Index

A

Activation (class in ecopann.sequence) activation() (in module ecopann.element) AddGaussianNoise (class in ecopann.data_simulator) additional_loss() (in module ecopann.train)

additional_loss_2() (in module ecopann.train) ANN (class in ecopann.ann) avgPool1d() (in module ecopann.element) avgPool2d() (in module ecopann.element) avgPool3d() (in module ecopann.element)

B

base_epoch (ecopann.ann.ANN property) base_N (ecopann.ann.ANN property) BatchNorm (class in ecopann.sequence) best_fit (ecopann.ann.RePredict property) (ecopann.plotter.BestFitsData property) best_median() (ecopann.space_updater.Chains static method)

best_mode() (ecopann.space_updater.Chains static method) bestFit() (ecopann.space_updater.Chains static method) bestFits_all (ecopann.plotter.BestFitsData property) BestFitsData (class in ecopann.plotter) BestPredictedData (class in ecopann.plotter) burnIn_step (ecopann.ann.RePredict property)

C

call_GPU() (ecopann.train.Train method) celu() (in module ecopann.element) chain_ann (ecopann.ann.ANN property) (ecopann.ann.RePredict property) Chains (class in ecopann.space_updater) chains_good (ecopann.ann.ANN property) check_GPU() (ecopann.train.Train method) check_limit() (ecopann.space_updater.CheckParameterSpace static method) CheckParameterSpace (class in ecopann.space_updater) comb_spectra() (ecopann.data_simulator.SimSpectra method)

combinations (ecopann.data_simulator.SimParameters property) copyLayers_fromTrainedNet() (ecopann.models.OneBranchMLP method) cov_copy (ecopann.ann.ANN property) (ecopann.ann.RePredict property) cov_matrix() (ecopann.space_updater.Chains static method) cpu2cuda() (in module ecopann.data_processor) cuda2numpy() (in module ecopann.data_processor) cuda2torch() (in module ecopann.data_processor) cut_params() (ecopann.data_simulator.CutParams method) CutParams (class in ecopann.data_simulator)

D

decreasingNode() (in module ecopann.nodeframe) Dropout (class in ecopann.sequence)

dropout() (in module ecopann.element) dropout2d() (in module ecopann.element) dropout3d() (in module ecopann.element)

E

ecopann.ann module ecopann.cosmic_params module ecopann.data_processor module ecopann.data_simulator module ecopann.element module ecopann.evaluate module ecopann.fcnet module ecopann.models module ecopann.nodeframe module

ecopann.optimize module ecopann.plotter module ecopann.sequence module ecopann.space_updater module ecopann.train module ecopann.utils module elu() (in module ecopann.element) ELU_1 (class in ecopann.element) elu_1() (in module ecopann.element) error_devs (ecopann.space_updater.UpdateParameterSpace property) error_devs() (ecopann.space_updater.Chains static method) exp() (ecopann.optimize.LrDecay method)

F

FcNet (class in ecopann.fcnet) FilePath (class in ecopann.evaluate) filePath() (ecopann.evaluate.FilePath method) filter_index() (ecopann.data_simulator.ParametersFilter method) filter_localSample() (ecopann.data_simulator.SimSpectra method) filter_localSamples() (ecopann.data_simulator.SimSpectra method) filter_params() (ecopann.data_simulator.ParametersFilter method) filter_previousSamples() (ecopann.data_simulator.SimSpectra method) flush() (ecopann.utils.Logger method)

fold_sphere() (ecopann.data_simulator.SimParameters method) forward() (ecopann.element.ELU_1 method) (ecopann.element.Sigmoid_1 method) (ecopann.element.Softplus_1 method) (ecopann.element.Softplus_2 method) (ecopann.fcnet.FcNet method) (ecopann.fcnet.MultiBranchFcNet method) from_chain() (ecopann.ann.RePredict method) from_net() (ecopann.ann.RePredict method)

