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.contrib.data.reader.IReader method) (catalyst.contrib.data.reader.LambdaReader method) (catalyst.contrib.data.reader.ReaderCompose method) (catalyst.contrib.data.reader.ScalarReader method) (catalyst.data.collate_fn.FilteringCollateFn method) __getitem__() (catalyst.data.dataset.metric_learning.QueryGalleryDataset method) (catalyst.data.dataset.torch.DatasetFromSampler method) (catalyst.data.dataset.torch.ListDataset method) (catalyst.data.dataset.torch.MergeDataset method) (catalyst.data.dataset.torch.NumpyDataset method) __init__() (catalyst.callbacks.batch_overfit.BatchOverfitCallback method) (catalyst.callbacks.checkpoint.BaseCheckpointCallback method) (catalyst.callbacks.checkpoint.CheckpointCallback method) (catalyst.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.callbacks.control_flow.ControlFlowCallback method) (catalyst.callbacks.criterion.CriterionCallback method) (catalyst.callbacks.early_stop.CheckRunCallback method) (catalyst.callbacks.early_stop.EarlyStoppingCallback method) (catalyst.callbacks.exception.ExceptionCallback method) (catalyst.callbacks.logging.ConsoleLogger method) (catalyst.callbacks.logging.CSVLogger method) (catalyst.callbacks.logging.TensorboardLogger method) (catalyst.callbacks.logging.VerboseLogger method) (catalyst.callbacks.metric.BatchMetricCallback method) (catalyst.callbacks.metric.ILoaderMetricCallback method) (catalyst.callbacks.metric.IMetricCallback method) (catalyst.callbacks.metric.LoaderMetricCallback method) (catalyst.callbacks.metric.MetricAggregationCallback method) (catalyst.callbacks.metric.MetricManagerCallback method) (catalyst.callbacks.metrics.accuracy.AccuracyCallback method) (catalyst.callbacks.metrics.accuracy.MultiLabelAccuracyCallback method) (catalyst.callbacks.metrics.auc.AUCCallback method) (catalyst.callbacks.metrics.cmc_score.CMCScoreCallback method) (catalyst.callbacks.metrics.dice.DiceCallback method) (catalyst.callbacks.metrics.dice.MultiClassDiceMetricCallback method) (catalyst.callbacks.metrics.f1_score.F1ScoreCallback method) (catalyst.callbacks.metrics.iou.IouCallback method) (catalyst.callbacks.metrics.mrr.MRRCallback method) (catalyst.callbacks.metrics.perplexity.PerplexityCallback method) (catalyst.callbacks.metrics.ppv_tpr_f1.PrecisionRecallF1ScoreCallback method) (catalyst.callbacks.metrics.precision.AveragePrecisionCallback method) (catalyst.callbacks.metrics.precision.PrecisionCallback method) (catalyst.callbacks.metrics.recall.RecallCallback method) (catalyst.callbacks.optimizer.OptimizerCallback method) (catalyst.callbacks.periodic_loader.PeriodicLoaderCallback method) (catalyst.callbacks.pruning.PruningCallback method) (catalyst.callbacks.quantization.DynamicQuantizationCallback method) (catalyst.callbacks.scheduler.ILRUpdater method) (catalyst.callbacks.scheduler.LRFinder method) (catalyst.callbacks.scheduler.SchedulerCallback method) (catalyst.callbacks.timer.TimerCallback method) (catalyst.callbacks.tracing.TracingCallback method) (catalyst.callbacks.validation.ValidationManagerCallback method) (catalyst.contrib.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.callbacks.confusion_matrix_logger.ConfusionMatrixCallback method) (catalyst.contrib.callbacks.cutmix_callback.CutmixCallback method) (catalyst.contrib.callbacks.draw_masks_callback.DrawMasksCallback method) (catalyst.contrib.callbacks.gradnorm_logger.GradNormLogger method) (catalyst.contrib.callbacks.inference_callback.InferCallback method) (catalyst.contrib.callbacks.kornia_transform.BatchTransformCallback method) (catalyst.contrib.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.callbacks.mixup_callback.MixupCallback method) (catalyst.contrib.callbacks.neptune_logger.NeptuneLogger method) (catalyst.contrib.callbacks.optuna_callback.OptunaPruningCallback method) (catalyst.contrib.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.callbacks.wandb_logger.WandbLogger method) (catalyst.contrib.data.augmentor.Augmentor method) (catalyst.contrib.data.augmentor.AugmentorCompose method) (catalyst.contrib.data.augmentor.AugmentorKeys method) (catalyst.contrib.data.cv.dataset.ImageFolderDataset method) (catalyst.contrib.data.cv.mixins.blur.BlurMixin method) (catalyst.contrib.data.cv.mixins.flare.FlareMixin method) (catalyst.contrib.data.cv.mixins.rotate.RotateMixin method) (catalyst.contrib.data.cv.reader.ImageReader method) (catalyst.contrib.data.cv.reader.MaskReader method) (catalyst.contrib.data.cv.transforms.albumentations.ImageToTensor method) (catalyst.contrib.data.cv.transforms.albumentations.TensorToImage method) (catalyst.contrib.data.cv.transforms.kornia.OneOfPerBatch method) (catalyst.contrib.data.cv.transforms.kornia.OneOfPerSample method) (catalyst.contrib.data.cv.transforms.torch.Compose method) (catalyst.contrib.data.cv.transforms.torch.Normalize method) (catalyst.contrib.data.reader.IReader method) (catalyst.contrib.data.reader.LambdaReader method) (catalyst.contrib.data.reader.ReaderCompose method) (catalyst.contrib.data.reader.ScalarReader method) (catalyst.contrib.datasets.mnist.MNIST method) (catalyst.contrib.datasets.mnist.MnistMLDataset method) (catalyst.contrib.datasets.mnist.MnistQGDataset method) (catalyst.contrib.datasets.movielens.MovieLens method) (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.circle.CircleLoss 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.TripletLossV2 method) (catalyst.contrib.nn.criterion.triplet.TripletMarginLossWithSampler 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.GaussianNoise 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.modules.rms_norm.RMSNorm method) (catalyst.contrib.nn.modules.se.cSE method) (catalyst.contrib.nn.modules.se.scSE method) (catalyst.contrib.nn.modules.se.sSE method) (catalyst.contrib.nn.optimizers.adamp.AdamP 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.optimizers.sgdp.SGDP method) (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.contrib.tools.tensorboard.EventsFileReader method) (catalyst.contrib.tools.tensorboard.SummaryReader method) (catalyst.contrib.utils.wizard.Wizard method) (catalyst.core.callback.Callback method), [1] (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] (catalyst.core.runner.RunnerException method), [1] (catalyst.data.AllTripletsSampler method) (catalyst.data.collate_fn.FilteringCollateFn method) (catalyst.data.dataset.torch.DatasetFromSampler method) (catalyst.data.dataset.torch.ListDataset method) (catalyst.data.dataset.torch.MergeDataset method) (catalyst.data.dataset.torch.NumpyDataset method) (catalyst.data.dataset.torch.PathsDataset method) (catalyst.data.HardTripletsSampler method) (catalyst.data.loader.BatchLimitLoaderWrapper method) (catalyst.data.loader.BatchPrefetchLoaderWrapper method) (catalyst.data.sampler.BalanceBatchSampler method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.DynamicBalanceClassSampler method) (catalyst.data.sampler.MiniEpochSampler