ai4water
stable
Installation
quick start
Understanding ai4water
Modules
Model
models
datasets
preprocessing
postprocessing
Exploratory Data Analysis
HyperParameter Optimization
Experiments
Evapotranspiration
utility functions
Examples
ai4water
Index
Edit on GitHub
Index
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B
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C
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D
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E
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F
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G
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I
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X
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__call__() (ai4water.eda.EDA method)
(ai4water.postprocessing.ProcessPredictions method)
__getattr__() (ai4water.hyperopt.HyperOpt method)
__init__() (ai4water._main.BaseModel method)
(ai4water.datasets.camels.Camels method)
(ai4water.datasets.camels.CAMELS_AUS method)
(ai4water.datasets.camels.CAMELS_BR method)
(ai4water.datasets.camels.CAMELS_CL method)
(ai4water.datasets.camels.CAMELS_GB method)
(ai4water.datasets.camels.CAMELS_US method)
(ai4water.datasets.camels.HYPE method)
(ai4water.datasets.camels.HYSETS method)
(ai4water.datasets.camels.LamaH method)
(ai4water.datasets.camels.WaterBenchIowa method)
(ai4water.datasets.GRQA method)
(ai4water.datasets.mtropics.Datasets method)
(ai4water.datasets.mtropics.MtropicsLaos method)
(ai4water.datasets.Quadica method)
(ai4water.datasets.RC4USCoast method)
(ai4water.datasets.RRLuleaSweden method)
(ai4water.datasets.Swatch method)
(ai4water.datasets.SWECanada method)
(ai4water.datasets.WeatherJena method)
(ai4water.datasets.Weisssee method)
(ai4water.eda.EDA method)
(ai4water.experiments.DLRegressionExperiments method)
(ai4water.experiments.Experiments method)
(ai4water.experiments.MLClassificationExperiments method)
(ai4water.experiments.MLRegressionExperiments method)
(ai4water.functional.Model method)
(ai4water.hyperopt.Categorical method)
(ai4water.hyperopt.fANOVA method)
(ai4water.hyperopt.HyperOpt method)
(ai4water.hyperopt.Integer method)
(ai4water.hyperopt.Real method)
(ai4water.models._tensorflow.Conditionalize method)
(ai4water.models._tensorflow.EALSTM method)
(ai4water.models._tensorflow.MCLSTM method)
(ai4water.models._tensorflow.private_layers.FTTransformer method)
(ai4water.models._tensorflow.private_layers.TabTransformer method)
(ai4water.models._tensorflow.Transformer method)
(ai4water.models._tensorflow.TransformerBlocks method)
(ai4water.models._torch.Learner method)
(ai4water.postprocessing.explain.LimeExplainer method)
(ai4water.postprocessing.explain.PartialDependencePlot method)
(ai4water.postprocessing.explain.PermutationImportance method)
(ai4water.postprocessing.explain.ShapExplainer method)
(ai4water.postprocessing.interpret.Interpret method)
(ai4water.postprocessing.ProcessPredictions method)
(ai4water.postprocessing.SeqMetrics.ClassificationMetrics method)
(ai4water.postprocessing.SeqMetrics.Metrics method)
(ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
(ai4water.postprocessing.SeqMetrics.utils.plot_metrics method)
(ai4water.postprocessing.visualize.Visualize method)
(ai4water.preprocessing.DataSet method)
(ai4water.preprocessing.DataSetPipeline method)
(ai4water.preprocessing.DataSetUnion method)
(ai4water.preprocessing.imputation.Imputation method)
(ai4water.preprocessing.spatial_processing.MakeHRUs method)
(ai4water.preprocessing.transformations.FunctionTransformer method)
(ai4water.preprocessing.transformations.PowerTransformer method)
(ai4water.preprocessing.transformations.ScalerWithConfig method)
(ai4water.preprocessing.transformations.Transformation method)
(ai4water.preprocessing.transformations.Transformations method)
(ai4water.pytorch_models.HARHNModel method)
(ai4water.pytorch_models.IMVModel method)
(ai4water.tf_models.DualAttentionModel method)
(in module ai4water.main.Model)
A
abs_pbias() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
acc() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
accuracy() (ai4water.postprocessing.SeqMetrics.ClassificationMetrics method)
activation_gradients() (ai4water.postprocessing.visualize.Visualize method)
activation_gradients_1D() (ai4water.postprocessing.visualize.Visualize method)
activation_gradients_2D() (ai4water.postprocessing.visualize.Visualize method)
activations() (ai4water.postprocessing.visualize.Visualize method)
add_layers() (ai4water.functional.Model method)
add_previous_results() (ai4water.hyperopt.HyperOpt method)
adjusted_r2() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
agreement_index() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
ai4water.backend
module
ai4water.datasets
module
ai4water.datasets.ecoli_houay_pano
module
ai4water.datasets.ecoli_mekong
module
ai4water.datasets.ecoli_mekong_laos
module
ai4water.datasets.gw_punjab
module
ai4water.datasets.mg_photodegradation
module
ai4water.datasets.mtropics
module
ai4water.main.Model
module
ai4water.models
module
,
[1]
,
[2]
,
[3]
,
[4]
,
[5]
,
[6]
,
[7]
,
[8]
ai4water.postprocessing.explain.explain_model
module
ai4water.postprocessing.explain.explain_model_with_lime
module
ai4water.postprocessing.explain.explain_model_with_shap
module
ai4water.utils.utils
module
,
[1]
,
[2]
ai4water.utils.visualizations
module
,
[1]
,
[2]
aic() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
aitchison() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
all_data() (ai4water._main.BaseModel method)
all_stations() (ai4water.datasets.camels.CAMELS_BR method)
allowed_explainers (ai4water.postprocessing.explain.ShapExplainer attribute)
amemiya_adj_r2() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
amemiya_pred_criterion() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
annual_medians() (ai4water.datasets.Quadica method)
assert_greater_than_one (ai4water.postprocessing.SeqMetrics.Metrics property)
autocorrelation() (ai4water.eda.EDA method)
available_plots (ai4water.postprocessing.ProcessPredictions attribute)
available_transformers (ai4water.preprocessing.transformations.Transformation attribute)