G

get_contour_edges() (ecopann.data_simulator.SimParameters method) get_cov() (in module ecopann.space_updater) get_CovMatrix() (in module ecopann.space_updater) get_dropout() (in module ecopann.element)

get_edge_space() (ecopann.data_simulator.SimParameters method) get_multiParams() (ecopann.data_simulator.SimParameters method) get_params() (ecopann.data_simulator.SimParameters method) get_seq() (ecopann.sequence.LinearSeq method)

H

hypercube() (ecopann.data_simulator.SimParameters method)

hyperellipsoid() (ecopann.data_simulator.SimParameters method) hypersphere() (ecopann.data_simulator.SimParameters method)

I

in_polygon() (ecopann.data_simulator.SimParameters method) include (ecopann.data_simulator.ParametersFilter property)

inverseNorm() (ecopann.data_processor.InverseNormalize method) InverseNormalize (class in ecopann.data_processor) inverseScaling() (ecopann.data_processor.ParamsScaling method)

L

labels (ecopann.cosmic_params.ParamsProperty property) leakyrelu() (in module ecopann.element) lhs() (ecopann.data_simulator.SimParameters method) limited_spaceSigma_all() (ecopann.space_updater.UpdateParameterSpace method) LinearSeq (class in ecopann.sequence) load_chain() (ecopann.models.LoadChain method) load_hparams() (ecopann.models.LoadHparams method) (ecopann.models.LoadHparams_MB method) load_loss() (ecopann.models.LoadLoss method) load_net() (ecopann.models.LoadNet method)

load_wellTrainedNet() (ecopann.models.OneBranchMLP method) LoadChain (class in ecopann.models) LoadHparams (class in ecopann.models) LoadHparams_MB (class in ecopann.models) LoadLoss (class in ecopann.models) LoadNet (class in ecopann.models) Logger (class in ecopann.utils) logger() (in module ecopann.utils) logsigmoid() (in module ecopann.element) loss_funcs() (in module ecopann.train) LrDecay (class in ecopann.optimize)

M

makeList() (in module ecopann.utils) maxPool1d() (in module ecopann.element) maxPool2d() (in module ecopann.element) maxPool3d() (in module ecopann.element) mean (ecopann.data_processor.Statistic property) mean() (ecopann.data_processor.InverseNormalize method) (ecopann.data_processor.Normalize method) minmax() (ecopann.data_processor.InverseNormalize method) (ecopann.data_processor.Normalize method) mkdir() (in module ecopann.utils) module ecopann.ann ecopann.cosmic_params ecopann.data_processor ecopann.data_simulator ecopann.element ecopann.evaluate ecopann.fcnet ecopann.models ecopann.nodeframe ecopann.optimize ecopann.plotter ecopann.sequence ecopann.space_updater ecopann.train ecopann.utils

MultiBranchFcNet (class in ecopann.fcnet) MultiBranchMLP (class in ecopann.models) MultiDataSetMLP (class in ecopann.models) multiNoisySample() (ecopann.data_simulator.AddGaussianNoise method) multiNoisySpectra() (ecopann.data_simulator.AddGaussianNoise method) multiNormalSpectra() (ecopann.data_simulator.AddGaussianNoise method) multiParams() (ecopann.data_simulator.AddGaussianNoise method)

N

noisySample() (ecopann.data_simulator.AddGaussianNoise method) noisySpectra() (ecopann.data_simulator.AddGaussianNoise method) norm() (ecopann.data_processor.Normalize method)

normal_params() (ecopann.data_simulator.SimParameters method) Normalize (class in ecopann.data_processor) numpy2cuda() (in module ecopann.data_processor) numpy2torch() (in module ecopann.data_processor)

O

obs_dtype (ecopann.ann.ANN property) obs_errors (ecopann.ann.ANN property) obs_noise() (ecopann.data_simulator.AddGaussianNoise method)

obs_variables (ecopann.ann.ANN property) (ecopann.ann.RePredict property) OneBranchMLP (class in ecopann.models)

