Index

A

add_label() (graphnet.data.dataset.dataset.Dataset method) any_pulsemap_is_non_empty() (graphnet.data.sqlite.sqlite_dataconverter.SQLiteDataConverter method) ArgumentParser (class in graphnet.utilities.argparse) arguments (graphnet.utilities.config.model_config.ModelConfig attribute) as_dict() (graphnet.utilities.config.base_config.BaseConfig method) (graphnet.utilities.config.dataset_config.DatasetConfig method) (graphnet.utilities.config.model_config.ModelConfig method)

attach_index() (in module graphnet.data.sqlite.sqlite_utilities) AttributeCoarsening (class in graphnet.models.coarsening) AzimuthReconstruction (class in graphnet.models.task.reconstruction) AzimuthReconstructionWithKappa (class in graphnet.models.task.reconstruction)

B

backward() (graphnet.training.loss_functions.LogCMK static method) BaseConfig (class in graphnet.utilities.config.base_config) BinaryClassificationTask (class in graphnet.models.task.classification)

BinaryClassificationTaskLogits (class in graphnet.models.task.classification) BinaryCrossEntropyLoss (class in graphnet.training.loss_functions) BjoernLow (class in graphnet.training.weight_fitting) break_cyclic_recursion() (in module graphnet.data.extractors.utilities.types)

C

cache_output_files() (in module graphnet.data.dataconverter) calculate_distance_matrix() (in module graphnet.models.utils) calculate_xyzt_homophily() (in module graphnet.models.utils) cast_object_to_pure_python() (in module graphnet.data.extractors.utilities.types) cast_pulse_series_to_pure_python() (in module graphnet.data.extractors.utilities.types) class_name (graphnet.utilities.config.model_config.ModelConfig attribute) Coarsening (class in graphnet.models.coarsening) collate_fn() (in module graphnet.data.dataloader) (in module graphnet.training.utils) ColumnMissingException compute_loss() (graphnet.models.standard_model.StandardModel method) (graphnet.models.task.task.Task method) concatenate() (graphnet.data.dataset.dataset.Dataset class method)

config (graphnet.utilities.config.configurable.Configurable property) config_updater() (in module graphnet.pisa.fitting) Configurable (class in graphnet.utilities.config.configurable) configure_optimizers() (graphnet.models.standard_model.StandardModel method) construct_dataframe() (in module graphnet.data.sqlite.sqlite_dataconverter) contains() (graphnet.utilities.argparse.Options method) ContourFitter (class in graphnet.pisa.fitting) ConvNet (class in graphnet.models.gnn.convnet) create_table() (in module graphnet.data.sqlite.sqlite_utilities) create_table_and_save_to_sql() (in module graphnet.data.sqlite.sqlite_utilities) critical() (graphnet.utilities.logging.Logger method) CrossEntropyLoss (class in graphnet.training.loss_functions) CustomDOMCoarsening (class in graphnet.models.coarsening)

D

database_exists() (in module graphnet.data.sqlite.sqlite_utilities) database_table_exists() (in module graphnet.data.sqlite.sqlite_utilities) DataConverter (class in graphnet.data.dataconverter) DataLoader (class in graphnet.data.dataloader) dataloader (graphnet.utilities.config.training_config.TrainingConfig attribute) Dataset (class in graphnet.data.dataset.dataset) DatasetConfig (class in graphnet.utilities.config.dataset_config) DatasetConfigSaverABCMeta (class in graphnet.utilities.config.dataset_config) DatasetConfigSaverMeta (class in graphnet.utilities.config.dataset_config) debug() (graphnet.utilities.logging.Logger method) DEEPCORE (graphnet.data.constants.FEATURES attribute) (graphnet.data.constants.TRUTH attribute) default_prediction_labels (graphnet.models.task.classification.BinaryClassificationTask attribute) (graphnet.models.task.classification.BinaryClassificationTaskLogits attribute) (graphnet.models.task.reconstruction.AzimuthReconstruction attribute) (graphnet.models.task.reconstruction.AzimuthReconstructionWithKappa attribute) (graphnet.models.task.reconstruction.DirectionReconstructionWithKappa attribute) (graphnet.models.task.reconstruction.EnergyReconstruction attribute) (graphnet.models.task.reconstruction.EnergyReconstructionWithPower attribute) (graphnet.models.task.reconstruction.EnergyReconstructionWithUncertainty attribute) (graphnet.models.task.reconstruction.InelasticityReconstruction attribute) (graphnet.models.task.reconstruction.PositionReconstruction attribute) (graphnet.models.task.reconstruction.TimeReconstruction attribute) (graphnet.models.task.reconstruction.VertexReconstruction attribute) (graphnet.models.task.reconstruction.ZenithReconstruction attribute) (graphnet.models.task.reconstruction.ZenithReconstructionWithKappa attribute) (graphnet.models.task.task.IdentityTask property) (graphnet.models.task.task.Task property)

