Index _ | A | B | C | D | E | F | G | H | I | J | L | M | N | O | P | Q | R | S | T | U | V | W | Z _ __call__() (catalyst.data.collate_fn.FilteringCollateFn method) (catalyst.data.reader.ImageReader method) (catalyst.data.reader.LambdaReader method) (catalyst.data.reader.ReaderCompose method) (catalyst.data.reader.ReaderSpec method) (catalyst.data.reader.ScalarReader method) __getitem__() (catalyst.data.dataset.DatasetFromSampler method) (catalyst.data.dataset.ListDataset method) (catalyst.data.dataset.MergeDataset method) (catalyst.data.dataset.NumpyDataset method) __init__() (catalyst.contrib.nn.criterion.ce.MaskCrossEntropyLoss method) (catalyst.contrib.nn.criterion.ce.NaiveCrossEntropyLoss method) (catalyst.contrib.nn.criterion.ce.SymmetricCrossEntropyLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveDistanceLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveEmbeddingLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastivePairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.dice.BCEDiceLoss method) (catalyst.contrib.nn.criterion.dice.DiceLoss method) (catalyst.contrib.nn.criterion.focal.FocalLossBinary method) (catalyst.contrib.nn.criterion.huber.HuberLoss method) (catalyst.contrib.nn.criterion.iou.BCEIoULoss method) (catalyst.contrib.nn.criterion.iou.IoULoss method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossBinary method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossMultiClass method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossMultiLabel method) (catalyst.contrib.nn.criterion.margin.MarginLoss method) (catalyst.contrib.nn.criterion.triplet.TripletLoss method) (catalyst.contrib.nn.criterion.triplet.TripletPairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.wing.WingLoss method) (catalyst.contrib.nn.modules.common.Flatten method) (catalyst.contrib.nn.modules.common.Lambda method) (catalyst.contrib.nn.modules.common.Normalize method) (catalyst.contrib.nn.modules.lama.LamaPooling method) (catalyst.contrib.nn.modules.lama.TemporalAttentionPooling method) (catalyst.contrib.nn.modules.lama.TemporalConcatPooling method) (catalyst.contrib.nn.modules.lama.TemporalDropLastWrapper method) (catalyst.contrib.nn.modules.pooling.GlobalAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalAvgAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalAvgPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalConcatAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalConcatPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalMaxAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalMaxPool2d method) (catalyst.contrib.nn.optimizers.lamb.Lamb method) (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.contrib.nn.optimizers.qhadamw.QHAdamW method) (catalyst.contrib.nn.optimizers.radam.RAdam method) (catalyst.contrib.nn.optimizers.ralamb.Ralamb method) (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.contrib.utils.tools.tensorboard.EventsFileReader method) (catalyst.contrib.utils.tools.tensorboard.SummaryReader method) (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.criterion.CriterionCallback method) (catalyst.core.callbacks.early_stop.CheckRunCallback method) (catalyst.core.callbacks.early_stop.EarlyStoppingCallback method) (catalyst.core.callbacks.exception.ExceptionCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics._MetricCallback method) (catalyst.core.callbacks.metrics.MetricAggregationCallback method) (catalyst.core.callbacks.metrics.MetricCallback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.metrics.MultiMetricCallback method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.core.callbacks.validation.ValidationManagerCallback method) (catalyst.core.runner._Runner method) (catalyst.core.state.State method) (catalyst.data.augmentor.Augmentor method) (catalyst.data.augmentor.AugmentorCompose method) (catalyst.data.augmentor.AugmentorKeys method) (catalyst.data.collate_fn.FilteringCollateFn method) (catalyst.data.dataset.DatasetFromSampler method) (catalyst.data.dataset.ListDataset method) (catalyst.data.dataset.MergeDataset method) (catalyst.data.dataset.NumpyDataset method) (catalyst.data.dataset.PathsDataset method) (catalyst.data.reader.ImageReader method) (catalyst.data.reader.LambdaReader method) (catalyst.data.reader.ReaderCompose method) (catalyst.data.reader.ReaderSpec method) (catalyst.data.reader.ScalarReader method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.MiniEpochSampler method) (catalyst.dl.callbacks.confusion_matrix.ConfusionMatrixCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.metrics.accuracy.AccuracyCallback method) (catalyst.dl.callbacks.metrics.accuracy.MapKCallback method) (catalyst.dl.callbacks.metrics.auc.AUCCallback method) (catalyst.dl.callbacks.metrics.dice.DiceCallback method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.callbacks.metrics.f1_score.F1ScoreCallback method) (catalyst.dl.callbacks.metrics.iou.ClasswiseIouCallback method) (catalyst.dl.callbacks.metrics.iou.IouCallback method) (catalyst.dl.callbacks.metrics.ppv_tpr_f1.PrecisionRecallF1ScoreCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) (catalyst.dl.runner.supervised.SupervisedRunner method) (catalyst.dl.utils.wizard.Wizard method) (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) (catalyst.utils.