Index

A

acceptance_probability (hypnettorch.utils.hmc.HMC property) (hypnettorch.utils.hmc.MCMC property) accuracy() (hypnettorch.mnets.classifier_interface.Classifier static method) (in module hypnettorch.utils.gan_helpers) adam_step() (in module hypnettorch.utils.optim_step)

add_to_uncond_params() (hypnettorch.hnets.hnet_interface.HyperNetInterface method) apply_chunked_hyperfan_init() (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP method) apply_hyperfan_init() (hypnettorch.hnets.mlp_hnet.HMLP method) AudiosetData (class in hypnettorch.data.timeseries.audioset_data) avg_acceptance_probability (hypnettorch.utils.hmc.MultiChainHMC property)

B

basic_rnn_step() (hypnettorch.mnets.simple_rnn.SimpleRNN method) batchnorm_layers (hypnettorch.mnets.mnet_interface.MainNetInterface property) BatchNormLayer (class in hypnettorch.utils.batchnorm_layer) BimodalToyRegression (class in hypnettorch.data.special.regression1d_bimodal_data)

BioConvNet (class in hypnettorch.mnets.bio_conv_net) BiRNN (class in hypnettorch.mnets.bi_rnn) bptt_depth (hypnettorch.mnets.simple_rnn.SimpleRNN property) build_grid_and_conditions() (in module hypnettorch.hpsearch.gather_random_seeds)

C

calc_delta_theta() (in module hypnettorch.utils.optim_step) calc_fan_in_and_out() (in module hypnettorch.utils.init_utils) calc_fix_target_reg() (in module hypnettorch.utils.hnet_regularizer) calc_train_iter() (in module hypnettorch.utils.sim_utils) CelebAData (class in hypnettorch.data.celeba_data) chains (hypnettorch.utils.hmc.MultiChainHMC property) check_invalid_argument_usage() (in module hypnettorch.utils.cli_args) checkpoint_stats() (hypnettorch.utils.batchnorm_layer.BatchNormLayer method) checkpoint_weights() (hypnettorch.utils.context_mod_layer.ContextModLayer method) chunk_emb_shapes (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP property) chunk_emb_size (hypnettorch.hnets.chunked_deconv_hnet.ChunkedHDeconv property) (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP property) ChunkedHDeconv (class in hypnettorch.hnets.chunked_deconv_hnet) ChunkedHMLP (class in hypnettorch.hnets.chunked_mlp_hnet) CIFAR100Data (class in hypnettorch.data.cifar100_data) CIFAR10Data (class in hypnettorch.data.cifar10_data) cl_args() (in module hypnettorch.utils.cli_args) classification (hypnettorch.data.dataset.Dataset property) Classifier (class in hypnettorch.mnets.classifier_interface) clear_position_trajectory() (hypnettorch.utils.hmc.HMC method) (hypnettorch.utils.hmc.MCMC method) CognitiveTasks (class in hypnettorch.data.timeseries.cognitive_tasks.cognitive_data) compute_basic_rnn_output() (hypnettorch.mnets.simple_rnn.SimpleRNN method) compute_fc_outputs() (hypnettorch.mnets.simple_rnn.SimpleRNN method)

compute_fisher() (in module hypnettorch.utils.ewc_regularizer) compute_hidden_states() (hypnettorch.mnets.simple_rnn.SimpleRNN method) concat_mean_stats() (in module hypnettorch.utils.gan_helpers) cond_chunk_embs (hypnettorch.hnets.chunked_deconv_hnet.ChunkedHDeconv property) (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP property) (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP property) conditional_param_shapes (hypnettorch.hnets.hnet_interface.HyperNetInterface property) conditional_param_shapes_ref (hypnettorch.hnets.hnet_interface.HyperNetInterface property) conditional_params (hypnettorch.hnets.hnet_interface.HyperNetInterface property) conditions (in module hypnettorch.hpsearch.hpsearch_config_template) config_logger() (in module hypnettorch.utils.logger_config) configure_matplotlib_params() (in module hypnettorch.utils.misc) construct_ideal_student() (hypnettorch.data.timeseries.rnd_rec_teacher.RndRecTeacher static method) context_mod_forward() (in module hypnettorch.utils.ewc_regularizer) context_mod_layers (hypnettorch.mnets.mnet_interface.MainNetInterface property) ContextModLayer (class in hypnettorch.utils.context_mod_layer) convert_out_format() (hypnettorch.hnets.hnet_interface.HyperNetInterface method) CopyTask (class in hypnettorch.data.timeseries.copy_data) cov (hypnettorch.data.special.gaussian_mixture_data.GaussianData property) create_permutation_matrix() (hypnettorch.data.timeseries.copy_data.CopyTask static method) CUB2002011 (class in hypnettorch.data.cub_200_2011_data) current_position (hypnettorch.utils.hmc.HMC property) (hypnettorch.utils.hmc.MCMC property) custom_init() (hypnettorch.mnets.mnet_interface.MainNetInterface method) CutoutTransform (class in hypnettorch.utils.torch_utils)

