Index

A

activated (inferno.extensions.layers.res_unet.ResBlockUNet attribute) (inferno.extensions.layers.ResBlockUNet attribute) activated_skip_op_factory() (inferno.extensions.layers.building_blocks.ResBlock method) (inferno.extensions.layers.ResBlock method) (inferno.extensions.layers.ResBlockBase method) (inferno.extensions.layers.building_blocks.ResBlockBase method) activation_op_factory() (inferno.extensions.layers.building_blocks.ResBlock method) (inferno.extensions.layers.ResBlock method) (inferno.extensions.layers.ResBlockBase method) (inferno.extensions.layers.building_blocks.ResBlockBase method) Adam (class in inferno.extensions.optimizers.adam) adapted_rand() (in module inferno.extensions.metrics.arand) add() (inferno.io.transform.base.Compose method) add_edge() (inferno.extensions.containers.graph.Graph method) add_input_node() (inferno.extensions.containers.graph.Graph method) add_node() (inferno.extensions.containers.graph.Graph method) add_output_node() (inferno.extensions.containers.graph.Graph method) add_to_dump_cache() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) AdditiveGaussianNoise (class in inferno.io.transform.image) AdditiveRandomNoise3D (class in inferno.io.transform.volume) adjlist_dict_factory (inferno.extensions.containers.graph.NNGraph attribute) AnisotropicPool (class in inferno.extensions.layers.sampling) AnisotropicUpsample (class in inferno.extensions.layers.sampling) AnnealedAdam (class in inferno.extensions.optimizers.annealed_adam) apply() (inferno.trainers.callbacks.essentials.ParameterEMA method)

apply_model() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) apply_model_and_loss() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) apply_on_graph() (inferno.extensions.containers.graph.Graph method) ArandError (class in inferno.extensions.metrics.arand) ArandScore (class in inferno.extensions.metrics.arand) As2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) As2DCriterion (class in inferno.extensions.criteria.core) As3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) as_tuple_of_len() (in module inferno.utils.python_utils) AsMatrix (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) assert_() (in module inferno.utils.exceptions) assert_graph_is_valid() (inferno.extensions.containers.graph.Graph method) assert_same_size() (in module inferno.utils.torch_utils) assert_units_consistent() (inferno.utils.train_utils.Frequency method) assert_value_consistent() (inferno.utils.train_utils.Frequency method) AsTorchBatch (class in inferno.io.transform.generic) ATTRIBUTES_TO_NOT_COPY (inferno.extensions.containers.graph.NNGraph attribute) AutoLR (class in inferno.trainers.callbacks.scheduling) AutoLRDecay (class in inferno.trainers.callbacks.scheduling) AverageMeter (class in inferno.utils.train_utils)

B

batch_function() (inferno.io.transform.image.FineRandomRotations method) (inferno.io.transform.image.RandomScaleSegmentation method) batchnorm_op_factory() (inferno.extensions.layers.building_blocks.ResBlock method) (inferno.extensions.layers.ResBlock method) BEGIN_OF_EPOCH (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) begin_of_epoch() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) BEGIN_OF_FIT (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) begin_of_fit() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) (inferno.trainers.callbacks.tqdmstub.TQDMProgressBar method) BEGIN_OF_SAVE (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) begin_of_save() (inferno.trainers.callbacks.essentials.PersistentSave method) BEGIN_OF_TRAINING_ITERATION (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) begin_of_training_iteration() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) BEGIN_OF_TRAINING_RUN (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) begin_of_training_run() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) BEGIN_OF_VALIDATION_ITERATION (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) begin_of_validation_iteration() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) BEGIN_OF_VALIDATION_RUN (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) begin_of_validation_run() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) BiasInitFunction (class in inferno.extensions.initializers.base) BinaryBlobs (class in inferno.io.box.binary_blobs) BinaryDilation (class in inferno.io.transform.image) BinaryErosion (class in inferno.io.transform.image) BinaryMorphology (class in inferno.io.transform.image) bind_loader() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) bind_model() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) bind_trainer() (inferno.trainers.callbacks.base.Callback method) (inferno.trainers.callbacks.Callback method) (inferno.trainers.callbacks.CallbackEngine method) (inferno.trainers.callbacks.TQDMProgressBar method) (inferno.trainers.callbacks.base.CallbackEngine method) (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.tqdmstub.TQDMProgressBar method)

BLACKLIST (inferno.io.box.Cityscapes attribute) (inferno.io.box.cityscapes.Cityscapes attribute) BNReLUConv2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) BNReLUConv3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) BNReLUDepthwiseConv2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) build() (inferno.trainers.basic.Trainer class method) (inferno.trainers.Trainer class method) build_criterion() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) build_from() (inferno.trainers.callbacks.scheduling.DecaySpec class method) (inferno.utils.train_utils.Frequency class method) build_logger() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) build_metric() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) build_optimizer() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) build_random_variables() (inferno.io.transform.base.Transform method) (inferno.io.transform.image.AdditiveGaussianNoise method) (inferno.io.transform.image.ElasticTransform method) (inferno.io.transform.image.FineRandomRotations method) (inferno.io.transform.image.RandomCrop method) (inferno.io.transform.image.RandomFlip method) (inferno.io.transform.image.RandomGammaCorrection method) (inferno.io.transform.image.RandomRotate method) (inferno.io.transform.image.RandomScaleSegmentation method) (inferno.io.transform.image.RandomSizedCrop method) (inferno.io.transform.image.RandomTranspose method) (inferno.io.transform.volume.AdditiveRandomNoise3D method) (inferno.io.transform.volume.RandomFlip3D method) (inferno.io.transform.volume.RandomRot3D method) build_validation_criterion() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) by_epoch (inferno.utils.train_utils.Frequency attribute) by_iteration (inferno.utils.train_utils.Frequency attribute)