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.utils.tools.registry.Registry method) (catalyst.utils.tools.registry.RegistryException method) (catalyst.utils.tools.time_manager.TimeManager method) __iter__() (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.MiniEpochSampler method) __len__() (catalyst.data.dataset.DatasetFromSampler method) (catalyst.data.dataset.ListDataset method) (catalyst.data.dataset.MergeDataset method) (catalyst.data.dataset.NumpyDataset method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.MiniEpochSampler method) _Experiment (class in catalyst.core.experiment) _MetricCallback (class in catalyst.core.callbacks.metrics) _Runner (class in catalyst.core.runner) _StageBasedExperiment (class in catalyst.core.experiment) _StageBasedRunner (class in catalyst.core.runner) A accuracy() (in module catalyst.utils.metrics.accuracy) AccuracyCallback (class in catalyst.dl.callbacks.metrics.accuracy) add() (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.meter.Meter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) (catalyst.utils.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.utils.tools.registry.Registry method) add_from_module() (catalyst.utils.tools.registry.Registry method) add_param_group() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.utils.tools.typing.Optimizer method) All (catalyst.core.callback.CallbackNode attribute) all() (catalyst.utils.tools.registry.Registry method) any2device() (in module catalyst.utils.torch) APMeter (class in catalyst.utils.meters.apmeter) args_are_not_none() (in module catalyst.contrib.utils.misc) assert_fp16_available() (in module catalyst.utils.distributed) AUCCallback (class in catalyst.dl.callbacks.metrics.auc) AUCMeter (class in catalyst.utils.meters.aucmeter) Augmentor (class in catalyst.data.augmentor) AugmentorCompose (class in catalyst.data.augmentor) AugmentorKeys (class in catalyst.data.augmentor) available_groups (catalyst.contrib.nn.modules.lama.LamaPooling attribute) average_accuracy() (in module catalyst.utils.metrics.accuracy) AverageValueMeter (class in catalyst.utils.meters.averagevaluemeter) B balance_classes() (in module catalyst.contrib.utils.pandas) BalanceClassSampler (class in catalyst.data.sampler) BaseScheduler (class in catalyst.contrib.nn.schedulers.base) batch_in() (catalyst.core.state.State property) batch_out() (catalyst.core.state.State property) BatchScheduler (class in catalyst.contrib.nn.schedulers.base) BCEDiceLoss (class in catalyst.contrib.nn.criterion.dice) BCEIoULoss (class in catalyst.contrib.nn.criterion.iou) boolean_flag() (in module catalyst.contrib.utils.argparse) build_parser() (in module catalyst.data.__main__) C calc_lr() (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.dl.callbacks.scheduler.LRFinder method) calc_momentum() (catalyst.core.callbacks.scheduler.LRUpdater method) calculate_confusion_matrix_from_arrays() (in module catalyst.contrib.utils.confusion_matrix) calculate_confusion_matrix_from_tensors() (in module catalyst.contrib.utils.confusion_matrix) calculate_tp_fp_fn() (in module catalyst.contrib.utils.confusion_matrix) Callback (class in catalyst.core.callback) Callback() (in module catalyst.core.registry) (in module catalyst.dl.registry) CallbackNode (class in catalyst.core.callback) CallbackOrder (class in catalyst.core.callback) CallbackScope (class in catalyst.core.callback) catalyst.contrib.dl.callbacks (module) catalyst.contrib.models.cv.segmentation.fpn (module) catalyst.contrib.models.cv.segmentation.linknet (module) catalyst.contrib.models.cv.segmentation.psp (module) catalyst.contrib.models.cv.segmentation.unet (module) catalyst.contrib.nn.criterion.ce (module) catalyst.contrib.nn.criterion.contrastive (module) catalyst.contrib.nn.criterion.dice (module) catalyst.contrib.nn.criterion.focal (module) catalyst.contrib.nn.criterion.gan (module) catalyst.contrib.nn.criterion.huber (module) catalyst.contrib.nn.criterion.iou (module) catalyst.contrib.nn.criterion.lovasz (module) catalyst.contrib.nn.criterion.margin (module) catalyst.contrib.nn.criterion.triplet (module) catalyst.contrib.nn.criterion.wing (module) catalyst.contrib.nn.modules.common (module) catalyst.contrib.nn.modules.lama (module) catalyst.contrib.nn.modules.pooling (module) catalyst.contrib.nn.optimizers.lamb (module) catalyst.contrib.nn.optimizers.lookahead (module) catalyst.contrib.nn.optimizers.qhadamw (module) catalyst.contrib.nn.optimizers.radam (module) catalyst.contrib.nn.optimizers.ralamb (module) catalyst.contrib.nn.schedulers.base (module) catalyst.contrib.nn.schedulers.onecycle (module) catalyst.contrib.registry (module) catalyst.contrib.utils.argparse (module) catalyst.contrib.utils.compression (module) catalyst.contrib.utils.confusion_matrix (module) catalyst.contrib.utils.dataset (module) catalyst.contrib.utils.misc (module) catalyst.contrib.utils.pandas (module) catalyst.contrib.utils.parallel (module) catalyst.contrib.utils.plotly (module) catalyst.contrib.utils.serialization (module) catalyst.contrib.utils.text (module) catalyst.contrib.utils.tools.tensorboard (module) catalyst.contrib.utils.visualization (module) catalyst.core (module) catalyst.core.callback (module) catalyst.core.callbacks.checkpoint (module) catalyst.core.callbacks.criterion (module) catalyst.core.callbacks.early_stop (module) catalyst.core.callbacks.exception (module) catalyst.core.callbacks.logging (module) catalyst.core.callbacks.metrics (module) catalyst.core.callbacks.optimizer (module) catalyst.core.callbacks.scheduler (module) catalyst.core.callbacks.timer (module) catalyst.core.callbacks.validation (module) catalyst.core.experiment (module) catalyst.core.registry (module) catalyst.core.runner (module) catalyst.core.state (module) catalyst.core.utils (module) catalyst.core.utils.callbacks (module) catalyst.data (module) catalyst.data.__main__ (module) catalyst.data.augmentor (module) catalyst.data.collate_fn (module) catalyst.data.dataset (module) catalyst.data.reader (module) catalyst.data.sampler (module) catalyst.dl.callbacks.confusion_matrix (module) catalyst.dl.callbacks.inference (module) catalyst.dl.callbacks.metrics.accuracy (module) catalyst.dl.callbacks.metrics.auc (module) catalyst.dl.callbacks.metrics.dice (module) catalyst.dl.callbacks.metrics.f1_score (module) catalyst.dl.callbacks.metrics.iou (module) catalyst.dl.callbacks.metrics.ppv_tpr_f1 (module) catalyst.dl.callbacks.mixup (module) catalyst.dl.callbacks.scheduler (module) catalyst.dl.experiment.config (module) catalyst.dl.experiment.core (module) catalyst.dl.experiment.supervised (module) catalyst.dl.registry (module) catalyst.dl.runner.core (module) catalyst.dl.runner.supervised (module) catalyst.dl.utils.torch (module) catalyst.dl.utils.trace (module) catalyst.dl.utils.wizard (module) catalyst.utils (module) catalyst.utils.checkpoint (module) catalyst.utils.config (module) catalyst.utils.distributed (module) catalyst.utils.hash (module) catalyst.utils.initialization (module) catalyst.utils.meters.apmeter (module) catalyst.utils.meters.aucmeter (module) catalyst.utils.meters.averagevaluemeter (module) catalyst.utils.meters.classerrormeter (module) catalyst.utils.meters.confusionmeter (module) catalyst.utils.meters.mapmeter (module) catalyst.utils.meters.meter (module) catalyst.utils.meters.movingaveragevaluemeter (module) catalyst.utils.meters.msemeter (module) catalyst.utils.meters.ppv_tpr_f1_meter (module) catalyst.utils.metrics.accuracy (module) catalyst.utils.metrics.dice (module) catalyst.utils.metrics.f1_score (module) catalyst.utils.metrics.focal (module) catalyst.utils.metrics.iou (module) catalyst.utils.misc (module) catalyst.utils.numpy (module) catalyst.utils.parser (module) catalyst.utils.scripts (module) catalyst.utils.seed (module) catalyst.utils.sys (module) catalyst.utils.tools.frozen_class (module) catalyst.utils.tools.registry (module) catalyst.utils.tools.time_manager (module) catalyst.utils.tools.typing (module) catalyst.utils.torch (module) CheckpointCallback (class in catalyst.core.callbacks.checkpoint) CheckRunCallback (class in catalyst.core.callbacks.early_stop) ClassErrorMeter (class in catalyst.utils.meters.classerrormeter) ClasswiseIouCallback (class in catalyst.dl.callbacks.metrics.iou) ClasswiseJaccardCallback (in module catalyst.dl.callbacks.metrics.iou) ConfigExperiment (class in catalyst.dl.experiment.config) ConfusionMatrixCallback (class in catalyst.dl.callbacks.confusion_matrix) ConfusionMeter (class in catalyst.utils.meters.confusionmeter) ConsoleLogger (class in catalyst.core.callbacks.logging) ContrastiveDistanceLoss (class in catalyst.contrib.nn.criterion.contrastive) ContrastiveEmbeddingLoss (class in catalyst.contrib.nn.criterion.contrastive) ContrastivePairwiseEmbeddingLoss (class in catalyst.contrib.nn.criterion.contrastive) copy_directory() (in module catalyst.utils.misc) create_dataframe() (in module catalyst.contrib.utils.dataset) create_dataset() (in