Index

A

Assign_Cluster_Labels() (in module QNPy.Clustering_with_SOM)

Averaging_Clusters() (in module QNPy.Clustering_with_SOM)

B

back_x() (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd)

back_y() (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) backward_pad_curves() (in module QNPy.Preprocess)

C

clean_and_save_outliers() (in module QNPy.Preprocess) clean_save_aggregate_data() (in module QNPy.Preprocess) clear_output_dir() (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) Cluster_Metrics() (in module QNPy.Clustering_with_SOM) Cluster_Properties() (in module QNPy.Clustering_with_SOM) Cluster_Properties_Comparison() (in module QNPy.Clustering_with_SOM)

collate_lcs() (in module QNPy.CNP_DATASETCLASS) create_dir_save_plot() (in module QNPy.Clustering_with_SOM) create_model_and_optimizer() (in module QNPy.SPLITTING_AND_TRAINING) create_prediction_folders() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) create_split_folders() (in module QNPy.SPLITTING_AND_TRAINING)

D

DeterministicDecoder (class in QNPy.CNP_ARCHITECTURE)

DeterministicEncoder (class in QNPy.CNP_ARCHITECTURE) DeterministicModel (class in QNPy.CNP_ARCHITECTURE)

F

find_cluster_and_quantization_errors() (in module QNPy.Clustering_with_SOM) find_LC_transform() (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) findInternalNode() (in module QNPy.Clustering_with_SOM) findMin() (in module QNPy.Clustering_with_SOM)

forward() (QNPy.CNP_ARCHITECTURE.DeterministicDecoder method) (QNPy.CNP_ARCHITECTURE.DeterministicEncoder method) (QNPy.CNP_ARCHITECTURE.DeterministicModel method) (QNPy.CNP_METRICS.LogProbLoss method) (QNPy.CNP_METRICS.MAELoss method) (QNPy.CNP_METRICS.MSELoss method)

G

get_best_grid() (in module QNPy.Clustering_with_SOM) get_criteria() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) get_data_loaders() (in module QNPy.SPLITTING_AND_TRAINING)

get_fvars() (in module QNPy.Clustering_with_SOM) Get_Gradient_Cluster() (in module QNPy.Clustering_with_SOM) Get_Gradient_Cluster_2D() (in module QNPy.Clustering_with_SOM) get_luminosities_and_masses() (in module QNPy.Clustering_with_SOM) get_redshifts() (in module QNPy.Clustering_with_SOM) Gradient_Cluster_Map() (in module QNPy.Clustering_with_SOM)

I

instantiate_pdf_document() (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd)

L

LighCurvesDataset (class in QNPy.CNP_DATASETCLASS) Load_Light_Curves() (in module QNPy.Clustering_with_SOM) load_model() (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) load_test_data() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) load_train_data() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd)

load_trained_model() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_Original_mjd) load_trcoeff() (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) load_val_data() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) LogProbLoss (class in QNPy.CNP_METRICS)

M

MAELoss (class in QNPy.CNP_METRICS) masked_euclidean_distance() (in module QNPy.Clustering_with_SOM) matplotlib_cmap_to_plotly() (in module QNPy.Clustering_with_SOM) module QNPy QNPy.Clustering_with_SOM QNPy.CNP_ARCHITECTURE QNPy.CNP_DATASETCLASS QNPy.CNP_METRICS QNPy.PREDICTION QNPy.PREDICTION_onePDF QNPy.PREDICTION_onePDF_original_mjd QNPy.PREDICTION_Original_mjd QNPy.Preprocess QNPy.SPLITTING_AND_TRAINING

MSELoss (class in QNPy.CNP_METRICS) multi_band_clustering() (in module QNPy.Clustering_with_SOM) multi_band_processing() (in module QNPy.Clustering_with_SOM)

N

Normal_Cluster_to_Grad() (in module QNPy.Clustering_with_SOM)

O

outliers_detection() (in module QNPy.Clustering_with_SOM)

P

Pad_Light_Curves() (in module QNPy.Clustering_with_SOM) Plot_All_Clusters() (in module QNPy.Clustering_with_SOM) plot_function() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) plot_function2() (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) Plot_Lc() (in module QNPy.Clustering_with_SOM) plot_light_curves_from_test_set() (in module QNPy.PREDICTION) plot_light_curves_from_train_set() (in module QNPy.PREDICTION) plot_light_curves_from_val_set() (in module QNPy.PREDICTION) plot_loss() (in module QNPy.SPLITTING_AND_TRAINING) plot_mae() (in module QNPy.SPLITTING_AND_TRAINING) plot_mse() (in module QNPy.SPLITTING_AND_TRAINING)

Plot_SOM_Scaled_Average() (in module QNPy.Clustering_with_SOM) plot_test_data() (in module QNPy.PREDICTION_Original_mjd) plot_test_light_curves() (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) plot_train_light_curves() (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) plot_training() (in module QNPy.Clustering_with_SOM) plot_val_curves() (in module QNPy.PREDICTION_Original_mjd) plot_val_light_curves() (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) plotStarburstMap() (in module QNPy.Clustering_with_SOM) prepare_output_dir() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_Original_mjd)

Q

QNPy module QNPy.Clustering_with_SOM module QNPy.CNP_ARCHITECTURE module QNPy.CNP_DATASETCLASS module QNPy.CNP_METRICS module QNPy.PREDICTION module

QNPy.PREDICTION_onePDF module QNPy.PREDICTION_onePDF_original_mjd module QNPy.PREDICTION_Original_mjd module QNPy.Preprocess module QNPy.SPLITTING_AND_TRAINING module

R

remove_padded_values_and_filter() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd)

S

save_chosen_cluster() (in module QNPy.Clustering_with_SOM) save_lists_to_csv() (in module QNPy.SPLITTING_AND_TRAINING) save_model() (in module QNPy.SPLITTING_AND_TRAINING) save_test_metrics() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) save_train_metrics() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd) save_val_metrics() (in module QNPy.PREDICTION) (in module QNPy.PREDICTION_onePDF) (in module QNPy.PREDICTION_onePDF_original_mjd) (in module QNPy.PREDICTION_Original_mjd)

scale_curves() (in module QNPy.Clustering_with_SOM) scale_to_range() (in module QNPy.Clustering_with_SOM) SF() (in module QNPy.Clustering_with_SOM) SFminus() (in module QNPy.Clustering_with_SOM) SFplus() (in module QNPy.Clustering_with_SOM) smooth() (in module QNPy.SPLITTING_AND_TRAINING) SOM_1D() (in module QNPy.Clustering_with_SOM) SOM_Activation_Map() (in module QNPy.Clustering_with_SOM) SOM_Clusters_Histogram() (in module QNPy.Clustering_with_SOM) SOM_Distance_Map() (in module QNPy.Clustering_with_SOM) split_data() (in module QNPy.SPLITTING_AND_TRAINING) Structure_Function() (in module QNPy.Clustering_with_SOM)

T

tolerant_mean() (in module QNPy.Clustering_with_SOM) train_model() (in module QNPy.SPLITTING_AND_TRAINING)

transform() (in module QNPy.Preprocess) transform_and_save() (in module QNPy.Preprocess)