Index

A

activations (kale.embed.image_cnn.SimpleCNNBuilder attribute) ADL (kale.loaddata.video_access.VideoDataset attribute) ADLDatasetAccess (class in kale.loaddata.video_access) allow_supervised() (kale.pipeline.domain_adapter.Method method) allow_zero_length_dataloader_with_multiple_devices (kale.pipeline.base_nn_trainer.CNNTransformerTrainer attribute) (kale.pipeline.deepdta.DeepDTATrainer attribute) (kale.pipeline.domain_adapter.BaseDANNLike attribute) (kale.pipeline.domain_adapter.BaseMMDLike attribute) (kale.pipeline.domain_adapter.CDANTrainer attribute) (kale.pipeline.domain_adapter.DANNTrainer attribute) (kale.pipeline.domain_adapter.DANTrainer attribute) (kale.pipeline.domain_adapter.FewShotDANNTrainer attribute) (kale.pipeline.domain_adapter.JANTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainerMod attribute) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer attribute) (kale.pipeline.multi_domain_adapter.M3SDATrainer attribute) (kale.pipeline.multi_domain_adapter.MFSANTrainer attribute) (kale.pipeline.video_domain_adapter.BaseMMDLikeVideo attribute) (kale.pipeline.video_domain_adapter.CDANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANNTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.JANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo attribute)

auprc_auroc_ap() (in module kale.evaluate.metrics)

B

backward() (kale.pipeline.domain_adapter.GradReverse static method) BALANCED (kale.loaddata.multi_domain.WeightingType attribute) BalancedBatchSampler (class in kale.loaddata.sampler) BaseAdaptTrainer (class in kale.pipeline.domain_adapter) BaseDANNLike (class in kale.pipeline.domain_adapter) BaseDTATrainer (class in kale.pipeline.deepdta) BaseMMDLike (class in kale.pipeline.domain_adapter) BaseMMDLikeVideo (class in kale.pipeline.video_domain_adapter) BaseMultiSourceTrainer (class in kale.pipeline.multi_domain_adapter) BaseNNTrainer (class in kale.pipeline.base_nn_trainer)

BasicBlock (class in kale.embed.video_res3d) BasicFLowStem (class in kale.embed.video_res3d) BasicStem (class in kale.embed.video_res3d) BasicTransform (class in kale.predict.isonet) BasicVideoDataset (class in kale.loaddata.video_datasets) bias (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) BindingDBDataset (class in kale.loaddata.tdc_datasets) Bottleneck (class in kale.embed.video_res3d) BottleneckTransform (class in kale.predict.isonet) build() (kale.embed.video_i3d.InceptionI3d method)

C

CDAN (kale.pipeline.domain_adapter.Method attribute) CDAN_E (kale.pipeline.domain_adapter.Method attribute) CDANTrainer (class in kale.pipeline.domain_adapter) CDANTrainerVideo (class in kale.pipeline.video_domain_adapter) ClassNet (class in kale.predict.class_domain_nets) ClassNetSmallImage (class in kale.predict.class_domain_nets) ClassNetVideo (class in kale.predict.class_domain_nets) ClassNetVideoConv (class in kale.predict.class_domain_nets) cls_discrepancy() (kale.pipeline.multi_domain_adapter.MFSANTrainer method) CNNEncoder (class in kale.embed.seq_nn) CNNTransformer (class in kale.embed.attention_cnn) CNNTransformerTrainer (class in kale.pipeline.base_nn_trainer) CoIRLS (class in kale.pipeline.multi_domain_adapter) compute_loss() (kale.pipeline.base_nn_trainer.BaseNNTrainer method) (kale.pipeline.base_nn_trainer.CNNTransformerTrainer method) (kale.pipeline.domain_adapter.BaseAdaptTrainer method) (kale.pipeline.domain_adapter.BaseDANNLike method) (kale.pipeline.domain_adapter.BaseMMDLike method) (kale.pipeline.domain_adapter.CDANTrainer method) (kale.pipeline.domain_adapter.FewShotDANNTrainer method) (kale.pipeline.domain_adapter.WDGRLTrainer method) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer method) (kale.pipeline.multi_domain_adapter.M3SDATrainer method) (kale.pipeline.multi_domain_adapter.MFSANTrainer method) (kale.pipeline.video_domain_adapter.BaseMMDLikeVideo method) (kale.pipeline.video_domain_adapter.CDANTrainerVideo method) (kale.pipeline.video_domain_adapter.DANNTrainerVideo method) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo method)