module catalyst.contrib.utils.dataset) Criterion (in module catalyst.utils.tools.typing) Criterion() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) CriterionCallback (class in catalyst.core.callbacks.criterion) D dataframe_to_list() (in module catalyst.contrib.utils.pandas) Dataset (class in catalyst.utils.tools.typing) DatasetFromSampler (class in catalyst.data.dataset) deserialize() (in module catalyst.contrib.utils.serialization) device() (catalyst.core.runner._Runner property) dice() (in module catalyst.utils.metrics.dice) DiceCallback (class in catalyst.dl.callbacks.metrics.dice) DiceLoss (class in catalyst.contrib.nn.criterion.dice) distributed_cmd_run() (in module catalyst.utils.scripts) distributed_params() (catalyst.core.experiment._Experiment property) (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.core.Experiment property) DistributedSamplerWrapper (class in catalyst.data.sampler) dump_base_experiment_code() (in module catalyst.utils.scripts) dump_code() (in module catalyst.utils.scripts) dump_environment() (in module catalyst.utils.sys) dump_python_files() (in module catalyst.utils.scripts) E EarlyStoppingCallback (class in catalyst.core.callbacks.early_stop) EventReadingException EventsFileReader (class in catalyst.contrib.utils.tools.tensorboard) ExceptionCallback (class in catalyst.core.callbacks.exception) Experiment (catalyst.core.callback.CallbackScope attribute) (class in catalyst.dl.experiment.core) Experiment() (in module catalyst.contrib.registry) (in module catalyst.dl.registry) External (catalyst.core.callback.CallbackOrder attribute) F f1_score() (in module catalyst.utils.metrics.f1_score) f1score() (in module catalyst.utils.meters.ppv_tpr_f1_meter) F1ScoreCallback (class in catalyst.dl.callbacks.metrics.f1_score) filter_callbacks_by_node() (in module catalyst.core.utils.callbacks) FilteringCollateFn (class in catalyst.data.collate_fn) Flatten (class in catalyst.contrib.nn.modules.common) fn_ends_with_pass() (in module catalyst.utils.misc) FocalLossBinary (class in catalyst.contrib.nn.criterion.focal) FocalLossMultiClass (class in catalyst.contrib.nn.criterion.focal) folds_to_list() (in module catalyst.contrib.utils.pandas) format_metric() (in module catalyst.utils.misc) forward() (catalyst.contrib.nn.criterion.ce.MaskCrossEntropyLoss method) (catalyst.contrib.nn.criterion.ce.NaiveCrossEntropyLoss method) (catalyst.contrib.nn.criterion.ce.SymmetricCrossEntropyLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveDistanceLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveEmbeddingLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastivePairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.dice.BCEDiceLoss method) (catalyst.contrib.nn.criterion.dice.DiceLoss method) (catalyst.contrib.nn.criterion.focal.FocalLossBinary method) (catalyst.contrib.nn.criterion.focal.FocalLossMultiClass method) (catalyst.contrib.nn.criterion.gan.GradientPenaltyLoss method) (catalyst.contrib.nn.criterion.gan.MeanOutputLoss method) (catalyst.contrib.nn.criterion.huber.HuberLoss method) (catalyst.contrib.nn.criterion.iou.BCEIoULoss method) (catalyst.contrib.nn.criterion.iou.IoULoss method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossBinary method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossMultiClass method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossMultiLabel method) (catalyst.contrib.nn.criterion.margin.MarginLoss method) (catalyst.contrib.nn.criterion.triplet.TripletLoss method) (catalyst.contrib.nn.criterion.triplet.TripletPairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.wing.WingLoss method) (catalyst.contrib.nn.modules.common.Flatten method) (catalyst.contrib.nn.modules.common.Lambda method) (catalyst.contrib.nn.modules.common.Normalize method) (catalyst.contrib.nn.modules.lama.LamaPooling method) (catalyst.contrib.nn.modules.lama.TemporalAttentionPooling method) (catalyst.contrib.nn.modules.lama.TemporalAvgPooling method) (catalyst.contrib.nn.modules.lama.TemporalConcatPooling method) (catalyst.contrib.nn.modules.lama.TemporalDropLastWrapper method) (catalyst.contrib.nn.modules.lama.TemporalLastPooling method) (catalyst.contrib.nn.modules.lama.TemporalMaxPooling method) (catalyst.contrib.nn.modules.pooling.GlobalAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalAvgAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalAvgPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalConcatAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalConcatPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalMaxAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalMaxPool2d method) (catalyst.dl.runner.supervised.SupervisedRunner method) FPNUnet (class in