C

call() (inferno.trainers.callbacks.base.CallbackEngine method) (inferno.trainers.callbacks.CallbackEngine method) call_on_bias() (inferno.extensions.initializers.base.BiasInitFunction method) (inferno.extensions.initializers.base.Initialization method) (inferno.extensions.initializers.base.Initializer method) call_on_tensor() (inferno.extensions.initializers.base.Initializer method) (inferno.extensions.initializers.base.TensorInitFunction method) (inferno.extensions.initializers.presets.Constant method) call_on_weight() (inferno.extensions.initializers.base.Initialization method) (inferno.extensions.initializers.base.Initializer method) (inferno.extensions.initializers.base.WeightInitFunction method) (inferno.extensions.initializers.presets.NormalWeights method) Callback (class in inferno.trainers.callbacks) (class in inferno.trainers.callbacks.base) CallbackEngine (class in inferno.trainers.callbacks) (class in inferno.trainers.callbacks.base) callbacks (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) CamVid (class in inferno.io.box) (class in inferno.io.box.camvid) Cast (class in inferno.io.transform.generic) cast() (inferno.io.transform.image.ElasticTransform method) (inferno.trainers.Trainer method) (inferno.trainers.basic.Trainer method) Cat (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) CategoricalError (class in inferno.extensions.metrics.categorical) CenterCrop (class in inferno.io.transform.image) CentralSlice (class in inferno.io.transform.volume) Cityscapes (class in inferno.io.box) (class in inferno.io.box.cityscapes) CLASS_WEIGHTS (inferno.io.box.CamVid attribute) (inferno.io.box.camvid.CamVid attribute) CLASSES (inferno.io.box.CamVid attribute) (inferno.io.box.Cityscapes attribute) (inferno.io.box.camvid.CamVid attribute) (inferno.io.box.cityscapes.Cityscapes attribute) ClassNotFoundError clear_dump_cache() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) clear_payloads() (inferno.extensions.containers.graph.Graph method) clear_random_variables() (inferno.io.transform.base.Transform method) (inferno.io.transform.image.RandomCrop method) clone() (inferno.io.volumetric.lazy_volume_loader.LazyVolumeLoaderBase method) (inferno.io.volumetric.volume.VolumeLoader method) CLUI (class in inferno.utils.train_utils) compare() (inferno.utils.train_utils.Duration method) Compose (class in inferno.io.transform.base) compute_fan_in() (inferno.extensions.initializers.presets.NormalWeights method) Concatenate (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) (class in inferno.io.core.concatenate)

Console (class in inferno.trainers.callbacks) (class in inferno.trainers.callbacks.console) console (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) Constant (class in inferno.extensions.initializers.presets) contingency_table() (in module inferno.extensions.metrics.voi) Conv2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) Conv3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) conv_op_factory() (inferno.extensions.layers.res_unet.ResBlockUNet method) (inferno.extensions.layers.ResBlockUNet method) (inferno.extensions.layers.UNetBase method) (inferno.extensions.layers.unet_base.UNetBase method) ConvActivation (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvELU2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvELU3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvReLU2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvReLU3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvSELU2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvSELU3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvSigmoid2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) ConvSigmoid3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) cooldown_duration (inferno.trainers.callbacks.scheduling.AutoLR attribute) copy() (inferno.extensions.containers.graph.NNGraph method) cpu() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) cremi_metrics() (in module inferno.extensions.metrics.cremi_score) Criteria (class in inferno.extensions.criteria.core) criterion (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) criterion_is_defined (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) cuda() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) (inferno.utils.model_utils.ModelTester method) current_learning_rate (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute)

D

debug() (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method) debug_print() (inferno.trainers.callbacks.base.Callback method) (inferno.trainers.callbacks.Callback method) decay() (inferno.trainers.callbacks.scheduling.AutoLR method) (inferno.trainers.callbacks.scheduling.ManualLR method) DecaySpec (class in inferno.trainers.callbacks.scheduling) DeconvELU2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) DeconvELU3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) defines_base_sequence() (in module inferno.io.core.data_utils) delayed_keyboard_interrupt (class in inferno.utils.python_utils) deprecated() (in module inferno.utils.python_utils) depth (inferno.extensions.layers.unet_base.UNetBase attribute) (inferno.extensions.layers.UNetBase attribute) DeviceError DeviceTransfer (class in inferno.extensions.layers) (class in inferno.extensions.layers.device) DilatedConvELU2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) DilatedConvELU3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) dim (inferno.extensions.layers.res_unet.ResBlockUNet attribute) (inferno.extensions.layers.ResBlockUNet attribute) (inferno.extensions.layers.UNetBase attribute) (inferno.extensions.layers.unet_base.UNetBase attribute)

