Index

A

accumulate_gradient() (in module nntoolbox.utils.gradient) Accuracy (class in nntoolbox.metrics.classification) ActivationRegularization (class in nntoolbox.callbacks.regularization) AdaIN (class in nntoolbox.vision.components.normalization) AdaptiveConcatPool2d (class in nntoolbox.vision.components.pool) after_backward() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.gradient.GradientNormClipping method) (nntoolbox.callbacks.gradient.GradientValueClipping method) after_losses() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.nan.SkipNaN method) (nntoolbox.callbacks.regularization.ActivationRegularization method) (nntoolbox.callbacks.regularization.TemporalActivationRegularization method) (nntoolbox.callbacks.regularization.WeightRegularization method)

after_outputs() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.nan.SkipNaN method) after_step() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) AllPairSelector (class in nntoolbox.vision.utils.selector) AllTripletSelector (class in nntoolbox.vision.utils.selector) AngularLoss (class in nntoolbox.vision.losses.metrics) augment_input() (nntoolbox.vision.components.layers.CoordConv2D static method) AveragePool (class in nntoolbox.components.pool)

B

BatchCompose (class in nntoolbox.vision.transforms.batch) BatchHardTripletSelector (class in nntoolbox.vision.utils.selector) BatchHorizontalFlip (class in nntoolbox.vision.transforms.batch) BatchLambdaTransform (class in nntoolbox.vision.transforms.batch) BatchRenorm2D (class in nntoolbox.vision.components.normalization) BatchRotation180 (class in nntoolbox.vision.transforms.batch) BatchRotation270 (class in nntoolbox.vision.transforms.batch) BatchRotation90 (class in nntoolbox.vision.transforms.batch) BatchSampler (class in nntoolbox.utils.sampler) BatchSizeScheduler (class in nntoolbox.callbacks.bs_scheduler) BatchStratifiedSampler (class in nntoolbox.utils.sampler)

BatchVerticalFlip (class in nntoolbox.vision.transforms.batch) bias (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) BiasLayer (class in nntoolbox.components.components) BiasLayer2D (class in nntoolbox.vision.components.layers) BilinearPooling (class in nntoolbox.vision.components.structured) BinaryAccuracy (class in nntoolbox.metrics.classification) BottleneckPreActivation (class in nntoolbox.vision.components.res) branched_forward() (nntoolbox.vision.components.local.CondConv2d method)

C

Callback (class in nntoolbox.callbacks.callbacks) CallbackHandler (class in nntoolbox.callbacks.callbacks) ceil_mode (nntoolbox.vision.components.local.Subsampling2D attribute) centroids_initialize() (nntoolbox.components.rbf.RBFLayer method) change_lr() (in module nntoolbox.optim.utils) CharbonnierLoss (class in nntoolbox.vision.losses.robust) CharbonnierLossV2 (class in nntoolbox.vision.losses.robust) check_type_forward() (nntoolbox.vision.losses.metrics.ContrastiveLoss method) Classifier (class in nntoolbox.models.classifier) cluster_initialize() (nntoolbox.components.rbf.RBFLayer method) CollabFiltering (class in nntoolbox.tabular.models.collab) CombinedLoss (class in nntoolbox.losses.losses) CompetitiveMOELoss (class in nntoolbox.losses.moe) compute_features() (nntoolbox.vision.losses.style.FeatureLoss method) (nntoolbox.vision.losses.style.INStatisticsMatchingStyleLoss method) (nntoolbox.vision.losses.style.StyleLoss method) compute_gradient() (in module nntoolbox.utils.gradient) compute_gradient_norm() (in module nntoolbox.utils.gradient) compute_jacobian() (in module nntoolbox.utils.gradient) compute_jacobian_v2() (in module nntoolbox.utils.gradient) compute_loss() (nntoolbox.learner.DistillationLearner method) (nntoolbox.learner.SupervisedLearner method) compute_mean_std() (nntoolbox.vision.components.normalization.AdaIN static method) compute_num_batch() (in module nntoolbox.utils.utils)

compute_output_shape() (in module nntoolbox.vision.utils.utils) (nntoolbox.vision.components.attention.StandAloneSelfAttention method) (nntoolbox.vision.components.kervolution.Kervolution2D method) (nntoolbox.vision.components.local.LocallyConnected2D method) compute_outputs() (nntoolbox.learner.SupervisedLearner method) compute_squared_norm() (in module nntoolbox.utils.norm_dist) ConcatPool (class in nntoolbox.components.pool) CondConv2d (class in nntoolbox.vision.components.local) ConstantLRWarmup (class in nntoolbox.callbacks.warmup) ContrastiveLoss (class in nntoolbox.vision.losses.metrics) ConvolutionalLayer (class in nntoolbox.vision.components.layers) CoordConv2D (class in nntoolbox.vision.components.layers) CoordConvolutionalLayer (class in nntoolbox.vision.components.layers) CoordDescOptimizer (class in nntoolbox.optim.coord_desc) copy_model() (in module nntoolbox.utils.utils) count_include_pad (nntoolbox.vision.components.local.Subsampling2D attribute) count_trainable_parameters() (in module nntoolbox.utils.utils) CrossLayer (class in nntoolbox.tabular.components.components) cut_model() (in module nntoolbox.utils.transfer) cut_sequential_model() (in module nntoolbox.utils.transfer) Cutout (class in nntoolbox.vision.transforms.transforms) cv2_read_image() (in module nntoolbox.vision.utils.utils) CVEnsembler (class in nntoolbox.ensembler.cv) CyclicalTriangularLR (class in nntoolbox.optim.lr_scheduler)

D

DebugCallback (class in nntoolbox.callbacks.debug) DenseBlock (class in nntoolbox.vision.components.dense) DenseLayer (class in nntoolbox.vision.components.dense) deregister() (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) dilation (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) dist() (nntoolbox.vision.losses.metrics.ContrastiveLoss method)