default_target_labels (graphnet.models.task.classification.BinaryClassificationTask attribute) (graphnet.models.task.classification.BinaryClassificationTaskLogits attribute) (graphnet.models.task.reconstruction.AzimuthReconstruction attribute) (graphnet.models.task.reconstruction.AzimuthReconstructionWithKappa attribute) (graphnet.models.task.reconstruction.DirectionReconstructionWithKappa attribute) (graphnet.models.task.reconstruction.EnergyReconstruction attribute) (graphnet.models.task.reconstruction.EnergyReconstructionWithPower attribute) (graphnet.models.task.reconstruction.EnergyReconstructionWithUncertainty attribute) (graphnet.models.task.reconstruction.InelasticityReconstruction attribute) (graphnet.models.task.reconstruction.PositionReconstruction attribute) (graphnet.models.task.reconstruction.TimeReconstruction attribute) (graphnet.models.task.reconstruction.VertexReconstruction attribute) (graphnet.models.task.reconstruction.ZenithReconstruction attribute) (graphnet.models.task.reconstruction.ZenithReconstructionWithKappa attribute) (graphnet.models.task.task.IdentityTask property) (graphnet.models.task.task.Task property) Detector (class in graphnet.models.detector.detector) Direction (class in graphnet.training.labels) DirectionReconstructionWithKappa (class in graphnet.models.task.reconstruction) do_shuffle() (in module graphnet.data.dataloader) DOMAndTimeWindowCoarsening (class in graphnet.models.coarsening) DOMCoarsening (class in graphnet.models.coarsening) dump() (graphnet.utilities.config.base_config.BaseConfig method) DynEdge (class in graphnet.models.gnn.dynedge) DynEdgeConv (class in graphnet.models.components.layers) DynEdgeJINST (class in graphnet.models.gnn.dynedge_jinst) DynEdgeTITO (class in graphnet.models.gnn.dynedge_kaggle_tito) DynTrans (class in graphnet.models.components.layers)

E

early_stopping_patience (graphnet.utilities.config.training_config.TrainingConfig attribute) EdgeConvTito (class in graphnet.models.components.layers) EdgeDefinition (class in graphnet.models.graphs.edges.edges) EnergyReconstruction (class in graphnet.models.task.reconstruction) EnergyReconstructionWithPower (class in graphnet.models.task.reconstruction) EnergyReconstructionWithUncertainty (class in graphnet.models.task.reconstruction)

EnsembleDataset (class in graphnet.data.dataset.dataset) eps_like() (in module graphnet.utilities.maths) error() (graphnet.utilities.logging.Logger method) EuclideanDistanceLoss (class in graphnet.training.loss_functions) EuclideanEdges (class in graphnet.models.graphs.edges.edges) execute() (graphnet.data.dataconverter.DataConverter method)

