Index _ | A | B | C | D | E | F | G | H | I | J | L | M | N | O | P | Q | R | S | T | U | V | W | Z _ __call__() (catalyst.data.collate_fn.FilteringCollateFn method) (catalyst.data.reader.ImageReader method) (catalyst.data.reader.LambdaReader method) (catalyst.data.reader.ReaderCompose method) (catalyst.data.reader.ReaderSpec method) (catalyst.data.reader.ScalarReader method) __getitem__() (catalyst.data.dataset.ListDataset method) (catalyst.data.dataset.MergeDataset method) (catalyst.data.dataset.NumpyDataset method) __init__() (catalyst.contrib.nn.criterion.ce.SymmetricCrossEntropyLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveDistanceLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveEmbeddingLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastivePairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.focal.FocalLossBinary 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.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.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.criterion.CriterionCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics.MetricAggregationCallback method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater 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.ListDataset method) (catalyst.data.dataset.MergeDataset method) (catalyst.data.dataset.NumpyDataset method) (catalyst.data.dataset.PathsDataset method) (catalyst.data.reader.ImageReader method) (catalyst.data.reader.LambdaReader method) (catalyst.data.reader.ReaderCompose method) (catalyst.data.reader.ReaderSpec method) (catalyst.data.reader.ScalarReader method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.dl.callbacks.gan.GradientPenaltyCallback method) (catalyst.dl.callbacks.gan.WassersteinDistanceCallback method) (catalyst.dl.callbacks.gan.WeightClampingOptimizerCallback 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.core.callback.MeterMetricsCallback method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.runner.gan.GanRunner method) (catalyst.dl.runner.gan.MultiPhaseRunner method) (catalyst.dl.runner.supervised.SupervisedRunner method) (catalyst.dl.utils.wizard.Wizard method) (catalyst.utils.tools.registry.Registry method) (catalyst.utils.tools.registry.RegistryException method) (catalyst.utils.tools.tensorboard.EventsFileReader method) (catalyst.utils.tools.tensorboard.SummaryReader method) __iter__() (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.MiniEpochSampler method) __len__() (catalyst.data.dataset.ListDataset method) (catalyst.data.dataset.MergeDataset method) (catalyst.data.dataset.NumpyDataset method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.MiniEpochSampler method) A AccuracyCallback (class in catalyst.dl.callbacks.metrics.accuracy) add() (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.meter.Meter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) (catalyst.utils.tools.registry.Registry method) add_from_module() (catalyst.utils.tools.registry.Registry method) add_param_group() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.utils.tools.typing.Optimizer method) AlchemyRunner (class in catalyst.contrib.dl.runner.alchemy) All (catalyst.core.callback.CallbackNode attribute) all() (catalyst.utils.tools.registry.Registry method) allowed_valid_modes (catalyst.core.callbacks.phase.PhaseManagerCallback attribute) any2device() (in module catalyst.utils.torch) APMeter (class in catalyst.utils.meters.apmeter) AUCCallback (class in catalyst.dl.callbacks.metrics.auc) AUCMeter (class in catalyst.utils.meters.aucmeter) Augmentor (class in catalyst.data.augmentor) AugmentorCompose (class in catalyst.data.augmentor) AugmentorKeys (class in catalyst.data.augmentor) available_groups (catalyst.contrib.nn.modules.lama.LamaPooling attribute) AverageValueMeter (class in catalyst.utils.meters.averagevaluemeter) B BalanceClassSampler (class in catalyst.data.sampler) BaseExperiment (class in catalyst.dl.experiment.base) BaseScheduler (class in catalyst.contrib.nn.schedulers.base) BatchScheduler (class in catalyst.contrib.nn.schedulers.base) BCEDiceLoss (class in catalyst.contrib.nn.criterion.dice) BCEIoULoss (class in catalyst.contrib.nn.criterion.iou) C calc_lr() (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.dl.callbacks.scheduler.LRFinder