Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | Z _ __call__() (catalyst.data.collate_fn.FilteringCollateFn method) (catalyst.data.reader.LambdaReader method) (catalyst.data.reader.ReaderCompose method) (catalyst.data.reader.ReaderSpec method) (catalyst.data.reader.ScalarReader method) __getattr__() (catalyst.data.loader.BatchLimitLoaderWrapper 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.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.tensor.TensorToImage method) (catalyst.contrib.data.cv.transforms.tensor.ToTensor method) (catalyst.contrib.data.nlp.dataset.language_modeling.LanguageModelingDataset method) (catalyst.contrib.data.nlp.dataset.text_classification.TextClassificationDataset method) (catalyst.contrib.data.transforms.Compose method) (catalyst.contrib.data.transforms.Normalize method) (catalyst.contrib.datasets.mnist.MNIST method) (catalyst.contrib.dl.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.dl.callbacks.cutmix_callback.CutmixCallback method) (catalyst.contrib.dl.callbacks.gradnorm_logger.GradNormLogger method) (catalyst.contrib.dl.callbacks.knn_metric.KNNMetricCallback method) (catalyst.contrib.dl.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.dl.callbacks.neptune_logger.NeptuneLogger method) (catalyst.contrib.dl.callbacks.periodic_loader_callback.PeriodicLoaderCallback method) (catalyst.contrib.dl.callbacks.perplexity_metric.PerplexityMetricCallback method) (catalyst.contrib.dl.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.dl.callbacks.tracer_callback.TracerCallback method) (catalyst.contrib.dl.callbacks.visdom_logger.VisdomLogger method) (catalyst.contrib.dl.callbacks.wandb_logger.WandbLogger 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.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.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.tools.tensorboard.EventsFileReader method) (catalyst.contrib.tools.tensorboard.SummaryReader method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.batch_overfit.BatchOverfitCallback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.control_flow.ControlFlowCallback 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.IMetricCallback method), [1] (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.IRunner method), [1] (catalyst.core.runner.RunnerException 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.loader.BatchLimitLoaderWrapper method) (catalyst.data.reader.LambdaReader method) (catalyst.data.reader.ReaderCompose method) (catalyst.data.reader.ReaderSpec method) (catalyst.data.reader.ScalarReader method) (catalyst.data.sampler.BalanceBatchSampler method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.MiniEpochSampler method) (catalyst.data.sampler_inbatch.AllTripletsSampler method) (catalyst.data.sampler_inbatch.HardTripletsSampler method) (catalyst.dl.callbacks.confusion_matrix.ConfusionMatrixCallback method) (catalyst.dl.callbacks.inference.InferCallback 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.experiment.Experiment method) (catalyst.dl.runner.supervised.SupervisedRunner method) (catalyst.dl.utils.wizard.Wizard method) (catalyst.tools.meters.apmeter.APMeter method) (catalyst.tools.meters.aucmeter.AUCMeter method) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.classerrormeter.ClassErrorMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.mapmeter.mAPMeter method) (catalyst.tools.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.tools.meters.msemeter.MSEMeter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.tools.registry.Registry method) (catalyst.tools.registry.RegistryException method) (catalyst.tools.time_manager.TimeManager method) __iter__() (catalyst.data.loader.BatchLimitLoaderWrapper method) (catalyst.data.sampler.BalanceBatchSampler method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.DynamicLenBatchSampler 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.loader.BatchLimitLoaderWrapper method) (catalyst.data.sampler.BalanceBatchSampler method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.MiniEpochSampler method) __next__() (catalyst.data.loader.BatchLimitLoaderWrapper method) __weakref__ (catalyst.data.loader.BatchLimitLoaderWrapper attribute) A accuracy() (in module catalyst.utils.metrics.accuracy) AccuracyCallback (class in catalyst.dl.callbacks.metrics.accuracy) add() (catalyst.tools.meters.apmeter.APMeter method) (catalyst.tools.meters.aucmeter.AUCMeter method) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.classerrormeter.ClassErrorMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.mapmeter.mAPMeter method) (catalyst.tools.meters.meter.Meter method) (catalyst.tools.