average_target_across_feature() (ai4water.postprocessing.ProcessPredictions method)
avg_temp() (ai4water.datasets.Quadica method)
B
backend (ai4water.hyperopt.HyperOpt property)
balanced_accuracy_score() (ai4water.postprocessing.SeqMetrics.ClassificationMetrics method)
base_ds_dir (ai4water.datasets.mtropics.Datasets property)
BaseModel (class in ai4water._main)
batch_dim (ai4water.preprocessing.DataSet property)
beeswarm_plot() (ai4water.postprocessing.explain.ShapExplainer method)
best_iter() (ai4water.hyperopt.HyperOpt method)
best_paras() (ai4water.hyperopt.HyperOpt method)
best_xy() (ai4water.hyperopt.HyperOpt method)
bias() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
bic() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
box_plot() (ai4water.eda.EDA method)
brier_score() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
build() (ai4water.models._tensorflow.EALSTM method)
(ai4water.models._tensorflow.private_layers.FTTransformer method)
(ai4water.tf_models.DualAttentionModel method)
busan_beach() (in module ai4water.datasets)
C
calc_pdp_1dim() (ai4water.postprocessing.explain.PartialDependencePlot method)
calculate_all() (ai4water.postprocessing.SeqMetrics.Metrics method)
calculate_hydro_metrics() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
calculate_minimal() (ai4water.postprocessing.SeqMetrics.Metrics method)
calculate_scale_dependent_metrics() (ai4water.postprocessing.SeqMetrics.Metrics method)
calculate_scale_independent_metrics() (ai4water.postprocessing.SeqMetrics.Metrics method)
call() (ai4water.models._tensorflow.EALSTM method)
(ai4water.models._tensorflow.MCLSTM method)
(ai4water.preprocessing.imputation.Imputation method)
(ai4water.preprocessing.spatial_processing.MakeHRUs method)
Camels (class in ai4water.datasets.camels)
CAMELS_AUS (class in ai4water.datasets.camels)
CAMELS_BR (class in ai4water.datasets.camels)
CAMELS_CL (class in ai4water.datasets.camels)
camels_dir (ai4water.datasets.camels.Camels property)
CAMELS_GB (class in ai4water.datasets.camels)
CAMELS_US (class in ai4water.datasets.camels)
catchment_attr_url (ai4water.datasets.camels.CAMELS_US attribute)
catchment_attributes() (ai4water.datasets.Quadica method)
Categorical (class in ai4water.hyperopt)
cell() (ai4water.models._tensorflow.EALSTM method)
centered_rms_dev() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
check_args() (ai4water.hyperopt.HyperOpt method)
check_for_batch_size() (ai4water.preprocessing.DataSet method)
check_nans() (ai4water.preprocessing.DataSet method)
chem_fname (ai4water.datasets.RC4USCoast property)
classes (ai4water.preprocessing.DataSet property)
ClassificationMetrics (class in ai4water.postprocessing.SeqMetrics)
CNN() (in module ai4water.models)
CNNLSTM() (in module ai4water.models)
compare_convergence() (ai4water.experiments.Experiments method)
compare_edf_plots() (ai4water.experiments.Experiments method)
compare_errors() (ai4water.experiments.Experiments method)
compare_precision_recall_curves() (ai4water.experiments.Experiments method)
compare_regression_plots() (ai4water.experiments.Experiments method)
compare_residual_plots() (ai4water.experiments.Experiments method)
compare_roc_curves() (ai4water.experiments.Experiments method)
compare_xgb_f_imp() (ai4water.postprocessing.interpret.Interpret method)
composite_metrics() (ai4water.postprocessing.SeqMetrics.Metrics method)
Conditionalize (class in ai4water.models._tensorflow)
config() (ai4water.preprocessing.transformations.FunctionTransformer method)
(ai4water.preprocessing.transformations.ScalerWithConfig method)
(ai4water.preprocessing.transformations.Transformation method)
(ai4water.preprocessing.transformations.Transformations method)
config_paras (ai4water.preprocessing.transformations.PowerTransformer property)
(ai4water.preprocessing.transformations.ScalerWithConfig property)
confusion_matrix() (ai4water.postprocessing.ProcessPredictions method)
corr_coeff() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
correlation() (ai4water.eda.EDA method)
cosine_similarity() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
covariance() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
create_mlp() (ai4water.models._tensorflow.private_layers.TabTransformer method)
cronbach_alpha() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
cross_entropy() (ai4water.postprocessing.SeqMetrics.ClassificationMetrics method)
cross_val_score() (ai4water._main.BaseModel method)
csv_name (ai4water.datasets.Swatch property)
D
data_type_dir (ai4water.datasets.camels.LamaH property)
DataSet (class in ai4water.preprocessing)
DataSetPipeline (class in ai4water.preprocessing)
DATASETS (ai4water.datasets.camels.Camels attribute)
(ai4water.datasets.camels.CAMELS_US attribute)
Datasets (class in ai4water.datasets.mtropics)
DataSetUnion (class in ai4water.preprocessing)
decision_plot() (ai4water.postprocessing.explain.ShapExplainer method)
decision_tree() (ai4water.postprocessing.visualize.Visualize method)
decision_tree_leaves() (ai4water.postprocessing.visualize.Visualize method)
decoder_attention() (ai4water.tf_models.DualAttentionModel method)
decomposed_mse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
deindexify() (ai4water.preprocessing.DataSet method)
deindexify_nparray() (ai4water.preprocessing.DataSet method)
dependence_plot_all_features() (ai4water.postprocessing.explain.ShapExplainer method)
dependence_plot_single_feature() (ai4water.postprocessing.explain.ShapExplainer method)
deserialize() (ai4water.preprocessing.transformations.FunctionTransformer static method)
deserialize_func() (ai4water.preprocessing.transformations.FunctionTransformer static method)
dict_to_xy() (ai4water.hyperopt.HyperOpt static method)
dims() (ai4water.hyperopt.HyperOpt method)
DLClassificationExperiments (class in ai4water.experiments)
DLRegressionExperiments (class in ai4water.experiments)
,
[1]
doi (ai4water.datasets.camels.HYSETS attribute)
download_from_pangaea() (ai4water.datasets.mtropics.Datasets method)
draw_pie() (ai4water.preprocessing.spatial_processing.MakeHRUs method)
ds_dir (ai4water.datasets.camels.Camels property)
(ai4water.datasets.camels.CAMELS_GB property)
(ai4water.datasets.camels.HYSETS property)
(ai4water.datasets.mtropics.Datasets property)
