Index

_

__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.criterion.ce.SymmetricCrossEntropyLoss method) (catalyst.contrib.criterion.contrastive.ContrastiveDistanceLoss method) (catalyst.contrib.criterion.contrastive.ContrastiveEmbeddingLoss method) (catalyst.contrib.criterion.contrastive.ContrastivePairwiseEmbeddingLoss method) (catalyst.contrib.criterion.focal.FocalLossBinary method) (catalyst.contrib.modules.real_nvp.CouplingLayer method) (catalyst.contrib.modules.real_nvp.SquashingLayer method) (catalyst.contrib.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.data.augmentor.Augmentor 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.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.dl.callbacks.criterion.CriterionAggregatorCallback method) (catalyst.dl.callbacks.criterion.CriterionCallback method) (catalyst.dl.callbacks.criterion.CriterionOutputOnlyCallback method) (catalyst.dl.callbacks.logging.ConsoleLogger method) (catalyst.dl.callbacks.logging.TelegramLogger method) (catalyst.dl.callbacks.logging.TensorboardLogger method) (catalyst.dl.callbacks.logging.VerboseLogger 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.f1_score.F1ScoreCallback method) (catalyst.dl.callbacks.metrics.iou.ClasswiseIouCallback method) (catalyst.dl.callbacks.metrics.iou.IouCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.optimizer.OptimizerCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.callbacks.scheduler.LRUpdater method) (catalyst.dl.core.callback.Callback method) (catalyst.dl.core.callback.MeterMetricsCallback method) (catalyst.dl.core.runner.Runner method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.runner.supervised.SupervisedRunner method) (catalyst.dl.utils.formatters.JsonMetricsFormatter method) (catalyst.dl.utils.formatters.MetricsFormatter method) (catalyst.dl.utils.formatters.TxtMetricsFormatter method) (catalyst.utils.seed.Seeder method) (catalyst.utils.tensorboard.EventsFileReader method) (catalyst.utils.tensorboard.SummaryReader method)

__iter__() (catalyst.data.sampler.BalanceClassSampler 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

accuracy() (in module catalyst.dl.utils.criterion.accuracy) AccuracyCallback (class in catalyst.dl.callbacks.metrics.accuracy) add() (catalyst.dl.meters.apmeter.APMeter method) (catalyst.dl.meters.aucmeter.AUCMeter method) (catalyst.dl.meters.averagevaluemeter.AverageValueMeter method) (catalyst.dl.meters.classerrormeter.ClassErrorMeter method) (catalyst.dl.meters.confusionmeter.ConfusionMeter method) (catalyst.dl.meters.mapmeter.mAPMeter method) (catalyst.dl.meters.meter.Meter method) (catalyst.dl.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.dl.meters.msemeter.MSEMeter method) add_batch_value() (catalyst.dl.core.metric_manager.MetricManager method)

any2device() (in module catalyst.utils.torch) APMeter (class in catalyst.dl.meters.apmeter) append_dict() (in module catalyst.utils.misc) args_are_not_none() (in module catalyst.utils.misc) assert_fp16_available() (in module catalyst.utils.torch) AUCCallback (class in catalyst.dl.callbacks.metrics.auc) AUCMeter (class in catalyst.dl.meters.aucmeter) Augmentor (class in catalyst.data.augmentor) AugmentorKeys (class in catalyst.data.augmentor) available_groups (catalyst.contrib.modules.lama.LamaPooling attribute) average_accuracy() (in module catalyst.dl.utils.criterion.accuracy) AverageValueMeter (class in catalyst.dl.meters.averagevaluemeter)

B

backward() (catalyst.contrib.criterion.center.CenterLossFunc static method) balance_classes() (in module catalyst.utils.dataset) BalanceClassSampler (class in catalyst.data.sampler) BaseExperiment (class in catalyst.dl.experiment.base) BaseScheduler (class in catalyst.contrib.schedulers.base) batch_values() (catalyst.dl.core.metric_manager.MetricManager property) BatchScheduler (class in catalyst.contrib.schedulers.base)

BCEDiceLoss (class in catalyst.contrib.criterion.dice) BCEIoULoss (class in catalyst.contrib.criterion.iou) begin_batch() (catalyst.dl.core.metric_manager.MetricManager method) begin_epoch() (catalyst.dl.core.metric_manager.MetricManager method) begin_loader() (catalyst.dl.core.metric_manager.MetricManager method) bias_init_with_prob() (in module catalyst.utils.initialization) boolean_flag() (in module catalyst.utils.argparse)

