Index

A

accuracy() (astrape.utilities.BCELossMetrics static method) (astrape.utilities.CELossMetrics static method) (astrape.utilities.SegCELossMetrics static method) (astrape.utilities.utils.BCELossMetrics static method) (astrape.utilities.utils.CEDiceLossMetrics static method) (astrape.utilities.utils.CELossMetrics static method) (astrape.utilities.utils.SegCELossMetrics static method) add_experiment() (astrape.project.BaseProject method) allow_zero_length_dataloader_with_multiple_devices (astrape.base.BaseNet attribute) (astrape.base.ConvNet attribute) (astrape.base.SegNet attribute) (astrape.models.ContractingMLP attribute) (astrape.models.CustomMLP attribute) (astrape.models.MLP attribute) (astrape.models.models_lightning.ContractingMLP attribute) (astrape.models.models_lightning.CustomMLP attribute) (astrape.models.models_lightning.MLP attribute) (astrape.models.models_lightning.PixelCNN attribute) (astrape.models.models_lightning.ResNet18 attribute) (astrape.models.models_lightning.UNet attribute) (astrape.models.models_lightning.VGG attribute) (astrape.models.PixelCNN attribute) (astrape.models.ResNet18 attribute) (astrape.models.UNet attribute) (astrape.models.VGG attribute) astrape module astrape.base module astrape.base.experiment_base module astrape.base.model_base module astrape.constants module

astrape.constants.astrape_constants module astrape.exceptions module astrape.exceptions.exceptions module astrape.experiment module astrape.model_selection module astrape.models module astrape.models.model_buildingblocks module astrape.models.models_lightning module astrape.project module astrape.utilities module astrape.utilities.dataloader_lightning module astrape.utilities.utils module astrape.utilities.utils_lightning module auc() (astrape.utilities.BCELossMetrics static method) (astrape.utilities.CELossMetrics method) (astrape.utilities.SegCELossMetrics method) (astrape.utilities.utils.BCELossMetrics static method) (astrape.utilities.utils.CEDiceLossMetrics method) (astrape.utilities.utils.CELossMetrics method) (astrape.utilities.utils.SegCELossMetrics method)

B

BaseExperiment (class in astrape) (class in astrape.base) (class in astrape.base.experiment_base) BaseNet (class in astrape.base) (class in astrape.base.model_base) BaseProject (class in astrape.project) BCELossMetrics (class in astrape.utilities) (class in astrape.utilities.utils) best_ckpt_in_stack() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method)

best_ckpt_thus_far() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) best_val_score (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute) birthday (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute)

C

CEDiceLossMetrics (class in astrape.utilities.utils) CELossMetrics (class in astrape.utilities) (class in astrape.utilities.utils) ckpt_dir (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute) column_or_1d() (in module astrape.utilities.utils) config (astrape.base.BaseNet attribute) (astrape.base.model_base.BaseNet attribute) configure_optimizers() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method) ContractingMLP (class in astrape) (class in astrape.models) (class in astrape.models.models_lightning) conv_dim() (in module astrape.utilities) (in module astrape.utilities.utils)

ConvNet (class in astrape.base) (class in astrape.base.model_base) create_experiments() (astrape.project.BaseProject method) criterion (astrape.base.BaseNet property) (astrape.base.ConvNet property) (astrape.base.model_base.BaseNet property) (astrape.base.model_base.ConvNet property) (astrape.base.model_base.SegNet property) (astrape.base.SegNet property) cross_validation() (astrape.Experiment method) (astrape.experiment.Experiment method) CrossValidation (class in astrape) (class in astrape.model_selection) CustomMLP (class in astrape) (class in astrape.models) (class in astrape.models.models_lightning) cv (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute)

D

data_module (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) DataModule (class in astrape) (class in astrape.utilities) (class in astrape.utilities.dataloader_lightning) delete_empty_exps() (astrape.project.BaseProject method) dice_coeff() (in module astrape.utilities.utils) dice_loss() (in module astrape.utilities.utils) dims (astrape.base.BaseExperiment attribute) (astrape.base.BaseNet attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.base.model_base.BaseNet attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute)