DualAttentionModel (class in ai4water.tf_models)
dynamic_attributes (ai4water.datasets.Weisssee attribute)
dynamic_features (ai4water.datasets.camels.Camels property)
(ai4water.datasets.camels.CAMELS_AUS property)
(ai4water.datasets.camels.CAMELS_BR property)
(ai4water.datasets.camels.CAMELS_CL attribute)
(ai4water.datasets.camels.CAMELS_GB attribute)
(ai4water.datasets.camels.CAMELS_US attribute)
(ai4water.datasets.camels.HYPE attribute)
(ai4water.datasets.camels.HYSETS attribute)
(ai4water.datasets.camels.LamaH property)
(ai4water.datasets.camels.WaterBenchIowa property)
(ai4water.datasets.WeatherJena property)
E
EALSTM (class in ai4water.models._tensorflow)
ecoli_mekong_2016() (in module ai4water.datasets.mtropics)
EDA (class in ai4water.eda)
eda() (ai4water._main.BaseModel method)
edf_plot() (ai4water.postprocessing.ProcessPredictions method)
(in module ai4water.utils.visualizations)
encoder_attention() (ai4water.tf_models.DualAttentionModel method)
end (ai4water.datasets.camels.Camels property)
(ai4water.datasets.camels.CAMELS_AUS property)
(ai4water.datasets.camels.CAMELS_BR property)
(ai4water.datasets.camels.CAMELS_CL property)
(ai4water.datasets.camels.CAMELS_GB property)
(ai4water.datasets.camels.CAMELS_US property)
(ai4water.datasets.camels.HYPE property)
(ai4water.datasets.camels.HYSETS property)
(ai4water.datasets.camels.LamaH property)
(ai4water.datasets.camels.WaterBenchIowa property)
(ai4water.datasets.RC4USCoast property)
(ai4water.datasets.SWECanada property)
errors_plot() (ai4water.postprocessing.ProcessPredictions method)
euclid_distance() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
eval_best() (ai4water.experiments.Experiments method)
eval_sequence() (ai4water.hyperopt.HyperOpt method)
eval_with_best() (ai4water.hyperopt.HyperOpt method)
evaluate() (ai4water._main.BaseModel method)
(ai4water.models._torch.Learner method)
evaluate_on_all_data() (ai4water._main.BaseModel method)
evaluate_on_test_data() (ai4water._main.BaseModel method)
evaluate_on_training_data() (ai4water._main.BaseModel method)
evaluate_on_validation_data() (ai4water._main.BaseModel method)
exp_var_score() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
expanded_uncertainty() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
Experiments (class in ai4water.experiments)
explain() (ai4water._main.BaseModel method)
explain_all_examples() (ai4water.postprocessing.explain.LimeExplainer method)
explain_example() (ai4water._main.BaseModel method)
(ai4water.postprocessing.explain.LimeExplainer method)
explaination_objects (ai4water.postprocessing.explain.LimeExplainer attribute)
explainer (ai4water.postprocessing.explain.ShapExplainer attribute)
F
f_importances_svm() (ai4water.postprocessing.interpret.Interpret method)
fANOVA (class in ai4water.hyperopt)
fdc_fhv() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
fdc_flv() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
fdc_plot() (ai4water.postprocessing.ProcessPredictions method)
(in module ai4water.utils.visualizations)
feature_importance() (ai4water.postprocessing.interpret.Interpret method)
features (ai4water.datasets.Quadica property)
(ai4water.datasets.SWECanada attribute)
(ai4water.postprocessing.explain.ShapExplainer attribute)
(ai4water.preprocessing.transformations.Transformation property)
features_1d() (ai4water.postprocessing.visualize.Visualize method)
features_2d() (ai4water.postprocessing.visualize.Visualize method)
fetch() (ai4water.datasets.camels.Camels method)
(ai4water.datasets.RRLuleaSweden method)
(ai4water.datasets.Swatch method)
(ai4water.datasets.SWECanada method)
(ai4water.datasets.WeatherJena method)
(ai4water.datasets.Weisssee method)
fetch_annual() (ai4water.datasets.Quadica method)
fetch_chem() (ai4water.datasets.RC4USCoast method)
fetch_data() (ai4water.tf_models.DualAttentionModel method)
fetch_dynamic_features() (ai4water.datasets.camels.Camels method)
(ai4water.datasets.camels.HYSETS method)
fetch_ecoli() (ai4water.datasets.mtropics.MtropicsLaos method)
fetch_flow() (ai4water.datasets.RRLuleaSweden method)
fetch_hydro() (ai4water.datasets.mtropics.MtropicsLaos method)
fetch_lu() (ai4water.datasets.mtropics.MtropicsLaos method)
fetch_monthly() (ai4water.datasets.Quadica method)
fetch_parameter() (ai4water.datasets.GRQA method)
fetch_pcp() (ai4water.datasets.mtropics.MtropicsLaos method)
(ai4water.datasets.RRLuleaSweden method)
fetch_physiochem() (ai4water.datasets.mtropics.MtropicsLaos method)
fetch_q() (ai4water.datasets.RC4USCoast method)
fetch_rain_gauges() (ai4water.datasets.mtropics.MtropicsLaos method)
fetch_source() (ai4water.datasets.mtropics.MtropicsLaos method)
fetch_static_features() (ai4water.datasets.camels.Camels method)
(ai4water.datasets.camels.CAMELS_AUS method)
(ai4water.datasets.camels.CAMELS_BR method)
(ai4water.datasets.camels.CAMELS_CL method)
(ai4water.datasets.camels.CAMELS_GB method)
(ai4water.datasets.camels.CAMELS_US method)
(ai4water.datasets.camels.HYPE method)
(ai4water.datasets.camels.HYSETS method)
(ai4water.datasets.camels.LamaH method)
(ai4water.datasets.camels.WaterBenchIowa method)
fetch_station_attributes() (ai4water.datasets.camels.Camels method)
(ai4water.datasets.camels.WaterBenchIowa method)
(ai4water.datasets.SWECanada method)
fetch_stations_attributes() (ai4water.datasets.camels.Camels method)
(ai4water.datasets.camels.HYSETS method)
fetch_suro() (ai4water.datasets.mtropics.MtropicsLaos method)
fetch_weather_station_data() (ai4water.datasets.mtropics.MtropicsLaos method)
files (ai4water.datasets.GRQA property)
find_num_lstms() (ai4water.postprocessing.visualize.Visualize method)
fit() (ai4water._main.BaseModel method)
(ai4water.experiments.Experiments method)
(ai4water.hyperopt.HyperOpt method)
(ai4water.models._torch.Learner method)
(ai4water.preprocessing.transformations.Transformation method)
fit_on_all_training_data() (ai4water._main.BaseModel method)
fit_pytorch() (in module ai4water.main.Model)
fit_transform() (ai4water.preprocessing.transformations.Transformation method)
(ai4water.preprocessing.transformations.Transformations method)
fit_with_tpot() (ai4water.experiments.Experiments method)
fmin() (ai4water.hyperopt.HyperOpt method)
folders (ai4water.datasets.camels.CAMELS_AUS attribute)