catalyst.contrib.models.cv.segmentation.fpn) FrozenClass (class in catalyst.utils.tools.frozen_class) G get() (catalyst.utils.tools.registry.Registry method) get_activation_fn() (in module catalyst.utils.torch) get_attr() (catalyst.core.state.State method) get_available_gpus() (in module catalyst.utils.torch) get_callbacks() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) (catalyst.dl.experiment.supervised.SupervisedExperiment method) get_checkpoint_suffix() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) get_criterion() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) get_dataset_labeling() (in module catalyst.contrib.utils.pandas) get_datasets() (catalyst.core.experiment._Experiment method) get_device() (in module catalyst.utils.torch) get_distributed_env() (in module catalyst.utils.distributed) get_distributed_mean() (in module catalyst.utils.distributed) get_distributed_params() (in module catalyst.utils.distributed) get_environment_vars() (in module catalyst.utils.sys) get_experiment_components() (catalyst.core.experiment._Experiment method) get_fn_argsnames() (in module catalyst.utils.misc) get_fn_default_params() (in module catalyst.utils.misc) get_from_params() (catalyst.contrib.nn.optimizers.lookahead.Lookahead class method) (catalyst.utils.tools.registry.Registry method) get_hash() (in module catalyst.utils.hash) get_if_str() (catalyst.utils.tools.registry.Registry method) get_instance() (catalyst.utils.tools.registry.Registry method) get_loader() (in module catalyst.dl.utils.torch) get_loaders() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) get_lr() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) get_model() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) get_momentum() (catalyst.contrib.nn.schedulers.base.BaseScheduler method) (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) get_native_batch() (catalyst.core.experiment._StageBasedExperiment method) get_network_output() (in module catalyst.utils.torch) get_nn_from_ddp_module() (in module catalyst.utils.distributed) get_one_hot() (in module catalyst.utils.numpy) get_optimal_inner_init() (in module catalyst.utils.initialization) get_optimizable_params() (in module catalyst.utils.torch) get_optimizer() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) get_optimizer_momentum() (in module catalyst.utils.torch) get_pool() (in module catalyst.contrib.utils.parallel) get_rank() (in module catalyst.utils.distributed) get_scheduler() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) get_short_hash() (in module catalyst.utils.hash) get_slurm_params() (in module catalyst.utils.distributed) get_state_params() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.core.Experiment method) get_trace_name() (in module catalyst.dl.utils.trace) get_transforms() (catalyst.core.experiment._Experiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_utcnow_time() (in module catalyst.utils.misc) GlobalAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalAvgAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalAvgPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalConcatAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalConcatPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalMaxAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalMaxPool2d (class in catalyst.contrib.nn.modules.pooling) grad_step() (catalyst.core.callbacks.optimizer.OptimizerCallback static method) GradientPenaltyLoss (class in catalyst.contrib.nn.criterion.gan) H HuberLoss (class in catalyst.contrib.nn.criterion.huber) I ImageReader (class in catalyst.data.reader) import_experiment_and_runner() (in module catalyst.utils.scripts) import_module() (in module catalyst.utils.scripts) infer() (catalyst.dl.runner.core.Runner method) InferCallback (class in catalyst.dl.callbacks.inference) InferMaskCallback (class in catalyst.dl.callbacks.inference) initial_seed() (catalyst.core.experiment._Experiment property) (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.core.Experiment property) initialize_apex() (in module catalyst.utils.distributed) Internal (catalyst.core.callback.CallbackOrder attribute) iou() (in module catalyst.utils.metrics.iou) IouCallback (class in catalyst.dl.callbacks.metrics.iou) IoULoss (class in catalyst.contrib.nn.criterion.iou) is_apex_available() (in module catalyst.utils.distributed) is_exception() (in module catalyst.utils.misc) is_slurm_available() (in module catalyst.utils.distributed) is_torch_distributed_initialized() (in module catalyst.utils.distributed) is_wrapped_with_ddp() (in module catalyst.utils.distributed) IterationCheckpointCallback (class in catalyst.core.callbacks.checkpoint) J jaccard() (in module catalyst.utils.metrics.iou) JaccardCallback (in module