method) (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) (catalyst.registry.registry.Registry method) (catalyst.registry.registry.RegistryException method) (catalyst.runners.MultiSupervisedRunner method) (catalyst.runners.Runner method) (catalyst.runners.runner.Runner method) (catalyst.runners.supervised.SupervisedRunner method) (catalyst.runners.SupervisedRunner method) (catalyst.settings.ConfigFileFinder method) (catalyst.settings.MergedConfigParser method) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.tools.time_manager.TimeManager method) __iter__() (catalyst.data.loader.BatchLimitLoaderWrapper method) (catalyst.data.loader.BatchPrefetchLoaderWrapper method) (catalyst.data.sampler.BalanceBatchSampler method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.DynamicBalanceClassSampler method) (catalyst.data.sampler.DynamicLenBatchSampler method) (catalyst.data.sampler.MiniEpochSampler method) __len__() (catalyst.data.dataset.torch.DatasetFromSampler method) (catalyst.data.dataset.torch.ListDataset method) (catalyst.data.dataset.torch.MergeDataset method) (catalyst.data.dataset.torch.NumpyDataset method) (catalyst.data.sampler.BalanceBatchSampler method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DynamicBalanceClassSampler method) (catalyst.data.sampler.MiniEpochSampler method) __next__() (catalyst.data.loader.BatchLimitLoaderWrapper method) A accuracy() (in module catalyst.metrics.accuracy) AccuracyCallback (class in catalyst.callbacks.metrics.accuracy) AdaCos (class in catalyst.contrib.nn.modules.cosface) AdamP (class in catalyst.contrib.nn.optimizers.adamp) add() (catalyst.registry.registry.Registry method) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.meter.Meter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) add_from_module() (catalyst.registry.registry.Registry method) add_param_group() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.typing.Optimizer method) AlchemyLogger (class in catalyst.contrib.callbacks.alchemy_logger) All (catalyst.core.callback.CallbackNode attribute), [1] all (catalyst.core.callback.CallbackNode attribute), [1] all() (catalyst.registry.registry.Registry method) AllTripletsSampler (class in catalyst.data) any2device() (in module catalyst.utils.torch) apply() (catalyst.contrib.data.cv.transforms.albumentations.ImageToTensor method) (catalyst.contrib.data.cv.transforms.albumentations.TensorToImage method) apply_to_mask() (catalyst.contrib.data.cv.transforms.albumentations.ImageToTensor method) ArcFace (class in catalyst.contrib.nn.modules.arcface) ArcMarginProduct (class in catalyst.contrib.nn.modules.arcmargin) args_are_not_none() (in module catalyst.utils.misc) assert_fp16_available() (in module catalyst.utils.distributed) auc() (in module catalyst.metrics.auc) AUCCallback (class in catalyst.callbacks.metrics.auc) Augmentor (class in catalyst.contrib.data.augmentor) AugmentorCompose (class in catalyst.contrib.data.augmentor) AugmentorKeys (class in catalyst.contrib.data.augmentor) AutoCallbackExperiment (class in catalyst.experiments) (class in catalyst.experiments.auto) available_groups (catalyst.contrib.nn.modules.lama.LamaPooling attribute) average_weights() (in module catalyst.utils.swa) AveragePrecisionCallback (class in catalyst.callbacks.metrics.precision) AverageValueMeter (class in catalyst.tools.meters.averagevaluemeter) avg_precision() (in module catalyst.metrics.avg_precision) B balance_classes() (in module catalyst.contrib.utils.pandas) BalanceBatchSampler (class in catalyst.data.sampler) BalanceClassSampler (class in catalyst.data.sampler) BaseCheckpointCallback (class in catalyst.callbacks.checkpoint) BaseScheduler (class in catalyst.contrib.nn.schedulers.base) batch_in() (catalyst.core.legacy.IRunnerLegacy property) batch_out() (catalyst.core.legacy.IRunnerLegacy property) batch_size() (catalyst.data.sampler.BalanceBatchSampler property) batches_in_epoch() (catalyst.data.sampler.BalanceBatchSampler property) BatchLimitLoaderWrapper (class in catalyst.data.loader) BatchMetricCallback (class in catalyst.callbacks.metric) BatchOverfitCallback (class in catalyst.callbacks.batch_overfit) BatchPrefetchLoaderWrapper (class in catalyst.data.loader) BatchScheduler (class in catalyst.contrib.nn.schedulers.base) BatchTransformCallback (class in catalyst.contrib.callbacks.kornia_transform) BCEDiceLoss (class in catalyst.contrib.nn.criterion.dice) BCEIoULoss (class in catalyst.contrib.nn.criterion.iou) BlurMixin (class in catalyst.contrib.data.cv.mixins.blur) boolean_flag() (in module catalyst.utils.misc) C calc_lr() (catalyst.callbacks.scheduler.ILRUpdater method) (catalyst.callbacks.scheduler.LRFinder method) calc_momentum() (catalyst.callbacks.scheduler.ILRUpdater method) (catalyst.callbacks.scheduler.LRFinder method) calculate_confusion_matrix_from_arrays() (in module catalyst.contrib.utils.torch_extra) calculate_confusion_matrix_from_tensors() (in module catalyst.contrib.utils.torch_extra) calculate_dice() (in module catalyst.metrics.dice) calculate_tp_fp_fn() (in module catalyst.contrib.utils.torch_extra) Callback (class in catalyst.core.callback), [1] Callback() (in module catalyst.registry.registries) CallbackNode (class in catalyst.core.callback), [1] CallbackOrder (class in catalyst.core.callback), [1] CallbackScope (class in catalyst.core.callback), [1] CallbackWrapper (class in catalyst.core.callback), [1] catalyst.callbacks (module) catalyst.callbacks.batch_overfit (module) catalyst.callbacks.checkpoint (module) catalyst.callbacks.control_flow (module) catalyst.callbacks.criterion (module) catalyst.callbacks.early_stop (module) catalyst.callbacks.exception (module) catalyst.callbacks.logging (module) catalyst.callbacks.metric (module) catalyst.callbacks.metrics (module) catalyst.callbacks.metrics.accuracy (module) catalyst.callbacks.metrics.auc (module) catalyst.callbacks.metrics.cmc_score (module) catalyst.callbacks.metrics.dice (module) catalyst.callbacks.metrics.f1_score (module) catalyst.callbacks.metrics.iou (module) catalyst.callbacks.metrics.mrr (module) catalyst.callbacks.metrics.perplexity (module) catalyst.callbacks.metrics.ppv_tpr_f1 (module) catalyst.callbacks.metrics.precision (module) catalyst.callbacks.metrics.recall (module) catalyst.callbacks.optimizer (module) catalyst.callbacks.periodic_loader (module) catalyst.callbacks.pruning (module) catalyst.callbacks.quantization (module) catalyst.callbacks.scheduler (module) catalyst.callbacks.timer (module) catalyst.callbacks.tracing (module) catalyst.callbacks.validation (module) catalyst.contrib (module) catalyst.contrib.