D

data_args() (in module hypnettorch.utils.cli_args) Dataset (class in hypnettorch.data.dataset) decode_batch() (hypnettorch.data.timeseries.mud_data.MUDData method) dis_loss() (in module hypnettorch.utils.gan_helpers) distillation_targets() (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP method) (hypnettorch.hnets.deconv_hnet.HDeconv method) (hypnettorch.hnets.hnet_container.HContainer method) (hypnettorch.hnets.hnet_perturbation_wrapper.HPerturbWrapper method) (hypnettorch.hnets.mlp_hnet.HMLP method) (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP method) (hypnettorch.mnets.bi_rnn.BiRNN method) (hypnettorch.mnets.bio_conv_net.BioConvNet method) (hypnettorch.mnets.lenet.LeNet method) (hypnettorch.mnets.mlp.MLP method) (hypnettorch.mnets.mnet_interface.MainNetInterface method) (hypnettorch.mnets.resnet.ResNet method) (hypnettorch.mnets.resnet_imgnet.ResNetIN method) (hypnettorch.mnets.simple_rnn.SimpleRNN method) (hypnettorch.mnets.wide_resnet.WRN method) (hypnettorch.mnets.zenkenet.ZenkeNet method)

Donuts (class in hypnettorch.data.special.donuts)

E

estimate_distance() (hypnettorch.data.special.gmm_data.GMMData method) estimate_mode_coverage() (hypnettorch.data.special.gmm_data.GMMData method)

eval_args() (in module hypnettorch.utils.cli_args) evaluate() (in module hypnettorch.examples.hypercl.run) ewc_regularizer() (in module hypnettorch.utils.ewc_regularizer)

F

FashionMNISTData (class in hypnettorch.data.fashion_mnist) flatten_and_remove_out_heads() (in module hypnettorch.utils.hnet_regularizer) flatten_params() (hypnettorch.mnets.mnet_interface.MainNetInterface static method) forward() (hypnettorch.hnets.chunked_deconv_hnet.ChunkedHDeconv method) (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP method) (hypnettorch.hnets.deconv_hnet.HDeconv method) (hypnettorch.hnets.hnet_container.HContainer method) (hypnettorch.hnets.hnet_interface.HyperNetInterface method) (hypnettorch.hnets.hnet_perturbation_wrapper.HPerturbWrapper method) (hypnettorch.hnets.mlp_hnet.HMLP method) (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP method) (hypnettorch.mnets.bi_rnn.BiRNN method) (hypnettorch.mnets.bio_conv_net.BioConvNet method) (hypnettorch.mnets.lenet.LeNet method) (hypnettorch.mnets.mlp.MLP method) (hypnettorch.mnets.mnet_interface.MainNetInterface method) (hypnettorch.mnets.resnet.ResNet method) (hypnettorch.mnets.resnet_imgnet.ResNetIN method) (hypnettorch.mnets.simple_rnn.SimpleRNN method) (hypnettorch.mnets.wide_resnet.WRN method) (hypnettorch.mnets.zenkenet.ZenkeNet method) (hypnettorch.utils.batchnorm_layer.BatchNormLayer method) (hypnettorch.utils.context_mod_layer.ContextModLayer method) (hypnettorch.utils.local_conv2d_layer.LocalConv2dLayer method) (hypnettorch.utils.self_attention_layer.SelfAttnLayer method) (hypnettorch.utils.self_attention_layer.SelfAttnLayerV2 method)

G

gain_offset_applied (hypnettorch.utils.context_mod_layer.ContextModLayer property) gain_softplus_applied (hypnettorch.utils.context_mod_layer.ContextModLayer property) gan_args() (in module hypnettorch.utils.cli_args) GaussianData (class in hypnettorch.data.special.gaussian_mixture_data) gen_loss() (in module hypnettorch.utils.gan_helpers) generator_args() (in module hypnettorch.utils.cli_args) get_attribute_names() (hypnettorch.data.celeba_data.CelebAData method) get_best_ckpt_path() (in module hypnettorch.utils.torch_ckpts) get_best_hpsearch_config() (in module hypnettorch.hpsearch.gather_random_seeds) get_chunk_emb() (hypnettorch.hnets.chunked_deconv_hnet.ChunkedHDeconv method) (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP method) get_chunk_embs() (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP method) get_cm_inds() (hypnettorch.mnets.simple_rnn.SimpleRNN method) get_cm_weights() (hypnettorch.mnets.bi_rnn.BiRNN method) (hypnettorch.mnets.simple_rnn.SimpleRNN method) get_colorbrewer2_colors() (in module hypnettorch.utils.misc) get_cond_in_emb() (hypnettorch.hnets.chunked_deconv_hnet.ChunkedHDeconv method) (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP method) (hypnettorch.hnets.deconv_hnet.HDeconv method) (hypnettorch.hnets.mlp_hnet.HMLP method) (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP method) get_conditional_parameters() (in module hypnettorch.hnets.hnet_helpers) get_current_targets() (in module hypnettorch.utils.hnet_regularizer) get_default_args() (in module hypnettorch.utils.misc) get_gmm_tasks() (in module hypnettorch.data.special.gaussian_mixture_data) get_hpsearch_call() (in module hypnettorch.hpsearch.gather_random_seeds) get_hypernet() (in module hypnettorch.utils.sim_utils) get_identifier() (hypnettorch.data.celeba_data.CelebAData method) (hypnettorch.data.cifar100_data.CIFAR100Data method) (hypnettorch.data.cifar10_data.CIFAR10Data method) (hypnettorch.data.cub_200_2011_data.CUB2002011 method) (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.fashion_mnist.FashionMNISTData method) (hypnettorch.data.ilsvrc2012_data.ILSVRC2012Data method) (hypnettorch.data.mnist_data.MNISTData method) (hypnettorch.data.special.donuts.Donuts method) (hypnettorch.data.special.gaussian_mixture_data.GaussianData method) (hypnettorch.data.special.gmm_data.GMMData method) (hypnettorch.data.special.permuted_mnist.PermutedMNIST method) (hypnettorch.data.special.regression1d_bimodal_data.BimodalToyRegression method) (hypnettorch.data.special.regression1d_data.ToyRegression method) (hypnettorch.data.special.split_cifar.SplitCIFAR100Data method) (hypnettorch.data.special.split_cifar.SplitCIFAR10Data method) (hypnettorch.data.special.split_mnist.SplitMNIST method) (hypnettorch.data.svhn_data.SVHNData method) (hypnettorch.data.timeseries.audioset_data.AudiosetData method) (hypnettorch.data.timeseries.cognitive_tasks.cognitive_data.CognitiveTasks method) (hypnettorch.data.timeseries.copy_data.CopyTask method) (hypnettorch.data.timeseries.mud_data.MUDData method) (hypnettorch.data.timeseries.rnd_rec_teacher.RndRecTeacher method) (hypnettorch.data.timeseries.seq_smnist.SeqSMNIST method) (hypnettorch.data.timeseries.smnist_data.SMNISTData method) (hypnettorch.data.timeseries.split_audioset.SplitAudioset method) (hypnettorch.data.timeseries.split_smnist.SplitSMNIST method) (hypnettorch.data.udacity_ch2.UdacityCh2Data method)