(ai4water.datasets.camels.CAMELS_BR attribute)
(ai4water.datasets.camels.CAMELS_US attribute)
force_plot_all() (ai4water.postprocessing.explain.ShapExplainer method)
force_plot_single_example() (ai4water.postprocessing.explain.ShapExplainer method)
forward() (ai4water.pytorch_models.HARHNModel method)
(ai4water.pytorch_models.IMVModel method)
(in module ai4water.main.Model)
from_config() (ai4water._main.BaseModel class method)
(ai4water.experiments.Experiments class method)
(ai4water.preprocessing.transformations.FunctionTransformer class method)
(ai4water.preprocessing.transformations.FunctionTransformer method)
(ai4water.preprocessing.transformations.PowerTransformer class method)
(ai4water.preprocessing.transformations.ScalerWithConfig class method)
(ai4water.preprocessing.transformations.Transformation class method)
(ai4water.preprocessing.transformations.Transformations class method)
from_config_file() (ai4water._main.BaseModel class method)
from_gp_parameters() (ai4water.hyperopt.HyperOpt class method)
from_h5() (ai4water.preprocessing.DataSet class method)
FTTransformer (class in ai4water.models._tensorflow.private_layers)
FTTransformer() (in module ai4water.models)
func_vals() (ai4water.hyperopt.HyperOpt method)
FunctionTransformer (class in ai4water.preprocessing.transformations)
G
get_2d_batches() (ai4water.preprocessing.DataSet method)
get_activation_gradients() (ai4water.postprocessing.visualize.Visualize method)
get_activations() (ai4water.postprocessing.visualize.Visualize method)
get_attention_weights() (ai4water.tf_models.DualAttentionModel method)
get_attributes() (in module ai4water.backend)
get_batches() (ai4water.preprocessing.DataSet method)
get_config() (ai4water.models._tensorflow.Transformer method)
(ai4water.models._tensorflow.TransformerBlocks method)
get_enc_var_selection_weights() (ai4water.postprocessing.interpret.Interpret method)
get_features() (ai4water.preprocessing.transformations.Transformation method)
get_hrus() (ai4water.preprocessing.spatial_processing.MakeHRUs method)
get_indices() (ai4water.preprocessing.DataSet method)
get_params() (ai4water.preprocessing.transformations.ScalerWithConfig method)
get_rnn_weights() (ai4water.postprocessing.visualize.Visualize method)
get_shap_values() (ai4water.postprocessing.explain.ShapExplainer method)
get_transformer() (ai4water.preprocessing.transformations.Transformation method)
get_transformer_from_dict() (ai4water.preprocessing.transformations.Transformation method)
get_trees_total_variances() (ai4water.hyperopt.fANOVA method)
get_weight_gradients() (ai4water.postprocessing.visualize.Visualize method)
get_weights() (ai4water.postprocessing.visualize.Visualize method)
gmae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
gmean_diff() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
gmrae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
grid (ai4water.hyperopt.Integer attribute)
(ai4water.hyperopt.Real attribute)
grid() (ai4water.postprocessing.explain.PartialDependencePlot method)
grid_search() (ai4water.hyperopt.HyperOpt method)
grouped_scatter() (ai4water.eda.EDA method)
GRQA (class in ai4water.datasets)
H
HARHNModel (class in ai4water.pytorch_models)
heatmap() (ai4water.eda.EDA method)
(ai4water.postprocessing.explain.ShapExplainer method)
horizon_plots() (ai4water.postprocessing.ProcessPredictions method)
hp_space() (ai4water.hyperopt.HyperOpt method)
HRU_DEFINITIONS (ai4water.preprocessing.spatial_processing.MakeHRUs attribute)
HYPE (class in ai4water.datasets.camels)
HyperOpt (class in ai4water.hyperopt)
HYSETS (class in ai4water.datasets.camels)
I
importances (ai4water.postprocessing.explain.PermutationImportance attribute)
Imputation (class in ai4water.preprocessing.imputation)
impute() (ai4water.preprocessing.DataSet method)
IMVModel (class in ai4water.pytorch_models)
in_cols (ai4water.eda.EDA property)
indexes (ai4water.preprocessing.DataSetUnion property)
indexify() (ai4water.preprocessing.DataSet method)
infer_framework() (ai4water.postprocessing.explain.ShapExplainer method)
info_fname (ai4water.datasets.RC4USCoast property)
init_paras() (ai4water.preprocessing.DataSet method)
initialize_layers() (ai4water.pytorch_models.HARHNModel method)
(ai4water.pytorch_models.IMVModel method)
(in module ai4water.main.Model)
input_features (ai4water.preprocessing.DataSet property)
(ai4water.preprocessing.DataSetPipeline property)
(ai4water.preprocessing.DataSetUnion property)
inputs (ai4water.datasets.mtropics.MtropicsLaos attribute)
inputs_for_attention() (ai4water.tf_models.DualAttentionModel method)
inrse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
Integer (class in ai4water.hyperopt)
Interpret (class in ai4water.postprocessing.interpret)
interpret() (ai4water._main.BaseModel method)
(ai4water.pytorch_models.IMVModel method)
(ai4water.tf_models.DualAttentionModel method)
interpret_attention_lstm() (ai4water.postprocessing.interpret.Interpret method)
interpret_example_tft() (ai4water.postprocessing.interpret.Interpret method)
interpret_ft_transformer() (ai4water.postprocessing.interpret.Interpret method)
interpret_tab_transformer() (ai4water.postprocessing.interpret.Interpret method)
interpret_tft() (ai4water.postprocessing.interpret.Interpret method)
inverse_func (ai4water.preprocessing.transformations.FunctionTransformer property)
inverse_func_ser (ai4water.preprocessing.transformations.FunctionTransformer attribute)
(ai4water.preprocessing.transformations.FunctionTransformer property)
inverse_transform() (ai4water.preprocessing.transformations.PowerTransformer method)
(ai4water.preprocessing.transformations.Transformation method)
(ai4water.preprocessing.transformations.Transformations method)
inverse_transform_without_fit() (ai4water.preprocessing.transformations.Transformations method)
irmse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
is_binary (ai4water.preprocessing.DataSet property)
(ai4water.preprocessing.DataSetPipeline property)
(ai4water.preprocessing.DataSetUnion property)
is_multiclass (ai4water.preprocessing.DataSet property)
(ai4water.preprocessing.DataSetUnion property)
is_multilabel (ai4water.preprocessing.DataSet property)
(ai4water.preprocessing.DataSetUnion property)
