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.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.modules.real_nvp.CouplingLayer method) (catalyst.contrib.nn.modules.real_nvp.SquashingLayer 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.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.criterion.CriterionAggregatorCallback method) (catalyst.core.callbacks.criterion.CriterionCallback method) (catalyst.core.callbacks.criterion.CriterionOutputOnlyCallback method) (catalyst.core.callbacks.formatters.JsonMetricsFormatter method) (catalyst.core.callbacks.formatters.MetricsFormatter method) (catalyst.core.callbacks.formatters.TxtMetricsFormatter method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TelegramLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger 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.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.rl.agent.network.StateNet method) (catalyst.utils.tools.dynamic_array.DynamicArray method) (catalyst.utils.tools.registry.Registry method) (catalyst.utils.tools.registry.RegistryException method) (catalyst.utils.tools.seeder.Seeder method) (catalyst.utils.tools.tensorboard.EventsFileReader method) (catalyst.utils.tools.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.utils.criterion.accuracy) AccuracyCallback (class in catalyst.dl.callbacks.metrics.accuracy) action_space() (catalyst.rl.core.environment.EnvironmentSpec property) ActionCritic (class in catalyst.rl.agent.critic) Actor (class in catalyst.rl.agent.actor) actor_update() (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic method) ActorSpec (class in catalyst.rl.agent.actor) (class in catalyst.rl.core.agent) 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_batch_value() (catalyst.utils.tools.metric_manager.MetricManager 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) AlgorithmSpec (class in catalyst.rl.core.algorithm) 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) append() (catalyst.utils.tools.dynamic_array.DynamicArray method) append_dict() (in module catalyst.utils.dict) 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.utils.meters.aucmeter) Augmentor (class in catalyst.data.augmentor) AugmentorCompose (class in catalyst.data.augmentor) AugmentorKeys (class in catalyst.data.augmentor) available_groups (catalyst.contrib.nn.modules.lama.LamaPooling attribute) average_accuracy() (in module catalyst.utils.criterion.accuracy) AverageValueMeter (class in catalyst.utils.meters.averagevaluemeter)

B

balance_classes() (in module catalyst.utils.pandas) BalanceClassSampler (class in catalyst.data.sampler) BaseExperiment (class in catalyst.dl.experiment.base) BaseScheduler (class in catalyst.contrib.nn.schedulers.base) batch_values() (catalyst.utils.tools.metric_manager.MetricManager property) BatchScheduler (class in catalyst.contrib.nn.schedulers.base) BCEDiceLoss (class in catalyst.contrib.nn.criterion.dice)

BCEIoULoss (class in catalyst.contrib.nn.criterion.iou) begin_batch() (catalyst.utils.tools.metric_manager.MetricManager method) begin_epoch() (catalyst.utils.tools.metric_manager.MetricManager method) begin_loader() (catalyst.utils.tools.metric_manager.MetricManager method) BernoulliPolicy (class in catalyst.rl.agent.policy) bias_init_with_prob() (in module catalyst.utils.initialization) Boltzmann (class in catalyst.rl.exploration.boltzman) boolean_flag() (in module catalyst.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) calculate_confusion_matrix_from_arrays() (in module catalyst.utils.confusion_matrix) calculate_confusion_matrix_from_tensors() (in module catalyst.utils.confusion_matrix) calculate_tp_fp_fn() (in module catalyst.utils.confusion_matrix) Callback() (in module catalyst.core.registry) (in module catalyst.dl.registry) CallbackOrder (class in catalyst.core.callback) capacity() (catalyst.utils.tools.dynamic_array.DynamicArray property) 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.noisy (module) catalyst.contrib.nn.modules.pooling (module) catalyst.contrib.nn.modules.real_nvp (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.formatters (module) catalyst.core.callbacks.logging (module) catalyst.core.callbacks.optimizer (module) catalyst.core.callbacks.phase (module) catalyst.core.callbacks.scheduler (module) catalyst.core.callbacks.wrappers (module) catalyst.core.experiment (module) catalyst.core.registry (module) catalyst.core.runner (module) catalyst.core.state (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.misc (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.text (module) catalyst.dl.utils.torch (module) catalyst.dl.utils.trace (module) catalyst.dl.utils.visualization (module) catalyst.dl.utils.wizard (module) catalyst.rl (module) catalyst.rl.agent.actor (module) catalyst.rl.agent.critic (module) catalyst.rl.agent.head (module) catalyst.rl.agent.network (module) catalyst.rl.agent.policy (module) catalyst.rl.core.agent (module) catalyst.rl.core.algorithm (module) catalyst.rl.core.db (module) catalyst.rl.core.environment (module) catalyst.rl.core.exploration (module) catalyst.rl.core.policy_handler (module) catalyst.rl.core.sampler (module)