DistillationLearner (class in nntoolbox.learner) DistKernel (class in nntoolbox.components.kernel) DNDF (class in nntoolbox.components.dndf) DNDFTree (class in nntoolbox.components.dndf) download() (in module nntoolbox.utils.colab) download_facescrub() (in module nntoolbox.vision.utils.dataset) download_folder() (in module nntoolbox.utils.colab) download_from_url() (in module nntoolbox.utils.download) DropConnect (class in nntoolbox.components.regularization) dropout_mask() (in module nntoolbox.utils.utils)

E

EarlyStoppingCB (class in nntoolbox.callbacks.callbacks) efficient_forward() (nntoolbox.vision.components.local.CondConv2d method) elastic_deform() (nntoolbox.vision.transforms.transforms.ElasticDeformation static method) ElasticDeformation (class in nntoolbox.vision.transforms.transforms) emb_pairwise_dist() (in module nntoolbox.utils.norm_dist) Ensemble (class in nntoolbox.models.ensemble)

EnsembleImageClassifier (class in nntoolbox.vision.models.classifier) eps (nntoolbox.vision.losses.metrics.TripletMarginLossV2 attribute) evaluate() (nntoolbox.learner.SupervisedLearner method) (nntoolbox.models.classifier.Classifier method) (nntoolbox.vision.models.classifier.ImageClassifier method) (nntoolbox.vision.models.classifier.KNNClassifier method)

F

FaceScrub (class in nntoolbox.vision.utils.dataset) FactoredConvolutionalLayer (class in nntoolbox.vision.components.inception) FastGeometricEnsembling (class in nntoolbox.callbacks.fge) FeatureExtractor (class in nntoolbox.vision.components.pretrain) FeatureExtractorSequential (class in nntoolbox.vision.components.pretrain) FeatureLoss (class in nntoolbox.vision.losses.style) FeedforwardBlock (class in nntoolbox.vision.components.ff) find_index() (in module nntoolbox.utils.utils) find_lr() (nntoolbox.utils.lr_finder.LRFinder method) FineTuning (class in nntoolbox.callbacks.transfer) fit() (nntoolbox.transforms.scale.StandardScalerTransform method) Flatten (class in nntoolbox.vision.components.layers) forward() (nntoolbox.callbacks.mixup.ManifoldMixupModule method) (nntoolbox.components.activation.LWTA method) (nntoolbox.components.activation.ZeroCenterRelu method) (nntoolbox.components.components.BiasLayer method) (nntoolbox.components.components.HighwayLayer method) (nntoolbox.components.components.LambdaLayer method) (nntoolbox.components.components.LinearlyAugmentedFF method) (nntoolbox.components.components.ModifyByLambda method) (nntoolbox.components.components.QuadraticPolynomialLayer method) (nntoolbox.components.components.ResidualLinearBlock method) (nntoolbox.components.components.SquareUnitLinear method) (nntoolbox.components.dndf.DNDFTree method) (nntoolbox.components.maxout.MaxoutLinear method) (nntoolbox.components.merge.Mean method) (nntoolbox.components.merge.Multiply method) (nntoolbox.components.merge.Sum method) (nntoolbox.components.mixture.MixtureOfExpert method) (nntoolbox.components.mixture.MixtureOfGaussian method) (nntoolbox.components.pool.AveragePool method) (nntoolbox.components.pool.ConcatPool method) (nntoolbox.components.pool.MaxPool method) (nntoolbox.components.rbf.RBFLayer method) (nntoolbox.components.regularization.DropConnect method) (nntoolbox.components.shunting.GeneralizedShuntingModule method) (nntoolbox.losses.losses.CombinedLoss method) (nntoolbox.losses.losses.LogSigmoidLoss method) (nntoolbox.losses.losses.RMSELoss method) (nntoolbox.losses.moe.CompetitiveMOELoss method) (nntoolbox.losses.pinball.PinballLoss method) (nntoolbox.losses.smooth.SmoothedCrossEntropy method) (nntoolbox.tabular.components.components.CrossLayer method) (nntoolbox.tabular.models.collab.CollabFiltering method) (nntoolbox.tabular.models.collab.NonLinearCF method) (nntoolbox.vision.components.activation.Swish method) (nntoolbox.vision.components.attention.SAGANAttention method) (nntoolbox.vision.components.attention.StandAloneMultiheadAttention method) (nntoolbox.vision.components.attention.StandAloneSelfAttention method) (nntoolbox.vision.components.dense.DenseLayer method) (nntoolbox.vision.components.ho.QuadraticPolynomialConv2D method) (nntoolbox.vision.components.kervolution.GaussianKernel method) (nntoolbox.vision.components.kervolution.Kervolution2D method) (nntoolbox.vision.components.kervolution.LinearKernel method) (nntoolbox.vision.components.kervolution.PolynomialKernel method) (nntoolbox.vision.components.layers.BiasLayer2D method) (nntoolbox.vision.components.layers.CoordConv2D method) (nntoolbox.vision.components.layers.Flatten method) (nntoolbox.vision.components.layers.InputNormalization method) (nntoolbox.vision.components.layers.Reshape method) (nntoolbox.vision.components.local.CondConv2d method) (nntoolbox.vision.components.local.LocallyConnected2D method) (nntoolbox.vision.components.local.Subsampling2D method) (nntoolbox.vision.components.nap.NeuralAbstractionPyramid method) (nntoolbox.vision.components.normalization.AdaIN method) (nntoolbox.vision.components.normalization.BatchRenorm2D method) (nntoolbox.vision.components.normalization.L2NormalizationLayer method) (nntoolbox.vision.components.normalization.SelfStabilizer method) (nntoolbox.vision.components.pool.AdaptiveConcatPool2d method) (nntoolbox.vision.components.pool.GlobalAveragePool method) (nntoolbox.vision.components.pool.SpatialPyramidPool method) (nntoolbox.vision.components.pretrain.FeatureExtractor method) (nntoolbox.vision.components.pretrain.FeatureExtractorSequential method) (nntoolbox.vision.components.regularization.ShakeShake method) (nntoolbox.vision.components.res.ResNeXtBlock method) (nntoolbox.vision.components.se.SEBlock method) (nntoolbox.vision.components.stn.SpatialTransformerModule method) (nntoolbox.vision.components.structured.BilinearPooling method) (nntoolbox.vision.components.structured.O2PLayer method) (nntoolbox.vision.components.structured.O2PLayerV2 method) (nntoolbox.vision.components.upsample.ResizeConvolutionalLayer method) (nntoolbox.vision.losses.metrics.AngularLoss method) (nntoolbox.vision.losses.metrics.ContrastiveLoss method) (nntoolbox.vision.losses.metrics.NPairAngular method) (nntoolbox.vision.losses.metrics.NPairLoss method) (nntoolbox.vision.losses.metrics.TripletMarginLossV2 method) (nntoolbox.vision.losses.metrics.TripletSoftMarginLoss method) (nntoolbox.vision.losses.metrics.VerificationLoss method) (nntoolbox.vision.losses.robust.CharbonnierLossV2 method) (nntoolbox.vision.losses.robust.GeneralizedCharbonnierLoss method) (nntoolbox.vision.losses.style.FeatureLoss method) (nntoolbox.vision.losses.style.TotalVariationLoss method)