divide_columns() (in module inferno.extensions.metrics.voi) divide_rows() (in module inferno.extensions.metrics.voi) download() (inferno.io.box.CamVid method) (inferno.io.box.Cityscapes method) (inferno.io.box.camvid.CamVid method) (inferno.io.box.cityscapes.Cityscapes method) downsample_op_factory() (inferno.extensions.layers.unet_base.UNetBase method) (inferno.extensions.layers.UNetBase method) dtype (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) DTYPE_MAPPING (inferno.io.transform.base.DTypeMapping attribute) DTypeError DTypeMapping (class in inferno.io.transform.base) dump() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) dump_every (inferno.trainers.callbacks.essentials.DumpHDF5Every attribute) dump_now (inferno.trainers.callbacks.essentials.DumpHDF5Every attribute) dump_state() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) dump_states() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) DumpHDF5Every (class in inferno.trainers.callbacks.essentials) Duration (class in inferno.utils.train_utils) duration_since_last_decay (inferno.trainers.callbacks.scheduling.AutoLR attribute) duration_since_last_improvment (inferno.trainers.callbacks.scheduling.AutoLR attribute) DYNAMIC_STATES (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute)

E

ElasticTransform (class in inferno.io.transform.image) ELUWeightsZeroBias (class in inferno.extensions.initializers.presets) END_OF_EPOCH (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) end_of_epoch() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) END_OF_FIT (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) end_of_fit() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method) END_OF_SAVE (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) end_of_save() (inferno.trainers.callbacks.essentials.PersistentSave method) END_OF_TRAINING_ITERATION (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) end_of_training_iteration() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) (inferno.trainers.callbacks.essentials.NaNDetector method) (inferno.trainers.callbacks.essentials.ParameterEMA method) (inferno.trainers.callbacks.logging.TensorboardLogger method) (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.scheduling.AutoLR method) (inferno.trainers.callbacks.scheduling.ManualLR method) END_OF_TRAINING_RUN (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) end_of_training_run() (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) (inferno.trainers.callbacks.TQDMProgressBar method)

END_OF_VALIDATION_ITERATION (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) END_OF_VALIDATION_RUN (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) end_of_validation_run() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) (inferno.trainers.callbacks.TQDMProgressBar method) (inferno.trainers.callbacks.essentials.SaveAtBestValidationScore method) (inferno.trainers.callbacks.logging.TensorboardLogger method) (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.scheduling.AutoLR method) (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) ensure_dir() (in module inferno.utils.python_utils) epoch() (inferno.utils.train_utils.Frequency method) epoch_count (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) eval_mode() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) evaluate_metric_every() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) evaluate_metric_now (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) evaluating_metric_every (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) every() (inferno.utils.train_utils.Frequency method) extract_image() (in module inferno.io.box.cityscapes) extract_images_from_batch() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method)

F

fetch_from_rejection_datasets() (inferno.io.core.zip.ZipReject method) fetch_next_batch() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) FineRandomRotations (class in inferno.io.transform.image) fit() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) Flatten (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) flatten_samples() (in module inferno.utils.torch_utils) forward() (inferno.extensions.containers.graph.Graph method) (inferno.extensions.containers.sequential.Sequential2 method) (inferno.extensions.criteria.core.As2DCriterion method) (inferno.extensions.criteria.core.Criteria method) (inferno.extensions.criteria.elementwise_measures.WeightedMSELoss method) (inferno.extensions.criteria.regularized.RegularizedLoss method) (inferno.extensions.criteria.set_similarity_measures.GeneralizedDiceLoss method) (inferno.extensions.criteria.set_similarity_measures.SorensenDiceLoss method) (inferno.extensions.layers.As2D method) (inferno.extensions.layers.As3D method) (inferno.extensions.layers.Concatenate method) (inferno.extensions.layers.ConvActivation method) (inferno.extensions.layers.DeviceTransfer method) (inferno.extensions.layers.OnDevice method) (inferno.extensions.layers.RemoveSingletonDimension method) (inferno.extensions.layers.ResBlockBase method) (inferno.extensions.layers.ResizeAndConcatenate method) (inferno.extensions.layers.SELU method) (inferno.extensions.layers.SplitChannels method) (inferno.extensions.layers.Squeeze method) (inferno.extensions.layers.Sum method) (inferno.extensions.layers.UNetBase method) (inferno.extensions.layers.View method) (inferno.extensions.layers.activations.SELU method) (inferno.extensions.layers.building_blocks.ResBlockBase method) (inferno.extensions.layers.convolutional.ConvActivation method) (inferno.extensions.layers.device.DeviceTransfer method) (inferno.extensions.layers.device.OnDevice method) (inferno.extensions.layers.prefab.ResidualBlock method) (inferno.extensions.layers.reshape.As2D method) (inferno.extensions.layers.reshape.As3D method) (inferno.extensions.layers.reshape.Concatenate method) (inferno.extensions.layers.reshape.RemoveSingletonDimension method) (inferno.extensions.layers.reshape.ResizeAndConcatenate method) (inferno.extensions.layers.reshape.SplitChannels method) (inferno.extensions.layers.reshape.Squeeze method) (inferno.extensions.layers.reshape.Sum method) (inferno.extensions.layers.reshape.View method) (inferno.extensions.layers.sampling.AnisotropicUpsample method) (inferno.extensions.layers.unet_base.UNetBase method) (inferno.extensions.metrics.arand.ArandError method) (inferno.extensions.metrics.arand.ArandScore method) (inferno.extensions.metrics.base.Metric method) (inferno.extensions.metrics.categorical.CategoricalError method) (inferno.extensions.metrics.categorical.IOU method) (inferno.extensions.metrics.categorical.NegativeIOU method) (inferno.extensions.metrics.voi.VoiScore method)

forward_through_node() (inferno.extensions.containers.graph.Graph method) Frequency (class in inferno.utils.train_utils) FrequencyTypeError FrequencyValueError from_iterable() (in module inferno.utils.python_utils) from_string() (inferno.utils.train_utils.Frequency class method) fromh5() (in module inferno.utils.io_utils)