catalyst.rl.core.trainer (module) catalyst.rl.core.trajectory_sampler (module) catalyst.rl.db.mongo (module) catalyst.rl.db.redis (module) catalyst.rl.environment.gym (module) catalyst.rl.exploration.boltzman (module) catalyst.rl.exploration.gauss (module) catalyst.rl.exploration.greedy (module) catalyst.rl.exploration.param_noise (module) catalyst.rl.offpolicy.algorithms.actor_critic (module) catalyst.rl.offpolicy.algorithms.critic (module) catalyst.rl.offpolicy.algorithms.ddpg (module) catalyst.rl.offpolicy.algorithms.dqn (module) catalyst.rl.offpolicy.algorithms.sac (module) catalyst.rl.offpolicy.algorithms.td3 (module) catalyst.rl.offpolicy.trainer (module) catalyst.rl.onpolicy.algorithms.actor (module) catalyst.rl.onpolicy.algorithms.actor_critic (module) catalyst.rl.onpolicy.algorithms.ppo (module) catalyst.rl.onpolicy.algorithms.reinforce (module) catalyst.rl.onpolicy.trainer (module) catalyst.utils (module) catalyst.utils.argparse (module) catalyst.utils.callbacks (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.ddp (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.notebook (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.dynamic_array (module) catalyst.utils.tools.frozen_class (module) catalyst.utils.tools.metric_manager (module) catalyst.utils.tools.registry (module) catalyst.utils.tools.seeder (module) catalyst.utils.tools.tensorboard (module) catalyst.utils.tools.typing (module) catalyst.utils.torch (module) catalyst.utils.visualization (module) CategoricalPolicy (class in catalyst.rl.agent.policy) ce_with_logits() (in module catalyst.utils.torch) CheckpointCallback (class in catalyst.core.callbacks.checkpoint) ClassErrorMeter (class in catalyst.utils.meters.classerrormeter) ClasswiseIouCallback (class in catalyst.dl.callbacks.metrics.iou) ClasswiseJaccardCallback (in module catalyst.dl.callbacks.metrics.iou) clone_pipeline() (in module catalyst.dl.utils.pipelines) 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.utils.meters.confusionmeter) ConsoleLogger (class in catalyst.core.callbacks.logging) constant_init() (in module catalyst.utils.initialization) 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) CouplingLayer (class in catalyst.contrib.nn.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.core.callback.CallbackOrder attribute) (in module catalyst.utils.tools.typing) Criterion() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) CriterionAggregatorCallback (class in catalyst.core.callbacks.criterion) CriterionCallback (class in catalyst.core.callbacks.criterion) CriterionOutputOnlyCallback (class in catalyst.core.callbacks.criterion) critic_update() (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic method) (catalyst.rl.offpolicy.algorithms.sac.SAC method) (catalyst.rl.offpolicy.algorithms.td3.TD3 method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic method) CriticSpec (class in catalyst.rl.agent.critic) (class in catalyst.rl.core.agent)

D

dataframe_to_list() (in module catalyst.utils.pandas) Dataset (class in catalyst.utils.tools.typing) DBSpec (class in catalyst.rl.core.db) DBSpec.Message (class in catalyst.rl.core.db) DDPG (class in catalyst.rl.offpolicy.algorithms.ddpg) decompress() (in module catalyst.utils.compression) decompress_if_needed() (in module catalyst.utils.compression) del_checkpoint() (catalyst.rl.core.db.DBSpec method) (catalyst.rl.db.mongo.MongoDB method) (catalyst.rl.db.redis.RedisDB method) del_trajectory() (catalyst.rl.core.db.DBSpec method) (catalyst.rl.db.mongo.MongoDB method) (catalyst.rl.db.redis.RedisDB method) deserialize() (in module catalyst.utils.serialization) detach() (in module catalyst.utils.torch) DiagonalGaussPolicy (class in catalyst.rl.agent.policy) dice() (in module catalyst.utils.criterion.dice) DiceCallback (class in catalyst.dl.callbacks.metrics.dice)