__main__ (module) catalyst.contrib.callbacks (module) catalyst.contrib.callbacks.alchemy_logger (module) catalyst.contrib.callbacks.confusion_matrix_logger (module) catalyst.contrib.callbacks.cutmix_callback (module) catalyst.contrib.callbacks.draw_masks_callback (module) catalyst.contrib.callbacks.gradnorm_logger (module) catalyst.contrib.callbacks.inference_callback (module) catalyst.contrib.callbacks.kornia_transform (module) catalyst.contrib.callbacks.mask_inference (module) catalyst.contrib.callbacks.mixup_callback (module) catalyst.contrib.callbacks.neptune_logger (module) catalyst.contrib.callbacks.optuna_callback (module) catalyst.contrib.callbacks.telegram_logger (module) catalyst.contrib.callbacks.wandb_logger (module) catalyst.contrib.data (module) catalyst.contrib.datasets (module) catalyst.contrib.datasets.cv.imagenette (module) catalyst.contrib.datasets.cv.imagewang (module) catalyst.contrib.datasets.cv.imagewoof (module) catalyst.contrib.datasets.mnist (module) catalyst.contrib.datasets.movielens (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.circle (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.arcface (module) catalyst.contrib.nn.modules.arcmargin (module) catalyst.contrib.nn.modules.common (module) catalyst.contrib.nn.modules.cosface (module) catalyst.contrib.nn.modules.curricularface (module) catalyst.contrib.nn.modules.lama (module) catalyst.contrib.nn.modules.pooling (module) catalyst.contrib.nn.modules.rms_norm (module) catalyst.contrib.nn.modules.se (module) catalyst.contrib.nn.modules.softmax (module) catalyst.contrib.nn.optimizers.adamp (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.optimizers.sgdp (module) catalyst.contrib.nn.schedulers.base (module) catalyst.contrib.nn.schedulers.onecycle (module) catalyst.contrib.tools (module) catalyst.contrib.tools.tensorboard (module) catalyst.contrib.utils (module) catalyst.contrib.utils.compression (module) catalyst.contrib.utils.cv (module) catalyst.contrib.utils.cv.image (module) catalyst.contrib.utils.cv.tensor (module) catalyst.contrib.utils.nlp (module) catalyst.contrib.utils.nlp.text (module) catalyst.contrib.utils.pandas (module) catalyst.contrib.utils.parallel (module) catalyst.contrib.utils.plotly (module) catalyst.contrib.utils.serialization (module) catalyst.contrib.utils.torch_extra (module) catalyst.contrib.utils.visualization (module) catalyst.contrib.utils.wizard (module) catalyst.core (module) catalyst.core.callback (module) catalyst.core.experiment (module) catalyst.core.runner (module) catalyst.data (module) catalyst.data.dataset (module) catalyst.dl.__main__ (module) catalyst.experiments (module) catalyst.experiments.auto (module) catalyst.experiments.config (module) catalyst.experiments.experiment (module) catalyst.metrics (module) catalyst.metrics.accuracy (module) catalyst.metrics.auc (module) catalyst.metrics.avg_precision (module) catalyst.metrics.cmc_score (module) catalyst.metrics.dcg (module) catalyst.metrics.dice (module) catalyst.metrics.f1_score (module) catalyst.metrics.focal (module) catalyst.metrics.functional (module) catalyst.metrics.hitrate (module) catalyst.metrics.iou (module) catalyst.metrics.mrr (module) catalyst.metrics.ndcg (module) catalyst.metrics.recall (module) catalyst.registry.registries (module) catalyst.registry.registry (module) catalyst.runners (module) catalyst.runners.runner (module) catalyst.runners.supervised (module) catalyst.settings (module) catalyst.tools (module) catalyst.tools.frozen_class (module) catalyst.tools.meters.averagevaluemeter (module) catalyst.tools.meters.confusionmeter (module) catalyst.tools.meters.meter (module) catalyst.tools.meters.ppv_tpr_f1_meter (module) catalyst.tools.time_manager (module) catalyst.typing (module) catalyst.utils (module) catalyst.utils.checkpoint (module) catalyst.utils.components (module) catalyst.utils.config (module) catalyst.utils.distributed (module) catalyst.utils.loaders (module) catalyst.utils.misc (module) catalyst.utils.numpy (module) catalyst.utils.parser (module) catalyst.utils.pruning (module) catalyst.utils.quantization (module) catalyst.utils.scripts (module) catalyst.utils.swa (module) catalyst.utils.sys (module) catalyst.utils.torch (module) catalyst.utils.tracing (module) check_amp_available() (in module catalyst.utils.distributed) check_apex_available() (in module catalyst.utils.distributed) check_consistent_length() (in module catalyst.metrics.functional) check_ddp_wrapped() (in module catalyst.utils.distributed) check_slurm_available() (in module catalyst.utils.distributed) check_torch_distributed_initialized() (in module catalyst.utils.distributed) CheckpointCallback (class in catalyst.callbacks.checkpoint) CheckRunCallback (class in catalyst.callbacks.early_stop) CircleLoss (class in catalyst.contrib.nn.criterion.circle) class_to_idx() (catalyst.contrib.datasets.mnist.MNIST property) classes (catalyst.contrib.datasets.mnist.MNIST attribute) (catalyst.contrib.datasets.mnist.MnistMLDataset attribute) (catalyst.contrib.datasets.mnist.MnistQGDataset attribute) clone_pipeline() (in module catalyst.contrib.utils.wizard) cmc_score() (in module catalyst.metrics.cmc_score) cmc_score_count() (in module catalyst.metrics.cmc_score) CMCScoreCallback (class in catalyst.callbacks.metrics.cmc_score) Compose (class in catalyst.contrib.data.cv.transforms.torch) ConfigExperiment (class in catalyst.experiments) (class in catalyst.experiments.config) ConfigFileFinder (class in catalyst.settings) ConfusionMatrixCallback (class in catalyst.contrib.callbacks.confusion_matrix_logger) ConfusionMeter (class in catalyst.tools.meters.confusionmeter) ConsoleLogger (class in catalyst.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) ControlFlowCallback (class in catalyst.callbacks.control_flow) convert_labels2list() (in module catalyst.utils.torch) copy_directory() (in module catalyst.utils.misc) CosFace (class in catalyst.contrib.nn.modules.cosface) create_dataframe() (in module catalyst.contrib.utils.pandas) create_dataset() (in module catalyst.contrib.utils.pandas) Criterion (in module catalyst.typing) Criterion() (in module catalyst.registry.registries) CriterionCallback (class in catalyst.callbacks.criterion) cSE (class in catalyst.contrib.nn.modules.se) CSVLogger (class in catalyst.callbacks.logging) CurricularFace (class in catalyst.contrib.nn.modules.curricularface) CutmixCallback (class in catalyst.contrib.callbacks.cutmix_callback) D data() (catalyst.contrib.datasets.mnist.MnistQGDataset property) dataframe_to_list() (in module catalyst.contrib.utils.pandas) Dataset (class in catalyst.typing) DatasetFromSampler (class in catalyst.data.dataset.torch) dcg() (in module catalyst.metrics.ndcg) deserialize() (in module catalyst.contrib.utils.serialization) detach() (in module catalyst.utils.torch) device() (catalyst.core.runner.IRunner property), [1] dice() (in module catalyst.metrics.dice) DiceCallback (class in catalyst.callbacks.metrics.dice) DiceLoss (class in catalyst.contrib.nn.criterion.dice) distributed_cmd_run() (in module catalyst.utils.scripts) distributed_params() (catalyst.core.experiment.IExperiment property), [1] (catalyst.experiments.config.ConfigExperiment property) (catalyst.experiments.ConfigExperiment property) (catalyst.experiments.Experiment property) (catalyst.experiments.experiment.Experiment property) DistributedSamplerWrapper (class in