G

gain (inferno.extensions.layers.unet_base.UNetBase attribute) (inferno.extensions.layers.UNetBase attribute) GeneralizedDiceLoss (class in inferno.extensions.criteria.set_similarity_measures) generate_random_data() (in module inferno.utils.test_utils) generate_random_dataloader() (in module inferno.utils.test_utils) generate_random_dataset() (in module inferno.utils.test_utils) get_binary_blob_loaders() (in module inferno.io.box.binary_blobs) get_camvid_loaders() (in module inferno.io.box) (in module inferno.io.box.camvid) get_cifar100_loaders() (in module inferno.io.box) (in module inferno.io.box.cifar) get_cifar10_loaders() (in module inferno.io.box) (in module inferno.io.box.cifar) get_cityscapes_loaders() (in module inferno.io.box) (in module inferno.io.box.cityscapes) get_config() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) (inferno.trainers.callbacks.Callback method) (inferno.trainers.callbacks.CallbackEngine method) (inferno.trainers.callbacks.base.Callback method) (inferno.trainers.callbacks.base.CallbackEngine method) (inferno.trainers.callbacks.logging.TensorboardLogger method) (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) get_config_for_name() (in module inferno.utils.python_utils) get_current_learning_rate() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method)

get_file_path() (inferno.trainers.callbacks.essentials.DumpHDF5Every method) get_filelist() (in module inferno.io.box.cityscapes) get_image_and_label_roots() (inferno.io.box.Cityscapes method) (inferno.io.box.cityscapes.Cityscapes method) get_input() (inferno.utils.model_utils.ModelTester method) get_instances() (inferno.trainers.callbacks.base.Callback class method) (inferno.trainers.callbacks.Callback class method) get_loader_specs() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) get_logger() (in module inferno.trainers.callbacks.logging) get_matching_labelimage_file() (in module inferno.io.box.cityscapes) get_module_for_nodes() (inferno.extensions.containers.graph.Graph method) get_padding() (inferno.extensions.layers.ConvActivation method) (inferno.extensions.layers.convolutional.ConvActivation method) get_parameters_for_nodes() (inferno.extensions.containers.graph.Graph method) get_random_variable() (inferno.io.transform.base.Transform method) get_shape() (inferno.io.volumetric.lazy_volume_loader.LazyVolumeLoaderBase method) get_state() (in module inferno.utils.train_utils) (inferno.trainers.Trainer method) (inferno.trainers.basic.Trainer method) GlobalMaxPooling (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) GlobalMeanPooling (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) Graph (class in inferno.extensions.containers.graph) graph (inferno.extensions.containers.graph.Graph attribute) graph_is_valid (inferno.extensions.containers.graph.Graph attribute)

H

handler() (inferno.utils.python_utils.delayed_keyboard_interrupt method)

has_callable_attr() (in module inferno.utils.python_utils) HDF5VolumeLoader (class in inferno.io.volumetric.volume)

I

image_function() (inferno.io.transform.image.AdditiveGaussianNoise method) (inferno.io.transform.image.BinaryMorphology method) (inferno.io.transform.image.CenterCrop method) (inferno.io.transform.image.ElasticTransform method) (inferno.io.transform.image.RandomCrop method) (inferno.io.transform.image.RandomFlip method) (inferno.io.transform.image.RandomGammaCorrection method) (inferno.io.transform.image.RandomRotate method) (inferno.io.transform.image.RandomSizedCrop method) (inferno.io.transform.image.RandomTranspose method) (inferno.io.transform.image.Scale method) implements_sync_primitives() (in module inferno.io.core.data_utils) in_channels (inferno.extensions.layers.unet_base.UNetBase attribute) (inferno.extensions.layers.UNetBase attribute) in_cooldown (inferno.trainers.callbacks.scheduling.AutoLR attribute) IndexSpec (class in inferno.io.core.base) INF_STRINGS (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) inferno (module), [1] inferno.extensions (module) inferno.extensions.containers (module) inferno.extensions.containers.graph (module) inferno.extensions.containers.sequential (module) inferno.extensions.criteria (module) inferno.extensions.criteria.core (module) inferno.extensions.criteria.elementwise_measures (module) inferno.extensions.criteria.regularized (module) inferno.extensions.criteria.set_similarity_measures (module) inferno.extensions.initializers (module) inferno.extensions.initializers.base (module) inferno.extensions.initializers.presets (module) inferno.extensions.layers (module) inferno.extensions.layers.activations (module) inferno.extensions.layers.building_blocks (module) inferno.extensions.layers.convolutional (module) inferno.extensions.layers.device (module) inferno.extensions.layers.identity (module) inferno.extensions.layers.prefab (module) inferno.extensions.layers.res_unet (module) inferno.extensions.layers.reshape (module) inferno.extensions.layers.sampling (module) inferno.extensions.layers.unet_base (module) inferno.extensions.metrics (module) inferno.extensions.metrics.arand (module) inferno.extensions.metrics.base (module) inferno.extensions.metrics.categorical (module) inferno.extensions.metrics.cremi_score (module) inferno.extensions.metrics.voi (module) inferno.extensions.optimizers (module) inferno.extensions.optimizers.adam (module) inferno.extensions.optimizers.annealed_adam (module) inferno.inferno (module) inferno.io (module) inferno.io.box (module) inferno.io.box.binary_blobs (module) inferno.io.box.camvid (module) inferno.io.box.cifar (module) inferno.io.box.cityscapes (module) inferno.io.core (module) inferno.io.core.base (module) inferno.io.core.concatenate (module) inferno.io.core.data_utils (module)