C

calc_lr() (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.callbacks.scheduler.LRUpdater method) calc_momentum() (catalyst.dl.callbacks.scheduler.LRUpdater method) Callback (class in catalyst.dl.core.callback) CallbackOrder (class in catalyst.dl.core.callback) catalyst.contrib (module) catalyst.contrib.criterion.ce (module) catalyst.contrib.criterion.center (module) catalyst.contrib.criterion.contrastive (module) catalyst.contrib.criterion.dice (module) catalyst.contrib.criterion.focal (module) catalyst.contrib.criterion.huber (module) catalyst.contrib.criterion.iou (module) catalyst.contrib.criterion.lovasz (module) catalyst.contrib.criterion.wing (module) catalyst.contrib.models.segmentation.fpn (module) catalyst.contrib.models.segmentation.linknet (module) catalyst.contrib.models.segmentation.psp (module) catalyst.contrib.models.segmentation.unet (module) catalyst.contrib.modules.common (module) catalyst.contrib.modules.lama (module) catalyst.contrib.modules.noisy (module) catalyst.contrib.modules.pooling (module) catalyst.contrib.modules.real_nvp (module) catalyst.contrib.optimizers (module) catalyst.contrib.schedulers.base (module) catalyst.contrib.schedulers.onecycle (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.checkpoint (module) catalyst.dl.callbacks.criterion (module) catalyst.dl.callbacks.inference (module) catalyst.dl.callbacks.logging (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.misc (module) catalyst.dl.callbacks.mixup (module) catalyst.dl.callbacks.optimizer (module) catalyst.dl.callbacks.scheduler (module) catalyst.dl.core.callback (module) catalyst.dl.core.experiment (module) catalyst.dl.core.metric_manager (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.meters.apmeter (module) catalyst.dl.meters.aucmeter (module) catalyst.dl.meters.averagevaluemeter (module) catalyst.dl.meters.classerrormeter (module) catalyst.dl.meters.confusionmeter (module) catalyst.dl.meters.mapmeter (module) catalyst.dl.meters.meter (module)

catalyst.dl.meters.movingaveragevaluemeter (module) catalyst.dl.meters.msemeter (module) catalyst.dl.runner.supervised (module) catalyst.dl.utils.criterion.accuracy (module) catalyst.dl.utils.criterion.dice (module) catalyst.dl.utils.criterion.f1_score (module) catalyst.dl.utils.criterion.focal (module) catalyst.dl.utils.criterion.iou (module) catalyst.dl.utils.formatters (module) catalyst.dl.utils.scripts (module) catalyst.dl.utils.torch (module) catalyst.dl.utils.trace (module) catalyst.dl.utils.visualization (module) catalyst.rl (module) catalyst.utils (module) catalyst.utils.argparse (module) catalyst.utils.checkpoint (module) catalyst.utils.compression (module) catalyst.utils.config (module) catalyst.utils.dataset (module) catalyst.utils.ddp (module) catalyst.utils.frozen (module) catalyst.utils.hash (module) catalyst.utils.image (module) catalyst.utils.initialization (module) catalyst.utils.misc (module) catalyst.utils.numpy (module) catalyst.utils.pandas (module) catalyst.utils.plotly (module) catalyst.utils.scripts (module) catalyst.utils.seed (module) catalyst.utils.serialization (module) catalyst.utils.tensorboard (module) catalyst.utils.torch (module) catalyst.utils.visualization (module) ce_with_logits() (in module catalyst.utils.torch) CenterLoss (class in catalyst.contrib.criterion.center) CenterLossFunc (class in catalyst.contrib.criterion.center) CheckpointCallback (class in catalyst.dl.callbacks.checkpoint) ClassErrorMeter (class in catalyst.dl.meters.classerrormeter) ClasswiseIouCallback (class in catalyst.dl.callbacks.metrics.iou) ClasswiseJaccardCallback (in module catalyst.dl.callbacks.metrics.iou) column_fold_split() (in module catalyst.utils.dataset) compress() (in module catalyst.utils.compression) compress_if_needed() (in module catalyst.utils.compression) ConfigExperiment (class in catalyst.dl.experiment.config) ConfusionMatrixCallback (class in catalyst.dl.callbacks.misc) ConfusionMeter (class in catalyst.dl.meters.confusionmeter) ConsoleLogger (class in catalyst.dl.callbacks.logging) constant_init() (in module catalyst.utils.initialization) ContrastiveDistanceLoss (class in catalyst.contrib.criterion.contrastive) ContrastiveEmbeddingLoss (class in catalyst.contrib.criterion.contrastive) ContrastivePairwiseEmbeddingLoss (class in catalyst.contrib.criterion.contrastive) copy_directory() (in module catalyst.utils.misc) CouplingLayer (class in catalyst.contrib.modules.real_nvp) create_dataframe() (in module catalyst.utils.dataset) create_dataset() (in module catalyst.utils.dataset) create_optimal_inner_init() (in module catalyst.utils.initialization) Criterion (catalyst.dl.core.callback.CallbackOrder attribute) CriterionAggregatorCallback (class in catalyst.dl.callbacks.criterion) CriterionCallback (class in catalyst.dl.callbacks.criterion) CriterionOutputOnlyCallback (class in catalyst.dl.callbacks.criterion)