catalyst.data.sampler) download() (catalyst.contrib.datasets.mnist.MNIST method) DrawMasksCallback (class in catalyst.contrib.callbacks.draw_masks_callback) dump_code() (in module catalyst.utils.scripts) dump_environment() (in module catalyst.utils.sys) dump_experiment_code() (in module catalyst.utils.scripts) dump_python_files() (in module catalyst.utils.scripts) DynamicBalanceClassSampler (class in catalyst.data.sampler) DynamicLenBatchSampler (class in catalyst.data.sampler) DynamicQuantizationCallback (class in catalyst.callbacks.quantization) E EarlyStoppingCallback (class in catalyst.callbacks.early_stop) EventReadingException EventsFileReader (class in catalyst.contrib.tools.tensorboard) ExceptionCallback (class in catalyst.callbacks.exception) Experiment (catalyst.core.callback.CallbackScope attribute), [1] experiment (catalyst.core.callback.CallbackScope attribute), [1] Experiment (class in catalyst.experiments) (class in catalyst.experiments.experiment) Experiment() (in module catalyst.registry.registries) External (catalyst.core.callback.CallbackOrder attribute), [1] external (catalyst.core.callback.CallbackOrder attribute), [1] extra_repr() (catalyst.contrib.datasets.mnist.MNIST method) F f1_score() (in module catalyst.metrics.f1_score) F1ScoreCallback (class in catalyst.callbacks.metrics.f1_score) fbeta_score() (in module catalyst.metrics.f1_score) filename (catalyst.contrib.datasets.movielens.MovieLens attribute) FilteringCollateFn (class in catalyst.data.collate_fn) find_value_ids() (in module catalyst.utils.misc) FlareMixin (class in catalyst.contrib.data.cv.mixins.flare) Flatten (class in catalyst.contrib.nn.modules.common) flatten_dict() (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.data.cv.transforms.kornia.OneOfPerBatch method) (catalyst.contrib.data.cv.transforms.kornia.OneOfPerSample method) (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.circle.CircleLoss 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.TripletLossV2 method) (catalyst.contrib.nn.criterion.triplet.TripletMarginLossWithSampler method) (catalyst.contrib.nn.criterion.triplet.TripletPairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.wing.WingLoss method) (catalyst.contrib.nn.modules.arcface.ArcFace method) (catalyst.contrib.nn.modules.arcface.SubCenterArcFace method) (catalyst.contrib.nn.modules.arcmargin.ArcMarginProduct method) (catalyst.contrib.nn.modules.common.Flatten method) (catalyst.contrib.nn.modules.common.GaussianNoise method) (catalyst.contrib.nn.modules.common.Lambda method) (catalyst.contrib.nn.modules.common.Normalize method) (catalyst.contrib.nn.modules.cosface.AdaCos method) (catalyst.contrib.nn.modules.cosface.CosFace method) (catalyst.contrib.nn.modules.curricularface.CurricularFace 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.contrib.nn.modules.rms_norm.RMSNorm method) (catalyst.contrib.nn.modules.se.cSE method) (catalyst.contrib.nn.modules.se.scSE method) (catalyst.contrib.nn.modules.se.sSE method) (catalyst.contrib.nn.modules.softmax.SoftMax method) (catalyst.runners.MultiSupervisedRunner method) (catalyst.runners.supervised.SupervisedRunner method) (catalyst.runners.SupervisedRunner method) FPNUnet (class in catalyst.contrib.models.cv.segmentation.fpn) FrozenClass (class in catalyst.tools.frozen_class) G gallery_size() (catalyst.contrib.datasets.mnist.MnistQGDataset property) (catalyst.data.dataset.metric_learning.QueryGalleryDataset property) GaussianNoise (class in catalyst.contrib.nn.modules.common) generate_possible_local_files() (catalyst.settings.ConfigFileFinder method) get() (catalyst.registry.registry.Registry method) get_activation_fn() (in module catalyst.utils.torch) get_attr() (in module catalyst.utils.misc) get_available_gpus() (in module catalyst.utils.torch) get_averaged_weights_by_path_mask() (in module catalyst.utils.swa) get_binary_statistics() (in module catalyst.metrics.functional) get_callbacks() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.auto.AutoCallbackExperiment method) (catalyst.experiments.AutoCallbackExperiment method) (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) get_criterion() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) get_dataset_labeling() (in module catalyst.contrib.utils.pandas) get_datasets() (catalyst.core.experiment.IExperiment method), [1] get_default_topk_args() (in module catalyst.metrics.functional) get_device() (in module catalyst.utils.torch) get_dictkey_auto_fn() (in module catalyst.utils.misc) 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_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.registry.registry.Registry method) get_hash() (in module catalyst.utils.misc) get_if_str() (catalyst.registry.registry.Registry method) get_instance() (catalyst.registry.registry.Registry method) get_labels() (catalyst.contrib.datasets.mnist.MnistMLDataset method) (catalyst.data.dataset.metric_learning.MetricLearningTrainDataset method) get_loader() (in module catalyst.utils.loaders) get_loaders() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) get_loaders_from_params() (in module catalyst.utils.loaders) get_lr() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) get_model() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) get_momentum() (catalyst.contrib.nn.schedulers.base.BaseScheduler method) (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) get_multiclass_statistics() (in module catalyst.metrics.functional) get_multilabel_statistics() (in module catalyst.metrics.functional) get_native_batch_from_loader() (in module catalyst.utils.loaders) get_native_batch_from_loaders() (in module catalyst.utils.loaders) 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.torch) get_optimizable_params() (in module catalyst.utils.torch) get_optimizer() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) get_optimizer_momentum() (in module catalyst.utils.torch) get_optimizer_momentum_list() (in module catalyst.utils.torch) get_pool() (in module catalyst.contrib.utils.parallel) get_rank() (in module catalyst.utils.distributed) get_requires_grad() (in module catalyst.utils.torch) get_scheduler() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) get_short_hash() (in module catalyst.utils.misc) get_slurm_params() (in module catalyst.utils.distributed) get_stage_params() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) (catalyst.experiments.Experiment method) (catalyst.experiments.experiment.Experiment method) get_trace_name() (in module catalyst.utils.tracing) get_transform_init_args_names() (catalyst.contrib.data.cv.transforms.albumentations.ImageToTensor method) get_transforms() (catalyst.core.experiment.IExperiment method), [1] (catalyst.experiments.config.ConfigExperiment method) (catalyst.experiments.ConfigExperiment method) get_utcnow_time() (in module catalyst.utils.misc) GETBOOL_ACTIONS (catalyst.settings.MergedConfigParser attribute) 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_norm() (catalyst.contrib.callbacks.gradnorm_logger.GradNormLogger