get_in_seq_lengths() (hypnettorch.data.sequential_dataset.SequentialDataset method) get_input_mesh() (hypnettorch.data.special.gmm_data.GMMData method) get_mnet_model() (in module hypnettorch.utils.sim_utils) get_mud_handlers() (in module hypnettorch.data.timeseries.mud_data) get_non_cm_weights() (hypnettorch.mnets.bi_rnn.BiRNN method) (hypnettorch.mnets.simple_rnn.SimpleRNN method) get_optimizer() (in module hypnettorch.utils.torch_utils) get_out_pattern_bounds() (hypnettorch.data.timeseries.copy_data.CopyTask method) get_out_seq_lengths() (hypnettorch.data.sequential_dataset.SequentialDataset method) get_output_weight_mask() (hypnettorch.mnets.mnet_interface.MainNetInterface method) (hypnettorch.mnets.resnet_imgnet.ResNetIN method) (hypnettorch.mnets.simple_rnn.SimpleRNN method) (hypnettorch.mnets.wide_resnet.WRN method) get_single_run_config() (in module hypnettorch.hpsearch.gather_random_seeds) get_split_audioset_handlers() (in module hypnettorch.data.timeseries.split_audioset) get_split_cifar_handlers() (in module hypnettorch.data.special.split_cifar) get_split_mnist_handlers() (in module hypnettorch.data.special.split_mnist) get_split_smnist_handlers() (in module hypnettorch.data.timeseries.split_smnist) get_stats() (hypnettorch.utils.batchnorm_layer.BatchNormLayer method) get_task_emb() (hypnettorch.hnets.hnet_interface.HyperNetInterface method) get_task_embs() (hypnettorch.hnets.hnet_interface.HyperNetInterface method) get_test_ids() (hypnettorch.data.dataset.Dataset method) get_test_inputs() (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.large_img_dataset.LargeImgDataset method) get_test_outputs() (hypnettorch.data.dataset.Dataset method) get_train_ids() (hypnettorch.data.dataset.Dataset method) get_train_inputs() (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.large_img_dataset.LargeImgDataset method) get_train_outputs() (hypnettorch.data.dataset.Dataset method) get_val_ids() (hypnettorch.data.dataset.Dataset method) get_val_inputs() (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.large_img_dataset.LargeImgDataset method) get_val_outputs() (hypnettorch.data.dataset.Dataset method) get_weights() (hypnettorch.utils.context_mod_layer.ContextModLayer method) get_zeroed_ts() (hypnettorch.data.timeseries.copy_data.CopyTask method) GMMData (class in hypnettorch.data.special.gmm_data) grid (in module hypnettorch.hpsearch.hpsearch_config_template)