D

dataframe_to_list() (in module catalyst.utils.pandas) decompress() (in module catalyst.utils.compression) decompress_if_needed() (in module catalyst.utils.compression) default_fold_split() (in module catalyst.utils.dataset) deserialize() (in module catalyst.utils.serialization) detach() (in module catalyst.utils.torch) device() (catalyst.dl.core.runner.Runner property) dice() (in module catalyst.dl.utils.criterion.dice) DiceCallback (class in catalyst.dl.callbacks.metrics.dice)

DiceLoss (class in catalyst.contrib.criterion.dice) dict2structed() (in module catalyst.utils.numpy) distributed_params() (catalyst.dl.core.experiment.Experiment property) (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) dump_base_experiment_code() (in module catalyst.dl.utils.scripts) dump_code() (in module catalyst.utils.scripts) dump_environment() (in module catalyst.utils.config) dump_python_files() (in module catalyst.utils.scripts)

E

EarlyStoppingCallback (class in catalyst.dl.callbacks.misc) end_batch() (catalyst.dl.core.metric_manager.MetricManager method) end_epoch_train() (catalyst.dl.core.metric_manager.MetricManager method) end_loader() (catalyst.dl.core.metric_manager.MetricManager method)

epoch_log() (catalyst.dl.core.state.RunnerState property) EventReadingError EventsFileReader (class in catalyst.utils.tensorboard) Experiment (class in catalyst.dl.core.experiment) External (catalyst.dl.core.callback.CallbackOrder attribute)

