Index

A

all_feature_names (routee.powertrain.core.model_config.ModelConfig property) all_features (routee.powertrain.core.model_config.ModelConfig property) architecture_tag (routee.powertrain.core.metadata.EstimatorInfo attribute) (routee.powertrain.trainers.ngboost_trainer.NGBoostTrainer attribute) (routee.powertrain.trainers.sklearn_random_forest.SklearnRandomForestTrainer attribute) (routee.powertrain.trainers.trainer.Trainer attribute)

B

bind_io_contract() (routee.powertrain.estimators.estimator_interface.Estimator method)

C

collection_start (routee.powertrain.core.model_config.RealWorldSource attribute) ColumnSpec (class in routee.powertrain.estimators.estimator_interface) config (routee.powertrain.core.metadata.Metadata property) Constraints (class in routee.powertrain.core.features)

contour() (routee.powertrain.core.model.Model method) contour_plot() (in module routee.powertrain.validation.feature_visualization) Contract (class in routee.powertrain.core.model_config) converted_from (routee.powertrain.core.model_config.LegacySource attribute)

D

data_source (routee.powertrain.core.model_config.RealWorldSource attribute) data_sources (routee.powertrain.core.model_config.FastSimSource attribute) DataColumn (class in routee.powertrain.core.features) dataset_hash (routee.powertrain.core.model_config.LegacySource attribute) (routee.powertrain.core.model_config.Provenance property) (routee.powertrain.core.model_config.RealWorldSource attribute)

dataset_name (routee.powertrain.core.model_config.LegacySource attribute) (routee.powertrain.core.model_config.Provenance property) (routee.powertrain.core.model_config.RealWorldSource attribute) default_test_size (routee.powertrain.trainers.trainer.Trainer attribute) digest (routee.powertrain.core.model.Model property) distance_column (routee.powertrain.estimators.estimator_interface.InputSpec attribute)

E

Estimator (class in routee.powertrain.estimators.estimator_interface)

estimator_sha256 (routee.powertrain.core.metadata.EstimatorInfo attribute) EstimatorInfo (class in routee.powertrain.core.metadata)

F

fastsim_vehicle_id (routee.powertrain.core.model_config.FastSimSource attribute) fastsim_vehicles_ref (routee.powertrain.core.model_config.FastSimSource attribute) fastsim_version (routee.powertrain.core.model_config.FastSimSource attribute) FastSimSource (class in routee.powertrain.core.model_config) feature_id_to_names() (in module routee.powertrain.core.features) feature_name_list (routee.powertrain.core.features.FeatureSet property) feature_names (routee.powertrain.core.model_config.ModelConfig property) feature_names_to_id() (in module routee.powertrain.core.features) features_id (routee.powertrain.core.features.FeatureSet property) FeatureSet (class in routee.powertrain.core.features) file_extension (routee.powertrain.estimators.estimator_interface.Estimator attribute) (routee.powertrain.estimators.ngboost_estimator.NGBoostEstimator attribute) (routee.powertrain.estimators.onnx.ONNXEstimator attribute)

find_by_digest() (routee.powertrain.registry.registry.ModelRegistry method) fleet (routee.powertrain.core.model_config.RealWorldSource attribute) format_year() (in module routee.powertrain.core.year) from_bytes() (routee.powertrain.estimators.estimator_interface.Estimator class method) (routee.powertrain.estimators.ngboost_estimator.NGBoostEstimator class method) (routee.powertrain.estimators.onnx.ONNXEstimator class method) from_config() (routee.powertrain.core.metadata.Metadata class method) from_file() (routee.powertrain.core.model.Model class method) from_key() (routee.powertrain.registry.model_id.ModelId class method) from_metadata() (routee.powertrain.registry.model_id.ModelId class method) (routee.powertrain.registry.model_id.ModelKey class method) from_path() (routee.powertrain.registry.model_id.ModelId class method) (routee.powertrain.registry.model_id.ModelKey class method)