inferno.io.core.zip (module) inferno.io.transform (module) inferno.io.transform.base (module) inferno.io.transform.generic (module) inferno.io.transform.image (module) inferno.io.transform.volume (module) inferno.io.volumetric (module) inferno.io.volumetric.lazy_volume_loader (module) inferno.io.volumetric.volume (module) inferno.io.volumetric.volumetric_utils (module) inferno.trainers (module) inferno.trainers.basic (module) inferno.trainers.callbacks (module) inferno.trainers.callbacks.base (module) inferno.trainers.callbacks.console (module) inferno.trainers.callbacks.essentials (module) inferno.trainers.callbacks.logging (module) inferno.trainers.callbacks.logging.base (module) inferno.trainers.callbacks.logging.tensorboard (module) inferno.trainers.callbacks.scheduling (module) inferno.trainers.callbacks.tqdm (module) inferno.trainers.callbacks.tqdmstub (module) inferno.utils (module) inferno.utils.exceptions (module) inferno.utils.io_utils (module) inferno.utils.math_utils (module) inferno.utils.model_utils (module) inferno.utils.python_utils (module) inferno.utils.test_utils (module) inferno.utils.torch_utils (module) inferno.utils.train_utils (module) info() (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method) Initialization (class in inferno.extensions.initializers.base) Initializer (class in inferno.extensions.initializers.base) initializes_bias() (inferno.extensions.initializers.base.Initializer class method) initializes_weight() (inferno.extensions.initializers.base.Initializer class method) input_nodes (inferno.extensions.containers.graph.Graph attribute) IOU (class in inferno.extensions.metrics.categorical) is_consistent (inferno.utils.train_utils.Frequency attribute) is_cuda() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) is_image_or_volume_tensor() (in module inferno.utils.torch_utils) is_image_tensor() (in module inferno.utils.torch_utils) is_label_image_or_volume_tensor() (in module inferno.utils.torch_utils) is_label_image_tensor() (in module inferno.utils.torch_utils) is_label_tensor() (in module inferno.utils.torch_utils) is_label_volume_tensor() (in module inferno.utils.torch_utils) is_listlike() (in module inferno.utils.python_utils) is_matrix_tensor() (in module inferno.utils.torch_utils) is_maybe_list_of() (in module inferno.utils.python_utils) is_model_cuda() (in module inferno.utils.model_utils) is_node_in_graph() (inferno.extensions.containers.graph.Graph method) is_scalar_tensor() (in module inferno.utils.torch_utils) is_significantly_less_than() (inferno.trainers.callbacks.scheduling.AutoLR static method) is_sink_node() (inferno.extensions.containers.graph.Graph method) is_source_node() (inferno.extensions.containers.graph.Graph method) is_tensor() (in module inferno.utils.torch_utils) is_volume_tensor() (in module inferno.utils.torch_utils) iteration() (inferno.utils.train_utils.Frequency method) iteration_count (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute)

K

KaimingNormalWeightsZeroBias (class in inferno.extensions.initializers.presets)

L

Label2OneHot (class in inferno.io.transform.generic) label_to_long_tensor() (in module inferno.io.box.camvid) label_to_pil_image() (in module inferno.io.box.camvid) LazyHDF5VolumeLoader (class in inferno.io.volumetric.lazy_volume_loader) LazyVolumeLoader (class in inferno.io.volumetric.lazy_volume_loader) LazyVolumeLoaderBase (class in inferno.io.volumetric.lazy_volume_loader) LEVEL_DEBUG (inferno.trainers.callbacks.Console attribute) (inferno.trainers.callbacks.console.Console attribute) LEVEL_INFO (inferno.trainers.callbacks.Console attribute) (inferno.trainers.callbacks.console.Console attribute) LEVEL_PROGRESS (inferno.trainers.callbacks.Console attribute) (inferno.trainers.callbacks.console.Console attribute) LEVEL_WARNING (inferno.trainers.callbacks.Console attribute) (inferno.trainers.callbacks.console.Console attribute) load() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) load_() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) load_model() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) log_directory (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) (inferno.trainers.callbacks.logging.base.Logger attribute)

log_histogram() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) log_image_or_volume_batch() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) log_images() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) log_images_every (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger attribute) (inferno.trainers.callbacks.logging.TensorboardLogger attribute) log_images_now (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger attribute) (inferno.trainers.callbacks.logging.TensorboardLogger attribute) log_object() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) log_scalar() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) log_scalars_every (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger attribute) (inferno.trainers.callbacks.logging.TensorboardLogger attribute) log_scalars_now (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger attribute) (inferno.trainers.callbacks.logging.TensorboardLogger attribute) log_value() (inferno.utils.train_utils.NoLogger method) Logger (class in inferno.trainers.callbacks.logging.base) logger (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute)