H

has_bias (hypnettorch.mnets.mnet_interface.MainNetInterface property) (hypnettorch.mnets.resnet_imgnet.ResNetIN property) (hypnettorch.mnets.wide_resnet.WRN property) has_fc_out (hypnettorch.mnets.mnet_interface.MainNetInterface property) has_gains (hypnettorch.utils.context_mod_layer.ContextModLayer property) has_linear_out (hypnettorch.mnets.mnet_interface.MainNetInterface property) has_shifts (hypnettorch.utils.context_mod_layer.ContextModLayer property) HContainer (class in hypnettorch.hnets.hnet_container) HDeconv (class in hypnettorch.hnets.deconv_hnet) HMC (class in hypnettorch.utils.hmc) HMLP (class in hypnettorch.hnets.mlp_hnet) hnet_args() (in module hypnettorch.utils.cli_args) HPerturbWrapper (class in hypnettorch.hnets.hnet_perturbation_wrapper) hpsearch_cli_arguments() (in module hypnettorch.hpsearch.hpsearch) hyper_shapes (hypnettorch.utils.batchnorm_layer.BatchNormLayer property) hyper_shapes_distilled (hypnettorch.mnets.mnet_interface.MainNetInterface property) hyper_shapes_learned (hypnettorch.mnets.mnet_interface.MainNetInterface property) hyper_shapes_learned_ref (hypnettorch.mnets.mnet_interface.MainNetInterface property) HyperNetInterface (class in hypnettorch.hnets.hnet_interface) hypnettorch.data.celeba_data module hypnettorch.data.cifar100_data module hypnettorch.data.cifar10_data module hypnettorch.data.cub_200_2011_data module hypnettorch.data.dataset module hypnettorch.data.fashion_mnist module hypnettorch.data.ilsvrc2012_data module hypnettorch.data.large_img_dataset module hypnettorch.data.mnist_data module hypnettorch.data.sequential_dataset module hypnettorch.data.special.donuts module hypnettorch.data.special.gaussian_mixture_data module hypnettorch.data.special.gmm_data module hypnettorch.data.special.permuted_mnist module hypnettorch.data.special.regression1d_bimodal_data module hypnettorch.data.special.regression1d_data module hypnettorch.data.special.split_cifar module hypnettorch.data.special.split_mnist module hypnettorch.data.svhn_data module hypnettorch.data.timeseries.audioset_data module hypnettorch.data.timeseries.cognitive_tasks.cognitive_data module hypnettorch.data.timeseries.copy_data module hypnettorch.data.timeseries.mud_data module hypnettorch.data.timeseries.rnd_rec_teacher module hypnettorch.data.timeseries.seq_smnist module hypnettorch.data.timeseries.smnist_data module hypnettorch.data.timeseries.split_audioset module hypnettorch.data.timeseries.split_smnist module hypnettorch.data.udacity_ch2 module hypnettorch.examples.hypercl.run module hypnettorch.hnets.chunked_deconv_hnet module

hypnettorch.hnets.chunked_mlp_hnet module hypnettorch.hnets.deconv_hnet module hypnettorch.hnets.hnet_container module hypnettorch.hnets.hnet_helpers module hypnettorch.hnets.hnet_interface module hypnettorch.hnets.hnet_perturbation_wrapper module hypnettorch.hnets.mlp_hnet module hypnettorch.hnets.structured_hmlp_examples module hypnettorch.hnets.structured_mlp_hnet module hypnettorch.hpsearch.gather_random_seeds module hypnettorch.hpsearch.hpsearch module hypnettorch.hpsearch.hpsearch_config_template module hypnettorch.hpsearch.hpsearch_postprocessing module hypnettorch.mnets.bi_rnn module hypnettorch.mnets.bio_conv_net module hypnettorch.mnets.classifier_interface module hypnettorch.mnets.lenet module hypnettorch.mnets.mlp module hypnettorch.mnets.mnet_interface module hypnettorch.mnets.resnet module hypnettorch.mnets.resnet_imgnet module hypnettorch.mnets.simple_rnn module hypnettorch.mnets.wide_resnet module hypnettorch.mnets.zenkenet module hypnettorch.utils.batchnorm_layer module hypnettorch.utils.cli_args module hypnettorch.utils.context_mod_layer module hypnettorch.utils.ewc_regularizer module hypnettorch.utils.gan_helpers module hypnettorch.utils.hmc module hypnettorch.utils.hnet_regularizer module hypnettorch.utils.init_utils module hypnettorch.utils.local_conv2d_layer module hypnettorch.utils.logger_config module hypnettorch.utils.misc module hypnettorch.utils.optim_step module hypnettorch.utils.self_attention_layer module hypnettorch.utils.si_regularizer module hypnettorch.utils.sim_utils module hypnettorch.utils.torch_ckpts module hypnettorch.utils.torch_utils module

I

ILSVRC2012Data (class in hypnettorch.data.ilsvrc2012_data) imgs_path (hypnettorch.data.large_img_dataset.LargeImgDataset property) in_shape (hypnettorch.data.dataset.Dataset property) init_args() (in module hypnettorch.utils.cli_args) init_chunk_embeddings() (in module hypnettorch.hnets.hnet_helpers) init_conditional_embeddings() (in module hypnettorch.hnets.hnet_helpers) init_hh_weights_orthogonal() (hypnettorch.mnets.bi_rnn.BiRNN method) (hypnettorch.mnets.simple_rnn.SimpleRNN method) init_params() (in module hypnettorch.utils.misc) (in module hypnettorch.utils.torch_utils) input_to_torch_tensor() (hypnettorch.data.cifar100_data.CIFAR100Data method) (hypnettorch.data.cifar10_data.CIFAR10Data method) (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.fashion_mnist.FashionMNISTData method) (hypnettorch.data.large_img_dataset.LargeImgDataset method) (hypnettorch.data.mnist_data.MNISTData method) (hypnettorch.data.sequential_dataset.SequentialDataset method) (hypnettorch.data.special.permuted_mnist.PermutedMNIST method) (hypnettorch.data.svhn_data.SVHNData method) (hypnettorch.data.timeseries.cognitive_tasks.cognitive_data.CognitiveTasks method) (hypnettorch.data.timeseries.mud_data.MUDData method)

internal_hnet (hypnettorch.hnets.hnet_perturbation_wrapper.HPerturbWrapper property) internal_hnets (hypnettorch.hnets.hnet_container.HContainer property) (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP property) internal_params (hypnettorch.mnets.mnet_interface.MainNetInterface property) internal_params_ref (hypnettorch.mnets.mnet_interface.MainNetInterface property) is_image_dataset() (hypnettorch.data.dataset.Dataset method) is_one_hot (hypnettorch.data.dataset.Dataset property)