J
JS() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
jsonize() (in module ai4water.utils.utils)
K
kendaull_tau() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
KFold_splits() (ai4water.preprocessing.DataSet method)
kge() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
kge_bound() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
kge_mod() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
kge_np() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
kgenp_bound() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
kgeprime_c2m() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
kl_sym() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
L
lag_plot() (ai4water.eda.EDA method)
LamaH (class in ai4water.datasets.camels)
layer (ai4water.postprocessing.explain.ShapExplainer property)
Learner (class in ai4water.models._torch)
LeaveOneOut_splits() (ai4water.preprocessing.DataSet method)
LimeExplainer (class in ai4water.postprocessing.explain)
lm_index() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
load_results() (ai4water.hyperopt.HyperOpt method)
location (ai4water.datasets.camels.CAMELS_AUS property)
log_nse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
log_prob() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
lookback (ai4water.preprocessing.DataSet property)
loss_comparison() (ai4water.experiments.Experiments method)
LSTM() (in module ai4water.models)
LSTMAutoEncoder() (in module ai4water.models)
M
maape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
make_classification() (ai4water.datasets.mtropics.MtropicsLaos method)
make_gif() (ai4water.preprocessing.spatial_processing.MakeHRUs method)
make_regression() (ai4water.datasets.mtropics.MtropicsLaos method)
MakeHRUs (class in ai4water.preprocessing.spatial_processing)
map2layer() (ai4water.postprocessing.explain.ShapExplainer method)
mapd() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mare() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mase() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
max_error() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
maybe_insert_features() (ai4water.preprocessing.transformations.Transformation method)
maybe_make_df() (ai4water.preprocessing.imputation.Imputation method)
maybe_not_3d_data() (ai4water.postprocessing.ProcessPredictions method)
mb_r() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mbe() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mbrae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
MCLSTM (class in ai4water.models._tensorflow)
mda() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mdape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mde() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mdrae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
me() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mean_bias_error() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mean_gamma_deviance() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mean_poisson_deviance() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mean_var() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
med_seq_error() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
median_abs_error() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
metadata() (ai4water.datasets.Quadica method)
method (ai4water.preprocessing.imputation.Imputation property)
Metrics (class in ai4water.postprocessing.SeqMetrics)
missing_indices() (ai4water.preprocessing.imputation.Imputation method)
MLClassificationExperiments (class in ai4water.experiments)
mle() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
MLP() (in module ai4water.models)
MLRegressionExperiments (class in ai4water.experiments)
mod_agreement_index() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mode (ai4water.postprocessing.explain.LimeExplainer property)
(ai4water.preprocessing.DataSetPipeline property)
(ai4water.preprocessing.DataSetUnion property)
model (ai4water.postprocessing.interpret.Interpret property)
Model (class in ai4water.functional)
model_CNN() (ai4water.experiments.DLRegressionExperiments method)
,
[1]
model_CNNLSTM() (ai4water.experiments.DLRegressionExperiments method)
,
[1]
model_for_gpmin() (ai4water.hyperopt.HyperOpt method)
model_LSTM() (ai4water.experiments.DLRegressionExperiments method)
,
[1]
model_LSTMAutoEncoder() (ai4water.experiments.DLRegressionExperiments method)
,
[1]
model_MLP() (ai4water.experiments.DLRegressionExperiments method)
,
[1]
model_TCN() (ai4water.experiments.DLRegressionExperiments method)
,
[1]
model_TFT() (ai4water.experiments.DLRegressionExperiments method)
,
[1]
module
ai4water.backend
ai4water.datasets
ai4water.datasets.ecoli_houay_pano
ai4water.datasets.ecoli_mekong
ai4water.datasets.ecoli_mekong_laos
ai4water.datasets.gw_punjab
ai4water.datasets.mg_photodegradation
ai4water.datasets.mtropics
ai4water.main.Model
ai4water.models
,
[1]
,
[2]
,
[3]
,
[4]
,
[5]
,
[6]
,
[7]
,
[8]
ai4water.postprocessing.explain.explain_model
ai4water.postprocessing.explain.explain_model_with_lime
ai4water.postprocessing.explain.explain_model_with_shap
ai4water.utils.utils
,
[1]
,
[2]
ai4water.utils.visualizations
,
[1]
,
[2]
monthly_medians() (ai4water.datasets.Quadica method)
mpe() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mrae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
mse() (ai4water.postprocessing.SeqMetrics.Metrics method)
msle() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
MtropicsLaos (class in ai4water.datasets.mtropics)
murphy_diagram() (in module ai4water.utils.visualizations)
murphy_plot() (ai4water.postprocessing.ProcessPredictions method)
N
n_classes() (ai4water.postprocessing.ProcessPredictions method)
names (ai4water.datasets.Swatch property)
nd_interactions() (ai4water.postprocessing.explain.PartialDependencePlot method)
noise (ai4water.postprocessing.explain.PermutationImportance property)
norm_ae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
norm_ape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
norm_euclid_distance() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
normality_test() (ai4water.eda.EDA method)
npy_files (ai4water.datasets.Swatch property)