method) calc_momentum() (catalyst.core.callbacks.scheduler.LRUpdater method) 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) catalyst.contrib (module) catalyst.contrib.dl.runner.alchemy (module) catalyst.contrib.dl.runner.neptune (module) catalyst.contrib.dl.runner.wandb (module) catalyst.contrib.models.cv.segmentation.fpn (module) catalyst.contrib.models.cv.segmentation.linknet (module) catalyst.contrib.models.cv.segmentation.psp (module) catalyst.contrib.models.cv.segmentation.unet (module) catalyst.contrib.nn.criterion.ce (module) catalyst.contrib.nn.criterion.contrastive (module) catalyst.contrib.nn.criterion.dice (module) catalyst.contrib.nn.criterion.focal (module) catalyst.contrib.nn.criterion.gan (module) catalyst.contrib.nn.criterion.huber (module) catalyst.contrib.nn.criterion.iou (module) catalyst.contrib.nn.criterion.lovasz (module) catalyst.contrib.nn.criterion.margin (module) catalyst.contrib.nn.criterion.triplet (module) catalyst.contrib.nn.criterion.wing (module) catalyst.contrib.nn.modules.common (module) catalyst.contrib.nn.modules.lama (module) catalyst.contrib.nn.modules.pooling (module) catalyst.contrib.nn.optimizers.lamb (module) catalyst.contrib.nn.optimizers.lookahead (module) catalyst.contrib.nn.optimizers.qhadamw (module) catalyst.contrib.nn.optimizers.radam (module) catalyst.contrib.nn.optimizers.ralamb (module) catalyst.contrib.nn.schedulers.base (module) catalyst.contrib.nn.schedulers.onecycle (module) catalyst.contrib.registry (module) catalyst.core (module) catalyst.core.callback (module) catalyst.core.callbacks.checkpoint (module) catalyst.core.callbacks.criterion (module) catalyst.core.callbacks.early_stop (module) catalyst.core.callbacks.exception (module) catalyst.core.callbacks.logging (module) catalyst.core.callbacks.metrics (module) catalyst.core.callbacks.optimizer (module) catalyst.core.callbacks.phase (module) catalyst.core.callbacks.scheduler (module) catalyst.core.callbacks.timer (module) catalyst.core.callbacks.validation (module) catalyst.core.callbacks.wrappers (module) catalyst.core.experiment (module) catalyst.core.registry (module) catalyst.core.runner (module) catalyst.core.state (module) catalyst.core.utils (module) catalyst.core.utils.callbacks (module) catalyst.data (module) catalyst.data.__main__ (module) catalyst.data.augmentor (module) catalyst.data.collate_fn (module) catalyst.data.dataset (module) catalyst.data.sampler (module) catalyst.dl (module) catalyst.dl.callbacks.gan (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.core.callback (module) catalyst.dl.core.experiment (module) catalyst.dl.core.runner (module) catalyst.dl.core.state (module) catalyst.dl.experiment.base (module) catalyst.dl.experiment.config (module) catalyst.dl.experiment.supervised (module) catalyst.dl.registry (module) catalyst.dl.runner.gan (module) catalyst.dl.runner.supervised (module) catalyst.dl.utils.pipelines (module) catalyst.dl.utils.torch (module) catalyst.dl.utils.trace (module) catalyst.dl.utils.visualization (module) catalyst.dl.utils.wizard (module) catalyst.utils (module) catalyst.utils.argparse (module) catalyst.utils.checkpoint (module) catalyst.utils.compression (module) catalyst.utils.config (module) catalyst.utils.confusion_matrix (module) catalyst.utils.criterion.accuracy (module) catalyst.utils.criterion.dice (module) catalyst.utils.criterion.f1_score (module) catalyst.utils.criterion.focal (module) catalyst.utils.criterion.iou (module) catalyst.utils.dataset (module) catalyst.utils.dict (module) catalyst.utils.hash (module) catalyst.utils.image (module) catalyst.utils.initialization (module) catalyst.utils.meters.apmeter (module) catalyst.utils.meters.aucmeter (module) catalyst.utils.meters.averagevaluemeter (module) catalyst.utils.meters.classerrormeter (module) catalyst.utils.meters.confusionmeter (module) catalyst.utils.meters.mapmeter (module) catalyst.utils.meters.meter (module) catalyst.utils.meters.movingaveragevaluemeter (module) catalyst.utils.meters.msemeter (module) catalyst.utils.misc (module) catalyst.utils.numpy (module) catalyst.utils.pandas (module) catalyst.utils.parallel (module) catalyst.utils.plotly (module) catalyst.utils.scripts (module) catalyst.utils.seed (module) catalyst.utils.serialization (module) catalyst.utils.tools.frozen_class (module) catalyst.utils.tools.registry (module) catalyst.utils.tools.tensorboard (module) catalyst.utils.tools.typing (module) catalyst.utils.torch (module) catalyst.utils.visualization (module) CheckpointCallback (class in catalyst.core.callbacks.checkpoint) CheckRunCallback (class in catalyst.core.callbacks.early_stop) ClassErrorMeter (class in catalyst.utils.meters.classerrormeter) ClasswiseIouCallback (class in catalyst.dl.callbacks.metrics.iou) ClasswiseJaccardCallback (in module catalyst.dl.callbacks.metrics.iou) ConfigExperiment (class in catalyst.dl.experiment.config) ConfusionMeter (class in catalyst.utils.meters.confusionmeter) ConsoleLogger (class in catalyst.core.callbacks.logging) ContrastiveDistanceLoss (class in catalyst.contrib.nn.criterion.contrastive) ContrastiveEmbeddingLoss (class in catalyst.contrib.nn.criterion.contrastive) ContrastivePairwiseEmbeddingLoss (class in catalyst.contrib.nn.criterion.contrastive) copy_directory() (in module catalyst.utils.misc) Criterion (in module catalyst.utils.tools.typing) Criterion() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) CriterionCallback (class in catalyst.core.callbacks.criterion) D Dataset (class in catalyst.utils.tools.typing) DatasetFromSampler (class in catalyst.data.dataset) DiceCallback (class in catalyst.dl.callbacks.metrics.dice) DiceLoss (class in catalyst.contrib.nn.criterion.dice) distributed_params() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) DistributedSamplerWrapper (class in catalyst.data.sampler) dump_base_experiment_code() (in module catalyst.utils.scripts) dump_code() (in module catalyst.utils.scripts) dump_python_files() (in module catalyst.utils.scripts) E EarlyStoppingCallback (class in catalyst.core.callbacks.early_stop) EventReadingException EventsFileReader (class in catalyst.utils.tools.tensorboard) ExceptionCallback (class in catalyst.core.callbacks.exception) Experiment (class in catalyst.dl.core.experiment) External (catalyst.core.callback.CallbackOrder attribute) F F1ScoreCallback (class in catalyst.dl.callbacks.metrics.f1_score) FilteringCollateFn (class in catalyst.data.collate_fn) Flatten (class in catalyst.contrib.nn.modules.common) fn_ends_with_pass() (in module catalyst.utils.misc) FocalLossBinary (class in catalyst.contrib.nn.criterion.focal) FocalLossMultiClass (class in catalyst.contrib.nn.criterion.focal) format_metric() (in module catalyst.utils.misc) forward() (catalyst.contrib.nn.criterion.ce.MaskCrossEntropyLoss method) (catalyst.contrib.nn.criterion.ce.NaiveCrossEntropyLoss method) (catalyst.contrib.nn.criterion.ce.SymmetricCrossEntropyLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveDistanceLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastiveEmbeddingLoss method) (catalyst.contrib.nn.criterion.contrastive.ContrastivePairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.dice.BCEDiceLoss method) (catalyst.contrib.nn.criterion.dice.DiceLoss method) (catalyst.contrib.nn.criterion.focal.FocalLossBinary method) (catalyst.contrib.nn.criterion.focal.FocalLossMultiClass method) (catalyst.contrib.nn.criterion.gan.GradientPenaltyLoss method) (catalyst.contrib.nn.criterion.gan.MeanOutputLoss method) (catalyst.contrib.nn.criterion.huber.HuberLoss method) (catalyst.contrib.nn.criterion.iou.BCEIoULoss method) (catalyst.contrib.nn.criterion.iou.IoULoss method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossBinary method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossMultiClass method) (catalyst.contrib.nn.criterion.lovasz.LovaszLossMultiLabel method) (catalyst.contrib.nn.criterion.margin.MarginLoss method) (catalyst.contrib.nn.criterion.triplet.TripletLoss method) (catalyst.contrib.nn.criterion.triplet.TripletPairwiseEmbeddingLoss method) (catalyst.contrib.nn.criterion.wing.WingLoss method) (catalyst.contrib.nn.modules.common.Flatten method) (catalyst.contrib.nn.modules.common.Lambda method) (catalyst.contrib.nn.modules.common.Normalize method) (catalyst.contrib.nn.modules.lama.LamaPooling method) (catalyst.contrib.nn.modules.lama.TemporalAttentionPooling method) (catalyst.contrib.nn.modules.lama.TemporalAvgPooling method) (catalyst.contrib.nn.modules.lama.TemporalConcatPooling method) (catalyst.contrib.nn.modules.lama.TemporalDropLastWrapper method) (catalyst.contrib.nn.modules.lama.TemporalLastPooling