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.tools.meters.msemeter.MSEMeter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.tools.registry.Registry method) add_from_module() (catalyst.tools.registry.Registry method) add_param_group() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.tools.typing.Optimizer method) AlchemyLogger (class in catalyst.contrib.dl.callbacks.alchemy_logger) All (catalyst.core.callback.CallbackNode attribute) all (catalyst.core.callback.CallbackNode attribute) all() (catalyst.tools.registry.Registry method) AllTripletsSampler (class in catalyst.data.sampler_inbatch) any2device() (in module catalyst.utils.torch) APMeter (class in catalyst.tools.meters.apmeter) apply() (catalyst.contrib.data.cv.transforms.tensor.TensorToImage method) (catalyst.contrib.data.cv.transforms.tensor.ToTensor method) apply_to_mask() (catalyst.contrib.data.cv.transforms.tensor.ToTensor method) 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.tools.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.tools.meters.averagevaluemeter) B balance_classes() (in module catalyst.contrib.utils.pandas) BalanceBatchSampler (class in catalyst.data.sampler) BalanceClassSampler (class in catalyst.data.sampler) 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) BatchOverfitCallback (class in catalyst.core.callbacks.batch_overfit) BatchScheduler (class in catalyst.contrib.nn.schedulers.base) 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.contrib.utils.argparse) C calc_lr() (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.dl.callbacks.scheduler.LRFinder method) calc_momentum() (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.dl.callbacks.scheduler.LRFinder 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.data (module) catalyst.contrib.data.cv.mixins.blur (module) catalyst.contrib.data.cv.mixins.flare (module) catalyst.contrib.data.cv.mixins.rotate (module) catalyst.contrib.data.cv.reader (module) catalyst.contrib.data.cv.transforms.tensor (module) catalyst.contrib.data.nlp.dataset.language_modeling (module) catalyst.contrib.data.nlp.dataset.text_classification (module) catalyst.contrib.data.transforms (module) catalyst.contrib.datasets (module) catalyst.contrib.datasets.mnist (module) catalyst.contrib.dl.callbacks (module) catalyst.contrib.dl.callbacks.alchemy_logger (module) catalyst.contrib.dl.callbacks.cutmix_callback (module) catalyst.contrib.dl.callbacks.gradnorm_logger (module) catalyst.contrib.dl.callbacks.knn_metric (module) catalyst.contrib.dl.callbacks.mask_inference (module) catalyst.contrib.dl.callbacks.neptune_logger (module) catalyst.contrib.dl.callbacks.periodic_loader_callback (module) catalyst.contrib.dl.callbacks.perplexity_metric (module) catalyst.contrib.dl.callbacks.telegram_logger (module) catalyst.contrib.dl.callbacks.tracer_callback (module) catalyst.contrib.dl.callbacks.visdom_logger (module) catalyst.contrib.dl.callbacks.wandb_logger (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.common (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.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.tools.tensorboard (module) catalyst.contrib.utils.argparse (module) catalyst.contrib.utils.compression (module) catalyst.contrib.utils.confusion_matrix (module) catalyst.contrib.utils.cv.image (module) catalyst.contrib.utils.cv.tensor (module) catalyst.contrib.utils.dataset (module) catalyst.contrib.utils.misc (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.visualization (module) catalyst.core (module) catalyst.core.callback (module) catalyst.core.callbacks.batch_overfit (module) catalyst.core.callbacks.checkpoint (module) catalyst.core.callbacks.control_flow (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.