compute_mmd_loss() (in module kale.predict.losses) compute_pad() (kale.embed.video_i3d.MaxPool3dSamePadding method) (kale.embed.video_i3d.Unit3D method) ConcatMultiDomainAccess (class in kale.loaddata.multi_domain) concord_index() (in module kale.evaluate.metrics) configure_optimizers() (kale.pipeline.base_nn_trainer.BaseNNTrainer method) (kale.pipeline.base_nn_trainer.CNNTransformerTrainer method) (kale.pipeline.deepdta.BaseDTATrainer method) (kale.pipeline.domain_adapter.BaseAdaptTrainer method) (kale.pipeline.domain_adapter.WDGRLTrainer method) (kale.pipeline.domain_adapter.WDGRLTrainerMod method) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo method) construct_logger() (in module kale.utils.logger) ContextCNNGeneric (class in kale.embed.attention_cnn) Conv2Plus1D (class in kale.embed.video_res3d) Conv3DNoTemporal (class in kale.embed.video_res3d) Conv3DSimple (class in kale.embed.video_res3d) create_dann_like() (in module kale.pipeline.domain_adapter) create_dann_like_video() (in module kale.pipeline.video_domain_adapter) create_fewshot_trainer() (in module kale.pipeline.domain_adapter) create_loader() (kale.loaddata.sampler.FixedSeedSamplingConfig method) (kale.loaddata.sampler.SamplingConfig method) create_mmd_based() (in module kale.pipeline.domain_adapter) create_mmd_based_video() (in module kale.pipeline.video_domain_adapter) create_ms_adapt_trainer() (in module kale.pipeline.multi_domain_adapter) critic_update_steps() (kale.pipeline.domain_adapter.WDGRLTrainer method) (kale.pipeline.domain_adapter.WDGRLTrainerMod method) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo method) cross_entropy_logits() (in module kale.predict.losses)

D

DAN (kale.pipeline.domain_adapter.Method attribute) DANN (kale.pipeline.domain_adapter.Method attribute) DANNTrainer (class in kale.pipeline.domain_adapter) DANNTrainerVideo (class in kale.pipeline.video_domain_adapter) DANTrainer (class in kale.pipeline.domain_adapter) DANTrainerVideo (class in kale.pipeline.video_domain_adapter) DatasetAccess (class in kale.loaddata.dataset_access) DatasetSizeType (class in kale.loaddata.multi_domain) decision_function() (kale.pipeline.mpca_trainer.MPCATrainer method) (kale.pipeline.multi_domain_adapter.CoIRLS method) DeepDTATrainer (class in kale.pipeline.deepdta)

dilation (kale.embed.video_i3d.MaxPool3dSamePadding attribute) (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) distplot_1d() (in module kale.interpret.visualize) DomainBalancedBatchSampler (class in kale.loaddata.sampler) DomainNetSmallImage (class in kale.predict.class_domain_nets) DomainNetVideo (class in kale.predict.class_domain_nets) DomainsDatasetBase (class in kale.loaddata.multi_domain) download() (kale.loaddata.mnistm.MNISTM method) (kale.loaddata.usps.USPS method) download_file_by_url() (in module kale.utils.download) download_file_gdrive() (in module kale.utils.download)

E

entropy_logits() (in module kale.predict.losses) entropy_logits_loss() (in module kale.predict.losses) EPIC (class in kale.loaddata.video_datasets) (kale.loaddata.video_access.VideoDataset attribute) EPICDatasetAccess (class in kale.loaddata.video_access)

euclidean() (in module kale.predict.losses) expansion (kale.embed.video_res3d.BasicBlock attribute) (kale.embed.video_res3d.Bottleneck attribute) extra_repr() (kale.predict.class_domain_nets.SoftmaxNet method) extract_features() (kale.embed.video_i3d.InceptionI3d method)