method) (catalyst.contrib.nn.modules.lama.TemporalMaxPooling method) (catalyst.contrib.nn.modules.pooling.GlobalAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalAvgAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalAvgPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalConcatAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalConcatPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalMaxAttnPool2d method) (catalyst.contrib.nn.modules.pooling.GlobalMaxPool2d method) (catalyst.dl.runner.gan.MultiPhaseRunner method) (catalyst.dl.runner.supervised.SupervisedRunner method) FPNUnet (class in catalyst.contrib.models.cv.segmentation.fpn) FrozenClass (class in catalyst.utils.tools.frozen_class) G GanRunner (class in catalyst.dl.runner.gan) get() (catalyst.utils.tools.registry.Registry method) get_activation_fn() (in module catalyst.utils.torch) get_attr() (catalyst.core.state.State method) get_available_gpus() (in module catalyst.utils.torch) get_callbacks() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment 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.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_device() (in module catalyst.utils.torch) get_fn_argsnames() (in module catalyst.utils.misc) get_fn_default_params() (in module catalyst.utils.misc) get_from_params() (catalyst.contrib.nn.optimizers.lookahead.Lookahead class method) (catalyst.utils.tools.registry.Registry method) get_hash() (in module catalyst.utils.hash) get_if_str() (catalyst.utils.tools.registry.Registry method) get_instance() (catalyst.utils.tools.registry.Registry method) get_loader() (in module catalyst.dl.utils.torch) get_loaders() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_lr() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) get_model() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_momentum() (catalyst.contrib.nn.schedulers.base.BaseScheduler method) (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) get_native_batch() (catalyst.dl.core.experiment.Experiment method) 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.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_optimizer_momentum() (in module catalyst.utils.torch) get_scheduler() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_short_hash() (in module catalyst.utils.hash) get_state_params() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_trace_name() (in module catalyst.dl.utils.trace) get_transforms() (catalyst.dl.experiment.config.ConfigExperiment method) get_utcnow_time() (in module catalyst.utils.misc) get_wasserstein_distance() (catalyst.dl.callbacks.gan.WassersteinDistanceCallback method) GlobalAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalAvgAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalAvgPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalConcatAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalConcatPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalMaxAttnPool2d (class in catalyst.contrib.nn.modules.pooling) GlobalMaxPool2d (class in catalyst.contrib.nn.modules.pooling) grad_step() (catalyst.core.callbacks.optimizer.OptimizerCallback static method) GradientPenaltyCallback (class in catalyst.dl.callbacks.gan) GradientPenaltyLoss (class in catalyst.contrib.nn.criterion.gan) H HuberLoss (class in catalyst.contrib.nn.criterion.huber) I ImageReader (class in catalyst.data.reader) import_experiment_and_runner() (in module catalyst.utils.scripts) import_module() (in module catalyst.utils.scripts) infer() (catalyst.dl.runner.supervised.SupervisedRunner method) InferCallback (class in catalyst.dl.callbacks.inference) InferMaskCallback (class in catalyst.dl.callbacks.inference) initial_seed() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) input() (catalyst.core.state.State property) Internal (catalyst.core.callback.CallbackOrder attribute) IouCallback (class in catalyst.dl.callbacks.metrics.iou) IoULoss (class in catalyst.contrib.nn.criterion.iou) is_active_on_phase() (catalyst.core.callbacks.wrappers.PhaseBatchWrapperCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) is_exception() (in module catalyst.utils.misc) IterationCheckpointCallback (class in catalyst.core.callbacks.checkpoint) J JaccardCallback (in module catalyst.dl.callbacks.metrics.iou) L LamaPooling (class in