FreezeBN (class in nntoolbox.callbacks.transfer) from_csv() (nntoolbox.utils.data.SupervisedDataset class method) FunctionalLR (class in nntoolbox.optim.lr_scheduler)

G

gather_flat_grad() (in module nntoolbox.utils.gradient) GaussianDistKernel (class in nntoolbox.components.kernel) GaussianKernel (class in nntoolbox.vision.components.kervolution) GeneralizedCharbonnierLoss (class in nntoolbox.vision.losses.robust) GeneralizedShuntingMLP (class in nntoolbox.components.shunting) GeneralizedShuntingModule (class in nntoolbox.components.shunting) get_all_submodules() (in module nntoolbox.utils.utils) get_averaged_model() (nntoolbox.callbacks.swa.StochasticWeightAveraging method) get_best() (nntoolbox.metrics.metrics.Metric method) get_children() (in module nntoolbox.utils.utils) get_device() (in module nntoolbox.utils.utils) get_final_model() (nntoolbox.callbacks.lookahead.LookaheadOptimizer method) get_first_batch() (in module nntoolbox.utils.data) get_initial_states() (nntoolbox.vision.components.nap.NeuralAbstractionPyramid method) get_lambd() (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) get_lr() (in module nntoolbox.optim.utils) (nntoolbox.callbacks.warmup.ConstantLRWarmup method) (nntoolbox.callbacks.warmup.GradualLRWarmup method) (nntoolbox.callbacks.warmup.LRWarmup method) (nntoolbox.optim.lr_scheduler.FunctionalLR method) get_models() (nntoolbox.callbacks.fge.FastGeometricEnsembling method) (nntoolbox.ensembler.cv.CVEnsembler method) get_pairs() (nntoolbox.vision.utils.selector.AllPairSelector method) (nntoolbox.vision.utils.selector.PairSelector method)

get_rel_embedding() (nntoolbox.vision.components.attention.StandAloneSelfAttention method) get_score() (nntoolbox.tabular.models.collab.CollabFiltering method) (nntoolbox.tabular.models.collab.NonLinearCF method) get_trainable_parameters() (in module nntoolbox.utils.utils) get_triplets() (nntoolbox.vision.utils.selector.AllTripletSelector method) (nntoolbox.vision.utils.selector.BatchHardTripletSelector method) (nntoolbox.vision.utils.selector.HardTripletSelector method) (nntoolbox.vision.utils.selector.TripletSelector method) get_verifier() (nntoolbox.vision.losses.metrics.VerificationLoss method) GlobalAveragePool (class in nntoolbox.vision.components.pool) grab_next_batch() (in module nntoolbox.utils.data) GradientNormClipping (class in nntoolbox.callbacks.gradient) GradientValueClipping (class in nntoolbox.callbacks.gradient) GradualLRWarmup (class in nntoolbox.callbacks.warmup) GradualUnfreezing (class in nntoolbox.callbacks.transfer) gram_mat() (nntoolbox.vision.losses.style.StyleLoss method) gram_matrix() (in module nntoolbox.vision.utils.utils) GroupCallback (class in nntoolbox.callbacks.callbacks) groups (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute)

H

HardTripletSelector (class in nntoolbox.vision.utils.selector) hessian_diagonal() (in module nntoolbox.utils.gradient) HighwayConvolutionalLayer (class in nntoolbox.vision.components.layers)

HighwayLayer (class in nntoolbox.components.components) Hook (class in nntoolbox.hooks.hooks) Hooks (class in nntoolbox.hooks.hooks)

I

Identity (class in nntoolbox.vision.transforms.batch) ImageClassifier (class in nntoolbox.vision.models.classifier) ImgAugTransform (class in nntoolbox.vision.transforms.imgaug) in_features (nntoolbox.components.components.SquareUnitLinear attribute) (nntoolbox.components.mixture.MixtureOfGaussian attribute) (nntoolbox.components.rbf.RBFLayer attribute) initialize_conv() (nntoolbox.vision.components.upsample.PixelShuffleConvolutionLayer method)

inplace (nntoolbox.components.activation.ZeroCenterRelu attribute) InputHook (class in nntoolbox.hooks.io) InputNormalization (class in nntoolbox.vision.components.layers) InputProgressiveResizing (class in nntoolbox.callbacks.resizing) INStatisticsMatchingStyleLoss (class in nntoolbox.vision.losses.style) is_image() (in module nntoolbox.vision.utils.utils) is_nan() (in module nntoolbox.utils.utils) is_valid() (in module nntoolbox.utils.utils)

K

kernel_size (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) (nntoolbox.vision.components.local.Subsampling2D attribute)

Kervolution2D (class in nntoolbox.vision.components.kervolution) KervolutionalLayer (class in nntoolbox.vision.components.kervolution) KNNClassifier (class in nntoolbox.vision.models.classifier)