F

f1_score() (in module catalyst.dl.utils.criterion.f1_score) F1ScoreCallback (class in catalyst.dl.callbacks.metrics.f1_score) FilteringCollateFn (class in catalyst.data.collate_fn) Flatten (class in catalyst.contrib.modules.common) flatten_dict() (in module catalyst.utils.misc) FocalLossBinary (class in catalyst.contrib.criterion.focal) FocalLossMultiClass (class in catalyst.contrib.criterion.focal) folds_to_list() (in module catalyst.utils.pandas) format() (catalyst.dl.utils.formatters.MetricsFormatter method) format_metric() (in module catalyst.utils.misc) forward() (catalyst.contrib.criterion.ce.MaskCrossEntropyLoss method) (catalyst.contrib.criterion.ce.NaiveCrossEntropyLoss method) (catalyst.contrib.criterion.ce.SymmetricCrossEntropyLoss method) (catalyst.contrib.criterion.center.CenterLoss method) (catalyst.contrib.criterion.center.CenterLossFunc static method) (catalyst.contrib.criterion.contrastive.ContrastiveDistanceLoss method) (catalyst.contrib.criterion.contrastive.ContrastiveEmbeddingLoss method) (catalyst.contrib.criterion.contrastive.ContrastivePairwiseEmbeddingLoss method) (catalyst.contrib.criterion.dice.BCEDiceLoss method) (catalyst.contrib.criterion.dice.DiceLoss method) (catalyst.contrib.criterion.focal.FocalLossBinary method) (catalyst.contrib.criterion.focal.FocalLossMultiClass method) (catalyst.contrib.criterion.huber.HuberLoss method) (catalyst.contrib.criterion.iou.BCEIoULoss method) (catalyst.contrib.criterion.iou.IoULoss method) (catalyst.contrib.criterion.lovasz.LovaszLossBinary method) (catalyst.contrib.criterion.lovasz.LovaszLossMultiClass method) (catalyst.contrib.criterion.lovasz.LovaszLossMultiLabel method) (catalyst.contrib.criterion.wing.WingLoss method) (catalyst.contrib.modules.common.Flatten method) (catalyst.contrib.modules.common.Lambda method) (catalyst.contrib.modules.common.Normalize method) (catalyst.contrib.modules.lama.LamaPooling method) (catalyst.contrib.modules.lama.TemporalAttentionPooling method) (catalyst.contrib.modules.lama.TemporalAvgPooling method) (catalyst.contrib.modules.lama.TemporalConcatPooling method) (catalyst.contrib.modules.lama.TemporalDropLastWrapper method) (catalyst.contrib.modules.lama.TemporalLastPooling method) (catalyst.contrib.modules.lama.TemporalMaxPooling method) (catalyst.contrib.modules.noisy.NoisyFactorizedLinear method) (catalyst.contrib.modules.noisy.NoisyLinear method) (catalyst.contrib.modules.pooling.GlobalAttnPool2d method) (catalyst.contrib.modules.pooling.GlobalAvgAttnPool2d method) (catalyst.contrib.modules.pooling.GlobalAvgPool2d method) (catalyst.contrib.modules.pooling.GlobalConcatAttnPool2d method) (catalyst.contrib.modules.pooling.GlobalConcatPool2d method) (catalyst.contrib.modules.pooling.GlobalMaxAttnPool2d method) (catalyst.contrib.modules.pooling.GlobalMaxPool2d method) (catalyst.contrib.modules.real_nvp.CouplingLayer method) (catalyst.contrib.modules.real_nvp.SquashingLayer method) (catalyst.dl.core.runner.Runner method) (catalyst.dl.runner.supervised.SupervisedRunner method)

FPNUnet (class in catalyst.contrib.models.segmentation.fpn) FrozenClass (class in catalyst.utils.frozen)

G

geometric_cumsum() (in module catalyst.utils.numpy) get_activation_fn() (in module catalyst.utils.torch) get_available_gpus() (in module catalyst.utils.torch) get_callbacks() (catalyst.dl.core.experiment.Experiment method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.experiment.supervised.SupervisedExperiment method) get_checkpoint_suffix() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) get_criterion() (catalyst.dl.core.experiment.Experiment method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_datasets() (catalyst.dl.core.experiment.Experiment method) get_device() (in module catalyst.utils.torch) get_environment_vars() (in module catalyst.utils.config) get_experiment_components() (catalyst.dl.core.experiment.Experiment method) get_hash() (in module catalyst.utils.hash) get_key() (catalyst.dl.core.state.RunnerState method) get_loader() (in module catalyst.dl.utils.torch) get_loaders() (catalyst.dl.core.experiment.Experiment method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_lr() (catalyst.contrib.schedulers.onecycle.OneCycleLRWithWarmup method) get_metric() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) get_model() (catalyst.dl.core.experiment.Experiment method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method)

get_momentum() (catalyst.contrib.schedulers.base.BaseScheduler method) (catalyst.contrib.schedulers.onecycle.OneCycleLRWithWarmup method) get_native_batch() (catalyst.dl.core.experiment.Experiment method) get_network_output() (in module catalyst.utils.torch) get_one_hot() (in module catalyst.utils.numpy) get_optimizable_params() (in module catalyst.utils.torch) get_optimizer() (catalyst.dl.core.experiment.Experiment method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_optimizer_momentum() (in module catalyst.utils.torch) get_real_module() (in module catalyst.utils.ddp) get_scheduler() (catalyst.dl.core.experiment.Experiment method) (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.core.experiment.Experiment method) (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.core.experiment.Experiment static method) get_utcnow_time() (in module catalyst.utils.misc) GlobalAttnPool2d (class in catalyst.contrib.modules.pooling) GlobalAvgAttnPool2d (class in catalyst.contrib.modules.pooling) GlobalAvgPool2d (class in catalyst.contrib.modules.pooling) GlobalConcatAttnPool2d (class in catalyst.contrib.modules.pooling) GlobalConcatPool2d (class in catalyst.contrib.modules.pooling) GlobalMaxAttnPool2d (class in catalyst.contrib.modules.pooling) GlobalMaxPool2d (class in catalyst.contrib.modules.pooling) grad_step() (catalyst.dl.callbacks.optimizer.OptimizerCallback static method)