catalyst.contrib.nn.modules.lama) Lamb (class in catalyst.contrib.nn.optimizers.lamb) Lambda (class in catalyst.contrib.nn.modules.common) LambdaReader (class in catalyst.data.reader) late_add() (catalyst.utils.tools.registry.Registry method) len() (catalyst.utils.tools.registry.Registry method) LEVEL_BATCH (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) LEVEL_EPOCH (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) LEVEL_LOADER (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) LEVEL_STAGE (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) Linknet (class in catalyst.contrib.models.cv.segmentation.linknet) ListDataset (class in catalyst.data.dataset) load_checkpoint() (in module catalyst.utils.checkpoint) load_config() (in module catalyst.utils.config) load_state_dict() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.utils.tools.typing.Optimizer method) load_traced_model() (in module catalyst.dl.utils.trace) log_lamb_rs() (in module catalyst.contrib.nn.optimizers.lamb) logdir() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) Logging (catalyst.core.callback.CallbackOrder attribute) Lookahead (class in catalyst.contrib.nn.optimizers.lookahead) LovaszLossBinary (class in catalyst.contrib.nn.criterion.lovasz) LovaszLossMultiClass (class in catalyst.contrib.nn.criterion.lovasz) LovaszLossMultiLabel (class in catalyst.contrib.nn.criterion.lovasz) LRFinder (class in catalyst.dl.callbacks.scheduler) LRUpdater (class in catalyst.core.callbacks.scheduler) M MapKCallback (class in catalyst.dl.callbacks.metrics.accuracy) mAPMeter (class in catalyst.utils.meters.mapmeter) MarginLoss (class in catalyst.contrib.nn.criterion.margin) MaskCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) Master (catalyst.core.callback.CallbackNode attribute) maybe_recursive_call() (in module catalyst.utils.misc) MeanOutputLoss (class in catalyst.contrib.nn.criterion.gan) MergeDataset (class in catalyst.data.dataset) Meter (class in catalyst.utils.meters.meter) MeterMetricsCallback (class in catalyst.dl.core.callback) Metric (catalyst.core.callback.CallbackOrder attribute) metric_fn() (catalyst.core.callbacks.criterion.CriterionCallback property) (catalyst.core.callbacks.metrics.MetricCallback property) MetricAggregation (catalyst.core.callback.CallbackOrder attribute) MetricAggregationCallback (class in catalyst.core.callbacks.metrics) MetricCallback (class in catalyst.core.callbacks.metrics) MetricManagerCallback (class in catalyst.core.callbacks.metrics) MiniEpochSampler (class in catalyst.data.sampler) MixupCallback (class in catalyst.dl.callbacks.mixup) Model (in module catalyst.utils.tools.typing) Model() (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) monitoring_params() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) MovingAverageValueMeter (class in catalyst.utils.meters.movingaveragevaluemeter) MSEMeter (class in catalyst.utils.meters.msemeter) MulticlassDiceMetricCallback (class in catalyst.dl.callbacks.metrics.dice) MultiMetricCallback (class in catalyst.core.callbacks.metrics) MultiPhaseRunner (class in catalyst.dl.runner.gan) N NaiveCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) name2activation (catalyst.contrib.nn.modules.lama.TemporalAttentionPooling attribute) NeptuneRunner (class in catalyst.contrib.dl.runner.neptune) Normalize (class in catalyst.contrib.nn.modules.common) NumpyDataset (class in catalyst.data.dataset) O on_batch_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.early_stop.CheckRunCallback method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics.MetricAggregationCallback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.metrics.MultiMetricCallback method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.phase.PhaseManagerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.gan.WeightClampingOptimizerCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.core.callback.MeterMetricsCallback method) on_batch_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.phase.PhaseManagerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) on_epoch_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.early_stop.CheckRunCallback