K

knowledge_distillation_loss() (hypnettorch.mnets.classifier_interface.Classifier static method)

L

lambda_lr_schedule() (in module hypnettorch.utils.torch_utils) LargeImgDataset (class in hypnettorch.data.large_img_dataset) layer_bias_vectors (hypnettorch.mnets.mnet_interface.MainNetInterface property) layer_weight_tensors (hypnettorch.mnets.mnet_interface.MainNetInterface property) leapfrog() (in module hypnettorch.utils.hmc) LeNet (class in hypnettorch.mnets.lenet)

list_to_str() (in module hypnettorch.utils.misc) load_checkpoint() (in module hypnettorch.utils.torch_ckpts) load_datasets() (in module hypnettorch.examples.hypercl.run) LocalConv2dLayer (class in hypnettorch.utils.local_conv2d_layer) log_prob_standard_normal_prior() (in module hypnettorch.utils.hmc) logit_cross_entropy_loss() (hypnettorch.mnets.classifier_interface.Classifier static method) lstm_rnn_step() (hypnettorch.mnets.simple_rnn.SimpleRNN method)

M

main_net_args() (in module hypnettorch.utils.cli_args) MainNetInterface (class in hypnettorch.mnets.mnet_interface) make_ckpt_list() (in module hypnettorch.utils.torch_ckpts) mask_fc_out (hypnettorch.mnets.mnet_interface.MainNetInterface property) mat_A (hypnettorch.data.timeseries.rnd_rec_teacher.RndRecTeacher property) mat_B (hypnettorch.data.timeseries.rnd_rec_teacher.RndRecTeacher property) mat_C (hypnettorch.data.timeseries.rnd_rec_teacher.RndRecTeacher property) max_num_ts_in (hypnettorch.data.sequential_dataset.SequentialDataset property) max_num_ts_out (hypnettorch.data.sequential_dataset.SequentialDataset property) MCMC (class in hypnettorch.utils.hmc) mean (hypnettorch.data.special.gaussian_mixture_data.GaussianData property) means (hypnettorch.data.special.gmm_data.GMMData property) miscellaneous_args() (in module hypnettorch.utils.cli_args) MLP (class in hypnettorch.mnets.mlp) MNISTData (class in hypnettorch.data.mnist_data) module hypnettorch.data.celeba_data hypnettorch.data.cifar100_data hypnettorch.data.cifar10_data hypnettorch.data.cub_200_2011_data hypnettorch.data.dataset hypnettorch.data.fashion_mnist hypnettorch.data.ilsvrc2012_data hypnettorch.data.large_img_dataset hypnettorch.data.mnist_data hypnettorch.data.sequential_dataset hypnettorch.data.special.donuts hypnettorch.data.special.gaussian_mixture_data hypnettorch.data.special.gmm_data hypnettorch.data.special.permuted_mnist hypnettorch.data.special.regression1d_bimodal_data hypnettorch.data.special.regression1d_data hypnettorch.data.special.split_cifar hypnettorch.data.special.split_mnist hypnettorch.data.svhn_data hypnettorch.data.timeseries.audioset_data hypnettorch.data.timeseries.cognitive_tasks.cognitive_data hypnettorch.data.timeseries.copy_data hypnettorch.data.timeseries.mud_data hypnettorch.data.timeseries.rnd_rec_teacher hypnettorch.data.timeseries.seq_smnist hypnettorch.data.timeseries.smnist_data hypnettorch.data.timeseries.split_audioset hypnettorch.data.timeseries.split_smnist hypnettorch.data.udacity_ch2 hypnettorch.examples.hypercl.run hypnettorch.hnets.chunked_deconv_hnet hypnettorch.hnets.chunked_mlp_hnet hypnettorch.hnets.deconv_hnet hypnettorch.hnets.hnet_container hypnettorch.hnets.hnet_helpers hypnettorch.hnets.hnet_interface hypnettorch.hnets.hnet_perturbation_wrapper hypnettorch.hnets.mlp_hnet hypnettorch.hnets.structured_hmlp_examples hypnettorch.hnets.structured_mlp_hnet hypnettorch.hpsearch.gather_random_seeds hypnettorch.hpsearch.hpsearch hypnettorch.hpsearch.hpsearch_config_template hypnettorch.hpsearch.hpsearch_postprocessing hypnettorch.mnets.bi_rnn hypnettorch.mnets.bio_conv_net hypnettorch.mnets.classifier_interface hypnettorch.mnets.lenet hypnettorch.mnets.mlp hypnettorch.mnets.mnet_interface hypnettorch.mnets.resnet hypnettorch.mnets.resnet_imgnet hypnettorch.mnets.simple_rnn hypnettorch.mnets.wide_resnet hypnettorch.mnets.zenkenet hypnettorch.utils.batchnorm_layer hypnettorch.utils.cli_args hypnettorch.utils.context_mod_layer hypnettorch.utils.ewc_regularizer hypnettorch.utils.gan_helpers hypnettorch.utils.hmc hypnettorch.utils.hnet_regularizer hypnettorch.utils.init_utils hypnettorch.utils.local_conv2d_layer hypnettorch.utils.logger_config hypnettorch.utils.misc hypnettorch.utils.optim_step hypnettorch.utils.self_attention_layer hypnettorch.utils.si_regularizer hypnettorch.utils.sim_utils hypnettorch.utils.torch_ckpts hypnettorch.utils.torch_utils