nrmse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nrmse_ipercentile() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nrmse_mean() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nrmse_range() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nse_alpha() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nse_beta() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nse_bound() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nse_mod() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
nse_rel() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
num_classes (ai4water.preprocessing.DataSet property)
num_datasets (ai4water.preprocessing.DataSetPipeline property)
(ai4water.preprocessing.DataSetUnion property)
num_features (ai4water.preprocessing.transformations.Transformation property)
num_ins (ai4water.preprocessing.DataSet property)
num_iterations (ai4water.hyperopt.HyperOpt property)
num_outs (ai4water.preprocessing.DataSet property)
num_samples() (ai4water.datasets.Swatch method)
O
objective_fn_is_dl (ai4water.hyperopt.HyperOpt property)
one_decoder_attention_step() (ai4water.tf_models.DualAttentionModel method)
one_encoder_attention_step() (ai4water.tf_models.DualAttentionModel method)
opt_path (ai4water.hyperopt.HyperOpt property)
optimize_hyperparameters() (ai4water._main.BaseModel method)
optimize_transformations() (ai4water._main.BaseModel method)
optuna_objective() (ai4water.hyperopt.HyperOpt method)
optuna_study() (ai4water.hyperopt.HyperOpt method)
original_para_order() (ai4water.hyperopt.HyperOpt method)
OTHER_SRC (ai4water.datasets.camels.HYSETS attribute)
out_cols (ai4water.eda.EDA property)
output_features (ai4water.preprocessing.DataSet property)
(ai4water.preprocessing.DataSetPipeline property)
(ai4water.preprocessing.DataSetUnion property)
own_fit() (ai4water.hyperopt.HyperOpt method)
P
parallel_corrdinates() (ai4water.eda.EDA method)
param_space (ai4water.hyperopt.HyperOpt property)
parameters (ai4water.datasets.GRQA property)
(ai4water.datasets.RC4USCoast property)
(ai4water.datasets.Swatch property)
partial_autocorrelation() (ai4water.eda.EDA method)
partial_dependence_plot() (ai4water._main.BaseModel method)
PartialDependencePlot (class in ai4water.postprocessing.explain)
pbias() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
pdp_all_features() (ai4water.postprocessing.explain.ShapExplainer method)
pdp_single_feature() (ai4water.postprocessing.explain.ShapExplainer method)
percentage_metrics() (ai4water.postprocessing.SeqMetrics.Metrics method)
permutation_importance() (ai4water._main.BaseModel method)
PermutationImportance (class in ai4water.postprocessing.explain)
pet() (ai4water.datasets.Quadica method)
physio_chem_features (ai4water.datasets.mtropics.MtropicsLaos attribute)
plot() (ai4water.datasets.camels.CAMELS_AUS method)
(ai4water.preprocessing.imputation.Imputation method)
(ai4water.preprocessing.spatial_processing.MakeHRUs method)
plot_1d() (ai4water.postprocessing.explain.PartialDependencePlot method)
plot_1d_pimp() (ai4water.postprocessing.explain.PermutationImportance method)
plot_act_along_inputs() (ai4water.tf_models.DualAttentionModel method)
plot_act_along_lookback() (ai4water.tf_models.DualAttentionModel method)
plot_all_qs() (ai4water.postprocessing.ProcessPredictions method)
plot_as_heatmap() (ai4water.postprocessing.explain.PermutationImportance method)
plot_as_ts() (ai4water.preprocessing.spatial_processing.MakeHRUs method)
plot_comparison() (ai4water.preprocessing.transformations.Transformation method)
plot_cv_scores() (ai4water.experiments.Experiments method)
plot_data() (ai4water.eda.EDA method)
plot_ecdf() (ai4water.eda.EDA method)
plot_feature_importance() (ai4water.postprocessing.interpret.Interpret method)
plot_histograms() (ai4water.eda.EDA method)
plot_hru() (ai4water.preprocessing.spatial_processing.MakeHRUs method)
plot_hru_evolution() (ai4water.preprocessing.spatial_processing.MakeHRUs method)
plot_hrus() (ai4water.preprocessing.spatial_processing.MakeHRUs method)
plot_importance() (ai4water.hyperopt.HyperOpt method)
plot_improvement() (ai4water.experiments.Experiments method)
plot_index() (ai4water.eda.EDA method)
plot_interaction() (ai4water.postprocessing.explain.PartialDependencePlot method)
plot_KFold_splits() (ai4water.preprocessing.DataSet method)
plot_LeaveOneOut_splits() (ai4water.preprocessing.DataSet method)
plot_metrics (class in ai4water.postprocessing.SeqMetrics.utils)
plot_missing() (ai4water.eda.EDA method)
plot_model() (ai4water.models._torch.Learner method)
plot_parallel_coords() (ai4water.hyperopt.HyperOpt method)
plot_pcs() (ai4water.eda.EDA method)
plot_quantile() (ai4water.postprocessing.ProcessPredictions method)
plot_quantiles1() (ai4water.postprocessing.ProcessPredictions method)
plot_quantiles2() (ai4water.postprocessing.ProcessPredictions method)
plot_results() (ai4water.postprocessing.ProcessPredictions method)
plot_shap_values() (ai4water.postprocessing.explain.ShapExplainer method)
plot_TimeSeriesSplit_splits() (ai4water.preprocessing.DataSet method)
PowerTransformer (class in ai4water.preprocessing.transformations)
pre_calculated_results() (ai4water.hyperopt.HyperOpt method)
precipitation() (ai4water.datasets.Quadica method)
precision_recall_curve() (ai4water.postprocessing.ProcessPredictions method)
predict() (ai4water._main.BaseModel method)
(ai4water.models._torch.Learner method)
predict_log_proba() (ai4water._main.BaseModel method)
predict_on_all_data() (ai4water._main.BaseModel method)
predict_on_test_data() (ai4water._main.BaseModel method)
predict_on_training_data() (ai4water._main.BaseModel method)
predict_on_validation_data() (ai4water._main.BaseModel method)
predict_proba() (ai4water._main.BaseModel method)
prediction_analysis() (ai4water._main.BaseModel method)
prediction_distribution_across_feature() (ai4water.postprocessing.ProcessPredictions method)
prediction_plot() (ai4water.postprocessing.ProcessPredictions method)
prepare_data() (in module ai4water.utils.utils)
probability_plots() (ai4water.eda.EDA method)
process_binary() (ai4water.postprocessing.ProcessPredictions method)
process_cls_results() (ai4water.postprocessing.ProcessPredictions method)
process_multiclass() (ai4water.postprocessing.ProcessPredictions method)