F

FewShotDANNTrainer (class in kale.pipeline.domain_adapter) fit() (kale.embed.factorization.MIDA method) (kale.embed.factorization.MPCA method) (kale.pipeline.mpca_trainer.MPCATrainer method) (kale.pipeline.multi_domain_adapter.CoIRLS method) fit_transform() (kale.embed.factorization.MIDA method) FixedSeedSamplingConfig (class in kale.loaddata.sampler) forward() (kale.embed.attention_cnn.ContextCNNGeneric method) (kale.embed.gcn.GCNEncoderLayer method) (kale.embed.gcn.RGCNEncoderLayer method) (kale.embed.image_cnn.ResNet101Feature method) (kale.embed.image_cnn.ResNet152Feature method) (kale.embed.image_cnn.ResNet18Feature method) (kale.embed.image_cnn.ResNet34Feature method) (kale.embed.image_cnn.ResNet50Feature method) (kale.embed.image_cnn.SimpleCNNBuilder method) (kale.embed.image_cnn.SmallCNNFeature method) (kale.embed.positional_encoding.PositionalEncoding method) (kale.embed.seq_nn.CNNEncoder method) (kale.embed.seq_nn.GCNEncoder method) (kale.embed.video_i3d.InceptionI3d method) (kale.embed.video_i3d.InceptionModule method) (kale.embed.video_i3d.MaxPool3dSamePadding method) (kale.embed.video_i3d.Unit3D method) (kale.embed.video_res3d.BasicBlock method) (kale.embed.video_res3d.Bottleneck method) (kale.embed.video_res3d.VideoResNet method) (kale.embed.video_se_i3d.SEInceptionI3DFlow method) (kale.embed.video_se_i3d.SEInceptionI3DRGB method) (kale.embed.video_selayer.SELayer method) (kale.embed.video_selayer.SELayerC method) (kale.embed.video_selayer.SELayerCoC method) (kale.embed.video_selayer.SELayerMAC method) (kale.embed.video_selayer.SELayerMC method) (kale.embed.video_selayer.SELayerT method) (kale.pipeline.base_nn_trainer.BaseNNTrainer method) (kale.pipeline.base_nn_trainer.CNNTransformerTrainer method) (kale.pipeline.deepdta.BaseDTATrainer method) (kale.pipeline.deepdta.DeepDTATrainer method) (kale.pipeline.domain_adapter.BaseAdaptTrainer method) (kale.pipeline.domain_adapter.BaseMMDLike method) (kale.pipeline.domain_adapter.CDANTrainer method) (kale.pipeline.domain_adapter.DANNTrainer method) (kale.pipeline.domain_adapter.FewShotDANNTrainer method) (kale.pipeline.domain_adapter.GradReverse static method) (kale.pipeline.domain_adapter.WDGRLTrainer method) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer method) (kale.pipeline.video_domain_adapter.BaseMMDLikeVideo method) (kale.pipeline.video_domain_adapter.CDANTrainerVideo method) (kale.pipeline.video_domain_adapter.DANNTrainerVideo method) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo method) (kale.predict.class_domain_nets.ClassNet method) (kale.predict.class_domain_nets.ClassNetSmallImage method) (kale.predict.class_domain_nets.ClassNetVideo method) (kale.predict.class_domain_nets.ClassNetVideoConv method) (kale.predict.class_domain_nets.DomainNetSmallImage method) (kale.predict.class_domain_nets.DomainNetVideo method) (kale.predict.class_domain_nets.SoftmaxNet method) (kale.predict.isonet.BasicTransform method) (kale.predict.isonet.BottleneckTransform method) (kale.predict.isonet.ISONet method) (kale.predict.isonet.ResBlock method) (kale.predict.isonet.ResHead method) (kale.predict.isonet.ResStage method) (kale.predict.isonet.ResStem method) (kale.predict.isonet.SReLU method) (kale.prepdata.video_transform.ImglistToTensor method)

FSDANN (kale.pipeline.domain_adapter.Method attribute)

G

gaussian_kernel() (in module kale.predict.losses) GCNEncoder (class in kale.embed.seq_nn) GCNEncoderLayer (class in kale.embed.gcn) generate_list() (in module kale.loaddata.video_access) get() (kale.loaddata.sampler.InfiniteSliceIterator method) get_aggregated_metrics() (in module kale.pipeline.domain_adapter) get_aggregated_metrics_from_dict() (in module kale.pipeline.domain_adapter) get_class_subset() (in module kale.loaddata.dataset_access) get_domain_loaders() (kale.loaddata.multi_domain.DomainsDatasetBase method) (kale.loaddata.multi_domain.MultiDomainAdapDataset method) (kale.loaddata.multi_domain.MultiDomainDatasets method) (kale.loaddata.video_multi_domain.VideoMultiDomainDatasets method) get_downsample_stride() (kale.embed.video_res3d.Conv2Plus1D static method) (kale.embed.video_res3d.Conv3DNoTemporal static method) (kale.embed.video_res3d.Conv3DSimple static method) get_image_modality() (in module kale.loaddata.video_access) get_labels() (in module kale.loaddata.sampler) get_metrics_from_parameter_dict() (in module kale.pipeline.domain_adapter) get_parameters_watch_list() (kale.pipeline.domain_adapter.BaseAdaptTrainer method) (kale.pipeline.domain_adapter.BaseDANNLike method) get_selayer() (in module kale.embed.video_selayer) get_size() (kale.loaddata.multi_domain.DatasetSizeType static method) get_source_target() (kale.loaddata.video_access.VideoDataset static method) get_test() (kale.loaddata.dataset_access.DatasetAccess method) (kale.loaddata.multi_domain.MultiDomainAccess method) (kale.loaddata.multi_domain.MultiDomainImageFolder method) (kale.loaddata.video_access.ADLDatasetAccess method) (kale.loaddata.video_access.EPICDatasetAccess method) (kale.loaddata.video_access.GTEADatasetAccess method) (kale.loaddata.video_access.KITCHENDatasetAccess method)