static method) grad_step() (catalyst.callbacks.optimizer.OptimizerCallback method) GradientPenaltyLoss (class in catalyst.contrib.nn.criterion.gan) GradNormLogger (class in catalyst.contrib.callbacks.gradnorm_logger) H HardClusterSampler (class in catalyst.data) HardTripletsSampler (class in catalyst.data) has_image_extension() (in module catalyst.contrib.utils.cv.image) hitrate() (in module catalyst.metrics.hitrate) hparams() (catalyst.core.experiment.IExperiment property), [1] (catalyst.experiments.config.ConfigExperiment property) (catalyst.experiments.ConfigExperiment property) (catalyst.experiments.Experiment property) (catalyst.experiments.experiment.Experiment property) HuberLoss (class in catalyst.contrib.nn.criterion.huber) I IBatchMetricCallback (class in catalyst.callbacks.metric) ICheckpointCallback (class in catalyst.callbacks.checkpoint) IExperiment (class in catalyst.core.experiment), [1] IInbatchTripletSampler (class in catalyst.data) ILoaderMetricCallback (class in catalyst.callbacks.metric) ILoggerCallback (class in catalyst.callbacks.logging) ILRUpdater (class in catalyst.callbacks.scheduler) ImageFolderDataset (class in catalyst.contrib.data.cv.dataset) Imagenette (class in catalyst.contrib.datasets.cv.imagenette) Imagenette160 (class in catalyst.contrib.datasets.cv.imagenette) Imagenette320 (class in catalyst.contrib.datasets.cv.imagenette) ImageReader (class in catalyst.contrib.data.cv.reader) ImageToTensor (class in catalyst.contrib.data.cv.transforms.albumentations) Imagewang (class in catalyst.contrib.datasets.cv.imagewang) Imagewang160 (class in catalyst.contrib.datasets.cv.imagewang) Imagewang320 (class in catalyst.contrib.datasets.cv.imagewang) Imagewoof (class in catalyst.contrib.datasets.cv.imagewoof) Imagewoof160 (class in catalyst.contrib.datasets.cv.imagewoof) Imagewoof320 (class in catalyst.contrib.datasets.cv.imagewoof) IMetricCallback (class in catalyst.callbacks.metric) import_module() (in module catalyst.utils.scripts) imread() (in module catalyst.contrib.utils.cv.image) imsave() (in module catalyst.contrib.utils.cv.image) imwrite() (in module catalyst.contrib.utils.cv.image) InBatchTripletsSampler (class in catalyst.data) infer() (catalyst.runners.Runner method) (catalyst.runners.runner.Runner method) InferCallback (class in catalyst.contrib.callbacks.inference_callback) InferMaskCallback (class in catalyst.contrib.callbacks.mask_inference) initial_seed() (catalyst.core.experiment.IExperiment property), [1] (catalyst.experiments.config.ConfigExperiment property) (catalyst.experiments.ConfigExperiment property) (catalyst.experiments.Experiment property) (catalyst.experiments.experiment.Experiment property) initialize_apex() (in module catalyst.utils.distributed) Internal (catalyst.core.callback.CallbackOrder attribute), [1] internal (catalyst.core.callback.CallbackOrder attribute), [1] IOptimizerCallback (class in catalyst.callbacks.optimizer) iou() (in module catalyst.metrics.iou) IouCallback (class in catalyst.callbacks.metrics.iou) IoULoss (class in catalyst.contrib.nn.criterion.iou) IReader (class in catalyst.contrib.data.reader) IRunner (class in catalyst.core.runner), [1] IRunnerLegacy (class in catalyst.core.legacy) is_exception() (in module catalyst.utils.misc) ISchedulerCallback (class in catalyst.callbacks.scheduler) IStageBasedRunner (class in catalyst.core.runner), [1] IterationCheckpointCallback (class in catalyst.callbacks.checkpoint) J jaccard() (in module catalyst.metrics.iou) JaccardCallback (in module catalyst.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.contrib.data.reader) late_add() (catalyst.registry.registry.Registry method) len() (catalyst.registry.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.torch) 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.typing.Optimizer method) load_traced_model() (in module catalyst.utils.tracing) loader_name() (catalyst.core.legacy.IRunnerLegacy property) loader_step() (catalyst.core.legacy.IRunnerLegacy property) LoaderMetricCallback (class in catalyst.callbacks.metric) local_config_files() (catalyst.settings.ConfigFileFinder method) local_configs() (catalyst.settings.ConfigFileFinder method) logdir() (catalyst.core.experiment.IExperiment property), [1] (catalyst.experiments.config.ConfigExperiment property) (catalyst.experiments.ConfigExperiment property) (catalyst.experiments.Experiment property) (catalyst.experiments.experiment.Experiment property) Logging (catalyst.core.callback.CallbackOrder attribute), [1] logging (catalyst.core.callback.CallbackOrder attribute), [1] 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.callbacks.scheduler) M make_tuple() (in module catalyst.utils.misc) map_dataframe() (in module catalyst.contrib.utils.pandas) MarginLoss (class in catalyst.contrib.nn.criterion.margin) mask_to_overlay_image() (in module catalyst.contrib.utils.cv.image) MaskCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) MaskReader (class in catalyst.contrib.data.cv.reader) Master (catalyst.core.callback.CallbackNode attribute), [1] master (catalyst.core.callback.CallbackNode attribute), [1] maybe_recursive_call() (in module catalyst.utils.misc) mean_avg_precision() (in module catalyst.metrics.avg_precision) MeanOutputLoss (class in catalyst.contrib.nn.criterion.gan) merge_dicts() (in module catalyst.utils.misc) merge_multiple_fold_csv() (in module catalyst.contrib.utils.pandas) MergeDataset (class in catalyst.data.dataset.torch) MergedConfigParser (class in catalyst.settings) Meter (class in catalyst.tools.meters.meter) Metric (catalyst.core.callback.CallbackOrder attribute), [1] metric (catalyst.core.callback.CallbackOrder attribute), [1] metric_aggregation (catalyst.core.callback.CallbackOrder attribute), [1] metric_fn() (catalyst.callbacks.criterion.CriterionCallback property) (catalyst.callbacks.metric.BatchMetricCallback property) (catalyst.callbacks.metric.IMetricCallback property) (catalyst.callbacks.metric.LoaderMetricCallback property) MetricAggregation (catalyst.core.callback.CallbackOrder attribute), [1] MetricAggregationCallback (class in catalyst.callbacks.metric) MetricCallback (in module catalyst.callbacks.metric) MetricLearningTrainDataset (class in catalyst.data.dataset.metric_learning) MetricManagerCallback (class in catalyst.callbacks.metric) mimread() (in module catalyst.contrib.utils.cv.image) mimwrite_with_meta() (in module catalyst.contrib.utils.cv.image) MiniEpochSampler (class in catalyst.data.sampler) MixupCallback (class in catalyst.contrib.callbacks.mixup_callback) MNIST (class in catalyst.contrib.datasets.mnist) MnistMLDataset (class in catalyst.contrib.datasets.mnist) MnistQGDataset (class in catalyst.contrib.datasets.mnist) Model (in module catalyst.typing) model() (catalyst.core.runner.IRunner property), [1] Model() (in module catalyst.registry.registries) Module() (in module catalyst.registry.registries) MovieLens (class in catalyst.contrib.datasets.movielens) mrr() (in module catalyst.metrics.mrr) MRRCallback (class in catalyst.callbacks.metrics.mrr) MultiClassDiceMetricCallback (class in catalyst.callbacks.metrics.dice) MulticlassDiceMetricCallback (in module catalyst.callbacks.metrics.dice) multilabel_accuracy() (in module catalyst.metrics.accuracy) MultiLabelAccuracyCallback (class in catalyst.callbacks.metrics.accuracy) MultiSupervisedRunner (class in catalyst.runners) N NaiveCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) name (catalyst.contrib.datasets.cv.imagenette.Imagenette attribute) (catalyst.contrib.datasets.cv.imagenette.Imagenette160 attribute) (catalyst.contrib.datasets.cv.imagenette.Imagenette320 attribute) (catalyst.contrib.datasets.cv.imagewang.Imagewang attribute) (catalyst.contrib.datasets.cv.imagewang.Imagewang160 attribute) (catalyst.contrib.datasets.cv.imagewang.Imagewang320 attribute) (catalyst.contrib.datasets.cv.imagewoof.Imagewoof attribute) (catalyst.contrib.datasets.cv.imagewoof.Imagewoof160 attribute) (catalyst.contrib.datasets.cv.imagewoof.Imagewoof320 attribute) name2activation (catalyst.contrib.nn.modules.lama.TemporalAttentionPooling attribute) ndcg() (in module catalyst.metrics.ndcg) need_backward_pass() (catalyst.core.legacy.IRunnerLegacy property) NeptuneLogger (class in catalyst.contrib.callbacks.neptune_logger) Normalize (class in catalyst.contrib.data.cv.transforms.torch) (class in catalyst.contrib.nn.modules.common) normalize() (in module catalyst.utils.torch) NumpyDataset (class in catalyst.data.dataset.torch) O on_batch_end() (catalyst.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.callbacks.early_stop.CheckRunCallback method) (catalyst.callbacks.logging.TensorboardLogger method) (catalyst.callbacks.logging.VerboseLogger method) (catalyst.callbacks.metric.IBatchMetricCallback method) (catalyst.callbacks.metric.ILoaderMetricCallback method) (catalyst.callbacks.metric.MetricAggregationCallback method) (catalyst.callbacks.metric.MetricManagerCallback method) (catalyst.callbacks.metrics.cmc_score.CMCScoreCallback method) (catalyst.callbacks.metrics.dice.MultiClassDiceMetricCallback method) (catalyst.callbacks.optimizer.OptimizerCallback method) (catalyst.callbacks.scheduler.ILRUpdater method) (catalyst.callbacks.scheduler.LRFinder method) (catalyst.callbacks.scheduler.SchedulerCallback method) (catalyst.callbacks.timer.TimerCallback method) (catalyst.contrib.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.callbacks.confusion_matrix_logger.ConfusionMatrixCallback method) (catalyst.contrib.callbacks.draw_masks_callback.DrawMasksCallback method) (catalyst.contrib.callbacks.gradnorm_logger.GradNormLogger method) (catalyst.contrib.callbacks.inference_callback.InferCallback method) (catalyst.contrib.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.callbacks.neptune_logger.NeptuneLogger method) (catalyst.contrib.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_batch_start() (catalyst.callbacks.metric.MetricManagerCallback method) (catalyst.callbacks.optimizer.OptimizerCallback method) (catalyst.callbacks.timer.TimerCallback method) (catalyst.contrib.callbacks.cutmix_callback.CutmixCallback method) (catalyst.contrib.callbacks.kornia_transform.BatchTransformCallback method) (catalyst.contrib.callbacks.mixup_callback.MixupCallback method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_epoch_end() (catalyst.callbacks.batch_overfit.BatchOverfitCallback method) (catalyst.callbacks.checkpoint.CheckpointCallback method) (catalyst.callbacks.early_stop.CheckRunCallback method) (catalyst.callbacks.early_stop.EarlyStoppingCallback method) (catalyst.callbacks.logging.ConsoleLogger method) (catalyst.callbacks.logging.CSVLogger method) (catalyst.callbacks.logging.TensorboardLogger method) (catalyst.callbacks.metric.MetricAggregationCallback method) (catalyst.callbacks.optimizer.OptimizerCallback method) (catalyst.callbacks.periodic_loader.PeriodicLoaderCallback method) (catalyst.callbacks.pruning.PruningCallback method) (catalyst.callbacks.quantization.DynamicQuantizationCallback method) (catalyst.callbacks.scheduler.SchedulerCallback method) (catalyst.callbacks.tracing.TracingCallback method) (catalyst.callbacks.validation.ValidationManagerCallback method) (catalyst.contrib.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.callbacks.optuna_callback.OptunaPruningCallback method) (catalyst.contrib.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_epoch_start() (catalyst.callbacks.batch_overfit.BatchOverfitCallback method) (catalyst.callbacks.metric.MetricManagerCallback method) (catalyst.callbacks.optimizer.OptimizerCallback method) (catalyst.callbacks.periodic_loader.PeriodicLoaderCallback method) (catalyst.callbacks.validation.ValidationManagerCallback method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_exception() (catalyst.callbacks.checkpoint.BaseCheckpointCallback method) (catalyst.callbacks.exception.ExceptionCallback method) (catalyst.callbacks.logging.VerboseLogger method) (catalyst.contrib.callbacks.telegram_logger.TelegramLogger method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_experiment_end() (catalyst.core.runner.IRunner method), [1] on_experiment_start() (catalyst.core.runner.IRunner method), [1] on_loader_end() (catalyst.callbacks.control_flow.ControlFlowCallback method) (catalyst.callbacks.logging.VerboseLogger method) (catalyst.callbacks.metric.ILoaderMetricCallback method) (catalyst.callbacks.metric.MetricAggregationCallback method) (catalyst.callbacks.metric.MetricManagerCallback method) (catalyst.callbacks.metrics.cmc_score.CMCScoreCallback method) (catalyst.callbacks.metrics.dice.MultiClassDiceMetricCallback method) (catalyst.callbacks.timer.TimerCallback method) (catalyst.contrib.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.callbacks.confusion_matrix_logger.ConfusionMatrixCallback method) (catalyst.contrib.callbacks.inference_callback.InferCallback method) (catalyst.contrib.callbacks.neptune_logger.NeptuneLogger method) (catalyst.contrib.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_loader_start() (catalyst.callbacks.control_flow.ControlFlowCallback method) (catalyst.callbacks.logging.CSVLogger method) (catalyst.callbacks.logging.TensorboardLogger method) (catalyst.callbacks.logging.VerboseLogger method) (catalyst.callbacks.metric.ILoaderMetricCallback method) (catalyst.callbacks.metric.MetricManagerCallback method) (catalyst.callbacks.metrics.cmc_score.CMCScoreCallback method) (catalyst.callbacks.scheduler.ILRUpdater method) (catalyst.callbacks.scheduler.LRFinder method) (catalyst.callbacks.scheduler.SchedulerCallback method) (catalyst.callbacks.timer.TimerCallback method) (catalyst.contrib.callbacks.confusion_matrix_logger.ConfusionMatrixCallback method) (catalyst.contrib.callbacks.cutmix_callback.CutmixCallback method) (catalyst.contrib.callbacks.draw_masks_callback.DrawMasksCallback method) (catalyst.contrib.callbacks.inference_callback.InferCallback method) (catalyst.contrib.