process_multilabel() (ai4water.postprocessing.ProcessPredictions method)
process_quantiles() (ai4water.postprocessing.ProcessPredictions method)
process_results() (ai4water.hyperopt.HyperOpt method)
process_rgr_results() (ai4water.postprocessing.ProcessPredictions method)
ProcessPredictions (class in ai4water.postprocessing)
Q
q_flags (ai4water.datasets.SWECanada attribute)
q_fname (ai4water.datasets.RC4USCoast property)
Q_SRC (ai4water.datasets.camels.HYSETS attribute)
Quadica (class in ai4water.datasets)
quantiles (ai4water.postprocessing.ProcessPredictions property)
R
r2() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
r2_score() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
random_search() (ai4water.hyperopt.HyperOpt method)
random_state (ai4water.hyperopt.HyperOpt property)
RC4USCoast (class in ai4water.datasets)
read_static_data() (ai4water.datasets.camels.HYSETS method)
read_ts_of_station() (ai4water.datasets.camels.LamaH method)
Real (class in ai4water.hyperopt)
ref_agreement_index() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
regression_plot() (ai4water.postprocessing.ProcessPredictions method)
RegressionMetrics (class in ai4water.postprocessing.SeqMetrics)
rel_agreement_index() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
relative_metrics() (ai4water.postprocessing.SeqMetrics.Metrics method)
relative_rmse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
remove_neg (ai4water.postprocessing.SeqMetrics.Metrics property)
remove_zero (ai4water.postprocessing.SeqMetrics.Metrics property)
replace_inf (ai4water.postprocessing.SeqMetrics.Metrics property)
replace_nan (ai4water.postprocessing.SeqMetrics.Metrics property)
residual_plot() (ai4water.postprocessing.ProcessPredictions method)
rmdspe() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rmse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rmsle() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rmspe() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rmsse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rnn_histogram() (ai4water.postprocessing.visualize.Visualize method)
rnn_weight_grads_as_hist() (ai4water.postprocessing.visualize.Visualize method)
rnn_weights_histograms() (ai4water.postprocessing.visualize.Visualize method)
roc_curve() (ai4water.postprocessing.ProcessPredictions method)
RRLuleaSweden (class in ai4water.datasets)
rrse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
rsr() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
S
sa() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
save_iterations_as_xy() (ai4water.hyperopt.HyperOpt method)
save_or_show() (ai4water.postprocessing.ProcessPredictions method)
save_results() (ai4water.hyperopt.HyperOpt method)
sc() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
scale_dependent_metrics() (ai4water.postprocessing.SeqMetrics.Metrics method)
ScalerWithConfig (class in ai4water.preprocessing.transformations)
scatter_plot_all_features() (ai4water.postprocessing.explain.ShapExplainer method)
scatter_plot_single_feature() (ai4water.postprocessing.explain.ShapExplainer method)
score() (ai4water._main.BaseModel method)
seed_everything() (ai4water._main.BaseModel method)
sensitivity_analysis() (ai4water._main.BaseModel method)
serialize() (ai4water.hyperopt.Categorical method)
(ai4water.hyperopt.HyperOpt method)
(ai4water.hyperopt.Integer method)
(ai4water.hyperopt.Real method)
serialize_func() (ai4water.preprocessing.transformations.FunctionTransformer static method)
serialize_transformer() (ai4water.preprocessing.transformations.Transformation method)
set_cutoffs() (ai4water.hyperopt.fANOVA method)
sga() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
shap_values (ai4water.postprocessing.explain.ShapExplainer attribute)
shap_values() (ai4water._main.BaseModel method)
ShapExplainer (class in ai4water.postprocessing.explain)
show_unique_vals() (ai4water.eda.EDA method)
ShuffleSplit_splits() (ai4water.preprocessing.DataSet method)
sid() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
site_names (ai4water.datasets.Swatch property)
sites (ai4water.datasets.Swatch property)
skill_score_murphy() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
skopt_results() (ai4water.hyperopt.HyperOpt method)
skopt_space() (ai4water.hyperopt.HyperOpt method)
smape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
smdape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
sort_models_by_metric() (ai4water.experiments.Experiments method)
space() (ai4water.hyperopt.HyperOpt method)
spearmann_corr() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
split_by_indices() (ai4water.utils.utils.TrainTestSplit method)
split_by_random() (ai4water.utils.utils.TrainTestSplit method)
split_by_slicing() (ai4water.utils.utils.TrainTestSplit method)
sse() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
start (ai4water.datasets.camels.Camels property)
(ai4water.datasets.camels.CAMELS_AUS property)
(ai4water.datasets.camels.CAMELS_BR property)
(ai4water.datasets.camels.CAMELS_CL property)
(ai4water.datasets.camels.CAMELS_GB property)
(ai4water.datasets.camels.CAMELS_US property)
(ai4water.datasets.camels.HYPE property)
(ai4water.datasets.camels.HYSETS property)
(ai4water.datasets.camels.LamaH property)
(ai4water.datasets.camels.WaterBenchIowa property)
(ai4water.datasets.RC4USCoast property)
(ai4water.datasets.SWECanada property)
static_attribute_categories (ai4water.datasets.camels.CAMELS_AUS property)
(ai4water.datasets.camels.CAMELS_BR property)
(ai4water.datasets.camels.CAMELS_GB property)
(ai4water.datasets.camels.LamaH attribute)
static_dir (ai4water.datasets.camels.CAMELS_BR property)
static_features (ai4water.datasets.camels.CAMELS_AUS property)
(ai4water.datasets.camels.CAMELS_BR property)
(ai4water.datasets.camels.CAMELS_CL property)
(ai4water.datasets.camels.CAMELS_GB property)
(ai4water.datasets.camels.CAMELS_US property)
(ai4water.datasets.camels.HYPE property)
(ai4water.datasets.camels.HYSETS property)
(ai4water.datasets.camels.LamaH property)
(ai4water.datasets.camels.WaterBenchIowa property)
static_files (ai4water.datasets.camels.CAMELS_BR property)
station_names (ai4water.datasets.Quadica property)