L

L1AR (class in nntoolbox.callbacks.regularization) L1TAR (class in nntoolbox.callbacks.regularization) L1WR (class in nntoolbox.callbacks.regularization) L2AR (class in nntoolbox.callbacks.regularization) L2NormalizationLayer (class in nntoolbox.vision.components.normalization) L2TAR (class in nntoolbox.callbacks.regularization) L2WR (class in nntoolbox.callbacks.regularization) LAMB (class in nntoolbox.optim.layerwise) LambdaLayer (class in nntoolbox.components.components) LARS (class in nntoolbox.optim.layerwise) learn() (nntoolbox.ensembler.cv.CVEnsembler method) (nntoolbox.learner.SupervisedLearner method) learn_one_iter() (nntoolbox.learner.SupervisedLearner method) Learner (class in nntoolbox.learner)

LinearKernel (class in nntoolbox.vision.components.kervolution) LinearlyAugmentedFF (class in nntoolbox.components.components) load_model() (in module nntoolbox.utils.utils) load_optimizer() (in module nntoolbox.optim.utils) LocallyConnected2D (class in nntoolbox.vision.components.local) LogSigmoidLoss (class in nntoolbox.losses.losses) LookaheadOptimizer (class in nntoolbox.callbacks.lookahead) Loss (class in nntoolbox.metrics.metrics) LossLogger (class in nntoolbox.callbacks.logger) LRFinder (class in nntoolbox.utils.lr_finder) LRSchedulerCB (class in nntoolbox.callbacks.lr_scheduler) LRWarmup (class in nntoolbox.callbacks.warmup) lsuv_init() (in module nntoolbox.init.lsuv) LWTA (class in nntoolbox.components.activation)

M

ManifoldMixupCallback (class in nntoolbox.callbacks.mixup) ManifoldMixupModule (class in nntoolbox.callbacks.mixup) map_at_k() (nntoolbox.metrics.classification.MAPAtK method) MAPAtK (class in nntoolbox.metrics.classification) margin (nntoolbox.vision.losses.metrics.TripletMarginLossV2 attribute) MaxoutLinear (class in nntoolbox.components.maxout) MaxPool (class in nntoolbox.components.pool) Mean (class in nntoolbox.components.merge) Metric (class in nntoolbox.metrics.metrics) MixtureOfExpert (class in nntoolbox.components.mixture) MixtureOfGaussian (class in nntoolbox.components.mixture) MixupTransformer (class in nntoolbox.transforms.mixup) MLP (class in nntoolbox.components.components) ModelCheckpoint (class in nntoolbox.callbacks.checkpoint) ModifyByLambda (class in nntoolbox.components.components) module nntoolbox nntoolbox.callbacks nntoolbox.callbacks.bptt nntoolbox.callbacks.bs_scheduler nntoolbox.callbacks.callbacks nntoolbox.callbacks.checkpoint nntoolbox.callbacks.colab nntoolbox.callbacks.debug nntoolbox.callbacks.device nntoolbox.callbacks.fge nntoolbox.callbacks.gradient nntoolbox.callbacks.logger nntoolbox.callbacks.lookahead nntoolbox.callbacks.lr_scheduler nntoolbox.callbacks.mixed_precision nntoolbox.callbacks.mixup nntoolbox.callbacks.nan nntoolbox.callbacks.regularization nntoolbox.callbacks.resizing nntoolbox.callbacks.swa nntoolbox.callbacks.transfer nntoolbox.callbacks.warmup nntoolbox.components nntoolbox.components.activation nntoolbox.components.components nntoolbox.components.dndf nntoolbox.components.kernel nntoolbox.components.maxout nntoolbox.components.merge nntoolbox.components.mixture nntoolbox.components.pool nntoolbox.components.rbf nntoolbox.components.regularization nntoolbox.components.self_normalizing nntoolbox.components.shunting nntoolbox.ensembler nntoolbox.ensembler.cv nntoolbox.hooks nntoolbox.hooks.hooks nntoolbox.hooks.io nntoolbox.hooks.stats nntoolbox.hooks.utils nntoolbox.init nntoolbox.init.lsuv nntoolbox.init.normal nntoolbox.init.uniform nntoolbox.learner nntoolbox.losses nntoolbox.losses.losses nntoolbox.losses.moe nntoolbox.losses.pinball nntoolbox.losses.smooth nntoolbox.metrics nntoolbox.metrics.classification nntoolbox.metrics.metrics nntoolbox.models nntoolbox.models.classifier nntoolbox.models.ensemble nntoolbox.optim nntoolbox.optim.coord_desc nntoolbox.optim.layerwise nntoolbox.optim.lr_scheduler nntoolbox.optim.utils nntoolbox.sequence nntoolbox.tabular nntoolbox.tabular.components nntoolbox.tabular.components.components nntoolbox.tabular.learner nntoolbox.tabular.models nntoolbox.tabular.models.collab nntoolbox.tabular.utils nntoolbox.test.prog_bar nntoolbox.transforms nntoolbox.transforms.mixup nntoolbox.transforms.scale nntoolbox.transforms.transforms nntoolbox.utils nntoolbox.utils.colab nntoolbox.utils.data nntoolbox.utils.download nntoolbox.utils.gradient nntoolbox.utils.lr_finder nntoolbox.utils.norm_dist nntoolbox.utils.sampler nntoolbox.utils.transfer nntoolbox.utils.utils nntoolbox.vision nntoolbox.vision.components nntoolbox.vision.components.activation nntoolbox.vision.components.attention nntoolbox.vision.components.dense nntoolbox.vision.components.ff nntoolbox.vision.components.ho nntoolbox.vision.components.inception nntoolbox.vision.components.kervolution nntoolbox.vision.components.layers nntoolbox.vision.components.local nntoolbox.vision.components.nap nntoolbox.vision.components.normalization nntoolbox.vision.components.pool nntoolbox.vision.components.pretrain nntoolbox.vision.components.regularization nntoolbox.vision.components.res nntoolbox.vision.components.se nntoolbox.vision.components.shunting nntoolbox.vision.components.stn nntoolbox.vision.components.structured nntoolbox.vision.components.upsample nntoolbox.vision.losses nntoolbox.vision.losses.discriminative nntoolbox.vision.losses.metrics nntoolbox.vision.losses.robust nntoolbox.vision.losses.style nntoolbox.vision.models nntoolbox.vision.models.classifier nntoolbox.vision.transforms nntoolbox.vision.transforms.batch nntoolbox.vision.transforms.imgaug nntoolbox.vision.transforms.scale nntoolbox.vision.transforms.transforms nntoolbox.vision.utils nntoolbox.vision.utils.data nntoolbox.vision.utils.dataset nntoolbox.vision.utils.selector nntoolbox.vision.utils.utils nntoolbox.visualization nntoolbox.visualization.reduce_dim