F

feature_map() (graphnet.models.detector.detector.Detector method) (graphnet.models.detector.icecube.IceCube86 method) (graphnet.models.detector.icecube.IceCubeDeepCore method) (graphnet.models.detector.icecube.IceCubeKaggle method) (graphnet.models.detector.icecube.IceCubeUpgrade method) (graphnet.models.detector.prometheus.Prometheus method) FEATURES (class in graphnet.data.constants) features (graphnet.utilities.config.dataset_config.DatasetConfig attribute) file_handlers (graphnet.utilities.logging.Logger property) file_suffix (graphnet.data.dataconverter.DataConverter property) (graphnet.data.parquet.parquet_dataconverter.ParquetDataConverter attribute) (graphnet.data.sqlite.sqlite_dataconverter.SQLiteDataConverter attribute) FileSet (class in graphnet.data.dataconverter) filter() (graphnet.utilities.logging.RepeatFilter method) find_i3_files() (in module graphnet.utilities.filesys) fit (graphnet.utilities.config.training_config.TrainingConfig attribute) fit() (graphnet.models.model.Model method) (graphnet.training.weight_fitting.WeightFitter method) fit_1d_contour() (graphnet.pisa.fitting.ContourFitter method) fit_2d_contour() (graphnet.pisa.fitting.ContourFitter method) fit_weights() (graphnet.pisa.fitting.WeightFitter method) flatten_nested_dictionary() (in module graphnet.data.extractors.utilities.collections) forward() (graphnet.models.coarsening.Coarsening method) (graphnet.models.components.layers.DynEdgeConv method) (graphnet.models.components.layers.DynTrans method) (graphnet.models.components.layers.EdgeConvTito method) (graphnet.models.detector.detector.Detector method) (graphnet.models.gnn.convnet.ConvNet method) (graphnet.models.gnn.dynedge.DynEdge method) (graphnet.models.gnn.dynedge_jinst.DynEdgeJINST method) (graphnet.models.gnn.dynedge_kaggle_tito.DynEdgeTITO method) (graphnet.models.gnn.gnn.GNN method) (graphnet.models.graphs.edges.edges.EdgeDefinition method) (graphnet.models.graphs.graph_definition.GraphDefinition method) (graphnet.models.graphs.nodes.nodes.NodeDefinition method) (graphnet.models.model.Model method) (graphnet.models.standard_model.StandardModel method) (graphnet.models.task.task.Task method) (graphnet.training.loss_functions.LogCMK static method) (graphnet.training.loss_functions.LossFunction method)

frame_is_montecarlo() (in module graphnet.data.extractors.utilities.frames) frame_is_noise() (in module graphnet.data.extractors.utilities.frames) from_config() (graphnet.data.dataset.dataset.Dataset class method) (graphnet.models.model.Model class method) (graphnet.utilities.config.configurable.Configurable class method) from_dataset_config() (graphnet.data.dataloader.DataLoader class method)

G

gcd_file (graphnet.data.dataconverter.FileSet attribute) get_all_argument_values() (in module graphnet.utilities.config.base_config) get_all_grapnet_classes() (in module graphnet.utilities.config.parsing) get_graphnet_classes() (in module graphnet.utilities.config.parsing) get_lr() (graphnet.training.callbacks.PiecewiseLinearLR method) get_map_function() (graphnet.data.dataconverter.DataConverter method) get_member_variables() (in module graphnet.data.extractors.utilities.types) get_metrics() (graphnet.training.callbacks.ProgressBar method) get_om_keys_and_pulseseries() (in module graphnet.data.extractors.utilities.frames) get_predictions() (in module graphnet.training.utils) GNN (class in graphnet.models.gnn.gnn) graph_definition (graphnet.utilities.config.dataset_config.DatasetConfig attribute) GraphDefinition (class in graphnet.models.graphs.graph_definition) graphnet module graphnet.constants module graphnet.data module graphnet.data.constants module graphnet.data.dataconverter module graphnet.data.dataloader module graphnet.data.dataset module graphnet.data.dataset.dataset module graphnet.data.dataset.parquet module graphnet.data.dataset.parquet.parquet_dataset module graphnet.data.dataset.sqlite module graphnet.data.dataset.sqlite.sqlite_dataset module graphnet.data.extractors module graphnet.data.extractors.i3extractor module graphnet.data.extractors.i3featureextractor module graphnet.data.extractors.i3genericextractor module graphnet.data.extractors.i3hybridrecoextractor module graphnet.data.extractors.i3ntmuonlabelsextractor module graphnet.data.extractors.i3particleextractor module graphnet.data.extractors.i3pisaextractor module graphnet.data.extractors.i3quesoextractor module graphnet.data.extractors.i3retroextractor module graphnet.data.extractors.i3splinempeextractor module graphnet.data.extractors.i3truthextractor module graphnet.data.extractors.i3tumextractor module graphnet.data.extractors.utilities module graphnet.data.extractors.utilities.collections module graphnet.data.extractors.utilities.frames module graphnet.data.extractors.utilities.types module graphnet.data.parquet module graphnet.data.parquet.parquet_dataconverter module graphnet.data.pipeline module graphnet.data.sqlite module graphnet.data.sqlite.sqlite_dataconverter module graphnet.data.sqlite.sqlite_utilities module graphnet.data.utilities module graphnet.data.utilities.parquet_to_sqlite module graphnet.data.utilities.random module graphnet.data.utilities.string_selection_resolver module graphnet.deployment module graphnet.deployment.i3modules.graphnet_module module graphnet.models module graphnet.models.coarsening module graphnet.models.components module

