.base_graph_embedder.BaseGraphEmbedder.Params attribute) (udao.model.embedders.graph_averager.GraphAverager.Params attribute) operation_types (udao.data.containers.query_structure_container.QueryStructureContainer attribute) output_dim (udao.model.regressors.base_regressor.BaseRegressor.Params attribute) output_size (udao.model.embedders.base_embedder.BaseEmbedder.Params attribute) (udao.model.embedders.graph_averager.GraphAverager.Params attribute)

P

parallel_soo() (udao.optimization.moo.progressive_frontier.parallel_progressive_frontier.ParallelProgressiveFrontier method) ParallelProgressiveFrontier (class in udao.optimization.moo.progressive_frontier.parallel_progressive_frontier) ParallelProgressiveFrontier.Params (class in udao.optimization.moo.progressive_frontier.parallel_progressive_frontier) patience (udao.optimization.soo.mogd.MOGD.Params attribute) pos_encoding_dim (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute) PredicateEmbeddingExtractor (class in udao.data.extractors.predicate_embedding_extractor)

predict_step() (udao.model.module.UdaoModule method) prepare_operation() (in module udao.data.predicate_embedders.utils) preprocess() (udao.data.preprocessors.normalize_preprocessor.NormalizePreprocessor method) preprocessors (udao.data.handler.data_processor.FeaturePipeline attribute) process_data() (udao.optimization.concepts.utils.ModelComponent method) processes (udao.optimization.moo.progressive_frontier.parallel_progressive_frontier.ParallelProgressiveFrontier.Params attribute)

Q

QFMultiHeadAttentionLayer (class in udao.model.embedders.layers.multi_head_attention) QueryDescription (class in udao.data.containers.query_structure_container) QueryPlanInput (class in udao.data.iterators.query_plan_iterator)

QueryPlanIterator (class in udao.data.iterators.query_plan_iterator) QueryStructureContainer (class in udao.data.containers.query_structure_container) QueryStructureExtractor (class in udao.data.extractors.query_structure_extractor)

R

RAALMultiHeadAttentionLayer (class in udao.model.embedders.layers.multi_head_attention) random_state (udao.data.handler.data_handler.DataHandler.Params attribute) RandomSamplerSolver (class in udao.optimization.soo.random_sampler_solver) RandomSamplerSolver.Params (class in udao.optimization.soo.random_sampler_solver) readout (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute)

remove_hashes() (in module udao.data.predicate_embedders.utils) remove_statistics() (in module udao.data.predicate_embedders.utils) remove_unknown() (in module udao.data.predicate_embedders.utils) replace_symbols() (in module udao.data.predicate_embedders.utils) residual (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute)

S

SamplerSolver (class in udao.optimization.soo.sampler_solver) SequentialProgressiveFrontier (class in udao.optimization.moo.progressive_frontier.sequential_progressive_frontier) SequentialProgressiveFrontier.Params (class in udao.optimization.moo.progressive_frontier.sequential_progressive_frontier) set_augmentations() (udao.data.iterators.base_iterator.BaseIterator method) set_tensors_dtype() (udao.data.iterators.base_iterator.BaseIterator method) shape (udao.data.iterators.base_iterator.BaseIterator property) (udao.data.iterators.query_plan_iterator.QueryPlanIterator property) (udao.data.iterators.tabular_iterator.TabularIterator property) so_solver (udao.optimization.moo.weighted_sum.WeightedSum.Params attribute) solve() (udao.optimization.moo.mo_solver.MOSolver method) (udao.optimization.moo.progressive_frontier.parallel_progressive_frontier.ParallelProgressiveFrontier method) (udao.optimization.moo.progressive_frontier.sequential_progressive_frontier.SequentialProgressiveFrontier method) (udao.optimization.moo.weighted_sum.WeightedSum method) (udao.optimization.soo.mogd.MOGD method) (udao.optimization.soo.sampler_solver.SamplerSolver method) (udao.optimization.soo.so_solver.SOSolver method)