method) (catalyst.core.callbacks.early_stop.EarlyStoppingCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.validation.ValidationManagerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) on_epoch_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.validation.ValidationManagerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) on_exception() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.exception.ExceptionCallback method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) on_loader_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.core.callback.MeterMetricsCallback method) on_loader_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.metrics.MetricManagerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.timer.TimerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.core.callback.MeterMetricsCallback method) on_stage_end() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) on_stage_start() (catalyst.core.callback.Callback method) (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.criterion.CriterionCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.LRUpdater method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) OneCycleLRWithWarmup (class in catalyst.contrib.nn.schedulers.onecycle) Optimizer (catalyst.core.callback.CallbackOrder attribute) (class in catalyst.utils.tools.typing) Optimizer() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) OptimizerCallback (class in catalyst.core.callbacks.optimizer) out_features() (catalyst.contrib.nn.modules.pooling.GlobalAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalAvgAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalAvgPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalConcatAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalConcatPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalMaxAttnPool2d static method) (catalyst.contrib.nn.modules.pooling.GlobalMaxPool2d static method) outer_init() (in module catalyst.utils.initialization) output() (catalyst.core.state.State property) P pack_checkpoint() (in module catalyst.utils.checkpoint) PathsDataset (class in catalyst.data.dataset) PhaseBatchWrapperCallback (class in catalyst.core.callbacks.wrappers) PhaseManagerCallback (class in catalyst.core.callbacks.phase) PhaseWrapperCallback (class in catalyst.core.callbacks.wrappers) plot_confusion_matrix() (in module catalyst.dl.utils.visualization) (in module catalyst.utils.visualization) plot_metrics() (in module catalyst.dl.utils.visualization) (in module catalyst.utils.visualization) plot_tensorboard_log() (in module catalyst.utils.plotly) PrecisionRecallF1ScoreCallback (class in catalyst.dl.callbacks.metrics.ppv_tpr_f1) predict_loader() (catalyst.dl.runner.supervised.SupervisedRunner method) prepare_cudnn() (in module catalyst.utils.torch) process_callbacks() (in module catalyst.core.utils.callbacks) process_checkpoint() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) process_metrics() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) process_model_params() (in module catalyst.utils.torch) PSPnet (class in catalyst.contrib.models.cv.segmentation.psp) Q QHAdamW (class in catalyst.contrib.nn.optimizers.qhadamw) R RAdam (class in catalyst.contrib.nn.optimizers.radam) Ralamb (class in catalyst.contrib.nn.optimizers.ralamb) ReaderCompose (class in catalyst.data.reader) ReaderSpec (class in catalyst.data.reader) recalculate() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) reduced_focal_loss() (in module catalyst.utils.criterion.focal) Registry (class in catalyst.utils.tools.registry) RegistryException render_figure_to_tensor() (in module catalyst.dl.utils.visualization) (in module catalyst.utils.visualization) reset() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.meter.Meter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) ResnetFPNUnet (class in catalyst.contrib.models.cv.segmentation.fpn) ResnetLinknet (class in catalyst.contrib.models.cv.segmentation.linknet) ResnetPSPnet (class in catalyst.contrib.models.cv.segmentation.psp) ResnetUnet (class in catalyst.contrib.models.cv.segmentation.unet) run() (catalyst.dl.utils.wizard.Wizard method) run_experiment() (catalyst.contrib.dl.runner.alchemy.AlchemyRunner method) (catalyst.contrib.dl.runner.neptune.NeptuneRunner method) (catalyst.contrib.dl.runner.wandb.WandbRunner method) run_wizard() (in module catalyst.dl.utils.wizard) Runner (class in catalyst.dl.core.runner) S