MultipleMetricLogger (class in nntoolbox.callbacks.logger) Multiply (class in nntoolbox.components.merge) MultiRandomSampler (class in nntoolbox.utils.sampler)

N

NaNWarner (class in nntoolbox.callbacks.nan) NeuralAbstractionPyramid (class in nntoolbox.vision.components.nap) nntoolbox module nntoolbox.callbacks module nntoolbox.callbacks.bptt module nntoolbox.callbacks.bs_scheduler module nntoolbox.callbacks.callbacks module nntoolbox.callbacks.checkpoint module nntoolbox.callbacks.colab module nntoolbox.callbacks.debug module nntoolbox.callbacks.device module nntoolbox.callbacks.fge module nntoolbox.callbacks.gradient module nntoolbox.callbacks.logger module nntoolbox.callbacks.lookahead module nntoolbox.callbacks.lr_scheduler module nntoolbox.callbacks.mixed_precision module nntoolbox.callbacks.mixup module nntoolbox.callbacks.nan module nntoolbox.callbacks.regularization module nntoolbox.callbacks.resizing module nntoolbox.callbacks.swa module nntoolbox.callbacks.transfer module nntoolbox.callbacks.warmup module nntoolbox.components module nntoolbox.components.activation module nntoolbox.components.components module nntoolbox.components.dndf module nntoolbox.components.kernel module nntoolbox.components.maxout module nntoolbox.components.merge module nntoolbox.components.mixture module nntoolbox.components.pool module nntoolbox.components.rbf module nntoolbox.components.regularization module nntoolbox.components.self_normalizing module nntoolbox.components.shunting module nntoolbox.ensembler module nntoolbox.ensembler.cv module nntoolbox.hooks module nntoolbox.hooks.hooks module nntoolbox.hooks.io module nntoolbox.hooks.stats module nntoolbox.hooks.utils module nntoolbox.init module nntoolbox.init.lsuv module nntoolbox.init.normal module nntoolbox.init.uniform module nntoolbox.learner module nntoolbox.losses module nntoolbox.losses.losses module nntoolbox.losses.moe module nntoolbox.losses.pinball module nntoolbox.losses.smooth module nntoolbox.metrics module nntoolbox.metrics.classification module nntoolbox.metrics.metrics module nntoolbox.models module nntoolbox.models.classifier module nntoolbox.models.ensemble module nntoolbox.optim module nntoolbox.optim.coord_desc module nntoolbox.optim.layerwise module nntoolbox.optim.lr_scheduler module nntoolbox.optim.utils module nntoolbox.sequence module

nntoolbox.tabular module nntoolbox.tabular.components module nntoolbox.tabular.components.components module nntoolbox.tabular.learner module nntoolbox.tabular.models module nntoolbox.tabular.models.collab module nntoolbox.tabular.utils module nntoolbox.test.prog_bar module nntoolbox.transforms module nntoolbox.transforms.mixup module nntoolbox.transforms.scale module nntoolbox.transforms.transforms module nntoolbox.utils module nntoolbox.utils.colab module nntoolbox.utils.data module nntoolbox.utils.download module nntoolbox.utils.gradient module nntoolbox.utils.lr_finder module nntoolbox.utils.norm_dist module nntoolbox.utils.sampler module nntoolbox.utils.transfer module nntoolbox.utils.utils module nntoolbox.vision module nntoolbox.vision.components module nntoolbox.vision.components.activation module nntoolbox.vision.components.attention module nntoolbox.vision.components.dense module nntoolbox.vision.components.ff module nntoolbox.vision.components.ho module nntoolbox.vision.components.inception module nntoolbox.vision.components.kervolution module nntoolbox.vision.components.layers module nntoolbox.vision.components.local module nntoolbox.vision.components.nap module nntoolbox.vision.components.normalization module nntoolbox.vision.components.pool module nntoolbox.vision.components.pretrain module nntoolbox.vision.components.regularization module nntoolbox.vision.components.res module nntoolbox.vision.components.se module nntoolbox.vision.components.shunting module nntoolbox.vision.components.stn module nntoolbox.vision.components.structured module nntoolbox.vision.components.upsample module nntoolbox.vision.losses module nntoolbox.vision.losses.discriminative module nntoolbox.vision.losses.metrics module nntoolbox.vision.losses.robust module nntoolbox.vision.losses.style module nntoolbox.vision.models module nntoolbox.vision.models.classifier module nntoolbox.vision.transforms module nntoolbox.vision.transforms.batch module nntoolbox.vision.transforms.imgaug module nntoolbox.vision.transforms.scale module nntoolbox.vision.transforms.transforms module nntoolbox.vision.utils module nntoolbox.vision.utils.data module nntoolbox.vision.utils.dataset module nntoolbox.vision.utils.selector module nntoolbox.vision.utils.utils module nntoolbox.visualization module nntoolbox.visualization.reduce_dim module NonLinearCF (class in nntoolbox.tabular.models.collab) normal_init() (in module nntoolbox.init.normal) NPairAngular (class in nntoolbox.vision.losses.metrics) NPairLoss (class in nntoolbox.vision.losses.metrics) NumpyToTensor (class in nntoolbox.vision.transforms.imgaug)