catalyst.dl.callbacks.metrics.iou) L LamaPooling (class in catalyst.contrib.nn.modules.lama) Lamb (class in catalyst.contrib.nn.optimizers.lamb) Lambda (class in catalyst.contrib.nn.modules.common) LambdaReader (class in catalyst.data.reader) late_add() (catalyst.utils.tools.registry.Registry method) len() (catalyst.utils.tools.registry.Registry method) Linknet (class in catalyst.contrib.models.cv.segmentation.linknet) list_conda_packages() (in module catalyst.utils.sys) list_pip_packages() (in module catalyst.utils.sys) ListDataset (class in catalyst.data.dataset) load_checkpoint() (in module catalyst.utils.checkpoint) load_config() (in module catalyst.utils.config) load_state_dict() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.utils.tools.typing.Optimizer method) load_traced_model() (in module catalyst.dl.utils.trace) log_lamb_rs() (in module catalyst.contrib.nn.optimizers.lamb) logdir() (catalyst.core.experiment._Experiment property) (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.core.Experiment property) Logging (catalyst.core.callback.CallbackOrder attribute) Lookahead (class in catalyst.contrib.nn.optimizers.lookahead) LovaszLossBinary (class in catalyst.contrib.nn.criterion.lovasz) LovaszLossMultiClass (class in catalyst.contrib.nn.criterion.lovasz) LovaszLossMultiLabel (class in catalyst.contrib.nn.criterion.lovasz) LRFinder (class in catalyst.dl.callbacks.scheduler) LRUpdater (class in catalyst.core.callbacks.scheduler) M main() (in module catalyst.data.__main__) make_tuple() (in module catalyst.contrib.utils.misc) map_dataframe() (in module catalyst.contrib.utils.pandas) MapKCallback (class in catalyst.dl.callbacks.metrics.accuracy) mAPMeter (class in catalyst.utils.meters.mapmeter) MarginLoss (class in catalyst.contrib.nn.criterion.margin) MaskCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) Master (catalyst.core.callback.CallbackNode attribute) maybe_recursive_call() (in module catalyst.utils.misc) mean_average_accuracy() (in module catalyst.utils.metrics.accuracy) MeanOutputLoss (class in catalyst.contrib.nn.criterion.gan) merge_multiple_fold_csv() (in module catalyst.contrib.utils.pandas) MergeDataset (class in catalyst.data.dataset) Meter (class in catalyst.utils.meters.meter) Metric (catalyst.core.callback.CallbackOrder attribute) metric_fn() (catalyst.core.callbacks.criterion.CriterionCallback property) (catalyst.core.callbacks.metrics._MetricCallback property) (catalyst.core.callbacks.metrics.MetricCallback property) MetricAggregation (catalyst.core.callback.CallbackOrder attribute) MetricAggregationCallback (class in catalyst.core.callbacks.metrics) MetricCallback (class in catalyst.core.callbacks.metrics) MetricManagerCallback (class in catalyst.core.callbacks.metrics) MiniEpochSampler (class in catalyst.data.sampler) MixupCallback (class in catalyst.dl.callbacks.mixup) Model (in module catalyst.utils.tools.typing) model() (catalyst.core.runner._Runner property) Model() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) Module() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) MovingAverageValueMeter (class in catalyst.utils.meters.movingaveragevaluemeter) MSEMeter (class in catalyst.utils.meters.msemeter) MulticlassDiceMetricCallback (class in catalyst.dl.callbacks.metrics.dice) MultiMetricCallback (class in catalyst.core.callbacks.metrics) N NaiveCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) name2activation (catalyst.contrib.nn.modules.lama.TemporalAttentionPooling attribute) need_backward_pass() (catalyst.core.state.State property) Normalize (class in catalyst.contrib.nn.modules.common) NumpyDataset (class in catalyst.data.dataset) O on_batch_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.early_stop.CheckRunCallback method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics._MetricCallback method) (catalyst.core.callbacks.metrics.MetricAggregationCallback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.metrics.MultiMetricCallback method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.dl.callbacks.confusion_matrix.ConfusionMatrixCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) on_batch_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) on_epoch_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.early_stop.CheckRunCallback method) (catalyst.core.callbacks.early_stop.EarlyStoppingCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.validation.ValidationManagerCallback method) on_epoch_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.validation.ValidationManagerCallback method) on_exception() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.exception.ExceptionCallback method) (catalyst.core.callbacks.logging.VerboseLogger