get_train() (kale.loaddata.dataset_access.DatasetAccess method) (kale.loaddata.multi_domain.MultiDomainAccess method) (kale.loaddata.multi_domain.MultiDomainImageFolder method) (kale.loaddata.video_access.ADLDatasetAccess method) (kale.loaddata.video_access.EPICDatasetAccess method) (kale.loaddata.video_access.GTEADatasetAccess method) (kale.loaddata.video_access.KITCHENDatasetAccess method) get_train_valid() (kale.loaddata.dataset_access.DatasetAccess method) (kale.loaddata.video_access.VideoDatasetAccess method) get_trans_fun() (in module kale.predict.isonet) get_transform() (in module kale.prepdata.video_transform) get_video_feat_extractor() (in module kale.embed.video_feature_extractor) get_videodata_config() (in module kale.loaddata.video_access) gradient_penalty() (in module kale.predict.losses) GradReverse (class in kale.pipeline.domain_adapter) groups (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) GTEA (kale.loaddata.video_access.VideoDataset attribute) GTEADatasetAccess (class in kale.loaddata.video_access)

H

hsic() (in module kale.predict.losses)

I

i3d() (in module kale.embed.video_i3d) i3d_joint() (in module kale.embed.video_i3d) idx_order (kale.embed.factorization.MPCA attribute) ImglistToTensor (class in kale.prepdata.video_transform) InceptionI3d (class in kale.embed.video_i3d) InceptionModule (class in kale.embed.video_i3d) InfiniteSliceIterator (class in kale.loaddata.sampler) integer_label_protein() (in module kale.prepdata.chem_transform)

integer_label_smiles() (in module kale.prepdata.chem_transform) inverse_transform() (kale.embed.factorization.MPCA method) is_cdan_method() (kale.pipeline.domain_adapter.Method method) is_dann_method() (kale.pipeline.domain_adapter.Method method) is_fewshot_method() (kale.pipeline.domain_adapter.Method method) is_mmd_method() (kale.pipeline.domain_adapter.Method method) is_semi_supervised() (kale.loaddata.multi_domain.MultiDomainDatasets method) ISONet (class in kale.predict.isonet)

J

JAN (kale.pipeline.domain_adapter.Method attribute)

JANTrainer (class in kale.pipeline.domain_adapter) JANTrainerVideo (class in kale.pipeline.video_domain_adapter)

K

kale.embed module kale.embed.attention_cnn module kale.embed.factorization module kale.embed.gcn module kale.embed.image_cnn module kale.embed.positional_encoding module kale.embed.seq_nn module kale.embed.video_feature_extractor module kale.embed.video_i3d module kale.embed.video_res3d module kale.embed.video_se_i3d module kale.embed.video_se_res3d module kale.embed.video_selayer module kale.evaluate module kale.evaluate.metrics module kale.interpret module kale.interpret.model_weights module kale.interpret.visualize module kale.loaddata module kale.loaddata.dataset_access module kale.loaddata.mnistm module kale.loaddata.multi_domain module kale.loaddata.polypharmacy_datasets module kale.loaddata.sampler module kale.loaddata.tdc_datasets module kale.loaddata.usps module kale.loaddata.video_access module

kale.loaddata.video_datasets module kale.loaddata.video_multi_domain module kale.loaddata.videos module kale.pipeline module kale.pipeline.base_nn_trainer module kale.pipeline.deepdta module kale.pipeline.domain_adapter module kale.pipeline.mpca_trainer module kale.pipeline.multi_domain_adapter module kale.pipeline.video_domain_adapter module kale.predict module kale.predict.class_domain_nets module kale.predict.isonet module kale.predict.losses module kale.prepdata module kale.prepdata.chem_transform module kale.prepdata.graph_negative_sampling module kale.prepdata.tensor_reshape module kale.prepdata.video_transform module kale.utils module kale.utils.download module kale.utils.logger module kale.utils.print module kale.utils.seed module kernel_size (kale.embed.video_i3d.MaxPool3dSamePadding attribute) (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) KITCHEN (kale.loaddata.video_access.VideoDataset attribute) KITCHENDatasetAccess (class in kale.loaddata.video_access)

L

load_data() (kale.loaddata.polypharmacy_datasets.PolypharmacyDataset method)

load_samples() (kale.loaddata.usps.USPS method)