O

O2PLayer (class in nntoolbox.vision.components.structured) O2PLayerV2 (class in nntoolbox.vision.components.structured) on_backward_begin() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) on_batch_begin() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.device.ToDeviceCallback method) (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) (nntoolbox.callbacks.resizing.InputProgressiveResizing method) (nntoolbox.callbacks.warmup.LRWarmup method) on_batch_end() (nntoolbox.callbacks.bs_scheduler.BatchSizeScheduler method) (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.fge.FastGeometricEnsembling method) (nntoolbox.callbacks.logger.LossLogger method) (nntoolbox.callbacks.logger.MultipleMetricLogger method) (nntoolbox.callbacks.logger.Tensorboard method) (nntoolbox.callbacks.lookahead.LookaheadOptimizer method) (nntoolbox.callbacks.lr_scheduler.LRSchedulerCB method) (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) (nntoolbox.callbacks.nan.NaNWarner method) (nntoolbox.callbacks.swa.StochasticWeightAveraging method) on_epoch_begin() (nntoolbox.callbacks.bptt.VariableLengthBPTT method) (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.transfer.FreezeBN method) (nntoolbox.callbacks.warmup.LRWarmup method) on_epoch_end() (nntoolbox.callbacks.bptt.VariableLengthBPTT method) (nntoolbox.callbacks.bs_scheduler.BatchSizeScheduler method) (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.EarlyStoppingCB method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.checkpoint.ModelCheckpoint method) (nntoolbox.callbacks.checkpoint.OptimizerCheckPoint method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.fge.FastGeometricEnsembling method) (nntoolbox.callbacks.logger.MultipleMetricLogger method) (nntoolbox.callbacks.logger.Tensorboard method) (nntoolbox.callbacks.lookahead.LookaheadOptimizer method) (nntoolbox.callbacks.lr_scheduler.LRSchedulerCB method) (nntoolbox.callbacks.lr_scheduler.ReduceLROnPlateauCB method) (nntoolbox.callbacks.resizing.InputProgressiveResizing method) (nntoolbox.callbacks.swa.StochasticWeightAveraging method) (nntoolbox.callbacks.transfer.GradualUnfreezing method)

on_train_begin() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.checkpoint.ResumeFromCheckpoint method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.device.ToDeviceCallback method) (nntoolbox.callbacks.lookahead.LookaheadOptimizer method) (nntoolbox.callbacks.transfer.GradualUnfreezing method) on_train_end() (nntoolbox.callbacks.callbacks.Callback method) (nntoolbox.callbacks.callbacks.CallbackHandler method) (nntoolbox.callbacks.callbacks.GroupCallback method) (nntoolbox.callbacks.debug.DebugCallback method) (nntoolbox.callbacks.fge.FastGeometricEnsembling method) (nntoolbox.callbacks.lookahead.LookaheadOptimizer method) (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) (nntoolbox.callbacks.regularization.ActivationRegularization method) (nntoolbox.callbacks.regularization.TemporalActivationRegularization method) (nntoolbox.callbacks.swa.StochasticWeightAveraging method) OptimizerCheckPoint (class in nntoolbox.callbacks.checkpoint) order (nntoolbox.callbacks.callbacks.Callback attribute) out_channels (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) out_features (nntoolbox.components.components.SquareUnitLinear attribute) (nntoolbox.components.mixture.MixtureOfGaussian attribute) (nntoolbox.components.rbf.RBFLayer attribute) output_padding (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) OutputHook (class in nntoolbox.hooks.io) OutputStatsHook (class in nntoolbox.hooks.stats) OutputStatsHooks (class in nntoolbox.hooks.stats)

P

p (nntoolbox.vision.losses.metrics.TripletMarginLossV2 attribute) padding (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) (nntoolbox.vision.components.local.Subsampling2D attribute) padding_mode (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) PairedDataset (class in nntoolbox.vision.utils.data) PairSelector (class in nntoolbox.vision.utils.selector) pairwise_dist() (in module nntoolbox.utils.norm_dist)

Perplexity (class in nntoolbox.metrics.classification) pil_to_tensor() (in module nntoolbox.vision.utils.utils) PinballLoss (class in nntoolbox.losses.pinball) PixelShuffleConvolutionLayer (class in nntoolbox.vision.components.upsample) plot_schedule() (in module nntoolbox.optim.utils) PolynomialKernel (class in nntoolbox.vision.components.kervolution) predict() (nntoolbox.models.classifier.Classifier method) (nntoolbox.vision.models.classifier.EnsembleImageClassifier method) (nntoolbox.vision.models.classifier.ImageClassifier method) (nntoolbox.vision.models.classifier.KNNClassifier method) prepare_arr() (nntoolbox.utils.data.SupervisedDataset method) PretrainedModel (class in nntoolbox.vision.components.pretrain) progress_bar_test() (in module nntoolbox.test.prog_bar)

Q

QuadraticPolynomialConv2D (class in nntoolbox.vision.components.ho)

QuadraticPolynomialLayer (class in nntoolbox.components.components)

R

RandomRescale (class in nntoolbox.vision.transforms.scale) RBFLayer (class in nntoolbox.components.rbf) ReduceLROnPlateauCB (class in nntoolbox.callbacks.lr_scheduler) reduction (nntoolbox.losses.losses.RMSELoss attribute) remove() (nntoolbox.hooks.hooks.Hook method) (nntoolbox.hooks.hooks.Hooks method) reset_parameters() (nntoolbox.tabular.components.components.CrossLayer method) (nntoolbox.vision.components.local.LocallyConnected2D method) Reshape (class in nntoolbox.vision.components.layers)

ResidualBlock (class in nntoolbox.vision.components.res) ResidualBlockPreActivation (class in nntoolbox.vision.components.res) ResidualBlockPreActivationKer (class in nntoolbox.vision.components.res) ResidualLinearBlock (class in nntoolbox.components.components) ResizeConvolutionalLayer (class in nntoolbox.vision.components.upsample) ResNeXtBlock (class in nntoolbox.vision.components.res) ResumeFromCheckpoint (class in nntoolbox.callbacks.checkpoint) RMSELoss (class in nntoolbox.losses.losses) ROCAUCScore (class in nntoolbox.metrics.classification)