P

panel() (ecopann.plotter.BestFitsData method) (ecopann.plotter.BestPredictedData method) panel_data() (ecopann.plotter.BestFitsData method) (ecopann.plotter.BestPredictedData method) panels_data() (ecopann.plotter.BestFitsData method) (ecopann.plotter.BestPredictedData method) param_devs (ecopann.space_updater.UpdateParameterSpace property) param_devs() (ecopann.space_updater.Chains static method) param_fullNames (ecopann.cosmic_params.ParamsProperty property) param_labels (ecopann.ann.ANN property) (ecopann.ann.RePredict property) ParametersFilter (class in ecopann.data_simulator) params_dict_zoo() (in module ecopann.cosmic_params) params_limit (ecopann.cosmic_params.ParamsProperty property) params_n (ecopann.data_simulator.SimParameters property) params_n() (ecopann.space_updater.Chains static method) params_space() (ecopann.space_updater.UpdateParameterSpace method) ParamsProperty (class in ecopann.cosmic_params) ParamsScaling (class in ecopann.data_processor) pcc() (in module ecopann.plotter) pdf_1() (in module ecopann.space_updater) plot() (ecopann.plotter.PlotPrediction method) plot_contours() (ecopann.plotter.PlotPosterior method)

plot_loss() (ecopann.models.OneBranchMLP method) plot_steps() (ecopann.plotter.PlotPosterior method) PlotPosterior (class in ecopann.plotter) PlotPrediction (class in ecopann.plotter) poly() (ecopann.optimize.LrDecay method) Pooling (class in ecopann.sequence) pooling() (in module ecopann.element) posterior_hyperellipsoid() (ecopann.data_simulator.SimParameters method) predict() (ecopann.models.MultiBranchMLP method) (ecopann.models.MultiDataSetMLP method) (ecopann.models.OneBranchMLP method) (in module ecopann.evaluate) predict_chain() (ecopann.models.MultiBranchMLP method) (ecopann.models.MultiDataSetMLP method) (ecopann.models.OneBranchMLP method) predict_params() (ecopann.models.OneBranchMLP method) prelu() (in module ecopann.element) preprocessing_input() (ecopann.models.OneBranchMLP method) preprocessing_multiBranch_input() (ecopann.models.MultiBranchMLP method) preprocessing_multiBranch_target() (ecopann.models.MultiBranchMLP method) preprocessing_target() (ecopann.models.OneBranchMLP method) preprocessing_target_inv() (ecopann.models.OneBranchMLP method) print_hparams() (ecopann.ann.ANN method) print_learningRange() (ecopann.space_updater.UpdateParameterSpace method)

R

randn_suffix (ecopann.plotter.PlotPosterior property) (ecopann.plotter.PlotPrediction property) random_ball() (ecopann.data_simulator.SimParameters method) relu() (in module ecopann.element) relu6() (in module ecopann.element)

RePredict (class in ecopann.ann) RePredictMBMLP (class in ecopann.models) RePredictOBMLP (class in ecopann.models) reshape_chain() (ecopann.space_updater.Chains static method) rrelu() (in module ecopann.element)

S

same_variables (ecopann.ann.RePredict property) save_chain() (ecopann.models.MultiBranchMLP method) (ecopann.models.OneBranchMLP method) save_contours() (ecopann.plotter.PlotPosterior method) save_fig() (ecopann.plotter.PlotPrediction method) save_hparams() (ecopann.models.MultiBranchMLP method) (ecopann.models.OneBranchMLP method) save_loss() (ecopann.models.MultiBranchMLP method) (ecopann.models.OneBranchMLP method) save_net() (ecopann.models.MultiBranchMLP method) (ecopann.models.OneBranchMLP method) save_samples() (ecopann.data_simulator.SimMultiSpectra method) (ecopann.data_simulator.SimSpectra method) save_samples_2() (ecopann.data_simulator.SimSpectra method) save_samples_3() (ecopann.data_simulator.SimSpectra method) save_samples_3_onePart() (ecopann.data_simulator.SimSpectra method) save_steps() (ecopann.plotter.PlotPosterior method) save_variables() (ecopann.ann.ANN method) savenpy() (in module ecopann.utils) saveTorchPt() (in module ecopann.utils) savetxt() (in module ecopann.utils) scaling() (ecopann.data_processor.ParamsScaling method) selu() (in module ecopann.element) seq_name() (ecopann.sequence.SeqName method) SeqName (class in ecopann.sequence) sigma() (ecopann.space_updater.Chains static method) sigmoid() (in module ecopann.element) Sigmoid_1 (class in ecopann.element) sigmoid_1() (in module ecopann.element)