DoubleConv (class in astrape.models) (class in astrape.models.model_buildingblocks) Down (class in astrape.models) (class in astrape.models.model_buildingblocks)

E

entropy() (in module astrape.utilities.utils) exp_metadata (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) exp_path (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute)

Experiment (class in astrape) (class in astrape.experiment) exps (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute)

F

fit() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) fit_experiments() (astrape.project.BaseProject method) fit_lightning() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) fit_or_cv (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) fit_sklearn() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) flush_exps() (astrape.project.BaseProject method) forward() (astrape.ContractingMLP method) (astrape.CustomMLP method) (astrape.MLP method) (astrape.models.ContractingMLP method) (astrape.models.CustomMLP method) (astrape.models.DoubleConv method) (astrape.models.Down method) (astrape.models.MLP method) (astrape.models.model_buildingblocks.DoubleConv method) (astrape.models.model_buildingblocks.Down method) (astrape.models.model_buildingblocks.Up method) (astrape.models.models_lightning.ContractingMLP method) (astrape.models.models_lightning.CustomMLP method) (astrape.models.models_lightning.MLP method) (astrape.models.models_lightning.PixelCNN method) (astrape.models.models_lightning.ResNet18 method) (astrape.models.models_lightning.UNet method) (astrape.models.models_lightning.VGG method) (astrape.models.PixelCNN method) (astrape.models.ResNet18 method) (astrape.models.UNet method) (astrape.models.Up method) (astrape.models.VGG method) (astrape.PixelCNN method) (astrape.UNet method) (astrape.VGG method)

G

generate_marker_style() (astrape.Project static method) (astrape.project.Project static method) get_available_random_states() (astrape.project.BaseProject method) get_cv_indices() (astrape.CrossValidation method) (astrape.model_selection.CrossValidation method) get_data_module() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) get_data_module_ms() (astrape.CrossValidation method) (astrape.model_selection.CrossValidation method) get_hparam_info() (astrape.CrossValidation method) (astrape.model_selection.CrossValidation method)

get_hparams() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) get_hparams_dict_list() (astrape.CrossValidation method) (astrape.model_selection.CrossValidation method) get_scheduler() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method)

I

initialize_datamodule() (in module astrape.utilities) (in module astrape.utilities.utils_lightning)

initialize_model() (in module astrape.utilities) (in module astrape.utilities.utils_lightning)

J

jsonlog_dir (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute)

L

log2() (in module astrape.utilities.utils) log_dir (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) log_metrics_to_json() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method)

log_path (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) logger (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute)

M

MLP (class in astrape) (class in astrape.models) (class in astrape.models.models_lightning) model (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) model_metadata (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) model_type (astrape.base.ConvNet attribute) (astrape.base.model_base.ConvNet attribute) (astrape.base.model_base.SegNet attribute) (astrape.base.SegNet attribute) module astrape astrape.base astrape.base.experiment_base astrape.base.model_base astrape.constants astrape.constants.astrape_constants astrape.exceptions astrape.exceptions.exceptions astrape.experiment astrape.model_selection astrape.models astrape.models.model_buildingblocks astrape.models.models_lightning astrape.project astrape.utilities astrape.utilities.dataloader_lightning astrape.utilities.utils astrape.utilities.utils_lightning

MSELoss (class in astrape.utilities.utils) multiclass_dice_coeff() (in module astrape.utilities.utils)

N

n_ckpts (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) n_classes (astrape.base.BaseExperiment attribute) (astrape.base.BaseNet attribute) (astrape.base.ConvNet attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.base.model_base.BaseNet attribute) (astrape.base.model_base.ConvNet attribute) (astrape.base.model_base.SegNet attribute) (astrape.base.SegNet attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute)

n_exps (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) n_random_search (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute)