G

get_metadata() (routee.powertrain.registry.registry.ModelRegistry method)

grouping_column (routee.powertrain.estimators.estimator_interface.InputSpec attribute)

I

INDEX_FILENAME (in module routee.powertrain.registry.registry) IndexMissingError inner_train() (routee.powertrain.trainers.ngboost_trainer.NGBoostTrainer method) (routee.powertrain.trainers.sklearn_random_forest.SklearnRandomForestTrainer method) (routee.powertrain.trainers.trainer.Trainer method)

input_columns (routee.powertrain.estimators.estimator_interface.InputSpec attribute) input_spec (routee.powertrain.core.metadata.EstimatorInfo attribute) (routee.powertrain.estimators.estimator_interface.Estimator property) InputSpec (class in routee.powertrain.estimators.estimator_interface)

K

key (routee.powertrain.core.model.Model property) (routee.powertrain.registry.model_id.ModelId property)

L

LegacySource (class in routee.powertrain.core.model_config) list_available_models() (in module routee.powertrain.io.load) list_models() (routee.powertrain.registry.registry.ModelRegistry method)

load() (routee.powertrain.registry.registry.ModelRegistry method) load_model() (in module routee.powertrain.io.load) load_sample_route() (in module routee.powertrain.io.load) lookback (routee.powertrain.estimators.estimator_interface.InputSpec attribute)

M

Metadata (class in routee.powertrain.core.metadata) method (routee.powertrain.core.model_config.Provenance property) Model (class in routee.powertrain.core.model) model_config (routee.powertrain.core.features.Constraints attribute) (routee.powertrain.core.features.DataColumn attribute) (routee.powertrain.core.features.FeatureSet attribute) (routee.powertrain.core.features.TargetSet attribute) (routee.powertrain.core.metadata.EstimatorInfo attribute) (routee.powertrain.core.metadata.Metadata attribute) (routee.powertrain.core.model_config.Contract attribute) (routee.powertrain.core.model_config.FastSimSource attribute) (routee.powertrain.core.model_config.LegacySource attribute) (routee.powertrain.core.model_config.ModelConfig attribute) (routee.powertrain.core.model_config.Provenance attribute) (routee.powertrain.core.model_config.RealWorldSource attribute) (routee.powertrain.core.model_config.TrainingConfig attribute) (routee.powertrain.core.model_config.Vehicle attribute) (routee.powertrain.estimators.estimator_interface.ColumnSpec attribute) (routee.powertrain.estimators.estimator_interface.InputSpec attribute) (routee.powertrain.registry.model_id.ModelId attribute) (routee.powertrain.registry.model_id.ModelInfo attribute) (routee.powertrain.registry.model_id.ModelKey attribute)

model_digest (routee.powertrain.core.metadata.Metadata attribute) (routee.powertrain.registry.model_id.ModelInfo attribute) ModelConfig (class in routee.powertrain.core.model_config) ModelId (class in routee.powertrain.registry.model_id) ModelInfo (class in routee.powertrain.registry.model_id) ModelKey (class in routee.powertrain.registry.model_id) ModelRegistry (class in routee.powertrain.registry.registry) module routee.powertrain.core.features routee.powertrain.core.metadata routee.powertrain.core.model routee.powertrain.core.model_config routee.powertrain.core.year routee.powertrain.estimators.estimator_interface routee.powertrain.estimators.ngboost_estimator routee.powertrain.estimators.onnx routee.powertrain.io.load routee.powertrain.registry.model_id routee.powertrain.registry.registry routee.powertrain.trainers.ngboost_trainer routee.powertrain.trainers.sklearn_random_forest routee.powertrain.trainers.trainer routee.powertrain.validation.feature_visualization

N

n_vehicles (routee.powertrain.core.model_config.RealWorldSource attribute)

NGBoostEstimator (class in routee.powertrain.estimators.ngboost_estimator) NGBoostTrainer (class in routee.powertrain.trainers.ngboost_trainer)