silu() (in module ecopann.element) simiIdx() (ecopann.train.SimilarityIdx method) simiIdx_2() (ecopann.train.SimilarityIdx method) SimilarityIdx (class in ecopann.train) SimMultiSpectra (class in ecopann.data_simulator) SimParameters (class in ecopann.data_simulator) SimSpectra (class in ecopann.data_simulator) simulate() (ecopann.ann.ANN method) (ecopann.data_simulator.SimSpectra method) simulate_spectra() (ecopann.data_simulator.SimMultiSpectra method) (ecopann.data_simulator.SimSpectra method) singleNormalSpectra() (ecopann.data_simulator.AddGaussianNoise method) small_dev() (ecopann.space_updater.UpdateParameterSpace method) softplus() (in module ecopann.element) Softplus_1 (class in ecopann.element) softplus_1() (in module ecopann.element) Softplus_2 (class in ecopann.element) softplus_2() (in module ecopann.element) softsign() (in module ecopann.element) spaceSigma_all (ecopann.space_updater.UpdateParameterSpace property) spaceSigma_max (ecopann.space_updater.UpdateParameterSpace property) spaceSigma_min (ecopann.space_updater.UpdateParameterSpace property) split_nodes() (in module ecopann.fcnet) Statistic (class in ecopann.data_processor) statistic() (ecopann.data_processor.Statistic method) (ecopann.models.MultiBranchMLP method) (ecopann.models.MultiDataSetMLP method) (ecopann.models.OneBranchMLP method) std (ecopann.data_processor.Statistic property) step() (ecopann.optimize.LrDecay method)

T

tanh() (in module ecopann.element) tanhshrink() (in module ecopann.element) torch2cuda() (in module ecopann.data_processor) torch2numpy() (in module ecopann.data_processor) Train (class in ecopann.train) train() (ecopann.ann.ANN method) (ecopann.models.MultiBranchMLP method) (ecopann.models.MultiDataSetMLP method) (ecopann.models.OneBranchMLP method) train_0() (ecopann.train.Train method) train_1() (ecopann.train.Train method) train_branch_trunk() (ecopann.models.MultiBranchMLP method)

trained_variables (ecopann.ann.RePredict property) training (ecopann.element.ELU_1 attribute) (ecopann.element.Sigmoid_1 attribute) (ecopann.element.Softplus_1 attribute) (ecopann.element.Softplus_2 attribute) (ecopann.fcnet.FcNet attribute) (ecopann.fcnet.MultiBranchFcNet attribute) transfer_branchNet() (ecopann.models.MultiBranchMLP method) transfer_data() (ecopann.models.MultiBranchMLP method) (ecopann.models.MultiDataSetMLP method) (ecopann.models.OneBranchMLP method) (ecopann.train.Train method) transfer_net() (ecopann.train.Train method)

U

uniform_params() (ecopann.data_simulator.SimParameters method)

unique_elements() (ecopann.data_simulator.SimParameters method) UpdateParameterSpace (class in ecopann.space_updater)

W

write() (ecopann.utils.Logger method)

X

xmax (ecopann.data_processor.Statistic property)

xmin (ecopann.data_processor.Statistic property)

Z

z_score() (ecopann.data_processor.InverseNormalize method) (ecopann.data_processor.Normalize method)