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.callbacks.mixup_callback.MixupCallback method) (catalyst.contrib.callbacks.telegram_logger.TelegramLogger method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_stage_end() (catalyst.callbacks.checkpoint.CheckpointCallback method) (catalyst.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.callbacks.logging.ConsoleLogger method) (catalyst.callbacks.logging.CSVLogger method) (catalyst.callbacks.logging.TensorboardLogger method) (catalyst.callbacks.optimizer.OptimizerCallback method) (catalyst.callbacks.pruning.PruningCallback method) (catalyst.callbacks.quantization.DynamicQuantizationCallback method) (catalyst.callbacks.tracing.TracingCallback method) (catalyst.contrib.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] on_stage_start() (catalyst.callbacks.checkpoint.CheckpointCallback method) (catalyst.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.callbacks.criterion.CriterionCallback method) (catalyst.callbacks.logging.ConsoleLogger method) (catalyst.callbacks.logging.TensorboardLogger method) (catalyst.callbacks.optimizer.OptimizerCallback method) (catalyst.callbacks.periodic_loader.PeriodicLoaderCallback method) (catalyst.callbacks.scheduler.ILRUpdater method) (catalyst.callbacks.scheduler.SchedulerCallback method) (catalyst.contrib.callbacks.inference_callback.InferCallback method) (catalyst.contrib.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.callbacks.optuna_callback.OptunaPruningCallback method) (catalyst.contrib.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.CallbackWrapper method), [1] (catalyst.core.runner.IRunner method), [1] (catalyst.core.runner.IStageBasedRunner method), [1] OneCycleLRWithWarmup (class in catalyst.contrib.nn.schedulers.onecycle) OneOfPerBatch (class in catalyst.contrib.data.cv.transforms.kornia) OneOfPerSample (class in catalyst.contrib.data.cv.transforms.kornia) Optimizer (catalyst.core.callback.CallbackOrder attribute), [1] optimizer (catalyst.core.callback.CallbackOrder attribute), [1] Optimizer (class in catalyst.typing) Optimizer() (in module catalyst.registry.registries) OptimizerCallback (class in catalyst.callbacks.optimizer) OptunaCallback (in module catalyst.contrib.callbacks.optuna_callback) OptunaPruningCallback (class in catalyst.contrib.callbacks.optuna_callback) 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.torch) 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.utils.misc) parallel_imap() (in module catalyst.contrib.utils.parallel) parse() (catalyst.settings.MergedConfigParser method) (catalyst.settings.Settings static method) parse_args_uargs() (in module catalyst.utils.parser) parse_config_args() (in module catalyst.utils.parser) PathsDataset (class in catalyst.data.dataset.torch) PeriodicLoaderCallback (class in catalyst.callbacks.periodic_loader) PerplexityCallback (class in catalyst.callbacks.metrics.perplexity) PerplexityMetricCallback (in module catalyst.callbacks.metrics.perplexity) 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) PrecisionCallback (class in catalyst.callbacks.metrics.precision) PrecisionRecallF1ScoreCallback (class in catalyst.callbacks.metrics.ppv_tpr_f1) PrecisionRecallF1ScoreMeter (class in catalyst.tools.meters.ppv_tpr_f1_meter) predict_batch() (catalyst.runners.MultiSupervisedRunner method) (catalyst.runners.Runner method) (catalyst.runners.runner.Runner method) (catalyst.runners.supervised.SupervisedRunner method) (catalyst.runners.SupervisedRunner method) predict_loader() (catalyst.runners.Runner method) (catalyst.runners.runner.Runner method) prepare_config_api_components() (in module catalyst.utils.scripts) prepare_cudnn() (in module catalyst.utils.torch) process_bert_output() (in module catalyst.contrib.utils.nlp.text) process_checkpoint() (catalyst.callbacks.checkpoint.CheckpointCallback method) (catalyst.callbacks.checkpoint.IterationCheckpointCallback method) process_components() (in module catalyst.utils.components) process_metrics() (catalyst.callbacks.checkpoint.CheckpointCallback method) (catalyst.callbacks.checkpoint.IterationCheckpointCallback method) process_model_params() (in module catalyst.utils.torch) process_multilabel_components() (in module catalyst.metrics.functional) process_recsys_components() (in module catalyst.metrics.functional) processed_folder() (catalyst.contrib.datasets.mnist.MNIST property) (catalyst.contrib.datasets.movielens.MovieLens property) prune_model() (in module catalyst.utils.pruning) PruningCallback (class in catalyst.callbacks.pruning) PSPnet (class in catalyst.contrib.models.cv.segmentation.psp) Q QHAdamW (class in catalyst.contrib.nn.optimizers.qhadamw) quantize_model_from_checkpoint() (in module catalyst.utils.quantization) query_size() (catalyst.contrib.datasets.mnist.MnistQGDataset property) (catalyst.data.dataset.metric_learning.QueryGalleryDataset property) QueryGalleryDataset (class in catalyst.data.dataset.metric_learning) R RAdam (class in catalyst.contrib.nn.optimizers.radam) Ralamb (class in catalyst.contrib.nn.optimizers.ralamb) raw_folder() (catalyst.contrib.datasets.mnist.MNIST property) (catalyst.contrib.datasets.movielens.MovieLens property) read_csv_data() (in module catalyst.contrib.utils.pandas) read_multiple_dataframes() (in module catalyst.contrib.utils.pandas) ReaderCompose (class in catalyst.contrib.data.reader) recalculate() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) recall() (in module catalyst.metrics.recall) RecallCallback (class in catalyst.callbacks.metrics.recall) reciprocal_rank() (in module catalyst.metrics.mrr) reduced_focal_loss() (in module catalyst.metrics.focal) Registry (class in catalyst.registry.registry) RegistryException remove_reparametrization() (in module catalyst.utils.pruning) render_figure_to_tensor() (in module catalyst.contrib.utils.visualization) reset() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.meter.Meter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.tools.time_manager.TimeManager method) reset_weights_if_possible() (in module catalyst.utils.torch) 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) resources (catalyst.contrib.datasets.cv.imagenette.Imagenette attribute) (catalyst.contrib.datasets.cv.imagenette.Imagenette160 attribute) (catalyst.contrib.datasets.cv.imagenette.Imagenette320 attribute) (catalyst.contrib.datasets.cv.imagewang.Imagewang attribute) (catalyst.contrib.datasets.cv.imagewang.Imagewang160 attribute) (catalyst.contrib.datasets.cv.imagewang.Imagewang320 attribute) (catalyst.contrib.datasets.cv.imagewoof.Imagewoof attribute) (catalyst.contrib.datasets.cv.imagewoof.Imagewoof160 attribute) (catalyst.contrib.datasets.cv.imagewoof.Imagewoof320 attribute) (catalyst.contrib.datasets.mnist.MNIST attribute) (catalyst.contrib.datasets.movielens.MovieLens attribute) RMSNorm (class in catalyst.contrib.nn.modules.rms_norm) RotateMixin (class in catalyst.contrib.data.cv.mixins.rotate) run() (catalyst.contrib.utils.wizard.Wizard method) run_experiment() (catalyst.core.runner.IRunner