M

maintain() (inferno.trainers.callbacks.essentials.ParameterEMA method) maintain_monitor_moving_average() (inferno.trainers.callbacks.scheduling.AutoLR method) make_dataset() (in module inferno.io.box.camvid) (in module inferno.io.box.cityscapes) make_sliding_windows() (inferno.io.volumetric.lazy_volume_loader.LazyVolumeLoaderBase method) (inferno.io.volumetric.volume.VolumeLoader method) make_transforms() (in module inferno.io.box.cityscapes) ManualLR (class in inferno.trainers.callbacks.scheduling) map_index() (inferno.io.core.concatenate.Concatenate method) match() (inferno.trainers.callbacks.scheduling.DecaySpec method) (inferno.trainers.callbacks.scheduling.ManualLR method) (inferno.utils.train_utils.Duration method) (inferno.utils.train_utils.Frequency method) max_allowed_ds_steps() (in module inferno.utils.math_utils) MEAN (inferno.io.box.CamVid attribute) (inferno.io.box.Cityscapes attribute) (inferno.io.box.camvid.CamVid attribute) (inferno.io.box.cityscapes.Cityscapes attribute)

Metric (class in inferno.extensions.metrics.base) metric (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) metric_is_defined (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) model (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) model_is_defined (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) ModelTester (class in inferno.utils.model_utils) monitor_value_has_significantly_improved (inferno.trainers.callbacks.scheduling.AutoLR attribute) MovingAverage (class in inferno.utils.train_utils) MultiscaleModelTester (class in inferno.utils.model_utils)

N

N5VolumeLoader (class in inferno.io.volumetric.lazy_volume_loader) NaNDetector (class in inferno.trainers.callbacks.essentials) NATIVE_DTYPES (inferno.io.transform.image.ElasticTransform attribute) NEGATIVE_CLASS_WEIGHT (inferno.extensions.criteria.elementwise_measures.WeightedMSELoss attribute) NegativeIOU (class in inferno.extensions.metrics.categorical) new() (inferno.trainers.callbacks.scheduling.DecaySpec method) next_epoch() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) next_iteration() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) NNGraph (class in inferno.extensions.containers.graph) node_dict_factory (inferno.extensions.containers.graph.NNGraph attribute)

NoLogger (class in inferno.utils.train_utils) nonactivated_conv_op_factory() (inferno.extensions.layers.building_blocks.ResBlock method) (inferno.extensions.layers.ResBlock method) (inferno.extensions.layers.ResBlockBase method) (inferno.extensions.layers.building_blocks.ResBlockBase method) Normalize (class in inferno.io.transform.generic) normalize_slice() (inferno.io.volumetric.lazy_volume_loader.LazyVolumeLoaderBase method) NormalizeRange (class in inferno.io.transform.generic) NormalWeights (class in inferno.extensions.initializers.presets) NotSetError NotTorchModuleError NotUnwrappableError

O

observe_state() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) observe_states() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) observe_training_and_validation_state() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) observe_training_and_validation_states() (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger method) (inferno.trainers.callbacks.logging.TensorboardLogger method) OnDevice (class in inferno.extensions.layers) (class in inferno.extensions.layers.device)

optimizer (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) optimizer_is_defined (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) OrthogonalWeightsZeroBias (class in inferno.extensions.initializers.presets) out_channels (inferno.extensions.layers.unet_base.UNetBase attribute) (inferno.extensions.layers.UNetBase attribute) out_of_patience (inferno.trainers.callbacks.scheduling.AutoLR attribute) output_nodes (inferno.extensions.containers.graph.Graph attribute)

P

pad_volume() (inferno.io.volumetric.volume.VolumeLoader method) ParameterEMA (class in inferno.trainers.callbacks.essentials) parse_data_slice() (in module inferno.io.volumetric.volumetric_utils) patience (inferno.trainers.callbacks.scheduling.AutoLR attribute) PersistentSave (class in inferno.trainers.callbacks.essentials) pickle_module (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) PILImage2NumPyArray (class in inferno.io.transform.image) POOL_MODE_MAPPING (inferno.extensions.layers.reshape.ResizeAndConcatenate attribute) (inferno.extensions.layers.ResizeAndConcatenate attribute) PoolCat (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) post_conv_op_regularizer_factory() (inferno.extensions.layers.unet_base.UNetBase method) (inferno.extensions.layers.UNetBase method) pre_conv_op_regularizer_factory() (inferno.extensions.layers.unet_base.UNetBase method) (inferno.extensions.layers.UNetBase method)

PreActSimpleResidualBlock (class in inferno.extensions.layers.prefab) PREFERRED_DTYPE (inferno.io.transform.image.ElasticTransform attribute) print() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.TQDMProgressBar method) (inferno.trainers.callbacks.console.Console method) (inferno.trainers.callbacks.console.StdoutPrinter method) (inferno.trainers.callbacks.tqdm.TQDMPrinter method) (inferno.trainers.callbacks.tqdm.TQDMProgressBar method) print_tensor() (in module inferno.utils.io_utils) progress() (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method) Project (class in inferno.io.transform.generic)

Q

quiet() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method)