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.loader (module) catalyst.data.reader (module) catalyst.data.sampler (module) catalyst.data.sampler_inbatch (module) catalyst.dl.callbacks (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 (module) catalyst.dl.experiment.config (module) catalyst.dl.experiment.experiment (module) catalyst.dl.experiment.supervised (module) catalyst.dl.registry (module) catalyst.dl.runner (module) catalyst.dl.runner.runner (module) catalyst.dl.runner.supervised (module) catalyst.dl.utils.torch (module) catalyst.dl.utils.trace (module) catalyst.dl.utils.wizard (module) catalyst.tools (module) catalyst.tools.frozen_class (module) catalyst.tools.meters.apmeter (module) catalyst.tools.meters.aucmeter (module) catalyst.tools.meters.averagevaluemeter (module) catalyst.tools.meters.classerrormeter (module) catalyst.tools.meters.confusionmeter (module) catalyst.tools.meters.mapmeter (module) catalyst.tools.meters.meter (module) catalyst.tools.meters.movingaveragevaluemeter (module) catalyst.tools.meters.msemeter (module) catalyst.tools.meters.ppv_tpr_f1_meter (module) catalyst.tools.registry (module) catalyst.tools.time_manager (module) catalyst.tools.typing (module) catalyst.utils (module) catalyst.utils.checkpoint (module) catalyst.utils.components (module) catalyst.utils.config (module) catalyst.utils.distributed (module) catalyst.utils.hash (module) catalyst.utils.initialization (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.torch (module) check_apex_available() (in module catalyst.utils.distributed) 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.core.callbacks.checkpoint) CheckRunCallback (class in catalyst.core.callbacks.early_stop) CircleLoss (class in catalyst.contrib.nn.criterion.circle) class_to_idx() (catalyst.contrib.datasets.mnist.MNIST property) ClassErrorMeter (class in catalyst.tools.meters.classerrormeter) classes (catalyst.contrib.datasets.mnist.MNIST attribute) ClasswiseIouCallback (class in catalyst.dl.callbacks.metrics.iou) ClasswiseJaccardCallback (in module catalyst.dl.callbacks.metrics.iou) Compose (class in catalyst.contrib.data.transforms) ConfigExperiment (class in catalyst.dl.experiment.config) ConfusionMatrixCallback (class in catalyst.dl.callbacks.confusion_matrix) ConfusionMeter (class in catalyst.tools.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) ControlFlowCallback (class in catalyst.core.callbacks.control_flow) 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.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) cSE (class in catalyst.contrib.nn.modules.se) CutmixCallback (class in catalyst.contrib.dl.callbacks.cutmix_callback) D dataframe_to_list() (in module catalyst.contrib.utils.pandas) Dataset (class in catalyst.tools.typing) DatasetFromSampler (class in catalyst.data.dataset) deserialize() (in module catalyst.contrib.utils.serialization) detach() (in module catalyst.utils.torch) device() (catalyst.core.runner.IRunner property), [1] 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.IExperiment property), [1] (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.experiment.Experiment property) DistributedSamplerWrapper (class in catalyst.data.sampler) download() (catalyst.contrib.datasets.mnist.MNIST method) 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) DynamicLenBatchSampler (class in catalyst.data.sampler) E EarlyStoppingCallback (class in catalyst.core.callbacks.early_stop) EventReadingException EventsFileReader (class in catalyst.contrib.tools.tensorboard) ExceptionCallback (class in catalyst.core.callbacks.exception) Experiment (catalyst.core.callback.CallbackScope attribute) experiment (catalyst.core.callback.CallbackScope attribute) Experiment (class in catalyst.dl.experiment.experiment) Experiment() (in module catalyst.contrib.registry) (in module catalyst.dl.registry) External (catalyst.core.callback.CallbackOrder attribute) external (catalyst.core.callback.CallbackOrder attribute) extra_repr() (catalyst.contrib.datasets.mnist.MNIST method) F f1_score() (in module catalyst.utils.metrics.f1_score) f1score() (in module catalyst.tools.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) find_value_ids() (in module catalyst.contrib.utils.misc) FlareMixin (class in catalyst.contrib.data.cv.mixins.flare) 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.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.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.