S

SAGANAttention (class in nntoolbox.vision.components.attention) save_model() (in module nntoolbox.utils.utils) save_optimizer() (in module nntoolbox.optim.utils) ScalingLayer (class in nntoolbox.components.components) SEBlock (class in nntoolbox.vision.components.se) select() (nntoolbox.vision.utils.selector.PairSelector method) (nntoolbox.vision.utils.selector.Selector method) (nntoolbox.vision.utils.selector.TripletSelector method) Selector (class in nntoolbox.vision.utils.selector) SelfNormalizingMLP (class in nntoolbox.components.self_normalizing) SelfStabilizer (class in nntoolbox.vision.components.normalization) SEResidualBlock (class in nntoolbox.vision.components.se) SEResidualBlockPreActivation (class in nntoolbox.vision.components.se) SEResidualBlockPreActivationKer (class in nntoolbox.vision.components.se) set_style() (nntoolbox.vision.components.normalization.AdaIN method) ShakeShake (class in nntoolbox.vision.components.regularization) SiConv2D (class in nntoolbox.vision.components.shunting) SkipNaN (class in nntoolbox.callbacks.nan) smooth_label() (nntoolbox.losses.smooth.SmoothedCrossEntropy method) SmoothedCrossEntropy (class in nntoolbox.losses.smooth) spatial_pyramid_pool() (in module nntoolbox.vision.components.pool) SpatialPyramidPool (class in nntoolbox.vision.components.pool) SpatialTransformerModule (class in nntoolbox.vision.components.stn) sqrt_uniform_init() (in module nntoolbox.init.uniform)

SquareUnitLinear (class in nntoolbox.components.components) StandAloneMultiheadAttention (class in nntoolbox.vision.components.attention) StandAloneSelfAttention (class in nntoolbox.vision.components.attention) StandAloneSelfAttention.to() (in module nntoolbox.vision.components.attention), [1], [2], [3] StandardScalerTransform (class in nntoolbox.transforms.scale) step() (nntoolbox.optim.coord_desc.CoordDescOptimizer method) (nntoolbox.optim.layerwise.LAMB method) (nntoolbox.optim.layerwise.LARS method) StochasticWeightAveraging (class in nntoolbox.callbacks.swa) store (nntoolbox.hooks.io.OutputHook attribute) store_output() (nntoolbox.hooks.io.OutputHook static method) stride (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) (nntoolbox.vision.components.local.Subsampling2D attribute) StudentTPenaltyAR (class in nntoolbox.callbacks.regularization) StyleLoss (class in nntoolbox.vision.losses.style) Subsampling2D (class in nntoolbox.vision.components.local) Sum (class in nntoolbox.components.merge) SupervisedDataset (class in nntoolbox.utils.data) SupervisedLearner (class in nntoolbox.learner) swap (nntoolbox.vision.losses.metrics.TripletMarginLossV2 attribute) Swish (class in nntoolbox.vision.components.activation)