H

has_image_extension() (in module catalyst.utils.image)

HuberLoss (class in catalyst.contrib.criterion.huber)

I

ImageReader (class in catalyst.data.reader) import_experiment_and_runner() (in module catalyst.dl.utils.scripts) import_module() (in module catalyst.utils.scripts) imread() (in module catalyst.utils.image) 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.core.experiment.Experiment property) (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property)

Internal (catalyst.dl.core.callback.CallbackOrder attribute) iou() (in module catalyst.dl.utils.criterion.iou) IouCallback (class in catalyst.dl.callbacks.metrics.iou) IoULoss (class in catalyst.contrib.criterion.iou) is_compressed() (in module catalyst.utils.compression) is_exception() (in module catalyst.utils.misc) is_wrapped_with_ddp() (in module catalyst.utils.ddp) IterationCheckpointCallback (class in catalyst.dl.callbacks.checkpoint)

J

jaccard() (in module catalyst.dl.utils.criterion.iou)

JaccardCallback (in module catalyst.dl.callbacks.metrics.iou) JsonMetricsFormatter (class in catalyst.dl.utils.formatters)

K

kaiming_init() (in module catalyst.utils.initialization)

L

LamaPooling (class in catalyst.contrib.modules.lama) Lambda (class in catalyst.contrib.modules.common) LambdaReader (class in catalyst.data.reader) Linknet (class in catalyst.contrib.models.segmentation.linknet) ListDataset (class in catalyst.data.dataset) load_checkpoint() (catalyst.dl.callbacks.checkpoint.CheckpointCallback static method) (in module catalyst.utils.checkpoint) load_ordered_yaml() (in module catalyst.utils.config) load_traced_model() (in module catalyst.dl.utils.trace)

log1p_exp() (in module catalyst.utils.torch) logdir() (catalyst.dl.core.experiment.Experiment property) (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) LoggerCallback (class in catalyst.dl.core.callback) LovaszLossBinary (class in catalyst.contrib.criterion.lovasz) LovaszLossMultiClass (class in catalyst.contrib.criterion.lovasz) LovaszLossMultiLabel (class in catalyst.contrib.criterion.lovasz) LRFinder (class in catalyst.dl.callbacks.scheduler) LRUpdater (class in catalyst.dl.callbacks.scheduler)

M

main_metric_value() (catalyst.dl.core.metric_manager.MetricManager property) make_tuple() (in module catalyst.utils.misc) map_dataframe() (in module catalyst.utils.pandas) MapKCallback (class in catalyst.dl.callbacks.metrics.accuracy) mAPMeter (class in catalyst.dl.meters.mapmeter) mask_to_overlay_image() (in module catalyst.utils.image) MaskCrossEntropyLoss (class in catalyst.contrib.criterion.ce) maybe_recursive_call() (in module catalyst.utils.misc) mean_average_accuracy() (in module catalyst.dl.utils.criterion.accuracy) merge_dicts() (in module catalyst.utils.misc) merge_multiple_fold_csv() (in module catalyst.utils.pandas) MergeDataset (class in catalyst.data.dataset) Meter (class in catalyst.dl.meters.meter) MeterMetricsCallback (class in catalyst.dl.core.callback) Metric (catalyst.dl.core.callback.CallbackOrder attribute)

MetricCallback (class in catalyst.dl.core.callback) MetricManager (class in catalyst.dl.core.metric_manager) MetricsFormatter (class in catalyst.dl.utils.formatters) mimread() (in module catalyst.utils.image) mimwrite_with_meta() (in module catalyst.utils.image) MiniEpochSampler (class in catalyst.data.sampler) MixupCallback (class in catalyst.dl.callbacks.mixup) model() (catalyst.dl.core.runner.Runner property) monitoring_params() (catalyst.dl.core.experiment.Experiment property) (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) MovingAverageValueMeter (class in catalyst.dl.meters.movingaveragevaluemeter) MSEMeter (class in catalyst.dl.meters.msemeter) MulticlassDiceMetricCallback (class in catalyst.dl.callbacks.metrics.dice) MultiMetricCallback (class in catalyst.dl.core.callback)