method) on_loader_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.dl.callbacks.confusion_matrix.ConfusionMatrixCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) on_loader_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.dl.callbacks.confusion_matrix.ConfusionMatrixCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) on_stage_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) on_stage_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.criterion.CriterionCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) OneCycleLRWithWarmup (class in catalyst.contrib.nn.schedulers.onecycle) Optimizer (catalyst.core.callback.CallbackOrder attribute) (class in catalyst.utils.tools.typing) Optimizer() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) OptimizerCallback (class in catalyst.core.callbacks.optimizer) out_features() (catalyst.contrib.nn.modules.pooling.GlobalAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalAvgAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalAvgPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalConcatAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalConcatPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalMaxAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalMaxPool2d static method) outer_init() (in module catalyst.utils.initialization) P pack() (in module catalyst.contrib.utils.compression) pack_checkpoint() (in module catalyst.utils.checkpoint) pack_if_needed() (in module catalyst.contrib.utils.compression) pairwise() (in module catalyst.contrib.utils.misc) parallel_imap() (in module catalyst.contrib.utils.parallel) parse_args_uargs() (in module catalyst.utils.parser) parse_config_args() (in module catalyst.utils.parser) PathsDataset (class in catalyst.data.dataset) plot_confusion_matrix() (in module catalyst.contrib.utils.visualization) plot_metrics() (in module catalyst.contrib.utils.plotly) plot_tensorboard_log() (in module catalyst.contrib.utils.plotly) precision() (in module catalyst.utils.meters.ppv_tpr_f1_meter) PrecisionRecallF1ScoreCallback (class in catalyst.dl.callbacks.metrics.ppv_tpr_f1) PrecisionRecallF1ScoreMeter (class in catalyst.utils.meters.ppv_tpr_f1_meter) predict_batch() (catalyst.dl.runner.core.Runner method) (catalyst.dl.runner.supervised.SupervisedRunner method) predict_loader() (catalyst.dl.runner.core.Runner method) prepare_cudnn() (in module catalyst.utils.torch) process_bert_output() (in module catalyst.contrib.utils.text) process_checkpoint() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) process_components() (in module catalyst.utils.distributed) process_loaders() (catalyst.dl.experiment.core.Experiment static method) process_metrics() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) process_model_params() (in module catalyst.utils.torch) PSPnet (class in catalyst.contrib.models.cv.segmentation.psp) Q QHAdamW (class in catalyst.contrib.nn.optimizers.qhadamw) R RAdam (class in catalyst.contrib.nn.optimizers.radam) Ralamb (class in catalyst.contrib.nn.optimizers.ralamb) read_csv_data() (in module catalyst.contrib.utils.pandas) read_multiple_dataframes() (in module catalyst.contrib.utils.pandas) ReaderCompose (class in catalyst.data.reader) ReaderSpec (class in catalyst.data.reader) recalculate() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) recall() (in module catalyst.utils.meters.ppv_tpr_f1_meter) reduced_focal_loss() (in module catalyst.utils.metrics.focal) Registry (class in catalyst.utils.tools.registry) RegistryException render_figure_to_tensor() (in module catalyst.contrib.utils.visualization) reset() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.meter.Meter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) (catalyst.utils.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.utils.tools.time_manager.TimeManager method) ResnetFPNUnet (class in catalyst.contrib.models.cv.segmentation.fpn) ResnetLinknet (class in catalyst.contrib.models.cv.segmentation.linknet) ResnetPSPnet (class in catalyst.contrib.models.cv.segmentation.psp) ResnetUnet (class in catalyst.contrib.models.cv.segmentation.unet) run() (catalyst.dl.utils.wizard.Wizard method) run_experiment() (catalyst.core.runner._Runner method) run_wizard() (in module catalyst.dl.utils.wizard) Runner (class in catalyst.dl.runner.core) S Sampler() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) save_checkpoint() (in module catalyst.utils.checkpoint) save_config() (in module catalyst.utils.config) ScalarReader (class in catalyst.data.reader) Scheduler (catalyst.core.callback.CallbackOrder attribute) (in module catalyst.utils.tools.typing) Scheduler() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) SchedulerCallback (class in catalyst.core.callbacks.scheduler) separate_tags() (in module