O

on_after_batch_transfer() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method)

on_before_batch_transfer() (astrape.base.model_base.SegNet method) (astrape.base.SegNet method)

P

parameters (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute) path (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) PixelCNN (class in astrape) (class in astrape.models) (class in astrape.models.models_lightning) plot_all_model_structures() (astrape.Project method) (astrape.project.Project method) plot_best_model_frequencies() (astrape.Project method) (astrape.project.Project method) plot_best_performances() (astrape.Project method) (astrape.project.Project method) plot_data() (astrape.project.BaseProject method) plot_identical_model_structure() (astrape.Project method) (astrape.project.Project method) plot_identical_model_type() (astrape.Project method) (astrape.project.Project method) plot_img_and_mask() (in module astrape.utilities.utils) precision (astrape.base.BaseNet attribute) (astrape.base.ConvNet attribute) (astrape.base.SegNet attribute) (astrape.models.ContractingMLP attribute) (astrape.models.CustomMLP attribute) (astrape.models.MLP attribute) (astrape.models.models_lightning.ContractingMLP attribute) (astrape.models.models_lightning.CustomMLP attribute) (astrape.models.models_lightning.MLP attribute) (astrape.models.models_lightning.PixelCNN attribute) (astrape.models.models_lightning.ResNet18 attribute) (astrape.models.models_lightning.UNet attribute) (astrape.models.models_lightning.VGG attribute) (astrape.models.PixelCNN attribute) (astrape.models.ResNet18 attribute) (astrape.models.UNet attribute) (astrape.models.VGG attribute) predict_dataloader() (astrape.DataModule method) (astrape.utilities.dataloader_lightning.DataModule method) (astrape.utilities.DataModule method) predict_step() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method)

prepare_data_per_node (astrape.base.BaseNet attribute) (astrape.base.ConvNet attribute) (astrape.base.SegNet attribute) (astrape.models.ContractingMLP attribute) (astrape.models.CustomMLP attribute) (astrape.models.MLP attribute) (astrape.models.models_lightning.ContractingMLP attribute) (astrape.models.models_lightning.CustomMLP attribute) (astrape.models.models_lightning.MLP attribute) (astrape.models.models_lightning.PixelCNN attribute) (astrape.models.models_lightning.ResNet18 attribute) (astrape.models.models_lightning.UNet attribute) (astrape.models.models_lightning.VGG attribute) (astrape.models.PixelCNN attribute) (astrape.models.ResNet18 attribute) (astrape.models.UNet attribute) (astrape.models.VGG attribute) Project (class in astrape) (class in astrape.project) project_logger (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) project_metadata (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) project_name (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) project_path (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) pseudoexp (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute)

R

R2Score (class in astrape.utilities.utils) random_number (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) random_state (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) rearrange_dims() (in module astrape) (in module astrape.utilities) (in module astrape.utilities.utils) reset_weights() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method)

reshape_x() (astrape.base.ConvNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method) ResNet18 (class in astrape.models) (class in astrape.models.models_lightning) RMSELoss (class in astrape.utilities.utils) rng (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute)

S

sample_weight (astrape.base.BaseNet attribute) (astrape.base.ConvNet attribute) (astrape.base.model_base.BaseNet attribute) (astrape.base.model_base.ConvNet attribute) (astrape.base.model_base.SegNet attribute) (astrape.base.SegNet attribute) save_ckpt() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) save_ckpts() (astrape.project.BaseProject method) save_project() (astrape.project.BaseProject method) save_stack() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) save_stacks() (astrape.project.BaseProject method) save_to_stack() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) saved_model_types (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) search() (astrape.CrossValidation method) (astrape.model_selection.CrossValidation method) search_all_models() (astrape.project.BaseProject method) search_standard() (astrape.project.BaseProject method) search_type (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute) search_with_model_type() (astrape.project.BaseProject method) search_with_model_type_hparams() (astrape.project.BaseProject method) seed_num (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute) SegCELossMetrics (class in astrape.utilities) (class in astrape.utilities.utils)