method), [1] run_wizard() (in module catalyst.contrib.utils.wizard) Runner (class in catalyst.runners) (class in catalyst.runners.runner) Runner() (in module catalyst.registry.registries) RunnerException (class in catalyst.core.runner) S sample() (catalyst.data.HardClusterSampler method) (catalyst.data.IInbatchTripletSampler method) (catalyst.data.InBatchTripletsSampler method) Sampler() (in module catalyst.registry.registries) save_checkpoint() (in module catalyst.utils.checkpoint) save_config() (in module catalyst.utils.config) save_quantized_model() (in module catalyst.utils.quantization) save_traced_model() (in module catalyst.utils.tracing) ScalarReader (class in catalyst.contrib.data.reader) Scheduler (catalyst.core.callback.CallbackOrder attribute), [1] scheduler (catalyst.core.callback.CallbackOrder attribute), [1] Scheduler (in module catalyst.typing) Scheduler() (in module catalyst.registry.registries) SchedulerCallback (class in catalyst.callbacks.scheduler) scSE (class in catalyst.contrib.nn.modules.se) separate_tags() (in module catalyst.contrib.utils.pandas) serialize() (in module catalyst.contrib.utils.serialization) set_global_seed() (in module catalyst.utils.misc) set_optimizer_momentum() (in module catalyst.utils.torch) set_requires_grad() (in module catalyst.utils.torch) Settings (class in catalyst.settings) SGDP (class in catalyst.contrib.nn.optimizers.sgdp) shuffle() (catalyst.data.sampler.MiniEpochSampler method) sigmoid_focal_loss() (in module catalyst.metrics.focal) SoftMax (class in catalyst.contrib.nn.modules.softmax) 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.pandas) split_dict_to_subdicts() (in module catalyst.utils.misc) sSE (class in catalyst.contrib.nn.modules.se) Stage (catalyst.core.callback.CallbackScope attribute), [1] stage (catalyst.core.callback.CallbackScope attribute), [1] STAGE_KEYWORDS (catalyst.experiments.config.ConfigExperiment attribute) stage_name() (catalyst.core.legacy.IRunnerLegacy property) stages() (catalyst.core.experiment.IExperiment property), [1] (catalyst.experiments.config.ConfigExperiment property) (catalyst.experiments.ConfigExperiment property) (catalyst.experiments.Experiment property) (catalyst.experiments.experiment.Experiment property) start() (catalyst.tools.time_manager.TimeManager method) state() (catalyst.core.legacy.IRunnerLegacy property) state_dict() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.typing.Optimizer method) step() (catalyst.contrib.nn.optimizers.adamp.AdamP 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.optimizers.sgdp.SGDP method) (catalyst.contrib.nn.schedulers.base.BaseScheduler method) (catalyst.contrib.tools.tensorboard.SummaryItem property) (catalyst.typing.Optimizer method) step_batch() (catalyst.callbacks.scheduler.SchedulerCallback method) step_epoch() (catalyst.callbacks.scheduler.SchedulerCallback method) stop() (catalyst.tools.time_manager.TimeManager method) SubCenterArcFace (class in catalyst.contrib.nn.modules.arcface) SummaryItem (class in catalyst.contrib.tools.tensorboard) SummaryReader (class in catalyst.contrib.tools.tensorboard) SupervisedRunner (class in catalyst.runners) (class in catalyst.runners.supervised) SymmetricCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) T tag() (catalyst.contrib.tools.tensorboard.SummaryItem property) targets() (catalyst.contrib.datasets.mnist.MnistQGDataset property) TelegramLogger (class in catalyst.contrib.callbacks.telegram_logger) 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) tensor_from_rgb_image() (in module catalyst.contrib.utils.cv.tensor) tensor_to_ndimage() (in module catalyst.contrib.utils.cv.tensor) TensorboardLogger (class in catalyst.callbacks.logging) TensorToImage (class in catalyst.contrib.data.cv.transforms.albumentations) test_file (catalyst.contrib.datasets.mnist.MNIST attribute) (catalyst.contrib.datasets.movielens.MovieLens attribute) TimeManager (class in catalyst.tools.time_manager) TimerCallback (class in catalyst.callbacks.timer) to_single_value() (catalyst.callbacks.metric.MetricManagerCallback static method) tokenize_text() (in module catalyst.contrib.utils.nlp.text) ToTensor (class in catalyst.contrib.data.cv.transforms.torch) tqdm_parallel_imap() (in module catalyst.contrib.utils.parallel) trace() (catalyst.runners.Runner method) (catalyst.runners.runner.Runner method) trace_model() (in module catalyst.utils.tracing) trace_model_from_checkpoint() (in module catalyst.utils.tracing) trace_model_from_runner() (in module catalyst.utils.tracing) TracerCallback (in module catalyst.callbacks.tracing) TracingCallback (class in catalyst.callbacks.tracing) train() (catalyst.runners.Runner method) (catalyst.runners.runner.Runner method) training_file (catalyst.contrib.datasets.mnist.MNIST attribute) (catalyst.contrib.datasets.movielens.MovieLens attribute) Transform() (in module catalyst.registry.registries) trial() (catalyst.core.experiment.IExperiment property), [1] (catalyst.experiments.config.ConfigExperiment property) (catalyst.experiments.ConfigExperiment property) (catalyst.experiments.Experiment property) (catalyst.experiments.experiment.Experiment property) trim_tensors() (in module catalyst.utils.torch) TripletLoss (class in catalyst.contrib.nn.criterion.triplet) TripletLossV2 (class in catalyst.contrib.nn.criterion.triplet) TripletMarginLossWithSampler (class in catalyst.contrib.nn.criterion.triplet) TripletPairwiseEmbeddingLoss (class in catalyst.contrib.nn.criterion.triplet) truncate_checkpoints() (catalyst.callbacks.checkpoint.CheckpointCallback method) (catalyst.callbacks.checkpoint.IterationCheckpointCallback method) type() (catalyst.contrib.tools.tensorboard.SummaryItem property) type_hint() (catalyst.settings.Settings method) 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.callbacks.scheduler.ILRUpdater method) user_config() (catalyst.settings.ConfigFileFinder method) V validate_loaders() (in module catalyst.utils.loaders), [1] Validation (catalyst.core.callback.CallbackOrder attribute), [1] validation (catalyst.core.callback.CallbackOrder attribute), [1] ValidationManagerCallback (class in catalyst.callbacks.validation) value() (catalyst.contrib.tools.tensorboard.SummaryItem property) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.meter.Meter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) VerboseLogger (class in catalyst.callbacks.logging) W wall_time() (catalyst.contrib.tools.tensorboard.SummaryItem property) WandbLogger (class in catalyst.contrib.callbacks.wandb_logger) WingLoss (class in catalyst.contrib.nn.criterion.wing) Wizard (class in catalyst.contrib.utils.wizard) Worker (catalyst.core.callback.CallbackNode attribute), [1] worker (catalyst.core.callback.CallbackNode attribute), [1] wrap_class_metric2dict() (in module catalyst.metrics.functional) wrap_metric_fn_with_activation() (in module catalyst.metrics.functional) wrap_topk_metric2dict() (in module catalyst.metrics.functional) Z zero_grad() (catalyst.typing.Optimizer method)