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.dl.runner.supervised.SupervisedRunner method) FPNUnet (class in catalyst.contrib.models.cv.segmentation.fpn) FrozenClass (class in catalyst.tools.frozen_class) G GaussianNoise (class in catalyst.contrib.nn.modules.common) get() (catalyst.tools.registry.Registry method) get_activation_fn() (in module catalyst.utils.torch) get_attr() (catalyst.core.runner.IRunner method), [1] get_available_gpus() (in module catalyst.utils.torch) get_callbacks() (catalyst.core.experiment.IExperiment method), [1] (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.experiment.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.IExperiment method), [1] (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.experiment.Experiment method) get_dataset_labeling() (in module catalyst.contrib.utils.pandas) get_datasets() (catalyst.core.experiment.IExperiment method), [1] 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.IExperiment method), [1] 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.tools.registry.Registry method) get_hash() (in module catalyst.utils.hash) get_if_str() (catalyst.tools.registry.Registry method) get_instance() (catalyst.tools.registry.Registry method) get_int() (in module catalyst.contrib.datasets.mnist) get_loader() (in module catalyst.dl.utils.torch) get_loaders() (catalyst.core.experiment.IExperiment method), [1] (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.experiment.Experiment method) get_lr() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) get_model() (catalyst.core.experiment.IExperiment method), [1] (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.experiment.Experiment method) get_momentum() (catalyst.contrib.nn.schedulers.base.BaseScheduler method) (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup 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.IExperiment method), [1] (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.experiment.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_requires_grad() (in module catalyst.utils.torch) get_scheduler() (catalyst.core.experiment.IExperiment method), [1] (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.experiment.Experiment method) get_short_hash() (in module catalyst.utils.hash) get_slurm_params() (in module catalyst.utils.distributed) get_stage_params() (catalyst.core.experiment.IExperiment method), [1] (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.experiment.Experiment method) get_trace_name() (in module catalyst.dl.utils.trace) get_transform_init_args_names() (catalyst.contrib.data.cv.transforms.tensor.ToTensor method) get_transforms() (catalyst.core.experiment.IExperiment method), [1] (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_norm() (catalyst.contrib.dl.callbacks.gradnorm_logger.GradNormLogger static method) grad_step() (catalyst.core.callbacks.optimizer.OptimizerCallback static method) GradientPenaltyLoss (class in catalyst.contrib.nn.criterion.gan) GradNormLogger (class in catalyst.contrib.dl.callbacks.gradnorm_logger) H HardTripletsSampler (class in catalyst.data.sampler_inbatch) has_image_extension() (in module catalyst.contrib.utils.cv.image) hparams() (catalyst.core.experiment.IExperiment property), [1] (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.experiment.Experiment property) HuberLoss (class in catalyst.contrib.nn.criterion.huber) I IExperiment (class in catalyst.core.experiment), [1] ImageReader (class in catalyst.contrib.data.cv.reader) IMetricCallback (class in catalyst.core.callbacks.metrics), [1] import_experiment_and_runner() (in module catalyst.utils.scripts) 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.sampler_inbatch) infer() (catalyst.dl.runner.runner.Runner method) InferCallback (class in catalyst.dl.callbacks.inference) InferMaskCallback (class in catalyst.contrib.dl.callbacks.mask_inference) initial_seed() (catalyst.core.experiment.IExperiment property), [1] (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.experiment.Experiment property) initialize_apex() (in module catalyst.utils.distributed) Internal (catalyst.core.callback.CallbackOrder attribute) 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) IRunner (class in catalyst.core.runner), [1] IRunnerLegacy (class in catalyst.core.legacy) 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) IStageBasedRunner (class in catalyst.core.runner), [1] IterationCheckpointCallback (class in catalyst.core.callbacks.checkpoint) J jaccard() (in module catalyst.utils.metrics.iou) JaccardCallback (in module catalyst.dl.callbacks.metrics.iou) K KNNMetricCallback (class in catalyst.contrib.dl.callbacks.knn_metric) 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) LanguageModelingDataset (class in catalyst.contrib.data.nlp.dataset.language_modeling) late_add() (catalyst.tools.registry.Registry method) len() (catalyst.