SegNet (class in astrape.base) (class in astrape.base.model_base) set_default_parameters() (in module astrape.models) (in module astrape.utilities) (in module astrape.utilities.utils_lightning) set_model() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) set_model_metadata() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) set_models() (astrape.project.BaseProject method) set_trainer() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) set_trainers() (astrape.project.BaseProject method) setup() (astrape.DataModule method) (astrape.utilities.dataloader_lightning.DataModule method) (astrape.utilities.DataModule method) split_data() (in module astrape.utilities.dataloader_lightning) stack (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) stack_models (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) stackflag (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) stratify (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute)

T

test_dataloader() (astrape.DataModule method) (astrape.utilities.dataloader_lightning.DataModule method) (astrape.utilities.DataModule method) test_size (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) test_step() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method) toggle_stack() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) train_dataloader() (astrape.DataModule method) (astrape.utilities.dataloader_lightning.DataModule method) (astrape.utilities.DataModule method) trainer (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) trainer_config (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute) training (astrape.base.BaseNet attribute) (astrape.base.ConvNet attribute) (astrape.base.model_base.BaseNet attribute) (astrape.base.model_base.ConvNet attribute) (astrape.base.model_base.SegNet attribute) (astrape.base.SegNet attribute) (astrape.ContractingMLP attribute) (astrape.CustomMLP attribute) (astrape.MLP attribute) (astrape.models.ContractingMLP attribute) (astrape.models.CustomMLP attribute) (astrape.models.DoubleConv attribute) (astrape.models.Down attribute) (astrape.models.MLP attribute) (astrape.models.model_buildingblocks.DoubleConv attribute) (astrape.models.model_buildingblocks.Down attribute) (astrape.models.model_buildingblocks.Up attribute) (astrape.models.models_lightning.ContractingMLP attribute) (astrape.models.models_lightning.CustomMLP attribute) (astrape.models.models_lightning.MLP attribute) (astrape.models.models_lightning.PixelCNN attribute) (astrape.models.models_lightning.ResNet18 attribute) (astrape.models.models_lightning.UNet attribute) (astrape.models.models_lightning.VGG attribute) (astrape.models.PixelCNN attribute) (astrape.models.ResNet18 attribute) (astrape.models.UNet attribute) (astrape.models.Up attribute) (astrape.models.VGG attribute) (astrape.PixelCNN attribute) (astrape.UNet attribute) (astrape.VGG attribute)

training_step() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method)

U

UNet (class in astrape) (class in astrape.models) (class in astrape.models.models_lightning) Up (class in astrape.models) (class in astrape.models.model_buildingblocks) update_exp_metadata() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method)

update_log_path() (astrape.base.BaseExperiment method) (astrape.base.experiment_base.BaseExperiment method) (astrape.BaseExperiment method) update_project_metadata() (astrape.project.BaseProject method)

V

val_dataloader() (astrape.DataModule method) (astrape.utilities.dataloader_lightning.DataModule method) (astrape.utilities.DataModule method) val_metric (astrape.CrossValidation attribute) (astrape.model_selection.CrossValidation attribute) validation_step() (astrape.base.BaseNet method) (astrape.base.ConvNet method) (astrape.base.model_base.BaseNet method) (astrape.base.model_base.ConvNet method) (astrape.base.model_base.SegNet method) (astrape.base.SegNet method)

VGG (class in astrape) (class in astrape.models) (class in astrape.models.models_lightning)

X

X (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) X_test (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute)

X_train (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) X_val (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute)

Y

y (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute) y_test (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) (astrape.Project attribute) (astrape.project.BaseProject attribute) (astrape.project.Project attribute)

y_train (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute) y_val (astrape.base.BaseExperiment attribute) (astrape.base.experiment_base.BaseExperiment attribute) (astrape.BaseExperiment attribute)