M

M3SDATrainer (class in kale.pipeline.multi_domain_adapter) make_dataset() (kale.loaddata.video_datasets.BasicVideoDataset method) (kale.loaddata.video_datasets.EPIC method) make_multi_domain_set() (in module kale.loaddata.multi_domain) Max (kale.loaddata.multi_domain.DatasetSizeType attribute) MaxPool3dSamePadding (class in kale.embed.video_i3d) mc3() (in module kale.embed.video_res3d) mc3_18_flow() (in module kale.embed.video_res3d) mc3_18_rgb() (in module kale.embed.video_res3d) mean_ (kale.embed.factorization.MPCA attribute) Method (class in kale.pipeline.domain_adapter) method (kale.pipeline.domain_adapter.BaseAdaptTrainer property) MFSANTrainer (class in kale.pipeline.multi_domain_adapter) MIDA (class in kale.embed.factorization) MME (kale.pipeline.domain_adapter.Method attribute) MNISTM (class in kale.loaddata.mnistm) module kale.embed kale.embed.attention_cnn kale.embed.factorization kale.embed.gcn kale.embed.image_cnn kale.embed.positional_encoding kale.embed.seq_nn kale.embed.video_feature_extractor kale.embed.video_i3d kale.embed.video_res3d kale.embed.video_se_i3d kale.embed.video_se_res3d kale.embed.video_selayer kale.evaluate kale.evaluate.metrics kale.interpret kale.interpret.model_weights kale.interpret.visualize kale.loaddata kale.loaddata.dataset_access kale.loaddata.mnistm kale.loaddata.multi_domain kale.loaddata.polypharmacy_datasets kale.loaddata.sampler kale.loaddata.tdc_datasets kale.loaddata.usps kale.loaddata.video_access kale.loaddata.video_datasets kale.loaddata.video_multi_domain kale.loaddata.videos kale.pipeline kale.pipeline.base_nn_trainer kale.pipeline.deepdta kale.pipeline.domain_adapter kale.pipeline.mpca_trainer kale.pipeline.multi_domain_adapter kale.pipeline.video_domain_adapter kale.predict kale.predict.class_domain_nets kale.predict.isonet kale.predict.losses kale.prepdata kale.prepdata.chem_transform kale.prepdata.graph_negative_sampling kale.prepdata.tensor_reshape kale.prepdata.video_transform kale.utils kale.utils.download kale.utils.logger kale.utils.print kale.utils.seed

MPCA (class in kale.embed.factorization) MPCATrainer (class in kale.pipeline.mpca_trainer) MultiDataLoader (class in kale.loaddata.sampler) MultiDomainAccess (class in kale.loaddata.multi_domain) MultiDomainAdapDataset (class in kale.loaddata.multi_domain) MultiDomainDatasets (class in kale.loaddata.multi_domain) MultiDomainImageFolder (class in kale.loaddata.multi_domain) multitask_topk_accuracy() (in module kale.predict.losses)

N

n_classes() (kale.loaddata.dataset_access.DatasetAccess method) (kale.predict.class_domain_nets.ClassNetSmallImage method) (kale.predict.class_domain_nets.ClassNetVideo method) (kale.predict.class_domain_nets.SoftmaxNet method)

NATURAL (kale.loaddata.multi_domain.WeightingType attribute) negative_sampling() (in module kale.prepdata.graph_negative_sampling) norm() (kale.embed.gcn.GCNEncoderLayer static method)

O

optimizer_step() (kale.pipeline.domain_adapter.WDGRLTrainerMod method) ortho() (kale.predict.isonet.ISONet method) ortho_conv() (kale.predict.isonet.ISONet method) out_channels (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) out_file_core() (in module kale.utils.logger) output_padding (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute)

output_size() (kale.embed.image_cnn.ResNet101Feature method) (kale.embed.image_cnn.ResNet152Feature method) (kale.embed.image_cnn.ResNet18Feature method) (kale.embed.image_cnn.ResNet34Feature method) (kale.embed.image_cnn.ResNet50Feature method) (kale.embed.image_cnn.SmallCNNFeature method)