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.tools.typing.Optimizer method) load_traced_model() (in module catalyst.dl.utils.trace) loader_step() (catalyst.core.legacy.IRunnerLegacy property) logdir() (catalyst.core.experiment.IExperiment property), [1] (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.experiment.Experiment property) Logging (catalyst.core.callback.CallbackOrder attribute) 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 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.tools.meters.mapmeter) 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) 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.tools.meters.meter) Metric (catalyst.core.callback.CallbackOrder attribute) metric (catalyst.core.callback.CallbackOrder attribute) metric_aggregation (catalyst.core.callback.CallbackOrder attribute) metric_fn() (catalyst.contrib.dl.callbacks.perplexity_metric.PerplexityMetricCallback method) (catalyst.core.callbacks.criterion.CriterionCallback property) (catalyst.core.callbacks.metrics.IMetricCallback property), [1] (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) 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.dl.callbacks.mixup) MNIST (class in catalyst.contrib.datasets.mnist) Model (in module catalyst.tools.typing) model() (catalyst.core.runner.IRunner property), [1] 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.tools.meters.movingaveragevaluemeter) MSEMeter (class in catalyst.tools.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.legacy.IRunnerLegacy property) NeptuneLogger (class in catalyst.contrib.dl.callbacks.neptune_logger) Normalize (class in catalyst.contrib.data.transforms) (class in catalyst.contrib.nn.modules.common) normalize() (in module catalyst.contrib.data.transforms) (in module catalyst.utils.torch) NumpyDataset (class in catalyst.data.dataset) O on_batch_end() (catalyst.contrib.dl.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.dl.callbacks.gradnorm_logger.GradNormLogger method) (catalyst.contrib.dl.callbacks.knn_metric.KNNMetricCallback method) (catalyst.contrib.dl.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.dl.callbacks.neptune_logger.NeptuneLogger method) (catalyst.contrib.dl.callbacks.visdom_logger.VisdomLogger method) (catalyst.contrib.dl.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback 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.IMetricCallback method), [1] (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.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) on_batch_start() (catalyst.contrib.dl.callbacks.cutmix_callback.CutmixCallback method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) on_epoch_end() (catalyst.contrib.dl.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.dl.callbacks.knn_metric.KNNMetricCallback method) (catalyst.contrib.dl.callbacks.periodic_loader_callback.PeriodicLoaderCallback method) (catalyst.contrib.dl.callbacks.tracer_callback.TracerCallback method) (catalyst.contrib.dl.callbacks.visdom_logger.VisdomLogger method) (catalyst.contrib.dl.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.batch_overfit.BatchOverfitCallback 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.contrib.dl.callbacks.periodic_loader_callback.PeriodicLoaderCallback method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.batch_overfit.BatchOverfitCallback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.validation.ValidationManagerCallback method) on_exception() (catalyst.contrib.dl.callbacks.telegram_logger.TelegramLogger method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.exception.ExceptionCallback method) (catalyst.core.callbacks.logging.VerboseLogger method) on_loader_end() (catalyst.contrib.dl.callbacks.alchemy_logger.AlchemyLogger method) (catalyst.contrib.dl.callbacks.knn_metric.KNNMetricCallback method) (catalyst.contrib.dl.callbacks.neptune_logger.NeptuneLogger method) (catalyst.contrib.dl.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.dl.