graphnet.models.components.layers module graphnet.models.components.pool module graphnet.models.detector module graphnet.models.detector.detector module graphnet.models.detector.icecube module graphnet.models.detector.prometheus module graphnet.models.gnn module graphnet.models.gnn.convnet module graphnet.models.gnn.dynedge module graphnet.models.gnn.dynedge_jinst module graphnet.models.gnn.dynedge_kaggle_tito module graphnet.models.gnn.gnn module graphnet.models.graphs module graphnet.models.graphs.edges module graphnet.models.graphs.edges.edges module graphnet.models.graphs.graph_definition module graphnet.models.graphs.graphs module graphnet.models.graphs.nodes module graphnet.models.graphs.nodes.nodes module graphnet.models.model module graphnet.models.standard_model module graphnet.models.task module graphnet.models.task.classification module graphnet.models.task.reconstruction module graphnet.models.task.task module graphnet.models.utils module graphnet.pisa module graphnet.pisa.fitting module graphnet.pisa.plotting module graphnet.training module graphnet.training.callbacks module graphnet.training.labels module graphnet.training.loss_functions module graphnet.training.utils module graphnet.training.weight_fitting module graphnet.utilities module graphnet.utilities.argparse module graphnet.utilities.config module graphnet.utilities.config.base_config module graphnet.utilities.config.configurable module graphnet.utilities.config.dataset_config module graphnet.utilities.config.model_config module graphnet.utilities.config.parsing module graphnet.utilities.config.training_config module graphnet.utilities.decorators module graphnet.utilities.filesys module graphnet.utilities.imports module graphnet.utilities.logging module graphnet.utilities.maths module GraphNeTI3Module (class in graphnet.deployment.i3modules.graphnet_module) group_by() (in module graphnet.models.components.pool) group_pulses_to_dom() (in module graphnet.models.components.pool) group_pulses_to_pmt() (in module graphnet.models.components.pool)

H

handlers (graphnet.utilities.logging.Logger property) has_extension() (in module graphnet.utilities.filesys)

has_icecube_package() (in module graphnet.utilities.imports) has_pisa_package() (in module graphnet.utilities.imports) has_torch_package() (in module graphnet.utilities.imports)

I

i3_file (graphnet.data.dataconverter.FileSet attribute) I3Extractor (class in graphnet.data.extractors.i3extractor) I3ExtractorCollection (class in graphnet.data.extractors.i3extractor) I3FeatureExtractor (class in graphnet.data.extractors.i3featureextractor) I3FeatureExtractorIceCube86 (class in graphnet.data.extractors.i3featureextractor) I3FeatureExtractorIceCubeDeepCore (class in graphnet.data.extractors.i3featureextractor) I3FeatureExtractorIceCubeUpgrade (class in graphnet.data.extractors.i3featureextractor) I3GalacticPlaneHybridRecoExtractor (class in graphnet.data.extractors.i3hybridrecoextractor) I3GenericExtractor (class in graphnet.data.extractors.i3genericextractor) I3InferenceModule (class in graphnet.deployment.i3modules.graphnet_module) I3NTMuonLabelExtractor (class in graphnet.data.extractors.i3ntmuonlabelsextractor) I3ParticleExtractor (class in graphnet.data.extractors.i3particleextractor) I3PISAExtractor (class in graphnet.data.extractors.i3pisaextractor) I3PulseCleanerModule (class in graphnet.deployment.i3modules.graphnet_module) I3PulseNoiseTruthFlagIceCubeUpgrade (class in graphnet.data.extractors.i3featureextractor) I3QUESOExtractor (class in graphnet.data.extractors.i3quesoextractor) I3RetroExtractor (class in graphnet.data.extractors.i3retroextractor) I3SplineMPEICExtractor (class in graphnet.data.extractors.i3splinempeextractor) I3TruthExtractor (class in graphnet.data.extractors.i3truthextractor) I3TUMExtractor (class in graphnet.data.extractors.i3tumextractor) IceCube86 (class in graphnet.models.detector.icecube) ICECUBE86 (graphnet.data.constants.FEATURES attribute) (graphnet.data.constants.TRUTH attribute) IceCubeDeepCore (class in graphnet.models.detector.icecube)

