Package ReferenceΒΆ
- NDEs
- colfi.element
CELU()ELU()ELU_1LeakyReLU()LogSigmoid()PReLU()RReLU()ReLU()ReLU6()SELU()SiLU()Sigmoid()Sigmoid_1Softplus()Softplus_1Softplus_2Softsign()Tanh()Tanhshrink()activation()avgPool1d()avgPool2d()avgPool3d()dropout()dropout2d()dropout3d()elu_1()get_dropout()maxPool1d()maxPool2d()maxPool3d()pooling()sigmoid_1()softplus_1()softplus_2()
- colfi.nodeframe
- colfi.sequence
- colfi.fcnet_ann
- colfi.fcnet_mdn
BetaMDNBranchGaussianMDNMultiBranchBetaMDNMultiBranchGaussianMDNMultiBranchMultivariateGaussianMDNMultivariateGaussianMDNMultivariateGaussianMDN_AvgMuMultivariateGaussianMDN_AvgMultiNoisebeta_PDF()beta_loss()beta_sampler()gaussian_PDF()gaussian_loss()gaussian_sampler()loss_funcs()multivariateGaussian_PDF()multivariateGaussian_loss()multivariateGaussian_sampler()samplers()
- colfi.fcnet_g
- colfi.models_ann
LoaderMultiBranchMLPOneBranchMLPOneBranchMLP.copyLayers_fromTrainedNet()OneBranchMLP.load_wellTrainedNet()OneBranchMLP.plot_contour()OneBranchMLP.plot_loss()OneBranchMLP.predict()OneBranchMLP.predict_chain()OneBranchMLP.predict_params()OneBranchMLP.print_loss()OneBranchMLP.save_chain()OneBranchMLP.save_hparams()OneBranchMLP.save_loss()OneBranchMLP.save_ndeType()OneBranchMLP.save_net()OneBranchMLP.statistic_dim_obsOneBranchMLP.statistic_dim_paramsOneBranchMLP.train()
OptimizeMLPPredictMBMLPPredictOBMLP
- colfi.models_mdn
- colfi.models_g
- colfi.models_mg
- colfi.element
- Training sets
- colfi.cosmic_params
- colfi.data_simulator
AddGaussianNoiseCutParamsParametersFilterSimMultiObservationsSimObservationsSimObservations.comb_obs()SimObservations.filter_localSample()SimObservations.filter_localSamples()SimObservations.filter_previousSamples()SimObservations.save_samples()SimObservations.save_samples_2()SimObservations.save_samples_3()SimObservations.save_samples_3_onePart()SimObservations.simulate()SimObservations.simulate_obs()
SimParametersSimParameters.combinationsSimParameters.fold_sphere()SimParameters.get_contour_edges()SimParameters.get_edge_space()SimParameters.get_multiParams()SimParameters.get_params()SimParameters.hypercube()SimParameters.hyperellipsoid()SimParameters.hypersphere()SimParameters.in_polygon()SimParameters.lhs()SimParameters.normal_params()SimParameters.params_nSimParameters.posterior_hyperellipsoid()SimParameters.random_ball()SimParameters.uniform_params()SimParameters.unique_elements()
- colfi.data_processor
DataPreprocessingDataPreprocessing.get_MB_statistic()DataPreprocessing.get_statistic()DataPreprocessing.inverseNormalize_MB_obs()DataPreprocessing.inverseNormalize_obs()DataPreprocessing.inverseNormalize_params()DataPreprocessing.normalize_MB_obs()DataPreprocessing.normalize_obs()DataPreprocessing.normalize_params()
InverseNormalizeNormalizeStatisticTransfercpu2cuda()cuda2numpy()cuda2torch()numpy2cuda()numpy2torch()torch2cuda()torch2numpy()
- Parameter estimation
- colfi.nde
NDEsNDEs.base_epochNDEs.chainNDEs.cov_copyNDEs.file_identity_strNDEs.get_space_type_parts()NDEs.good_chainsNDEs.good_lossesNDEs.num_train_burnInNDEs.obs_errorsNDEs.obs_variablesNDEs.print_hparams()NDEs.save_ndeInfo()NDEs.save_variables()NDEs.simulate()NDEs.split_data()NDEs.train()NDEs.update_params_space()
PredictPredictNDEs
- colfi.space_updater
ChainsCheckParameterSpaceUpdateParameterSpaceUpdateParameterSpace.error_devsUpdateParameterSpace.limited_spaceSigma_all()UpdateParameterSpace.param_devsUpdateParameterSpace.params_space()UpdateParameterSpace.print_learningRange()UpdateParameterSpace.small_dev()UpdateParameterSpace.spaceSigma_allUpdateParameterSpace.spaceSigma_maxUpdateParameterSpace.spaceSigma_min
get_CovMatrix()get_cov()pdf_1()
- colfi.plotter
- colfi.nde
- Utils