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.control_flow.ControlFlowCallback 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.contrib.dl.callbacks.cutmix_callback.CutmixCallback method) (catalyst.contrib.dl.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.dl.callbacks.telegram_logger.TelegramLogger method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.control_flow.ControlFlowCallback 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.mixup.MixupCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) on_stage_end() (catalyst.contrib.dl.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.dl.callbacks.tracer_callback.TracerCallback method) (catalyst.contrib.dl.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) on_stage_start() (catalyst.contrib.dl.callbacks.mask_inference.InferMaskCallback method) (catalyst.contrib.dl.callbacks.periodic_loader_callback.PeriodicLoaderCallback method) (catalyst.contrib.dl.callbacks.telegram_logger.TelegramLogger method) (catalyst.contrib.dl.callbacks.wandb_logger.WandbLogger method) (catalyst.core.callback.Callback method) (catalyst.core.callback.WrapperCallback 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) OneCycleLRWithWarmup (class in catalyst.contrib.nn.schedulers.onecycle) open_maybe_compressed_file() (in module catalyst.contrib.datasets.mnist) Optimizer (catalyst.core.callback.CallbackOrder attribute) optimizer (catalyst.core.callback.CallbackOrder attribute) Optimizer (class in catalyst.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) PeriodicLoaderCallback (class in catalyst.contrib.dl.callbacks.periodic_loader_callback) PerplexityMetricCallback (class in catalyst.contrib.dl.callbacks.perplexity_metric) 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.tools.meters.ppv_tpr_f1_meter) PrecisionRecallF1ScoreCallback (class in catalyst.dl.callbacks.metrics.ppv_tpr_f1) PrecisionRecallF1ScoreMeter (class in catalyst.tools.meters.ppv_tpr_f1_meter) predict_batch() (catalyst.dl.runner.runner.Runner method) (catalyst.dl.runner.supervised.SupervisedRunner method) predict_loader() (catalyst.dl.runner.runner.Runner method) prepare_cudnn() (in module catalyst.utils.torch) process_bert_output() (in module catalyst.contrib.utils.nlp.text) process_checkpoint() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) process_components() (in module catalyst.utils.components) process_metrics() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) process_model_params() (in module catalyst.utils.torch) processed_folder() (catalyst.contrib.datasets.mnist.MNIST property) 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) raw_folder() (catalyst.contrib.datasets.mnist.MNIST property) read_csv_data() (in module catalyst.contrib.utils.pandas) read_image_file() (in module catalyst.contrib.datasets.mnist) read_label_file() (in module catalyst.contrib.datasets.mnist) read_multiple_dataframes() (in module catalyst.contrib.utils.pandas) read_sn3_pascalvincent_tensor() (in module catalyst.contrib.datasets.mnist) ReaderCompose (class in catalyst.data.reader) ReaderSpec (class in catalyst.data.reader) recalculate() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) recall() (in module catalyst.tools.meters.ppv_tpr_f1_meter) reduced_focal_loss() (in module catalyst.utils.metrics.focal) Registry (class in catalyst.tools.registry) RegistryException render_figure_to_tensor() (in module catalyst.contrib.utils.visualization) reset() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.tools.meters.apmeter.APMeter method) (catalyst.tools.meters.aucmeter.AUCMeter method) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.classerrormeter.ClassErrorMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.mapmeter.mAPMeter method) (catalyst.tools.meters.meter.Meter method) (catalyst.tools.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.tools.meters.msemeter.MSEMeter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) (catalyst.