IceCubeKaggle (class in graphnet.models.detector.icecube) IceCubeUpgrade (class in graphnet.models.detector.icecube) IdentityTask (class in graphnet.models.task.task) index_column (graphnet.utilities.config.dataset_config.DatasetConfig attribute) InelasticityReconstruction (class in graphnet.models.task.reconstruction) inference() (graphnet.models.standard_model.StandardModel method) (graphnet.models.task.task.Task method) info() (graphnet.utilities.logging.Logger method) init_global_index() (in module graphnet.data.dataconverter) init_predict_tqdm() (graphnet.training.callbacks.ProgressBar method) init_test_tqdm() (graphnet.training.callbacks.ProgressBar method) init_train_tqdm() (graphnet.training.callbacks.ProgressBar method) init_validation_tqdm() (graphnet.training.callbacks.ProgressBar method) InSQLitePipeline (class in graphnet.data.pipeline) is_boost_class() (in module graphnet.data.extractors.utilities.types) is_boost_enum() (in module graphnet.data.extractors.utilities.types) is_gcd_file() (in module graphnet.utilities.filesys) is_graphnet_class() (in module graphnet.utilities.config.parsing) is_graphnet_module() (in module graphnet.utilities.config.parsing) is_i3_file() (in module graphnet.utilities.filesys) is_icecube_class() (in module graphnet.data.extractors.utilities.types) is_mc_tree() (in module graphnet.data.sqlite.sqlite_dataconverter) is_method() (in module graphnet.data.extractors.utilities.types) is_pulse_map() (in module graphnet.data.sqlite.sqlite_dataconverter) is_type() (in module graphnet.data.extractors.utilities.types)

K

KAGGLE (graphnet.data.constants.FEATURES attribute) (graphnet.data.constants.TRUTH attribute) key (graphnet.training.labels.Label property)

knn_graph_batch() (in module graphnet.models.utils) KNNEdges (class in graphnet.models.graphs.edges.edges) KNNGraph (class in graphnet.models.graphs.graphs)

L

Label (class in graphnet.training.labels) list_all_submodules() (in module graphnet.utilities.config.parsing) load() (graphnet.models.model.Model class method) (graphnet.utilities.config.base_config.BaseConfig class method) load_module() (in module graphnet.data.dataset.dataset) load_state_dict() (graphnet.models.model.Model method) log_cmk() (graphnet.training.loss_functions.VonMisesFisherLoss class method) log_cmk_approx() (graphnet.training.loss_functions.VonMisesFisherLoss class method)

log_cmk_exact() (graphnet.training.loss_functions.VonMisesFisherLoss class method) LogCMK (class in graphnet.training.loss_functions) LogCoshLoss (class in graphnet.training.loss_functions) Logger (class in graphnet.utilities.logging) loss_weight_column (graphnet.utilities.config.dataset_config.DatasetConfig attribute) loss_weight_default_value (graphnet.utilities.config.dataset_config.DatasetConfig attribute) loss_weight_table (graphnet.utilities.config.dataset_config.DatasetConfig attribute) LossFunction (class in graphnet.training.loss_functions)