catalyst.contrib.utils.pandas) serialize() (in module catalyst.contrib.utils.serialization) set_global_seed() (in module catalyst.utils.seed) set_optimizer_momentum() (in module catalyst.utils.torch) set_requires_grad() (in module catalyst.utils.torch) shuffle() (catalyst.data.sampler.MiniEpochSampler method) sigmoid_focal_loss() (in module catalyst.utils.metrics.focal) sort_callbacks_by_order() (in module catalyst.core.utils.callbacks) split_dataframe() (in module catalyst.contrib.utils.pandas) split_dataframe_on_column_folds() (in module catalyst.contrib.utils.pandas) split_dataframe_on_folds() (in module catalyst.contrib.utils.pandas) split_dataframe_on_stratified_folds() (in module catalyst.contrib.utils.pandas) split_dataframe_train_test() (in module catalyst.contrib.utils.pandas) split_dataset_train_test() (in module catalyst.contrib.utils.dataset) Stage (catalyst.core.callback.CallbackScope attribute) STAGE_KEYWORDS (catalyst.dl.experiment.config.ConfigExperiment attribute) stages() (catalyst.core.experiment._Experiment property) (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.core.Experiment property) start() (catalyst.utils.tools.time_manager.TimeManager method) State (class in catalyst.core.state) state_dict() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.utils.tools.typing.Optimizer method) step() (catalyst.contrib.nn.optimizers.lamb.Lamb method) (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.contrib.nn.optimizers.qhadamw.QHAdamW method) (catalyst.contrib.nn.optimizers.radam.RAdam method) (catalyst.contrib.nn.optimizers.ralamb.Ralamb method) (catalyst.contrib.nn.schedulers.base.BaseScheduler method) (catalyst.contrib.utils.tools.tensorboard.SummaryItem property) (catalyst.utils.tools.typing.Optimizer method) step_batch() (catalyst.core.callbacks.scheduler.SchedulerCallback method) step_epoch() (catalyst.core.callbacks.scheduler.SchedulerCallback method) stop() (catalyst.utils.tools.time_manager.TimeManager method) SummaryItem (class in catalyst.contrib.utils.tools.tensorboard) SummaryReader (class in catalyst.contrib.utils.tools.tensorboard) SupervisedExperiment (class in catalyst.dl.experiment.supervised) SupervisedRunner (class in catalyst.dl.runner.supervised) SymmetricCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) T tag() (catalyst.contrib.utils.tools.tensorboard.SummaryItem property) TemporalAttentionPooling (class in catalyst.contrib.nn.modules.lama) TemporalAvgPooling (class in catalyst.contrib.nn.modules.lama) TemporalConcatPooling (class in catalyst.contrib.nn.modules.lama) TemporalDropLastWrapper (class in catalyst.contrib.nn.modules.lama) TemporalLastPooling (class in catalyst.contrib.nn.modules.lama) TemporalMaxPooling (class in catalyst.contrib.nn.modules.lama) TensorboardLogger (class in catalyst.core.callbacks.logging) TimeManager (class in catalyst.utils.tools.time_manager) TimerCallback (class in catalyst.core.callbacks.timer) tokenize_text() (in module catalyst.contrib.utils.text) tqdm_parallel_imap() (in module catalyst.contrib.utils.parallel) trace() (catalyst.dl.runner.core.Runner method) trace_model() (in module catalyst.dl.utils.trace) train() (catalyst.dl.runner.core.Runner method) Transform() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) TripletLoss (class in catalyst.contrib.nn.criterion.triplet) TripletPairwiseEmbeddingLoss (class in catalyst.contrib.nn.criterion.triplet) truncate_checkpoints() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) type() (catalyst.contrib.utils.tools.tensorboard.SummaryItem property) U Unet (class in catalyst.contrib.models.cv.segmentation.unet) unpack() (in module catalyst.contrib.utils.compression) unpack_checkpoint() (in module catalyst.utils.checkpoint) unpack_if_needed() (in module catalyst.contrib.utils.compression) update() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) update_lookahead() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) update_optimizer() (catalyst.core.callbacks.scheduler.LRUpdater method) V Validation (catalyst.core.callback.CallbackOrder attribute) ValidationManagerCallback (class in catalyst.core.callbacks.validation) value() (catalyst.contrib.utils.tools.tensorboard.SummaryItem property) (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.meter.Meter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) (catalyst.utils.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) VerboseLogger (class in catalyst.core.callbacks.logging) W wall_time() (catalyst.contrib.utils.tools.tensorboard.SummaryItem property) WingLoss (class in catalyst.contrib.nn.criterion.wing) Wizard (class in catalyst.dl.utils.wizard) Worker (catalyst.core.callback.CallbackNode attribute) Z zero_grad() (catalyst.utils.tools.typing.Optimizer method)