SOProblem (class in udao.optimization) SOSolver (class in udao.optimization.soo.so_solver) split_data() (udao.data.handler.data_handler.DataHandler method) StaticExtractor (class in udao.data.extractors.base_extractors) StaticPreprocessor (class in udao.data.preprocessors.base_preprocessor) stratify_on (udao.data.handler.data_handler.DataHandler.Params attribute) strict_rounding (udao.optimization.soo.mogd.MOGD.Params attribute)

T

TabularContainer (class in udao.data.containers.tabular_container) TabularFeatureExtractor (class in udao.data.extractors.tabular_extractor) TabularIterator (class in udao.data.iterators.tabular_iterator) template_plans (udao.data.containers.query_structure_container.QueryStructureContainer attribute) tensors_dtype (udao.data.handler.data_handler.DataHandler.Params attribute) test_frac (udao.data.handler.data_handler.DataHandler.Params attribute) test_step() (udao.model.module.UdaoModule method)

to() (udao.optimization.moo.weighted_sum.WeightedSumObjective method) TrainedExtractor (class in udao.data.extractors.base_extractors) TrainedPreprocessor (class in udao.data.preprocessors.base_preprocessor) training_step() (udao.model.module.UdaoModule method) transform() (udao.data.predicate_embedders.doc2vec_embedder.Doc2VecEmbedder method) (udao.data.predicate_embedders.word2vec_embedder.Word2VecEmbedder method) type_embedding_dim (udao.model.embedders.base_graph_embedder.BaseGraphEmbedder.Params attribute) (udao.model.embedders.graph_averager.GraphAverager.Params attribute)

U

udao.data.containers.base_container module udao.data.containers.query_structure_container module udao.data.containers.tabular_container module udao.data.extractors.base_extractors module udao.data.extractors.predicate_embedding_extractor module udao.data.extractors.query_structure_extractor module udao.data.extractors.tabular_extractor module udao.data.handler.data_handler module udao.data.handler.data_processor module udao.data.iterators.base_iterator module udao.data.iterators.query_plan_iterator module udao.data.iterators.tabular_iterator module udao.data.predicate_embedders.base_predicate_embedder module udao.data.predicate_embedders.doc2vec_embedder module udao.data.predicate_embedders.utils module udao.data.predicate_embedders.word2vec_embedder module udao.data.preprocessors.base_preprocessor module udao.data.preprocessors.normalize_preprocessor module udao.model.embedders.base_embedder module udao.model.embedders.base_graph_embedder module

udao.model.embedders.graph_averager module udao.model.embedders.graph_transformer module udao.model.embedders.layers.graph_transformer_layer module udao.model.embedders.layers.multi_head_attention module udao.model.regressors.base_regressor module udao.model.regressors.mlp module udao.optimization.concepts.utils module udao.optimization.moo.mo_solver module udao.optimization.moo.progressive_frontier.base_progressive_frontier module udao.optimization.moo.progressive_frontier.parallel_progressive_frontier module udao.optimization.moo.progressive_frontier.sequential_progressive_frontier module udao.optimization.moo.weighted_sum module udao.optimization.soo.grid_search_solver module udao.optimization.soo.mogd module udao.optimization.soo.random_sampler_solver module udao.optimization.soo.sampler_solver module udao.optimization.soo.so_solver module UdaoFunction (class in udao.optimization.concepts.utils) UdaoIterator (class in udao.data.iterators.base_iterator) UdaoModel (class in udao.model.model) UdaoModule (class in udao.model.module) use_bias (udao.model.embedders.graph_transformer.GraphTransformer.Params attribute)

V

val_frac (udao.data.handler.data_handler.DataHandler.Params attribute)

validation_step() (udao.model.module.UdaoModule method) Variable (class in udao.optimization)

W

WeightedSum (class in udao.optimization.moo.weighted_sum) WeightedSum.Params (class in udao.optimization.moo.weighted_sum) WeightedSumObjective (class in udao.optimization.moo.weighted_sum)

within_objective_bounds() (udao.optimization.soo.mogd.MOGD static method) Word2VecEmbedder (class in udao.data.predicate_embedders.word2vec_embedder) Word2VecParams (class in udao.data.predicate_embedders.word2vec_embedder) ws_pairs (udao.optimization.moo.weighted_sum.WeightedSum.Params attribute)