Index

A

accumulate() (congrads.metrics.Metric method) (congrads.metrics.MetricManager method) add() (congrads.callbacks.base.Callback method) (congrads.callbacks.base.CallbackManager method) add_layer() (congrads.descriptor.Descriptor method) add_tag() (congrads.descriptor.Descriptor method) add_value() (congrads.utils.utility.CSVLogger method)

affects_loss_layers (congrads.descriptor.Descriptor property) after_test_forward() (congrads.callbacks.base.Callback method) after_train_forward() (congrads.callbacks.base.Callback method) after_valid_forward() (congrads.callbacks.base.Callback method) aggregate() (congrads.metrics.Metric method) (congrads.metrics.MetricManager method) ANDConstraint (class in congrads.constraints.registry) ApplyOperator (class in congrads.transformations.registry)

B

base_dataset (congrads.utils.utility.DictDatasetWrapper attribute) BatchRunner (class in congrads.core.batch_runner)

BiasCorrection (class in congrads.datasets.registry) BinaryConstraint (class in congrads.constraints.registry) blend_k (congrads.datasets.registry.SectionedGaussians attribute)

C

calculate_direction() (congrads.constraints.registry.ANDConstraint method) (congrads.constraints.registry.BinaryConstraint method) (congrads.constraints.registry.EncodedGroupedMonotonicityConstraint method) (congrads.constraints.registry.ImplicationConstraint method) (congrads.constraints.registry.ORConstraint method) (congrads.constraints.registry.PairwiseMonotonicityConstraint method) (congrads.constraints.registry.PerGroupMonotonicityConstraint method) (congrads.constraints.registry.RankedMonotonicityConstraint method) (congrads.constraints.registry.ScalarConstraint method) (congrads.constraints.registry.SumConstraint method) Callback (class in congrads.callbacks.base) CallbackManager (class in congrads.callbacks.base) callbacks (congrads.callbacks.base.CallbackManager property) check_constraint() (congrads.constraints.registry.ANDConstraint method) (congrads.constraints.registry.BinaryConstraint method) (congrads.constraints.registry.EncodedGroupedMonotonicityConstraint method) (congrads.constraints.registry.ImplicationConstraint method) (congrads.constraints.registry.ORConstraint method) (congrads.constraints.registry.PairwiseMonotonicityConstraint method) (congrads.constraints.registry.PerGroupMonotonicityConstraint method) (congrads.constraints.registry.RankedMonotonicityConstraint method) (congrads.constraints.registry.ScalarConstraint method) (congrads.constraints.registry.SumConstraint method) CheckpointManager (class in congrads.checkpoints) compute() (congrads.callbacks.base.Operation method) congrads.callbacks.base module congrads.checkpoints module congrads.constraints.registry module

congrads.core.batch_runner module congrads.core.congradscore module congrads.core.constraint_engine module congrads.core.epoch_runner module congrads.datasets.registry module congrads.descriptor module congrads.metrics module congrads.networks.registry module congrads.transformations.base module congrads.transformations.registry module congrads.utils.preprocessors module congrads.utils.utility module congrads.utils.validation module CongradsCore (class in congrads.core.congradscore) constant_layers (congrads.descriptor.Descriptor property) ConstraintEngine (class in congrads.core.constraint_engine) context (congrads.datasets.registry.SectionedGaussians attribute) CSVLogger (class in congrads.utils.utility)

D

data (congrads.datasets.registry.SyntheticClusters attribute) data_folder (congrads.datasets.registry.BiasCorrection property) (congrads.datasets.registry.FamilyIncome property) DenormalizeMinMax (class in congrads.transformations.registry)

Descriptor (class in congrads.descriptor) DictDatasetWrapper (class in congrads.utils.utility) download() (congrads.datasets.registry.BiasCorrection method) (congrads.datasets.registry.FamilyIncome method)

E

EncodedGroupedMonotonicityConstraint (class in congrads.constraints.registry) energies (congrads.datasets.registry.SectionedGaussians attribute)

EpochRunner (class in congrads.core.epoch_runner) evaluate_criteria() (congrads.checkpoints.CheckpointManager method) extend() (congrads.callbacks.base.CallbackManager method)

F

FamilyIncome (class in congrads.datasets.registry) field_names (congrads.utils.utility.DictDatasetWrapper attribute)

fit() (congrads.core.congradscore.CongradsCore method) forward() (congrads.networks.registry.MLPNetwork method) (congrads.utils.utility.ZeroLoss method)

G

get_layer() (congrads.descriptor.Descriptor method)

get_tag() (congrads.descriptor.Descriptor method) ground_truth_steepness (congrads.datasets.registry.SectionedGaussians attribute)

H

has_layer() (congrads.descriptor.Descriptor method)

has_tag() (congrads.descriptor.Descriptor method)

I

IdentityTransformation (class in congrads.transformations.registry)

ImplicationConstraint (class in congrads.constraints.registry)