N

NaiveCrossEntropyLoss (class in catalyst.contrib.criterion.ce) name2activation (catalyst.contrib.modules.lama.TemporalAttentionPooling attribute) NoisyFactorizedLinear (class in catalyst.contrib.modules.noisy) NoisyLinear (class in catalyst.contrib.modules.noisy) normal_init() (in module catalyst.utils.initialization)

normal_logprob() (in module catalyst.utils.torch) normal_sample() (in module catalyst.utils.torch) Normalize (class in catalyst.contrib.modules.common) np_softmax() (in module catalyst.utils.numpy) NumpyDataset (class in catalyst.data.dataset)

O

on_batch_end() (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.dl.callbacks.criterion.CriterionAggregatorCallback method) (catalyst.dl.callbacks.criterion.CriterionCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.logging.TensorboardLogger method) (catalyst.dl.callbacks.logging.VerboseLogger method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.callbacks.misc.ConfusionMatrixCallback method) (catalyst.dl.callbacks.optimizer.OptimizerCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.callbacks.scheduler.LRUpdater method) (catalyst.dl.callbacks.scheduler.SchedulerCallback method) (catalyst.dl.core.callback.Callback method) (catalyst.dl.core.callback.MeterMetricsCallback method) (catalyst.dl.core.callback.MetricCallback method) (catalyst.dl.core.callback.MultiMetricCallback method) on_batch_end_post() (catalyst.dl.core.state.RunnerState method) on_batch_end_pre() (catalyst.dl.core.state.RunnerState method) on_batch_start() (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.optimizer.OptimizerCallback method) (catalyst.dl.core.callback.Callback method) on_batch_start_post() (catalyst.dl.core.state.RunnerState method) on_batch_start_pre() (catalyst.dl.core.state.RunnerState method) on_epoch_end() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.logging.ConsoleLogger method) (catalyst.dl.callbacks.misc.EarlyStoppingCallback method) (catalyst.dl.callbacks.optimizer.OptimizerCallback method) (catalyst.dl.callbacks.scheduler.SchedulerCallback method) (catalyst.dl.core.callback.Callback method) on_epoch_end_post() (catalyst.dl.core.state.RunnerState method) on_epoch_end_pre() (catalyst.dl.core.state.RunnerState method) on_epoch_start() (catalyst.dl.callbacks.optimizer.OptimizerCallback method) (catalyst.dl.core.callback.Callback method) on_epoch_start_post() (catalyst.dl.core.state.RunnerState method) on_epoch_start_pre() (catalyst.dl.core.state.RunnerState method) on_exception() (catalyst.dl.callbacks.logging.TelegramLogger method) (catalyst.dl.callbacks.logging.VerboseLogger method) (catalyst.dl.callbacks.misc.RaiseExceptionCallback method) (catalyst.dl.core.callback.Callback method) on_exception_post() (catalyst.dl.core.state.RunnerState method) on_exception_pre() (catalyst.dl.core.state.RunnerState method) on_loader_end() (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.logging.TelegramLogger method) (catalyst.dl.callbacks.logging.TensorboardLogger method) (catalyst.dl.callbacks.logging.VerboseLogger method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.callbacks.misc.ConfusionMatrixCallback method) (catalyst.dl.core.callback.Callback method) (catalyst.dl.core.callback.MeterMetricsCallback method)