MUDData (class in hypnettorch.data.timeseries.mud_data) MultiChainHMC (class in hypnettorch.utils.hmc)

N

next_test_batch() (hypnettorch.data.dataset.Dataset method) next_train_batch() (hypnettorch.data.dataset.Dataset method) next_val_batch() (hypnettorch.data.dataset.Dataset method) nn_pot_energy() (in module hypnettorch.utils.hmc) normal_init() (hypnettorch.utils.context_mod_layer.ContextModLayer method) num_chains (hypnettorch.utils.hmc.MultiChainHMC property) num_chunks (hypnettorch.hnets.chunked_deconv_hnet.ChunkedHDeconv property) (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP property) (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP property) num_ckpts (hypnettorch.utils.context_mod_layer.ContextModLayer property) num_classes (hypnettorch.data.dataset.Dataset property) (hypnettorch.mnets.classifier_interface.Classifier property) num_hyper_weights() (hypnettorch.mnets.classifier_interface.Classifier static method) num_internal_params (hypnettorch.mnets.mnet_interface.MainNetInterface property)

num_known_conds (hypnettorch.hnets.hnet_interface.HyperNetInterface property) num_modes (hypnettorch.data.special.gmm_data.GMMData property) num_outputs (hypnettorch.hnets.hnet_interface.HyperNetInterface property) num_params (hypnettorch.mnets.mnet_interface.MainNetInterface property) num_rec_layers (hypnettorch.mnets.bi_rnn.BiRNN property) (hypnettorch.mnets.simple_rnn.SimpleRNN property) num_states (hypnettorch.utils.hmc.HMC property) (hypnettorch.utils.hmc.MCMC property) num_stats (hypnettorch.utils.batchnorm_layer.BatchNormLayer property) num_steps (hypnettorch.utils.hmc.HMC property) (hypnettorch.utils.hmc.NUTS property) num_test_samples (hypnettorch.data.dataset.Dataset property) num_train_samples (hypnettorch.data.dataset.Dataset property) num_val_samples (hypnettorch.data.dataset.Dataset property) NUTS (class in hypnettorch.utils.hmc)

O

out_height (hypnettorch.utils.local_conv2d_layer.LocalConv2dLayer property) out_shape (hypnettorch.data.dataset.Dataset property) out_width (hypnettorch.utils.local_conv2d_layer.LocalConv2dLayer property) output_to_torch_tensor() (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.sequential_dataset.SequentialDataset method) (hypnettorch.data.timeseries.cognitive_tasks.cognitive_data.CognitiveTasks method) (hypnettorch.data.timeseries.copy_data.CopyTask method) (hypnettorch.data.timeseries.mud_data.MUDData method)

overwrite_internal_params() (hypnettorch.mnets.mnet_interface.MainNetInterface method)

P

param_shapes (hypnettorch.mnets.mnet_interface.MainNetInterface property) (hypnettorch.utils.batchnorm_layer.BatchNormLayer property) (hypnettorch.utils.context_mod_layer.ContextModLayer property) (hypnettorch.utils.local_conv2d_layer.LocalConv2dLayer property) param_shapes_meta (hypnettorch.mnets.mnet_interface.MainNetInterface property) (hypnettorch.utils.context_mod_layer.ContextModLayer property) permutation (hypnettorch.data.special.permuted_mnist.PermutedMNIST property) (hypnettorch.data.timeseries.copy_data.CopyTask property) PermutedMNIST (class in hypnettorch.data.special.permuted_mnist) PermutedMNISTList (class in hypnettorch.data.special.permuted_mnist) plot_dataset() (hypnettorch.data.special.donuts.Donuts method) (hypnettorch.data.special.gaussian_mixture_data.GaussianData method) (hypnettorch.data.special.regression1d_data.ToyRegression method) plot_datasets() (hypnettorch.data.special.gaussian_mixture_data.GaussianData static method) (hypnettorch.data.special.regression1d_data.ToyRegression static method) plot_optimal_classification() (hypnettorch.data.special.gmm_data.GMMData method)

plot_predictions() (hypnettorch.data.special.gaussian_mixture_data.GaussianData method) (hypnettorch.data.special.regression1d_data.ToyRegression method) plot_real_fake() (hypnettorch.data.special.gmm_data.GMMData method) plot_sample() (hypnettorch.data.cifar10_data.CIFAR10Data method) (hypnettorch.data.mnist_data.MNISTData static method) plot_samples() (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.special.gaussian_mixture_data.GaussianData method) (hypnettorch.data.special.gmm_data.GMMData method) (hypnettorch.data.special.regression1d_data.ToyRegression method) plot_uncertainty_map() (hypnettorch.data.special.gmm_data.GMMData method) png_format_used (hypnettorch.data.large_img_dataset.LargeImgDataset property) position_trajectory (hypnettorch.utils.hmc.HMC property) (hypnettorch.utils.hmc.MCMC property) preprocess_fct (hypnettorch.mnets.bi_rnn.BiRNN property) preprocess_gain() (hypnettorch.utils.context_mod_layer.ContextModLayer method) proposal_std (hypnettorch.utils.hmc.MCMC property)