M

make_dataloader() (in module graphnet.training.utils) make_train_validation_dataloader() (in module graphnet.training.utils) merge_files() (graphnet.data.dataconverter.DataConverter method) (graphnet.data.parquet.parquet_dataconverter.ParquetDataConverter method) (graphnet.data.sqlite.sqlite_dataconverter.SQLiteDataConverter method) message() (graphnet.models.components.layers.EdgeConvTito method) min_pool() (in module graphnet.models.components.pool) min_pool_x() (in module graphnet.models.components.pool) Model (class in graphnet.models.model) model_config (graphnet.utilities.config.base_config.BaseConfig attribute) (graphnet.utilities.config.dataset_config.DatasetConfig attribute) (graphnet.utilities.config.model_config.ModelConfig attribute) (graphnet.utilities.config.training_config.TrainingConfig attribute) model_fields (graphnet.utilities.config.base_config.BaseConfig attribute) (graphnet.utilities.config.dataset_config.DatasetConfig attribute) (graphnet.utilities.config.model_config.ModelConfig attribute) (graphnet.utilities.config.training_config.TrainingConfig attribute) ModelConfig (class in graphnet.utilities.config.model_config) ModelConfigSaverABC (class in graphnet.utilities.config.model_config) ModelConfigSaverMeta (class in graphnet.utilities.config.model_config) module graphnet graphnet.constants graphnet.data graphnet.data.constants graphnet.data.dataconverter graphnet.data.dataloader graphnet.data.dataset graphnet.data.dataset.dataset graphnet.data.dataset.parquet graphnet.data.dataset.parquet.parquet_dataset graphnet.data.dataset.sqlite graphnet.data.dataset.sqlite.sqlite_dataset graphnet.data.extractors graphnet.data.extractors.i3extractor graphnet.data.extractors.i3featureextractor graphnet.data.extractors.i3genericextractor graphnet.data.extractors.i3hybridrecoextractor graphnet.data.extractors.i3ntmuonlabelsextractor graphnet.data.extractors.i3particleextractor graphnet.data.extractors.i3pisaextractor graphnet.data.extractors.i3quesoextractor graphnet.data.extractors.i3retroextractor graphnet.data.extractors.i3splinempeextractor graphnet.data.extractors.i3truthextractor graphnet.data.extractors.i3tumextractor graphnet.data.extractors.utilities graphnet.data.extractors.utilities.collections graphnet.data.extractors.utilities.frames graphnet.data.extractors.utilities.types graphnet.data.parquet graphnet.data.parquet.parquet_dataconverter graphnet.data.pipeline graphnet.data.sqlite graphnet.data.sqlite.sqlite_dataconverter graphnet.data.sqlite.sqlite_utilities graphnet.data.utilities graphnet.data.utilities.parquet_to_sqlite graphnet.data.utilities.random graphnet.data.utilities.string_selection_resolver graphnet.deployment graphnet.deployment.i3modules.graphnet_module graphnet.models graphnet.models.coarsening graphnet.models.components graphnet.models.components.layers graphnet.models.components.pool graphnet.models.detector graphnet.models.detector.detector graphnet.models.detector.icecube graphnet.models.detector.prometheus graphnet.models.gnn graphnet.models.gnn.convnet graphnet.models.gnn.dynedge graphnet.models.gnn.dynedge_jinst graphnet.models.gnn.dynedge_kaggle_tito graphnet.models.gnn.gnn graphnet.models.graphs graphnet.models.graphs.edges graphnet.models.graphs.edges.edges graphnet.models.graphs.graph_definition graphnet.models.graphs.graphs graphnet.models.graphs.nodes graphnet.models.graphs.nodes.nodes graphnet.models.model graphnet.models.standard_model graphnet.models.task graphnet.models.task.classification graphnet.models.task.reconstruction graphnet.models.task.task graphnet.models.utils graphnet.pisa graphnet.pisa.fitting graphnet.pisa.plotting graphnet.training graphnet.training.callbacks graphnet.training.labels graphnet.training.loss_functions graphnet.training.utils graphnet.training.weight_fitting graphnet.utilities graphnet.utilities.argparse graphnet.utilities.config graphnet.utilities.config.base_config graphnet.utilities.config.configurable graphnet.utilities.config.dataset_config graphnet.utilities.config.model_config graphnet.utilities.config.parsing graphnet.utilities.config.training_config graphnet.utilities.decorators graphnet.utilities.filesys graphnet.utilities.imports graphnet.utilities.logging graphnet.utilities.maths

MSELoss (class in graphnet.training.loss_functions) MulticlassClassificationTask (class in graphnet.models.task.classification)