P

padding (kale.embed.video_i3d.MaxPool3dSamePadding attribute) (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) padding_mode (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) plot_multi_images() (in module kale.interpret.visualize) plot_weights() (in module kale.interpret.visualize) PolypharmacyDataset (class in kale.loaddata.polypharmacy_datasets) PositionalEncoding (class in kale.embed.positional_encoding) pprint() (in module kale.utils.print) pprint_without_newline() (in module kale.utils.print) precision (kale.pipeline.base_nn_trainer.CNNTransformerTrainer attribute) (kale.pipeline.deepdta.DeepDTATrainer attribute) (kale.pipeline.domain_adapter.BaseDANNLike attribute) (kale.pipeline.domain_adapter.BaseMMDLike attribute) (kale.pipeline.domain_adapter.CDANTrainer attribute) (kale.pipeline.domain_adapter.DANNTrainer attribute) (kale.pipeline.domain_adapter.DANTrainer attribute) (kale.pipeline.domain_adapter.FewShotDANNTrainer attribute) (kale.pipeline.domain_adapter.JANTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainerMod attribute) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer attribute) (kale.pipeline.multi_domain_adapter.M3SDATrainer attribute) (kale.pipeline.multi_domain_adapter.MFSANTrainer attribute) (kale.pipeline.video_domain_adapter.BaseMMDLikeVideo attribute) (kale.pipeline.video_domain_adapter.CDANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANNTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.JANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo attribute)

predict() (kale.pipeline.mpca_trainer.MPCATrainer method) (kale.pipeline.multi_domain_adapter.CoIRLS method) predict_proba() (kale.pipeline.mpca_trainer.MPCATrainer method) prepare_data_loaders() (kale.loaddata.multi_domain.DomainsDatasetBase method) (kale.loaddata.multi_domain.MultiDomainAdapDataset method) (kale.loaddata.multi_domain.MultiDomainDatasets method) (kale.loaddata.video_multi_domain.VideoMultiDomainDatasets method) prepare_data_per_node (kale.pipeline.base_nn_trainer.CNNTransformerTrainer attribute) (kale.pipeline.deepdta.DeepDTATrainer attribute) (kale.pipeline.domain_adapter.BaseDANNLike attribute) (kale.pipeline.domain_adapter.BaseMMDLike attribute) (kale.pipeline.domain_adapter.CDANTrainer attribute) (kale.pipeline.domain_adapter.DANNTrainer attribute) (kale.pipeline.domain_adapter.DANTrainer attribute) (kale.pipeline.domain_adapter.FewShotDANNTrainer attribute) (kale.pipeline.domain_adapter.JANTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainerMod attribute) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer attribute) (kale.pipeline.multi_domain_adapter.M3SDATrainer attribute) (kale.pipeline.multi_domain_adapter.MFSANTrainer attribute) (kale.pipeline.video_domain_adapter.BaseMMDLikeVideo attribute) (kale.pipeline.video_domain_adapter.CDANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANNTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.JANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo attribute) PRESET0 (kale.loaddata.multi_domain.WeightingType attribute) processed_folder (kale.loaddata.mnistm.MNISTM attribute) proj_mats (kale.embed.factorization.MPCA attribute)

R

r2plus1d() (in module kale.embed.video_res3d) r2plus1d_18_flow() (in module kale.embed.video_res3d) r2plus1d_18_rgb() (in module kale.embed.video_res3d) R2Plus1dFlowStem (class in kale.embed.video_res3d) R2Plus1dStem (class in kale.embed.video_res3d) r3d() (in module kale.embed.video_res3d) r3d_18_flow() (in module kale.embed.video_res3d) r3d_18_rgb() (in module kale.embed.video_res3d) raw_folder (kale.loaddata.mnistm.MNISTM attribute) replace_fc() (kale.embed.video_res3d.VideoResNet method) replace_logits() (kale.embed.video_i3d.InceptionI3d method) ResBlock (class in kale.predict.isonet)

reset() (kale.loaddata.sampler.InfiniteSliceIterator method) reset_parameters() (kale.embed.gcn.GCNEncoderLayer method) (kale.embed.gcn.RGCNEncoderLayer method) ResHead (class in kale.predict.isonet) ResNet101Feature (class in kale.embed.image_cnn) ResNet152Feature (class in kale.embed.image_cnn) ResNet18Feature (class in kale.embed.image_cnn) ResNet34Feature (class in kale.embed.image_cnn) ResNet50Feature (class in kale.embed.image_cnn) ResStage (class in kale.predict.isonet) ResStem (class in kale.predict.isonet) ReweightedBatchSampler (class in kale.loaddata.sampler) RGCNEncoderLayer (class in kale.embed.gcn)