R

read_images() (hypnettorch.data.large_img_dataset.LargeImgDataset method) repair_canvas_and_show_fig() (in module hypnettorch.utils.misc) reset_batch_generator() (hypnettorch.data.dataset.Dataset method) ResNet (class in hypnettorch.mnets.resnet) resnet_chunking() (in module hypnettorch.hnets.structured_hmlp_examples)

ResNetIN (class in hypnettorch.mnets.resnet_imgnet) rmsprop_step() (in module hypnettorch.utils.optim_step) RndRecTeacher (class in hypnettorch.data.timeseries.rnd_rec_teacher) run() (in module hypnettorch.examples.hypercl.run) (in module hypnettorch.hpsearch.gather_random_seeds) (in module hypnettorch.hpsearch.hpsearch)

S

sample_annulus() (hypnettorch.data.special.donuts.Donuts static method) save_checkpoint() (in module hypnettorch.utils.torch_ckpts) SelfAttnLayer (class in hypnettorch.utils.self_attention_layer) SelfAttnLayerV2 (class in hypnettorch.utils.self_attention_layer) SeqSMNIST (class in hypnettorch.data.timeseries.seq_smnist) sequence (hypnettorch.data.dataset.Dataset property) SequentialDataset (class in hypnettorch.data.sequential_dataset) setup_environment() (in module hypnettorch.utils.sim_utils) sgd_step() (in module hypnettorch.utils.optim_step) shapes_to_num_weights() (hypnettorch.mnets.mnet_interface.MainNetInterface static method) shuffle_test_samples (hypnettorch.data.dataset.Dataset property) shuffle_val_samples (hypnettorch.data.dataset.Dataset property) si_compute_importance() (in module hypnettorch.utils.si_regularizer) si_post_optim_step() (in module hypnettorch.utils.si_regularizer) si_pre_optim_step() (in module hypnettorch.utils.si_regularizer) si_regularizer() (in module hypnettorch.utils.si_regularizer) SimpleRNN (class in hypnettorch.mnets.simple_rnn) simulate_chain() (hypnettorch.utils.hmc.HMC method) (hypnettorch.utils.hmc.MCMC method) (hypnettorch.utils.hmc.NUTS method)

simulate_chains() (hypnettorch.utils.hmc.MultiChainHMC method) SMNISTData (class in hypnettorch.data.timeseries.smnist_data) softmax_and_cross_entropy() (hypnettorch.mnets.classifier_interface.Classifier static method) sparse_init() (hypnettorch.utils.context_mod_layer.ContextModLayer method) split_cm_weights() (hypnettorch.mnets.simple_rnn.SimpleRNN method) split_internal_weights() (hypnettorch.mnets.simple_rnn.SimpleRNN method) split_weights() (hypnettorch.mnets.simple_rnn.SimpleRNN method) SplitAudioset (class in hypnettorch.data.timeseries.split_audioset) SplitCIFAR100Data (class in hypnettorch.data.special.split_cifar) SplitCIFAR10Data (class in hypnettorch.data.special.split_cifar) SplitMNIST (class in hypnettorch.data.special.split_mnist) SplitSMNIST (class in hypnettorch.data.timeseries.split_smnist) stepsize (hypnettorch.utils.hmc.HMC property) str_to_act() (in module hypnettorch.utils.misc) str_to_floats() (in module hypnettorch.utils.misc) str_to_ints() (in module hypnettorch.utils.misc) StructuredHMLP (class in hypnettorch.hnets.structured_mlp_hnet) SVHNData (class in hypnettorch.data.svhn_data)