on_loader_end_post() (catalyst.dl.core.state.RunnerState method) on_loader_end_pre() (catalyst.dl.core.state.RunnerState method) on_loader_start() (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.logging.TelegramLogger method) (catalyst.dl.callbacks.logging.TensorboardLogger method) (catalyst.dl.callbacks.logging.VerboseLogger method) (catalyst.dl.callbacks.misc.ConfusionMatrixCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.callbacks.scheduler.LRUpdater method) (catalyst.dl.callbacks.scheduler.SchedulerCallback method) (catalyst.dl.core.callback.Callback method) (catalyst.dl.core.callback.MeterMetricsCallback method) on_loader_start_post() (catalyst.dl.core.state.RunnerState method) on_loader_start_pre() (catalyst.dl.core.state.RunnerState method) on_stage_end() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.logging.ConsoleLogger method) (catalyst.dl.callbacks.logging.TelegramLogger method) (catalyst.dl.callbacks.logging.TensorboardLogger method) (catalyst.dl.core.callback.Callback method) on_stage_end_post() (catalyst.dl.core.state.RunnerState method) on_stage_end_pre() (catalyst.dl.core.state.RunnerState method) on_stage_start() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.dl.callbacks.criterion.CriterionCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.inference.InferMaskCallback method) (catalyst.dl.callbacks.logging.ConsoleLogger method) (catalyst.dl.callbacks.logging.TelegramLogger method) (catalyst.dl.callbacks.optimizer.OptimizerCallback method) (catalyst.dl.callbacks.scheduler.LRUpdater method) (catalyst.dl.callbacks.scheduler.SchedulerCallback method) (catalyst.dl.core.callback.Callback method) on_stage_start_post() (catalyst.dl.core.state.RunnerState method) on_stage_start_pre() (catalyst.dl.core.state.RunnerState method) OneCycleLRWithWarmup (class in catalyst.contrib.schedulers.onecycle) Optimizer (catalyst.dl.core.callback.CallbackOrder attribute) OptimizerCallback (class in catalyst.dl.callbacks.optimizer) Other (catalyst.dl.core.callback.CallbackOrder attribute) out_features() (catalyst.contrib.modules.pooling.GlobalAttnPool2d static method) (catalyst.contrib.modules.pooling.GlobalAvgAttnPool2d static method) (catalyst.contrib.modules.pooling.GlobalAvgPool2d static method) (catalyst.contrib.modules.pooling.GlobalConcatAttnPool2d static method) (catalyst.contrib.modules.pooling.GlobalConcatPool2d static method) (catalyst.contrib.modules.pooling.GlobalMaxAttnPool2d static method) (catalyst.contrib.modules.pooling.GlobalMaxPool2d static method) outer_init() (in module catalyst.utils.initialization)

P

pack_checkpoint() (in module catalyst.utils.checkpoint) pairwise() (in module catalyst.utils.misc) parse_args_uargs() (in module catalyst.utils.config) parse_config_args() (in module catalyst.utils.config) PathsDataset (class in catalyst.data.dataset) pickle_deserialize() (in module catalyst.utils.serialization) pickle_serialize() (in module catalyst.utils.serialization) plot_confusion_matrix() (in module catalyst.utils.visualization) plot_metrics() (in module catalyst.dl.utils.visualization) plot_tensorboard_log() (in module catalyst.utils.plotly)

predict_batch() (catalyst.dl.core.runner.Runner method) predict_loader() (catalyst.dl.runner.supervised.SupervisedRunner method) prepare_cudnn() (in module catalyst.utils.torch) prepare_dataset_labeling() (in module catalyst.utils.dataset) process_checkpoint() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) process_components() (in module catalyst.dl.utils.torch) process_model_params() (in module catalyst.utils.torch) PSPnet (class in catalyst.contrib.models.segmentation.psp) pyarrow_deserialize() (in module catalyst.utils.serialization) pyarrow_serialize() (in module catalyst.utils.serialization)

R

RaiseExceptionCallback (class in catalyst.dl.callbacks.misc) read_csv_data() (in module catalyst.utils.pandas) read_multiple_dataframes() (in module catalyst.utils.pandas) ReaderCompose (class in catalyst.data.reader) ReaderSpec (class in catalyst.data.reader) recalculate() (catalyst.contrib.schedulers.onecycle.OneCycleLRWithWarmup method) reduced_focal_loss() (in module catalyst.dl.utils.criterion.focal) render_figure_to_tensor() (in module catalyst.utils.visualization) reset() (catalyst.contrib.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.dl.core.metric_manager.TimerManager method) (catalyst.dl.meters.apmeter.APMeter method) (catalyst.dl.meters.aucmeter.AUCMeter method) (catalyst.dl.meters.averagevaluemeter.AverageValueMeter method) (catalyst.dl.meters.classerrormeter.ClassErrorMeter method) (catalyst.dl.meters.confusionmeter.ConfusionMeter method) (catalyst.dl.meters.mapmeter.mAPMeter method) (catalyst.dl.meters.meter.Meter method) (catalyst.dl.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.dl.meters.msemeter.MSEMeter method)

reset_parameters() (catalyst.contrib.modules.noisy.NoisyLinear method) ResnetFPNUnet (class in catalyst.contrib.models.segmentation.fpn) ResnetLinknet (class in catalyst.contrib.models.segmentation.linknet) ResnetPSPnet (class in catalyst.contrib.models.segmentation.psp) ResnetUnet (class in catalyst.contrib.models.segmentation.unet) run_experiment() (catalyst.dl.core.runner.Runner method) Runner (class in catalyst.dl.core.runner) RunnerState (class in catalyst.dl.core.state)