S

SamplingConfig (class in kale.loaddata.sampler) se_i3d_joint() (in module kale.embed.video_se_i3d) se_inception_i3d() (in module kale.embed.video_se_i3d) se_mc3() (in module kale.embed.video_se_res3d) se_mc3_18_flow() (in module kale.embed.video_se_res3d) se_mc3_18_rgb() (in module kale.embed.video_se_res3d) se_r2plus1d() (in module kale.embed.video_se_res3d) se_r2plus1d_18_flow() (in module kale.embed.video_se_res3d) se_r2plus1d_18_rgb() (in module kale.embed.video_se_res3d) se_r3d() (in module kale.embed.video_se_res3d) se_r3d_18_flow() (in module kale.embed.video_se_res3d) se_r3d_18_rgb() (in module kale.embed.video_se_res3d) SEInceptionI3DFlow (class in kale.embed.video_se_i3d) SEInceptionI3DRGB (class in kale.embed.video_se_i3d) SELayer (class in kale.embed.video_selayer) SELayerC (class in kale.embed.video_selayer) SELayerCoC (class in kale.embed.video_selayer) SELayerMAC (class in kale.embed.video_selayer)

SELayerMC (class in kale.embed.video_selayer) SELayerT (class in kale.embed.video_selayer) select_top_weight() (in module kale.interpret.model_weights) seq_to_spatial() (in module kale.prepdata.tensor_reshape) set_requires_grad() (in module kale.pipeline.domain_adapter) set_seed() (in module kale.utils.seed) shape_in (kale.embed.factorization.MPCA attribute) shape_out (kale.embed.factorization.MPCA attribute) SimpleCNNBuilder (class in kale.embed.image_cnn) SmallCNNFeature (class in kale.embed.image_cnn) SoftmaxNet (class in kale.predict.class_domain_nets) Source (kale.loaddata.multi_domain.DatasetSizeType attribute) (kale.pipeline.domain_adapter.Method attribute) spatial_to_seq() (in module kale.prepdata.tensor_reshape) split_by_ratios() (in module kale.loaddata.dataset_access) SReLU (class in kale.predict.isonet) stride (kale.embed.video_i3d.MaxPool3dSamePadding attribute) (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute)

T

TensorPermute (class in kale.prepdata.video_transform) test_dataloader() (kale.pipeline.domain_adapter.BaseAdaptTrainer method) test_epoch_end() (kale.pipeline.domain_adapter.BaseAdaptTrainer method) (kale.pipeline.domain_adapter.BaseDANNLike method) (kale.pipeline.domain_adapter.BaseMMDLike method) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer method) test_file (kale.loaddata.mnistm.MNISTM attribute) test_step() (kale.pipeline.base_nn_trainer.BaseNNTrainer method) (kale.pipeline.deepdta.BaseDTATrainer method) (kale.pipeline.domain_adapter.BaseAdaptTrainer method) topk_accuracy() (in module kale.predict.losses) tprint() (in module kale.utils.print) train_dataloader() (kale.pipeline.domain_adapter.BaseAdaptTrainer method) training (kale.embed.attention_cnn.CNNTransformer attribute) (kale.embed.attention_cnn.ContextCNNGeneric attribute) (kale.embed.image_cnn.ResNet101Feature attribute) (kale.embed.image_cnn.ResNet152Feature attribute) (kale.embed.image_cnn.ResNet18Feature attribute) (kale.embed.image_cnn.ResNet34Feature attribute) (kale.embed.image_cnn.ResNet50Feature attribute) (kale.embed.image_cnn.SimpleCNNBuilder attribute) (kale.embed.image_cnn.SmallCNNFeature attribute) (kale.embed.positional_encoding.PositionalEncoding attribute) (kale.embed.seq_nn.CNNEncoder attribute) (kale.embed.seq_nn.GCNEncoder attribute) (kale.embed.video_i3d.InceptionI3d attribute) (kale.embed.video_i3d.InceptionModule attribute) (kale.embed.video_i3d.Unit3D attribute) (kale.embed.video_res3d.BasicBlock attribute) (kale.embed.video_res3d.BasicFLowStem attribute) (kale.embed.video_res3d.BasicStem attribute) (kale.embed.video_res3d.Bottleneck attribute) (kale.embed.video_res3d.Conv2Plus1D attribute) (kale.embed.video_res3d.R2Plus1dFlowStem attribute) (kale.embed.video_res3d.R2Plus1dStem attribute) (kale.embed.video_res3d.VideoResNet attribute) (kale.embed.video_se_i3d.SEInceptionI3DFlow attribute) (kale.embed.video_se_i3d.SEInceptionI3DRGB attribute) (kale.embed.video_selayer.SELayer attribute) (kale.embed.video_selayer.SELayerC attribute) (kale.embed.video_selayer.SELayerCoC attribute) (kale.embed.video_selayer.SELayerMAC attribute) (kale.embed.video_selayer.SELayerMC attribute) (kale.embed.video_selayer.SELayerT attribute) (kale.pipeline.base_nn_trainer.BaseNNTrainer attribute) (kale.pipeline.base_nn_trainer.CNNTransformerTrainer attribute) (kale.pipeline.deepdta.BaseDTATrainer attribute) (kale.pipeline.deepdta.DeepDTATrainer attribute) (kale.pipeline.domain_adapter.BaseAdaptTrainer attribute) (kale.pipeline.domain_adapter.BaseDANNLike attribute) (kale.pipeline.domain_adapter.BaseMMDLike attribute) (kale.pipeline.domain_adapter.CDANTrainer attribute) (kale.pipeline.domain_adapter.DANNTrainer attribute) (kale.pipeline.domain_adapter.DANTrainer attribute) (kale.pipeline.domain_adapter.FewShotDANNTrainer attribute) (kale.pipeline.domain_adapter.JANTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainer attribute) (kale.pipeline.domain_adapter.WDGRLTrainerMod attribute) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer attribute) (kale.pipeline.multi_domain_adapter.M3SDATrainer attribute) (kale.pipeline.multi_domain_adapter.MFSANTrainer attribute) (kale.pipeline.video_domain_adapter.BaseMMDLikeVideo attribute) (kale.pipeline.video_domain_adapter.CDANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANNTrainerVideo attribute) (kale.pipeline.video_domain_adapter.DANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.JANTrainerVideo attribute) (kale.pipeline.video_domain_adapter.WDGRLTrainerVideo attribute) (kale.predict.class_domain_nets.ClassNet attribute) (kale.predict.class_domain_nets.ClassNetSmallImage attribute) (kale.predict.class_domain_nets.ClassNetVideo attribute) (kale.predict.class_domain_nets.ClassNetVideoConv attribute) (kale.predict.class_domain_nets.DomainNetSmallImage attribute) (kale.predict.class_domain_nets.DomainNetVideo attribute) (kale.predict.class_domain_nets.SoftmaxNet attribute) (kale.predict.isonet.BasicTransform attribute) (kale.predict.isonet.BottleneckTransform attribute) (kale.predict.isonet.ISONet attribute) (kale.predict.isonet.ResBlock attribute) (kale.predict.isonet.ResHead attribute) (kale.predict.isonet.ResStage attribute) (kale.predict.isonet.ResStem attribute) (kale.predict.isonet.SReLU attribute)