N

name (graphnet.data.extractors.i3extractor.I3Extractor property) nb_inputs (graphnet.models.gnn.gnn.GNN property) (graphnet.models.task.classification.BinaryClassificationTask attribute) (graphnet.models.task.classification.BinaryClassificationTaskLogits attribute) (graphnet.models.task.reconstruction.AzimuthReconstruction attribute) (graphnet.models.task.reconstruction.AzimuthReconstructionWithKappa attribute) (graphnet.models.task.reconstruction.DirectionReconstructionWithKappa attribute) (graphnet.models.task.reconstruction.EnergyReconstruction attribute) (graphnet.models.task.reconstruction.EnergyReconstructionWithPower attribute) (graphnet.models.task.reconstruction.EnergyReconstructionWithUncertainty attribute) (graphnet.models.task.reconstruction.InelasticityReconstruction attribute) (graphnet.models.task.reconstruction.PositionReconstruction attribute) (graphnet.models.task.reconstruction.TimeReconstruction attribute) (graphnet.models.task.reconstruction.VertexReconstruction attribute) (graphnet.models.task.reconstruction.ZenithReconstruction attribute) (graphnet.models.task.reconstruction.ZenithReconstructionWithKappa attribute) (graphnet.models.task.task.IdentityTask property) (graphnet.models.task.task.Task property)

nb_outputs (graphnet.models.gnn.gnn.GNN property) (graphnet.models.graphs.nodes.nodes.NodeDefinition property) nb_repeats_allowed (graphnet.utilities.logging.RepeatFilter attribute) node_truth (graphnet.utilities.config.dataset_config.DatasetConfig attribute) node_truth_table (graphnet.utilities.config.dataset_config.DatasetConfig attribute) NodeDefinition (class in graphnet.models.graphs.nodes.nodes) NodesAsPulses (class in graphnet.models.graphs.nodes.nodes)

O

on_train_epoch_end() (graphnet.training.callbacks.ProgressBar method)

on_train_epoch_start() (graphnet.training.callbacks.ProgressBar method) Options (class in graphnet.utilities.argparse)

P

pairwise_shuffle() (in module graphnet.data.utilities.random) ParquetDataConverter (class in graphnet.data.parquet.parquet_dataconverter) ParquetDataset (class in graphnet.data.dataset.parquet.parquet_dataset) ParquetToSQLiteConverter (class in graphnet.data.utilities.parquet_to_sqlite) parse_graph_definition() (in module graphnet.data.dataset.dataset) path (graphnet.data.dataset.dataset.Dataset property) (graphnet.utilities.config.dataset_config.DatasetConfig attribute) PiecewiseLinearLR (class in graphnet.training.callbacks) plot_1D_contour() (in module graphnet.pisa.plotting) plot_2D_contour() (in module graphnet.pisa.plotting) pop_default() (graphnet.utilities.argparse.Options method)

PositionReconstruction (class in graphnet.models.task.reconstruction) predict() (graphnet.models.model.Model method) (graphnet.models.standard_model.StandardModel method) predict_as_dataframe() (graphnet.models.model.Model method) (graphnet.models.standard_model.StandardModel method) prediction_labels (graphnet.models.standard_model.StandardModel property) ProgressBar (class in graphnet.training.callbacks) Prometheus (class in graphnet.models.detector.prometheus) PROMETHEUS (graphnet.data.constants.FEATURES attribute) (graphnet.data.constants.TRUTH attribute) pulsemaps (graphnet.utilities.config.dataset_config.DatasetConfig attribute)

Q

query_table() (graphnet.data.dataset.dataset.Dataset method) (graphnet.data.dataset.parquet.parquet_dataset.ParquetDataset method) (graphnet.data.dataset.sqlite.sqlite_dataset.SQLiteDataset method)

R

RadialEdges (class in graphnet.models.graphs.edges.edges) read_entry() (in module graphnet.pisa.plotting) reduce_options (graphnet.models.coarsening.Coarsening attribute) RepeatFilter (class in graphnet.utilities.logging) requires_icecube() (in module graphnet.utilities.imports)

reset_parameters() (graphnet.models.components.layers.EdgeConvTito method) resolve() (graphnet.data.utilities.string_selection_resolver.StringSelectionResolver method) RMSELoss (class in graphnet.training.loss_functions) run() (graphnet.data.utilities.parquet_to_sqlite.ParquetToSQLiteConverter method) run_sql_code() (in module graphnet.data.sqlite.sqlite_utilities)