R

RandomCrop (class in inferno.io.transform.image) RandomFlip (class in inferno.io.transform.image) RandomFlip3D (class in inferno.io.transform.volume) RandomGammaCorrection (class in inferno.io.transform.image) RandomRot3D (class in inferno.io.transform.volume) RandomRotate (class in inferno.io.transform.image) RandomScaleSegmentation (class in inferno.io.transform.image) RandomSizedCrop (class in inferno.io.transform.image) RandomTranspose (class in inferno.io.transform.image) rebind_trainer_to_all_callbacks() (inferno.trainers.callbacks.base.CallbackEngine method) (inferno.trainers.callbacks.CallbackEngine method) record_validation_results() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) register_callback() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) (inferno.trainers.callbacks.CallbackEngine method) (inferno.trainers.callbacks.base.CallbackEngine method) register_instance() (inferno.trainers.callbacks.base.Callback class method) (inferno.trainers.callbacks.Callback class method) register_new_trigger() (inferno.trainers.callbacks.base.CallbackEngine method) (inferno.trainers.callbacks.CallbackEngine method) RegularizedBCELoss (class in inferno.extensions.criteria.regularized) RegularizedBCEWithLogitsLoss (class in inferno.extensions.criteria.regularized) RegularizedCrossEntropyLoss (class in inferno.extensions.criteria.regularized) RegularizedLoss (class in inferno.extensions.criteria.regularized) RegularizedMSELoss (class in inferno.extensions.criteria.regularized)

RegularizedNLLLoss (class in inferno.extensions.criteria.regularized) relative_change (inferno.utils.train_utils.MovingAverage attribute) remove() (inferno.io.transform.base.Compose method) RemoveSingletonDimension (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) require_dict_kwagrs() (in module inferno.utils.python_utils) res_block_kwargs (inferno.extensions.layers.res_unet.ResBlockUNet attribute) (inferno.extensions.layers.ResBlockUNet attribute) ResBlock (class in inferno.extensions.layers) (class in inferno.extensions.layers.building_blocks) ResBlockBase (class in inferno.extensions.layers) (class in inferno.extensions.layers.building_blocks) ResBlockUNet (class in inferno.extensions.layers) (class in inferno.extensions.layers.res_unet) reset() (inferno.utils.train_utils.AverageMeter method) (inferno.utils.train_utils.MovingAverage method) residual (inferno.extensions.layers.unet_base.UNetBase attribute) (inferno.extensions.layers.UNetBase attribute) ResidualBlock (class in inferno.extensions.layers.prefab) ResizeAndConcatenate (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) restart_generators() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) retain_graph (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) robust_len() (in module inferno.utils.python_utils)

S

save() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) save_at_best_validation_score() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) save_directory (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) save_every() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) save_model() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) save_now (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) save_to_directory() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) SaveAtBestValidationScore (class in inferno.trainers.callbacks.essentials) saving_every (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) Scale (class in inferno.io.transform.image) SELU (class in inferno.extensions.layers) (class in inferno.extensions.layers.activations) selu() (inferno.extensions.layers.activations.SELU static method) (inferno.extensions.layers.SELU static method) SELUWeightsZeroBias (class in inferno.extensions.initializers.presets) Sequential1 (class in inferno.extensions.containers.sequential) Sequential2 (class in inferno.extensions.containers.sequential) set_config() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) (inferno.trainers.callbacks.Callback method) (inferno.trainers.callbacks.CallbackEngine method) (inferno.trainers.callbacks.base.Callback method) (inferno.trainers.callbacks.base.CallbackEngine method) set_console() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method) set_log_directory() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) (inferno.trainers.callbacks.logging.base.Logger method) set_max_num_epochs() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) set_max_num_iterations() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method)

set_precision() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) set_random_variable() (inferno.io.transform.base.Transform method) set_state() (in module inferno.utils.train_utils) set_target_batch_dim() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) ShapeError side_out_parts (inferno.extensions.layers.res_unet.ResBlockUNet attribute) (inferno.extensions.layers.ResBlockUNet attribute) slidingwindowslices() (in module inferno.io.volumetric.volumetric_utils) slidingwindowslices_depr() (in module inferno.io.volumetric.volumetric_utils) SorensenDiceLoss (class in inferno.extensions.criteria.set_similarity_measures) split_batch() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) SPLIT_NAME_MAPPING (inferno.io.box.CamVid attribute) (inferno.io.box.Cityscapes attribute) (inferno.io.box.camvid.CamVid attribute) (inferno.io.box.cityscapes.Cityscapes attribute) split_vi() (in module inferno.extensions.metrics.voi) SplitChannels (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) Squeeze (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) STD (inferno.io.box.CamVid attribute) (inferno.io.box.Cityscapes attribute) (inferno.io.box.camvid.CamVid attribute) (inferno.io.box.cityscapes.Cityscapes attribute) StdoutPrinter (class in inferno.trainers.callbacks.console) step() (inferno.extensions.optimizers.adam.Adam method) (inferno.extensions.optimizers.annealed_adam.AnnealedAdam method) stop_fitting() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) StridedConvELU2D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) StridedConvELU3D (class in inferno.extensions.layers) (class in inferno.extensions.layers.convolutional) Sum (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) sync_datasets() (inferno.io.core.zip.Zip method) sync_with() (inferno.io.core.base.SyncableDataset method) (inferno.io.core.zip.Zip method) SyncableDataset (class in inferno.io.core.base)