S

save_checkpoint() (in module catalyst.utils.checkpoint) ScalarReader (class in catalyst.data.reader) Scheduler (catalyst.dl.core.callback.CallbackOrder attribute) SchedulerCallback (class in catalyst.dl.callbacks.scheduler) Seeder (class in catalyst.utils.seed) separate_tags() (in module catalyst.utils.dataset) serialize() (in module catalyst.utils.serialization) set_global_seed() (in module catalyst.utils.seed) set_key() (catalyst.dl.core.state.RunnerState method) 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.dl.utils.criterion.focal) soft_update() (in module catalyst.utils.torch) split_dataframe() (in module catalyst.utils.dataset) (in module catalyst.utils.pandas) split_dataset() (in module catalyst.utils.dataset)

SquashingLayer (class in catalyst.contrib.modules.real_nvp) stage_epoch_log() (catalyst.dl.core.state.RunnerState property) STAGE_KEYWORDS (catalyst.dl.experiment.config.ConfigExperiment attribute) stages() (catalyst.dl.core.experiment.Experiment property) (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) start() (catalyst.dl.core.metric_manager.TimerManager method) step() (catalyst.contrib.schedulers.base.BaseScheduler method) (catalyst.dl.callbacks.scheduler.SchedulerCallback method) (catalyst.utils.tensorboard.SummaryItem property) stop() (catalyst.dl.core.metric_manager.TimerManager method) stratified_fold_split() (in module catalyst.utils.dataset) structed2dict() (in module catalyst.utils.numpy) SummaryItem (class in catalyst.utils.tensorboard) SummaryReader (class in catalyst.utils.tensorboard) SupervisedExperiment (class in catalyst.dl.experiment.supervised) SupervisedRunner (class in catalyst.dl.runner.supervised) SymmetricCrossEntropyLoss (class in catalyst.contrib.criterion.ce)

T

tag() (catalyst.utils.tensorboard.SummaryItem property) TelegramLogger (class in catalyst.dl.callbacks.logging) TemporalAttentionPooling (class in catalyst.contrib.modules.lama) TemporalAvgPooling (class in catalyst.contrib.modules.lama) TemporalConcatPooling (class in catalyst.contrib.modules.lama) TemporalDropLastWrapper (class in catalyst.contrib.modules.lama) TemporalLastPooling (class in catalyst.contrib.modules.lama) TemporalMaxPooling (class in catalyst.contrib.modules.lama) tensor_from_rgb_image() (in module catalyst.utils.image)

tensor_to_ndimage() (in module catalyst.utils.image) TensorboardLogger (class in catalyst.dl.callbacks.logging) TimerManager (class in catalyst.dl.core.metric_manager) trace() (catalyst.dl.runner.supervised.SupervisedRunner method) trace_model() (in module catalyst.dl.utils.trace) train() (catalyst.dl.runner.supervised.SupervisedRunner method) truncate_checkpoints() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) TxtMetricsFormatter (class in catalyst.dl.utils.formatters) type() (catalyst.utils.tensorboard.SummaryItem property)

U

Unet (class in catalyst.contrib.models.segmentation.unet) uniform_init() (in module catalyst.utils.initialization)

Unknown (catalyst.dl.core.callback.CallbackOrder attribute) unpack_checkpoint() (in module catalyst.utils.checkpoint) update_optimizer() (catalyst.dl.callbacks.scheduler.LRUpdater method)

V

value() (catalyst.dl.meters.apmeter.APMeter method) (catalyst.dl.meters.aucmeter.AUCMeter method) (catalyst.dl.meters.averagevaluemeter.AverageValueMeter method) (catalyst.dl.meters.classerrormeter.ClassErrorMeter method) (catalyst.dl.meters.confusionmeter.ConfusionMeter method) (catalyst.dl.meters.mapmeter.mAPMeter method) (catalyst.dl.meters.meter.Meter method) (catalyst.dl.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.dl.meters.msemeter.MSEMeter method) (catalyst.utils.tensorboard.SummaryItem property)

VerboseLogger (class in catalyst.dl.callbacks.logging)

W

wall_time() (catalyst.utils.tensorboard.SummaryItem property)

WingLoss (class in catalyst.contrib.criterion.wing)

X

xavier_init() (in module catalyst.utils.initialization)