Sampler() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) save_checkpoint() (in module catalyst.utils.checkpoint) save_config() (in module catalyst.utils.config) ScalarReader (class in catalyst.data.reader) Scheduler (catalyst.core.callback.CallbackOrder attribute) (in module catalyst.utils.tools.typing) Scheduler() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) SchedulerCallback (class in catalyst.core.callbacks.scheduler) set_attr() (catalyst.core.state.State method) 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.criterion.focal) STAGE_KEYWORDS (catalyst.dl.experiment.config.ConfigExperiment attribute) stages() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) State (class in catalyst.core.state) state_dict() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.utils.tools.typing.Optimizer method) step() (catalyst.contrib.nn.optimizers.lamb.Lamb method) (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.contrib.nn.optimizers.qhadamw.QHAdamW method) (catalyst.contrib.nn.optimizers.radam.RAdam method) (catalyst.contrib.nn.optimizers.ralamb.Ralamb method) (catalyst.contrib.nn.schedulers.base.BaseScheduler method) (catalyst.utils.tools.tensorboard.SummaryItem property) (catalyst.utils.tools.typing.Optimizer method) step_batch() (catalyst.core.callbacks.scheduler.SchedulerCallback method) step_epoch() (catalyst.core.callbacks.scheduler.SchedulerCallback method) SummaryItem (class in catalyst.utils.tools.tensorboard) SummaryReader (class in catalyst.utils.tools.tensorboard) SupervisedAlchemyRunner (class in catalyst.contrib.dl.runner.alchemy) SupervisedExperiment (class in catalyst.dl.experiment.supervised) SupervisedNeptuneRunner (class in catalyst.contrib.dl.runner.neptune) SupervisedRunner (class in catalyst.dl.runner.supervised) SupervisedWandbRunner (class in catalyst.contrib.dl.runner.wandb) SymmetricCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) T tag() (catalyst.utils.tools.tensorboard.SummaryItem property) TemporalAttentionPooling (class in catalyst.contrib.nn.modules.lama) TemporalAvgPooling (class in catalyst.contrib.nn.modules.lama) TemporalConcatPooling (class in catalyst.contrib.nn.modules.lama) TemporalDropLastWrapper (class in catalyst.contrib.nn.modules.lama) TemporalLastPooling (class in catalyst.contrib.nn.modules.lama) TemporalMaxPooling (class in catalyst.contrib.nn.modules.lama) TensorboardLogger (class in catalyst.core.callbacks.logging) TIME_END (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) TIME_START (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) TimerCallback (class in catalyst.core.callbacks.timer) trace() (catalyst.dl.runner.supervised.SupervisedRunner method) trace_model() (in module catalyst.dl.utils.trace) train() (catalyst.dl.runner.gan.GanRunner method) (catalyst.dl.runner.supervised.SupervisedRunner method) Transform() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) TripletLoss (class in catalyst.contrib.nn.criterion.triplet) TripletPairwiseEmbeddingLoss (class in catalyst.contrib.nn.criterion.triplet) truncate_checkpoints() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) type() (catalyst.utils.tools.tensorboard.SummaryItem property) U Unet (class in catalyst.contrib.models.cv.segmentation.unet) unpack_checkpoint() (in module catalyst.utils.checkpoint) 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_MODE_ALL (catalyst.core.callbacks.phase.PhaseManagerCallback attribute) VALIDATION_MODE_SAME (catalyst.core.callbacks.phase.PhaseManagerCallback attribute) ValidationManagerCallback (class in catalyst.core.callbacks.validation) value() (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.meter.Meter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) (catalyst.utils.tools.tensorboard.SummaryItem property) VerboseLogger (class in catalyst.core.callbacks.logging) W wall_time() (catalyst.utils.tools.tensorboard.SummaryItem property) WandbRunner (class in catalyst.contrib.dl.runner.wandb) WassersteinDistanceCallback (class in catalyst.dl.callbacks.gan) WeightClampingOptimizerCallback (class in catalyst.dl.callbacks.gan) WingLoss (class in catalyst.contrib.nn.criterion.wing) Wizard (class in catalyst.dl.utils.wizard) Worker (catalyst.core.callback.CallbackNode attribute) Z zero_grad() (catalyst.utils.tools.typing.Optimizer method)