T

TemporalActivationRegularization (class in nntoolbox.callbacks.regularization) tensor_to_np() (in module nntoolbox.vision.utils.utils) tensor_to_pil() (in module nntoolbox.vision.utils.utils) Tensorboard (class in nntoolbox.callbacks.logger) to() (nntoolbox.vision.components.attention.StandAloneSelfAttention method) to_onehot() (in module nntoolbox.utils.utils) to_onehotv2() (in module nntoolbox.utils.utils) ToDeviceCallback (class in nntoolbox.callbacks.device) ToFloat (class in nntoolbox.vision.transforms.imgaug) ToNumpyArray (class in nntoolbox.transforms.transforms) TotalVariationLoss (class in nntoolbox.vision.losses.style) training (nntoolbox.callbacks.mixup.ManifoldMixupModule attribute) (nntoolbox.components.activation.LWTA attribute) (nntoolbox.components.components.BiasLayer attribute) (nntoolbox.components.components.HighwayLayer attribute) (nntoolbox.components.components.LambdaLayer attribute) (nntoolbox.components.components.LinearlyAugmentedFF attribute) (nntoolbox.components.components.MLP attribute) (nntoolbox.components.components.ModifyByLambda attribute) (nntoolbox.components.components.QuadraticPolynomialLayer attribute) (nntoolbox.components.components.ResidualLinearBlock attribute) (nntoolbox.components.components.ScalingLayer attribute) (nntoolbox.components.dndf.DNDF attribute) (nntoolbox.components.dndf.DNDFTree attribute) (nntoolbox.components.kernel.DistKernel attribute) (nntoolbox.components.kernel.GaussianDistKernel attribute) (nntoolbox.components.maxout.MaxoutLinear attribute) (nntoolbox.components.merge.Mean attribute) (nntoolbox.components.merge.Multiply attribute) (nntoolbox.components.merge.Sum attribute) (nntoolbox.components.mixture.MixtureOfExpert attribute) (nntoolbox.components.pool.AveragePool attribute) (nntoolbox.components.pool.ConcatPool attribute) (nntoolbox.components.pool.MaxPool attribute) (nntoolbox.components.regularization.DropConnect attribute) (nntoolbox.components.self_normalizing.SelfNormalizingMLP attribute) (nntoolbox.components.shunting.GeneralizedShuntingMLP attribute) (nntoolbox.components.shunting.GeneralizedShuntingModule attribute) (nntoolbox.losses.losses.CombinedLoss attribute) (nntoolbox.losses.losses.LogSigmoidLoss attribute) (nntoolbox.losses.moe.CompetitiveMOELoss attribute) (nntoolbox.losses.pinball.PinballLoss attribute) (nntoolbox.losses.smooth.SmoothedCrossEntropy attribute) (nntoolbox.tabular.components.components.CrossLayer attribute) (nntoolbox.tabular.models.collab.CollabFiltering attribute) (nntoolbox.tabular.models.collab.NonLinearCF attribute) (nntoolbox.vision.components.activation.Swish attribute) (nntoolbox.vision.components.attention.SAGANAttention attribute) (nntoolbox.vision.components.attention.StandAloneMultiheadAttention attribute) (nntoolbox.vision.components.dense.DenseBlock attribute) (nntoolbox.vision.components.dense.DenseLayer attribute) (nntoolbox.vision.components.ff.FeedforwardBlock attribute) (nntoolbox.vision.components.ho.QuadraticPolynomialConv2D attribute) (nntoolbox.vision.components.inception.FactoredConvolutionalLayer attribute) (nntoolbox.vision.components.kervolution.GaussianKernel attribute) (nntoolbox.vision.components.kervolution.KervolutionalLayer attribute) (nntoolbox.vision.components.kervolution.LinearKernel attribute) (nntoolbox.vision.components.kervolution.PolynomialKernel attribute) (nntoolbox.vision.components.layers.BiasLayer2D attribute) (nntoolbox.vision.components.layers.ConvolutionalLayer attribute) (nntoolbox.vision.components.layers.CoordConvolutionalLayer attribute) (nntoolbox.vision.components.layers.Flatten attribute) (nntoolbox.vision.components.layers.HighwayConvolutionalLayer attribute) (nntoolbox.vision.components.layers.InputNormalization attribute) (nntoolbox.vision.components.layers.Reshape attribute) (nntoolbox.vision.components.local.LocallyConnected2D attribute) (nntoolbox.vision.components.nap.NeuralAbstractionPyramid attribute) (nntoolbox.vision.components.normalization.AdaIN attribute) (nntoolbox.vision.components.normalization.BatchRenorm2D attribute) (nntoolbox.vision.components.normalization.L2NormalizationLayer attribute) (nntoolbox.vision.components.normalization.SelfStabilizer attribute) (nntoolbox.vision.components.pool.AdaptiveConcatPool2d attribute) (nntoolbox.vision.components.pool.GlobalAveragePool attribute) (nntoolbox.vision.components.pool.SpatialPyramidPool attribute) (nntoolbox.vision.components.pretrain.FeatureExtractor attribute) (nntoolbox.vision.components.pretrain.FeatureExtractorSequential attribute) (nntoolbox.vision.components.pretrain.PretrainedModel attribute) (nntoolbox.vision.components.regularization.ShakeShake attribute) (nntoolbox.vision.components.res.BottleneckPreActivation attribute) (nntoolbox.vision.components.res.ResidualBlock attribute) (nntoolbox.vision.components.res.ResidualBlockPreActivation attribute) (nntoolbox.vision.components.res.ResidualBlockPreActivationKer attribute) (nntoolbox.vision.components.res.ResNeXtBlock attribute) (nntoolbox.vision.components.se.SEBlock attribute) (nntoolbox.vision.components.se.SEResidualBlock attribute) (nntoolbox.vision.components.se.SEResidualBlockPreActivation attribute) (nntoolbox.vision.components.se.SEResidualBlockPreActivationKer attribute) (nntoolbox.vision.components.shunting.SiConv2D attribute) (nntoolbox.vision.components.stn.SpatialTransformerModule attribute) (nntoolbox.vision.components.structured.BilinearPooling attribute) (nntoolbox.vision.components.structured.O2PLayer attribute) (nntoolbox.vision.components.structured.O2PLayerV2 attribute) (nntoolbox.vision.components.upsample.PixelShuffleConvolutionLayer attribute) (nntoolbox.vision.components.upsample.ResizeConvolutionalLayer attribute) (nntoolbox.vision.losses.metrics.AngularLoss attribute) (nntoolbox.vision.losses.metrics.ContrastiveLoss attribute) (nntoolbox.vision.losses.metrics.NPairAngular attribute) (nntoolbox.vision.losses.metrics.NPairLoss attribute) (nntoolbox.vision.losses.metrics.TripletSoftMarginLoss attribute) (nntoolbox.vision.losses.metrics.VerificationLoss attribute) (nntoolbox.vision.losses.robust.CharbonnierLoss attribute) (nntoolbox.vision.losses.robust.CharbonnierLossV2 attribute) (nntoolbox.vision.losses.robust.GeneralizedCharbonnierLoss attribute) (nntoolbox.vision.losses.style.FeatureLoss attribute) (nntoolbox.vision.losses.style.INStatisticsMatchingStyleLoss attribute) (nntoolbox.vision.losses.style.StyleLoss attribute) (nntoolbox.vision.losses.style.TotalVariationLoss attribute)

transform_data() (nntoolbox.transforms.mixup.MixupTransformer method) transform_input() (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) transform_labels() (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) transform_loss() (nntoolbox.callbacks.mixup.ManifoldMixupCallback method) (nntoolbox.transforms.mixup.MixupTransformer method) transposed (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute) TriangularLR (class in nntoolbox.optim.lr_scheduler) TripletMarginLossV2 (class in nntoolbox.vision.losses.metrics) TripletSelector (class in nntoolbox.vision.utils.selector) TripletSoftMarginLoss (class in nntoolbox.vision.losses.metrics)

U

UnlabelledImageDataset (class in nntoolbox.vision.utils.data) UnlabelledImageListDataset (class in nntoolbox.vision.utils.data) UnsupervisedFromSupervisedDataset (class in nntoolbox.vision.utils.data)

update_gradient() (in module nntoolbox.utils.gradient) update_lr() (nntoolbox.callbacks.warmup.LRWarmup method) update_slow_weights() (nntoolbox.callbacks.lookahead.LookaheadOptimizer method) update_stats() (nntoolbox.vision.components.normalization.BatchRenorm2D method)

V

VariableLengthBPTT (class in nntoolbox.callbacks.bptt) VerificationLoss (class in nntoolbox.vision.losses.metrics) visualize_data() (in module nntoolbox.visualization.reduce_dim)

visualize_mds() (in module nntoolbox.visualization.reduce_dim) visualize_pca() (in module nntoolbox.visualization.reduce_dim) visualize_tsne() (in module nntoolbox.visualization.reduce_dim)

W

weight (nntoolbox.components.components.SquareUnitLinear attribute) (nntoolbox.components.mixture.MixtureOfGaussian attribute) (nntoolbox.components.rbf.RBFLayer attribute) (nntoolbox.vision.components.attention.StandAloneSelfAttention attribute) (nntoolbox.vision.components.kervolution.Kervolution2D attribute) (nntoolbox.vision.components.layers.CoordConv2D attribute) (nntoolbox.vision.components.local.CondConv2d attribute)

WeightElimination (class in nntoolbox.callbacks.regularization) WeightRegularization (class in nntoolbox.callbacks.regularization)

Z

zero_grad() (nntoolbox.optim.coord_desc.CoordDescOptimizer method)

ZeroCenterRelu (class in nntoolbox.components.activation)