T

target_shapes (hypnettorch.hnets.hnet_interface.HyperNetInterface property) test() (in module hypnettorch.examples.hypercl.run) test_angles_available (hypnettorch.data.udacity_ch2.UdacityCh2Data property) test_ids_to_indices() (hypnettorch.data.dataset.Dataset method) test_iterator() (hypnettorch.data.dataset.Dataset method) test_x_range (hypnettorch.data.special.regression1d_data.ToyRegression property) tf_input_map() (hypnettorch.data.cub_200_2011_data.CUB2002011 method) (hypnettorch.data.dataset.Dataset method) (hypnettorch.data.ilsvrc2012_data.ILSVRC2012Data method) (hypnettorch.data.large_img_dataset.LargeImgDataset method) (hypnettorch.data.special.permuted_mnist.PermutedMNIST method) (hypnettorch.data.udacity_ch2.UdacityCh2Data method) tf_output_map() (hypnettorch.data.dataset.Dataset method) to_common_labels() (hypnettorch.data.ilsvrc2012_data.ILSVRC2012Data method) torch_augment_images() (hypnettorch.data.cifar10_data.CIFAR10Data static method) torch_in_shape (hypnettorch.data.special.permuted_mnist.PermutedMNIST property) torch_input_transforms() (hypnettorch.data.cifar10_data.CIFAR10Data static method) (hypnettorch.data.ilsvrc2012_data.ILSVRC2012Data static method) (hypnettorch.data.mnist_data.MNISTData static method) (hypnettorch.data.special.permuted_mnist.PermutedMNIST static method) (hypnettorch.data.udacity_ch2.UdacityCh2Data static method) torch_test (hypnettorch.data.large_img_dataset.LargeImgDataset property) torch_train (hypnettorch.data.large_img_dataset.LargeImgDataset property) torch_val (hypnettorch.data.large_img_dataset.LargeImgDataset property) ToyRegression (class in hypnettorch.data.special.regression1d_data) train() (in module hypnettorch.examples.hypercl.run) train_args() (in module hypnettorch.utils.cli_args) train_ids_to_indices() (hypnettorch.data.dataset.Dataset method)

train_iterator() (hypnettorch.data.dataset.Dataset method) train_x_range (hypnettorch.data.special.regression1d_data.ToyRegression property) training (hypnettorch.hnets.chunked_deconv_hnet.ChunkedHDeconv attribute) (hypnettorch.hnets.chunked_mlp_hnet.ChunkedHMLP attribute) (hypnettorch.hnets.deconv_hnet.HDeconv attribute) (hypnettorch.hnets.hnet_container.HContainer attribute) (hypnettorch.hnets.hnet_perturbation_wrapper.HPerturbWrapper attribute) (hypnettorch.hnets.mlp_hnet.HMLP attribute) (hypnettorch.hnets.structured_mlp_hnet.StructuredHMLP attribute) (hypnettorch.mnets.bi_rnn.BiRNN attribute) (hypnettorch.mnets.bio_conv_net.BioConvNet attribute) (hypnettorch.mnets.classifier_interface.Classifier attribute) (hypnettorch.mnets.lenet.LeNet attribute) (hypnettorch.mnets.mlp.MLP attribute) (hypnettorch.mnets.resnet.ResNet attribute) (hypnettorch.mnets.resnet_imgnet.ResNetIN attribute) (hypnettorch.mnets.simple_rnn.SimpleRNN attribute) (hypnettorch.mnets.wide_resnet.WRN attribute) (hypnettorch.mnets.zenkenet.ZenkeNet attribute) (hypnettorch.utils.batchnorm_layer.BatchNormLayer attribute) (hypnettorch.utils.context_mod_layer.ContextModLayer attribute) (hypnettorch.utils.local_conv2d_layer.LocalConv2dLayer attribute) (hypnettorch.utils.self_attention_layer.SelfAttnLayer attribute) (hypnettorch.utils.self_attention_layer.SelfAttnLayerV2 attribute) transform_outputs() (hypnettorch.data.special.split_cifar.SplitCIFAR100Data method) (hypnettorch.data.special.split_cifar.SplitCIFAR10Data method) (hypnettorch.data.special.split_mnist.SplitMNIST method) (hypnettorch.data.timeseries.split_audioset.SplitAudioset method) (hypnettorch.data.timeseries.split_smnist.SplitSMNIST method)

U

UdacityCh2Data (class in hypnettorch.data.udacity_ch2) unconditional_param_shapes (hypnettorch.hnets.hnet_interface.HyperNetInterface property) unconditional_param_shapes_ref (hypnettorch.hnets.hnet_interface.HyperNetInterface property) unconditional_params (hypnettorch.hnets.hnet_interface.HyperNetInterface property)

unconditional_params_ref (hypnettorch.hnets.hnet_interface.HyperNetInterface property) uniform_init() (hypnettorch.utils.context_mod_layer.ContextModLayer method) use_lstm (hypnettorch.mnets.bi_rnn.BiRNN property) (hypnettorch.mnets.simple_rnn.SimpleRNN property)

V

val_ids_to_indices() (hypnettorch.data.dataset.Dataset method)

val_iterator() (hypnettorch.data.dataset.Dataset method) val_x_range (hypnettorch.data.special.regression1d_data.ToyRegression property)

W

weight_shapes (hypnettorch.utils.self_attention_layer.SelfAttnLayerV2 property) weight_shapes() (hypnettorch.mnets.mlp.MLP static method) weights (hypnettorch.mnets.mnet_interface.MainNetInterface property) (hypnettorch.utils.batchnorm_layer.BatchNormLayer property) (hypnettorch.utils.context_mod_layer.ContextModLayer property) (hypnettorch.utils.local_conv2d_layer.LocalConv2dLayer property) (hypnettorch.utils.self_attention_layer.SelfAttnLayerV2 property)

write_seeds_summary() (in module hypnettorch.hpsearch.gather_random_seeds) WRN (class in hypnettorch.mnets.wide_resnet) wrn_chunking() (in module hypnettorch.hnets.structured_hmlp_examples)

X

xavier_fan_in_() (in module hypnettorch.utils.init_utils)

Z

ZenkeNet (class in hypnettorch.mnets.zenkenet)