training_file (kale.loaddata.mnistm.MNISTM attribute) training_step() (kale.pipeline.base_nn_trainer.BaseNNTrainer method) (kale.pipeline.deepdta.BaseDTATrainer method) (kale.pipeline.domain_adapter.BaseAdaptTrainer method) (kale.pipeline.domain_adapter.WDGRLTrainer method) (kale.pipeline.domain_adapter.WDGRLTrainerMod method) (kale.pipeline.video_domain_adapter.DANNTrainerVideo method) transform() (kale.embed.factorization.MIDA method) (kale.embed.factorization.MPCA method) transposed (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) typed_negative_sampling() (in module kale.prepdata.graph_negative_sampling)

U

Unit3D (class in kale.embed.video_i3d) url (kale.loaddata.mnistm.MNISTM attribute) (kale.loaddata.usps.USPS attribute)

USPS (class in kale.loaddata.usps)

V

val_dataloader() (kale.pipeline.domain_adapter.BaseAdaptTrainer method) VALID_ENDPOINTS (kale.embed.video_i3d.InceptionI3d attribute) validation_epoch_end() (kale.pipeline.domain_adapter.BaseAdaptTrainer method) (kale.pipeline.domain_adapter.BaseDANNLike method) (kale.pipeline.domain_adapter.BaseMMDLike method) (kale.pipeline.multi_domain_adapter.BaseMultiSourceTrainer method) validation_step() (kale.pipeline.base_nn_trainer.BaseNNTrainer method) (kale.pipeline.deepdta.BaseDTATrainer method) (kale.pipeline.deepdta.DeepDTATrainer method) (kale.pipeline.domain_adapter.BaseAdaptTrainer method)

VideoDataset (class in kale.loaddata.video_access) VideoDatasetAccess (class in kale.loaddata.video_access) VideoFrameDataset (class in kale.loaddata.videos) VideoMultiDomainDatasets (class in kale.loaddata.video_multi_domain) VideoResNet (class in kale.embed.video_res3d)

W

WDGRL (kale.pipeline.domain_adapter.Method attribute) WDGRLMod (kale.pipeline.domain_adapter.Method attribute) WDGRLTrainer (class in kale.pipeline.domain_adapter) WDGRLTrainerMod (class in kale.pipeline.domain_adapter)

WDGRLTrainerVideo (class in kale.pipeline.video_domain_adapter) weight (kale.embed.video_res3d.Conv3DNoTemporal attribute) (kale.embed.video_res3d.Conv3DSimple attribute) WeightingType (class in kale.loaddata.multi_domain)