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) resources (catalyst.contrib.datasets.mnist.MNIST attribute) RMSNorm (class in catalyst.contrib.nn.modules.rms_norm) RotateMixin (class in catalyst.contrib.data.cv.mixins.rotate) run() (catalyst.dl.utils.wizard.Wizard method) run_experiment() (catalyst.core.runner.IRunner method), [1] run_wizard() (in module catalyst.dl.utils.wizard) Runner (class in catalyst.dl.runner.runner) RunnerException S sample() (catalyst.data.sampler_inbatch.InBatchTripletsSampler method) 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) save_traced_model() (in module catalyst.dl.utils.trace) ScalarReader (class in catalyst.data.reader) Scheduler (catalyst.core.callback.CallbackOrder attribute) scheduler (catalyst.core.callback.CallbackOrder attribute) Scheduler (in module catalyst.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) 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.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) sSE (class in catalyst.contrib.nn.modules.se) Stage (catalyst.core.callback.CallbackScope attribute) stage (catalyst.core.callback.CallbackScope attribute) STAGE_KEYWORDS (catalyst.dl.experiment.config.ConfigExperiment attribute) stages() (catalyst.core.experiment.IExperiment property), [1] (catalyst.dl.experiment.config.ConfigExperiment property) (catalyst.dl.experiment.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.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.tools.tensorboard.SummaryItem property) (catalyst.tools.typing.Optimizer method) step_batch() (catalyst.core.callbacks.scheduler.SchedulerCallback method) step_epoch() (catalyst.core.callbacks.scheduler.SchedulerCallback method) stop() (catalyst.tools.time_manager.TimeManager method) SummaryItem (class in catalyst.contrib.tools.tensorboard) SummaryReader (class in catalyst.contrib.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.tools.tensorboard.SummaryItem property) TelegramLogger (class in catalyst.contrib.dl.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.core.callbacks.logging) TensorToImage (class in catalyst.contrib.data.cv.transforms.tensor) test_file (catalyst.contrib.datasets.mnist.MNIST attribute) TextClassificationDataset (class in catalyst.contrib.data.nlp.dataset.text_classification) TimeManager (class in catalyst.tools.time_manager) TimerCallback (class in catalyst.core.callbacks.timer) to_single_value() (catalyst.core.callbacks.metrics.MetricManagerCallback static method) to_tensor() (in module catalyst.contrib.data.transforms) tokenize_text() (in module catalyst.contrib.utils.nlp.text) ToTensor (class in catalyst.contrib.data.cv.transforms.tensor) (class in catalyst.contrib.data.transforms) tqdm_parallel_imap() (in module catalyst.contrib.utils.parallel) trace() (catalyst.dl.runner.runner.Runner method) trace_model() (in module catalyst.dl.utils.trace) trace_model_from_checkpoint() (in module catalyst.dl.utils.trace) trace_model_from_runner() (in module catalyst.dl.utils.trace) TracerCallback (class in catalyst.contrib.dl.callbacks.tracer_callback) train() (catalyst.dl.runner.runner.Runner method) training_file (catalyst.contrib.datasets.mnist.MNIST attribute) Transform() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) trim_tensors() (in module catalyst.utils.torch) 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.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) validation (catalyst.core.callback.CallbackOrder attribute) ValidationManagerCallback (class in catalyst.core.callbacks.validation) value() (catalyst.contrib.tools.tensorboard.SummaryItem property) (catalyst.tools.meters.apmeter.APMeter method) (catalyst.tools.meters.aucmeter.AUCMeter method) (catalyst.tools.meters.averagevaluemeter.AverageValueMeter method) (catalyst.tools.meters.classerrormeter.ClassErrorMeter method) (catalyst.tools.meters.confusionmeter.ConfusionMeter method) (catalyst.tools.meters.mapmeter.mAPMeter method) (catalyst.tools.meters.meter.Meter method) (catalyst.tools.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.tools.meters.msemeter.MSEMeter method) (catalyst.tools.meters.ppv_tpr_f1_meter.PrecisionRecallF1ScoreMeter method) VerboseLogger (class in catalyst.core.callbacks.logging) VisdomLogger (class in catalyst.contrib.dl.callbacks.visdom_logger) W wall_time() (catalyst.contrib.tools.tensorboard.SummaryItem property) WandbLogger (class in catalyst.contrib.dl.callbacks.wandb_logger) WingLoss (class in catalyst.contrib.nn.criterion.wing) Wizard (class in catalyst.dl.utils.wizard) Worker (catalyst.core.callback.CallbackNode attribute) worker (catalyst.core.callback.CallbackNode attribute) WrapperCallback (class in catalyst.core.callback) Z zero_grad() (catalyst.tools.typing.Optimizer method)