T

TaggedImage (class in inferno.trainers.callbacks.logging.tensorboard) target_batch_dim (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) tensor_function() (inferno.io.transform.generic.AsTorchBatch method) (inferno.io.transform.generic.Cast method) (inferno.io.transform.generic.Label2OneHot method) (inferno.io.transform.generic.Normalize method) (inferno.io.transform.generic.NormalizeRange method) (inferno.io.transform.generic.Project method) (inferno.io.transform.image.PILImage2NumPyArray method) TensorboardLogger (class in inferno.trainers.callbacks.logging) (class in inferno.trainers.callbacks.logging.tensorboard) TensorInitFunction (class in inferno.extensions.initializers.base) TIFVolumeLoader (class in inferno.io.volumetric.volume) to_device() (inferno.extensions.containers.graph.Graph method) (inferno.trainers.Trainer method) (inferno.trainers.basic.Trainer method) to_iterable() (in module inferno.utils.python_utils) toggle_debug() (inferno.trainers.callbacks.base.Callback method) (inferno.trainers.callbacks.Callback method) toggle_info() (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method) toggle_progress() (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method)

toggle_warning() (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method) toh5() (in module inferno.utils.io_utils) TQDMConsole (class in inferno.trainers.callbacks.tqdm) TQDMPrinter (class in inferno.trainers.callbacks.tqdm) TQDMProgressBar (class in inferno.trainers.callbacks) (class in inferno.trainers.callbacks.tqdm) (class in inferno.trainers.callbacks.tqdmstub) train_for() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) train_loader (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) train_mode() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) Trainer (class in inferno.trainers) (class in inferno.trainers.basic) trainer (inferno.trainers.callbacks.base.Callback attribute) (inferno.trainers.callbacks.Callback attribute) trainer_is_bound (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute) transfer_module() (inferno.extensions.layers.device.OnDevice method) (inferno.extensions.layers.OnDevice method) Transform (class in inferno.io.transform.base) TRIGGERS (inferno.trainers.callbacks.base.CallbackEngine attribute) (inferno.trainers.callbacks.CallbackEngine attribute)

U

unbind_trainer() (inferno.trainers.callbacks.base.Callback method) (inferno.trainers.callbacks.Callback method) (inferno.trainers.callbacks.CallbackEngine method) (inferno.trainers.callbacks.base.CallbackEngine method) uncast() (inferno.io.transform.image.ElasticTransform method) unet_kwargs (inferno.extensions.layers.res_unet.ResBlockUNet attribute) (inferno.extensions.layers.ResBlockUNet attribute) UNetBase (class in inferno.extensions.layers) (class in inferno.extensions.layers.unet_base) UNIT_PRIORITY (inferno.utils.train_utils.Frequency attribute) units (inferno.utils.train_utils.Frequency attribute)

unwrap() (in module inferno.utils.torch_utils) update() (inferno.utils.train_utils.AverageMeter method) (inferno.utils.train_utils.MovingAverage method) update_state() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) update_state_from_dictionary() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) update_state_from_model_state_hooks() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) upsample_op_factory() (inferno.extensions.layers.unet_base.UNetBase method) (inferno.extensions.layers.UNetBase method)

V

VALID_LAYERS (inferno.extensions.initializers.base.Initializer attribute) VALID_UNIT_NAME_MAPPING (inferno.utils.train_utils.Frequency attribute) validate_as_shape() (inferno.extensions.layers.reshape.View method) (inferno.extensions.layers.View method) validate_data_slice() (inferno.io.volumetric.lazy_volume_loader.LazyVolumeLoader method) validate_every() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) validate_for() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) validate_loader (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) validate_now (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) validating_every (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) validation_criterion (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute) validation_criterion_is_defined (inferno.trainers.basic.Trainer attribute) (inferno.trainers.Trainer attribute)

validation_criterion_is_train_criterion() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) value (inferno.utils.train_utils.Frequency attribute) verify_batch() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) vi_tables() (in module inferno.extensions.metrics.voi) View (class in inferno.extensions.layers) (class in inferno.extensions.layers.reshape) voi() (in module inferno.extensions.metrics.voi) VoiScore (class in inferno.extensions.metrics.voi) volume_function() (inferno.io.transform.volume.AdditiveRandomNoise3D method) (inferno.io.transform.volume.CentralSlice method) (inferno.io.transform.volume.RandomFlip3D method) (inferno.io.transform.volume.RandomRot3D method) (inferno.io.transform.volume.VolumeAsymmetricCrop method) (inferno.io.transform.volume.VolumeCenterCrop method) VolumeAsymmetricCrop (class in inferno.io.transform.volume) VolumeCenterCrop (class in inferno.io.transform.volume) VolumeLoader (class in inferno.io.volumetric.volume)

W

warning() (inferno.trainers.callbacks.Console method) (inferno.trainers.callbacks.console.Console method) WeightedMSELoss (class in inferno.extensions.criteria.elementwise_measures) WeightInitFunction (class in inferno.extensions.initializers.base)

where() (in module inferno.utils.torch_utils) wrap_batch() (inferno.trainers.basic.Trainer method) (inferno.trainers.Trainer method) writer (inferno.trainers.callbacks.logging.tensorboard.TensorboardLogger attribute) (inferno.trainers.callbacks.logging.TensorboardLogger attribute)

X

xlogx() (in module inferno.extensions.metrics.voi)

Y

yaml2dict() (in module inferno.utils.io_utils)

Z

ZarrVolumeLoader (class in inferno.io.volumetric.lazy_volume_loader)

Zip (class in inferno.io.core.zip) ZipReject (class in inferno.io.core.zip)