stations (ai4water.datasets.RC4USCoast property)
stations() (ai4water.datasets.camels.Camels method)
(ai4water.datasets.camels.CAMELS_AUS method)
(ai4water.datasets.camels.CAMELS_BR method)
(ai4water.datasets.camels.CAMELS_CL method)
(ai4water.datasets.camels.CAMELS_GB method)
(ai4water.datasets.camels.CAMELS_US method)
(ai4water.datasets.camels.HYPE method)
(ai4water.datasets.camels.HYSETS method)
(ai4water.datasets.camels.LamaH method)
(ai4water.datasets.camels.WaterBenchIowa method)
(ai4water.datasets.SWECanada method)
stats() (ai4water.eda.EDA method)
(ai4water.postprocessing.SeqMetrics.Metrics method)
stattions (ai4water.datasets.Quadica property)
std_ratio() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
summary_plot() (ai4water.postprocessing.explain.ShapExplainer method)
surface_features() (ai4water.datasets.mtropics.MtropicsLaos method)
Swatch (class in ai4water.datasets)
SWE_SRC (ai4water.datasets.camels.HYSETS attribute)
SWECanada (class in ai4water.datasets)
T
TabTransformer (class in ai4water.models._tensorflow.private_layers)
TabTransformer() (in module ai4water.models)
target (ai4water.datasets.mtropics.MtropicsLaos attribute)
taylor_plot() (ai4water.experiments.Experiments method)
TCN() (in module ai4water.models)
teacher_forcing (ai4water.preprocessing.DataSet property)
(ai4water.preprocessing.DataSetPipeline property)
(ai4water.preprocessing.DataSetUnion property)
test_data() (ai4water._main.BaseModel method)
(ai4water.preprocessing.DataSet method)
(ai4water.preprocessing.DataSetPipeline method)
(ai4water.preprocessing.DataSetUnion method)
(ai4water.tf_models.DualAttentionModel method)
TFT() (in module ai4water.models)
tft_attention_components() (ai4water.postprocessing.interpret.Interpret method)
time_steps (ai4water.datasets.camels.LamaH attribute)
TimeSeriesSplit_splits() (ai4water.preprocessing.DataSet method)
title (ai4water.hyperopt.HyperOpt property)
to_DataSet() (ai4water.datasets.Quadica method)
to_disk() (ai4water.preprocessing.DataSet method)
to_kw() (ai4water.hyperopt.HyperOpt method)
to_optuna() (ai4water.hyperopt.Integer method)
(ai4water.hyperopt.Real method)
to_ts() (ai4water.datasets.camels.Camels method)
total_exs() (ai4water.preprocessing.DataSet method)
train_best() (ai4water.experiments.Experiments method)
train_summary (ai4water.postprocessing.explain.ShapExplainer attribute)
training_data() (ai4water._main.BaseModel method)
(ai4water.preprocessing.DataSet method)
(ai4water.preprocessing.DataSetPipeline method)
(ai4water.preprocessing.DataSetUnion method)
(ai4water.tf_models.DualAttentionModel method)
TrainTestSplit (class in ai4water.utils.utils)
transform() (ai4water.preprocessing.transformations.Transformation method)
(ai4water.preprocessing.transformations.Transformations method)
Transformation (class in ai4water.preprocessing.transformations)
Transformations (class in ai4water.preprocessing.transformations)
transformed_features (ai4water.preprocessing.transformations.Transformation property)
Transformer (class in ai4water.models._tensorflow)
TransformerBlocks (class in ai4water.models._tensorflow)
treat_values() (ai4water.postprocessing.SeqMetrics.Metrics method)
ts_args (ai4water.preprocessing.DataSet property)
(ai4water.preprocessing.DataSetUnion property)
ts_path (ai4water.datasets.camels.WaterBenchIowa property)
U
umbrae() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
update_metrics() (ai4water.models._torch.Learner method)
update_model_weight() (ai4water.experiments.Experiments method)
update_weights() (ai4water._main.BaseModel method)
(ai4water.models._torch.Learner method)
url (ai4water.datasets.camels.CAMELS_AUS attribute)
(ai4water.datasets.camels.CAMELS_BR attribute)
(ai4water.datasets.camels.CAMELS_US attribute)
(ai4water.datasets.camels.HYPE attribute)
(ai4water.datasets.camels.HYSETS attribute)
(ai4water.datasets.camels.LamaH attribute)
(ai4water.datasets.camels.WaterBenchIowa attribute)
(ai4water.datasets.GRQA attribute)
(ai4water.datasets.mtropics.Datasets property)
(ai4water.datasets.mtropics.MtropicsLaos attribute)
(ai4water.datasets.Quadica attribute)
(ai4water.datasets.RC4USCoast attribute)
(ai4water.datasets.RRLuleaSweden attribute)
(ai4water.datasets.Swatch attribute)
(ai4water.datasets.SWECanada attribute)
(ai4water.datasets.WeatherJena attribute)
(ai4water.datasets.Weisssee attribute)
urls (ai4water.datasets.camels.CAMELS_AUS attribute)
(ai4water.datasets.camels.CAMELS_CL attribute)
use_named_args (ai4water.hyperopt.HyperOpt property)
use_own (ai4water.hyperopt.HyperOpt property)
use_sklearn (ai4water.hyperopt.HyperOpt property)
use_skopt_bayes (ai4water.hyperopt.HyperOpt property)
use_skopt_gpmin (ai4water.hyperopt.HyperOpt property)
use_tpe (ai4water.hyperopt.HyperOpt property)
V
validation_data() (ai4water._main.BaseModel method)
(ai4water.preprocessing.DataSet method)
(ai4water.preprocessing.DataSetPipeline method)
(ai4water.preprocessing.DataSetUnion method)
(ai4water.tf_models.DualAttentionModel method)
ve() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
verify_data() (ai4water.experiments.Experiments method)
view() (ai4water._main.BaseModel method)
Visualize (class in ai4water.postprocessing.visualize)
volume_error() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
W
wape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
WaterBenchIowa (class in ai4water.datasets.camels)
waterfall_plot_all_examples() (ai4water.postprocessing.explain.ShapExplainer method)
waterfall_plot_single_example() (ai4water.postprocessing.explain.ShapExplainer method)
watt_m() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
weather_station_data (ai4water.datasets.mtropics.MtropicsLaos attribute)
WeatherJena (class in ai4water.datasets)
weight_gradients() (ai4water.postprocessing.visualize.Visualize method)
weights() (ai4water.postprocessing.visualize.Visualize method)
Weisssee (class in ai4water.datasets)
wmape() (ai4water.postprocessing.SeqMetrics.RegressionMetrics method)
wrtds_annual() (ai4water.datasets.Quadica method)
wrtds_monthly() (ai4water.datasets.Quadica method)
X
xv() (ai4water.postprocessing.explain.PartialDependencePlot method)
xy_of_iterations() (ai4water.hyperopt.HyperOpt method)
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