S

save() (graphnet.models.model.Model method) save_config() (graphnet.utilities.config.configurable.Configurable method) save_data() (graphnet.data.dataconverter.DataConverter method) (graphnet.data.parquet.parquet_dataconverter.ParquetDataConverter method) (graphnet.data.sqlite.sqlite_dataconverter.SQLiteDataConverter method) save_dataset_config() (in module graphnet.utilities.config.dataset_config) save_model_config() (in module graphnet.utilities.config.model_config) save_results() (in module graphnet.training.utils) save_state_dict() (graphnet.models.model.Model method) save_to_sql() (in module graphnet.data.sqlite.sqlite_utilities) seed (graphnet.utilities.config.dataset_config.DatasetConfig attribute) selection (graphnet.utilities.config.dataset_config.DatasetConfig attribute) serialise() (in module graphnet.data.extractors.utilities.collections) set_files() (graphnet.data.extractors.i3extractor.I3Extractor method) (graphnet.data.extractors.i3extractor.I3ExtractorCollection method)

set_number_of_inputs() (graphnet.models.graphs.nodes.nodes.NodeDefinition method) setLevel() (graphnet.utilities.logging.Logger method) shared_step() (graphnet.models.standard_model.StandardModel method) SQLiteDataConverter (class in graphnet.data.sqlite.sqlite_dataconverter) SQLiteDataset (class in graphnet.data.dataset.sqlite.sqlite_dataset) standard_arguments (graphnet.utilities.argparse.ArgumentParser attribute) StandardModel (class in graphnet.models.standard_model) std_pool() (in module graphnet.models.components.pool) std_pool_x() (in module graphnet.models.components.pool) stream_handlers (graphnet.utilities.logging.Logger property) string_selection (graphnet.utilities.config.dataset_config.DatasetConfig attribute) StringSelectionResolver (class in graphnet.data.utilities.string_selection_resolver) sum_pool() (in module graphnet.models.components.pool) sum_pool_and_distribute() (in module graphnet.models.components.pool) sum_pool_x() (in module graphnet.models.components.pool)

T

target (graphnet.utilities.config.training_config.TrainingConfig attribute) target_labels (graphnet.models.standard_model.StandardModel property) Task (class in graphnet.models.task.task) TimeReconstruction (class in graphnet.models.task.reconstruction) train() (graphnet.models.standard_model.StandardModel method) train_eval() (graphnet.models.task.task.Task method) training_step() (graphnet.models.standard_model.StandardModel method)

TrainingConfig (class in graphnet.utilities.config.training_config) transpose_list_of_dicts() (in module graphnet.data.extractors.utilities.collections) traverse_and_apply() (in module graphnet.utilities.config.parsing) TRUTH (class in graphnet.data.constants) truth (graphnet.utilities.config.dataset_config.DatasetConfig attribute) truth_table (graphnet.data.dataset.dataset.Dataset property) (graphnet.utilities.config.dataset_config.DatasetConfig attribute)

U

unbatch_edge_index() (in module graphnet.models.coarsening) Uniform (class in graphnet.training.weight_fitting)

UPGRADE (graphnet.data.constants.FEATURES attribute) (graphnet.data.constants.TRUTH attribute)

V

validation_step() (graphnet.models.standard_model.StandardModel method) VertexReconstruction (class in graphnet.models.task.reconstruction)

VonMisesFisher2DLoss (class in graphnet.training.loss_functions) VonMisesFisher3DLoss (class in graphnet.training.loss_functions) VonMisesFisherLoss (class in graphnet.training.loss_functions)

W

warning() (graphnet.utilities.logging.Logger method) warning_once() (graphnet.utilities.logging.Logger method)

WeightFitter (class in graphnet.pisa.fitting) (class in graphnet.training.weight_fitting) with_standard_arguments() (graphnet.utilities.argparse.ArgumentParser method)

Z

ZenithReconstruction (class in graphnet.models.task.reconstruction)

ZenithReconstructionWithKappa (class in graphnet.models.task.reconstruction)