L

labels (congrads.datasets.registry.SyntheticClusters attribute) load() (congrads.checkpoints.CheckpointManager method) (congrads.utils.utility.CSVLogger method)

location() (congrads.descriptor.Descriptor method) LossWrapper (class in congrads.utils.utility)

M

Metric (class in congrads.metrics) MetricManager (class in congrads.metrics) mirrors (congrads.datasets.registry.BiasCorrection attribute) (congrads.datasets.registry.FamilyIncome attribute) MLPNetwork (class in congrads.networks.registry) module congrads.callbacks.base congrads.checkpoints congrads.constraints.registry congrads.core.batch_runner congrads.core.congradscore congrads.core.constraint_engine congrads.core.epoch_runner congrads.datasets.registry congrads.descriptor congrads.metrics congrads.networks.registry congrads.transformations.base congrads.transformations.registry congrads.utils.preprocessors congrads.utils.utility congrads.utils.validation

N

n_runs (congrads.datasets.registry.SectionedGaussians attribute)

n_samples (congrads.datasets.registry.SectionedGaussians attribute)

O

on_batch_end() (congrads.callbacks.base.Callback method) on_batch_start() (congrads.callbacks.base.Callback method) on_epoch_end() (congrads.callbacks.base.Callback method) on_epoch_start() (congrads.callbacks.base.Callback method) on_test_batch_end() (congrads.callbacks.base.Callback method) on_test_batch_start() (congrads.callbacks.base.Callback method) on_test_end() (congrads.callbacks.base.Callback method) on_test_start() (congrads.callbacks.base.Callback method)

on_train_batch_end() (congrads.callbacks.base.Callback method) on_train_batch_start() (congrads.callbacks.base.Callback method) on_train_end() (congrads.callbacks.base.Callback method) on_train_start() (congrads.callbacks.base.Callback method) on_valid_batch_end() (congrads.callbacks.base.Callback method) on_valid_batch_start() (congrads.callbacks.base.Callback method) Operation (class in congrads.callbacks.base) ORConstraint (class in congrads.constraints.registry)

P

PairwiseMonotonicityConstraint (class in congrads.constraints.registry) PerGroupMonotonicityConstraint (class in congrads.constraints.registry) preprocess_AdultCensusIncome() (in module congrads.utils.preprocessors)

preprocess_BiasCorrection() (in module congrads.utils.preprocessors) preprocess_FamilyIncome() (in module congrads.utils.preprocessors) process_data_monotonicity_constraint() (in module congrads.utils.utility)

R

RankedMonotonicityConstraint (class in congrads.constraints.registry) register() (congrads.metrics.MetricManager method) reset() (congrads.metrics.Metric method) (congrads.metrics.MetricManager method) reset_all() (congrads.metrics.MetricManager method)

resources (congrads.datasets.registry.BiasCorrection attribute) (congrads.datasets.registry.FamilyIncome attribute) resume() (congrads.checkpoints.CheckpointManager method) roll_seed() (congrads.utils.utility.Seeder method) run() (congrads.callbacks.base.CallbackManager method)

S

save() (congrads.checkpoints.CheckpointManager method) (congrads.utils.utility.CSVLogger method) ScalarConstraint (class in congrads.constraints.registry) SectionedGaussians (class in congrads.datasets.registry) sections (congrads.datasets.registry.SectionedGaussians attribute) Seeder (class in congrads.utils.utility)

select() (congrads.descriptor.Descriptor method) set_reproducible() (congrads.utils.utility.Seeder method) signal (congrads.datasets.registry.SectionedGaussians attribute) split_data_loaders() (in module congrads.utils.utility) SumConstraint (class in congrads.constraints.registry) SyntheticClusters (class in congrads.datasets.registry) SyntheticMonotonicity (class in congrads.datasets.registry)

T

test() (congrads.core.constraint_engine.ConstraintEngine method) (congrads.core.epoch_runner.EpochRunner method) test_batch() (congrads.core.batch_runner.BatchRunner method) time (congrads.datasets.registry.SectionedGaussians attribute) to_dataframe() (congrads.utils.utility.CSVLogger static method)

to_dict() (congrads.utils.utility.CSVLogger static method) train() (congrads.core.constraint_engine.ConstraintEngine method) (congrads.core.epoch_runner.EpochRunner method) train_batch() (congrads.core.batch_runner.BatchRunner method) Transformation (class in congrads.transformations.base)

V

valid_batch() (congrads.core.batch_runner.BatchRunner method) validate() (congrads.core.constraint_engine.ConstraintEngine method) (congrads.core.epoch_runner.EpochRunner method) validate_callable() (in module congrads.utils.validation) validate_callable_iterable() (in module congrads.utils.validation)

validate_comparator() (in module congrads.utils.validation) validate_iterable() (in module congrads.utils.validation) validate_loaders() (in module congrads.utils.validation) validate_type() (in module congrads.utils.validation) variable_layers (congrads.descriptor.Descriptor property)

X

x_max (congrads.datasets.registry.SectionedGaussians attribute)

x_min (congrads.datasets.registry.SectionedGaussians attribute)

Z

ZeroLoss (class in congrads.utils.utility)