O

ONNXEstimator (class in routee.powertrain.estimators.onnx) original_source (routee.powertrain.core.model_config.LegacySource attribute)

output_column_specs() (routee.powertrain.estimators.estimator_interface.Estimator method) (routee.powertrain.estimators.ngboost_estimator.NGBoostEstimator method) output_columns (routee.powertrain.estimators.estimator_interface.InputSpec attribute)

P

pad_strategy (routee.powertrain.estimators.estimator_interface.InputSpec attribute) parse_year() (in module routee.powertrain.core.year) pipeline_repo_ref (routee.powertrain.core.model_config.FastSimSource attribute) pipeline_version (routee.powertrain.core.model_config.FastSimSource attribute) predict() (routee.powertrain.core.model.Model method) (routee.powertrain.estimators.estimator_interface.Estimator method) (routee.powertrain.estimators.ngboost_estimator.NGBoostEstimator method) (routee.powertrain.estimators.onnx.ONNXEstimator method)

predict_method (routee.powertrain.estimators.estimator_interface.InputSpec attribute) PredictMethod (class in routee.powertrain.core.model_config) Provenance (class in routee.powertrain.core.model_config)

Q

query() (routee.powertrain.registry.registry.ModelRegistry method)

query_available_models() (in module routee.powertrain.io.load)

R

RandomForestTrainerOutput (class in routee.powertrain.trainers.sklearn_random_forest) real_world_adjustment_factor (routee.powertrain.core.model_config.Contract attribute) (routee.powertrain.core.model_config.ModelConfig attribute) RealWorldSource (class in routee.powertrain.core.model_config) required_extra_columns (routee.powertrain.trainers.trainer.Trainer property) routee.powertrain.core.features module routee.powertrain.core.metadata module routee.powertrain.core.model module routee.powertrain.core.model_config module routee.powertrain.core.year module routee.powertrain.estimators.estimator_interface module

routee.powertrain.estimators.ngboost_estimator module routee.powertrain.estimators.onnx module routee.powertrain.io.load module routee.powertrain.registry.model_id module routee.powertrain.registry.registry module routee.powertrain.trainers.ngboost_trainer module routee.powertrain.trainers.sklearn_random_forest module routee.powertrain.trainers.trainer module routee.powertrain.validation.feature_visualization module

S

save_to_registry() (routee.powertrain.core.model.Model method) serialize_year() (in module routee.powertrain.core.year) short_digest (routee.powertrain.core.metadata.Metadata property)

SklearnRandomForestTrainer (class in routee.powertrain.trainers.sklearn_random_forest) source (routee.powertrain.core.model_config.Provenance attribute) split_grouping_column (routee.powertrain.trainers.trainer.Trainer property)

T

TargetSet (class in routee.powertrain.core.features) to_bytes() (routee.powertrain.estimators.estimator_interface.Estimator method) (routee.powertrain.estimators.ngboost_estimator.NGBoostEstimator method) (routee.powertrain.estimators.onnx.ONNXEstimator method) to_file() (routee.powertrain.core.model.Model method) to_lookup_table() (routee.powertrain.core.model.Model method) to_path() (routee.powertrain.registry.model_id.ModelId method) (routee.powertrain.registry.model_id.ModelKey method)

train() (routee.powertrain.trainers.trainer.Trainer method) trained_date (routee.powertrain.core.model_config.TrainingConfig attribute) Trainer (class in routee.powertrain.trainers.trainer) training_source (routee.powertrain.core.model_config.ModelConfig attribute) TrainingConfig (class in routee.powertrain.core.model_config) TrainingMethod (class in routee.powertrain.core.model_config)

V

variant (routee.powertrain.core.model_config.ModelConfig attribute) Vehicle (class in routee.powertrain.core.model_config)

vehicle_model (routee.powertrain.registry.model_id.ModelInfo attribute) visualize_features() (in module routee.powertrain.validation.feature_visualization) (routee.powertrain.core.model.Model method)

Y

year_contains() (in module routee.powertrain.core.year)