DiceLoss (class in catalyst.contrib.nn.criterion.dice) dict2structed() (in module catalyst.utils.numpy) DISABLE_SAMPLING (catalyst.rl.core.db.DBSpec.Message attribute) DISABLE_TRAINING (catalyst.rl.core.db.DBSpec.Message attribute) discrete_actions() (catalyst.rl.core.environment.EnvironmentSpec property) distributed_params() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) distribution() (catalyst.rl.agent.critic.CriticSpec property) (catalyst.rl.agent.critic.StateActionCritic property) (catalyst.rl.agent.critic.StateCritic property) (catalyst.rl.core.agent.CriticSpec property) DQN (class in catalyst.rl.offpolicy.algorithms.dqn) dtype() (catalyst.utils.tools.dynamic_array.DynamicArray property) DumbPool (class in catalyst.utils.parallel) dump_base_experiment_code() (in module catalyst.utils.scripts) dump_code() (in module catalyst.utils.scripts) dump_environment() (in module catalyst.utils.config) dump_python_files() (in module catalyst.utils.scripts) DynamicArray (class in catalyst.utils.tools.dynamic_array)

E

EarlyStoppingCallback (class in catalyst.dl.callbacks.misc) ENABLE_SAMPLING (catalyst.rl.core.db.DBSpec.Message attribute) ENABLE_TRAINING (catalyst.rl.core.db.DBSpec.Message attribute) end_batch() (catalyst.utils.tools.metric_manager.MetricManager method) end_epoch_train() (catalyst.utils.tools.metric_manager.MetricManager method) end_loader() (catalyst.utils.tools.metric_manager.MetricManager method) EnvironmentSpec (class in catalyst.rl.core.environment) epoch() (catalyst.rl.core.db.DBSpec property) (catalyst.rl.db.mongo.MongoDB property) (catalyst.rl.db.redis.RedisDB property)

EpsilonGreedy (class in catalyst.rl.exploration.greedy) EventReadingError EventsFileReader (class in catalyst.utils.tools.tensorboard) Experiment (class in catalyst.dl.core.experiment) experiment_fn (catalyst.dl.core.runner.Runner attribute) (catalyst.dl.runner.gan.GanRunner attribute) ExplorationHandler (class in catalyst.rl.core.exploration) ExplorationStrategy (class in catalyst.rl.core.exploration) extend() (catalyst.utils.tools.dynamic_array.DynamicArray method) External (catalyst.core.callback.CallbackOrder attribute)

F

f1_score() (in module catalyst.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.nn.modules.common) flatten_dict() (in module catalyst.utils.dict) FocalLossBinary (class in catalyst.contrib.nn.criterion.focal) FocalLossMultiClass (class in catalyst.contrib.nn.criterion.focal) folds_to_list() (in module catalyst.utils.pandas) format() (catalyst.core.callbacks.formatters.MetricsFormatter method) 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.noisy.NoisyFactorizedLinear method) (catalyst.contrib.nn.modules.noisy.NoisyLinear 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.real_nvp.CouplingLayer method) (catalyst.contrib.nn.modules.real_nvp.SquashingLayer method) (catalyst.dl.runner.gan.MultiPhaseRunner method) (catalyst.dl.runner.supervised.SupervisedRunner method) (catalyst.rl.agent.actor.Actor method) (catalyst.rl.agent.actor.ActorSpec method) (catalyst.rl.agent.critic.CriticSpec method) (catalyst.rl.agent.critic.StateActionCritic method) (catalyst.rl.agent.critic.StateCritic method) (catalyst.rl.agent.head.PolicyHead method) (catalyst.rl.agent.head.ValueHead method) (catalyst.rl.agent.network.StateActionNet method) (catalyst.rl.agent.network.StateNet method) (catalyst.rl.agent.policy.BernoulliPolicy method) (catalyst.rl.agent.policy.CategoricalPolicy method) (catalyst.rl.agent.policy.DiagonalGaussPolicy method) (catalyst.rl.agent.policy.RealNVPPolicy method) (catalyst.rl.agent.policy.SquashingGaussPolicy method) (catalyst.rl.core.agent.ActorSpec method) (catalyst.rl.core.agent.CriticSpec method)

FPNUnet (class in catalyst.contrib.models.cv.segmentation.fpn) FrozenClass (class in catalyst.utils.tools.frozen_class)

G

gamma() (catalyst.rl.core.algorithm.AlgorithmSpec property) (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic property) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic property) (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor property) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic property) GanRunner (class in catalyst.dl.runner.gan) GaussNoise (class in catalyst.rl.exploration.gauss) geometric_cumsum() (in module catalyst.utils.numpy) get() (catalyst.utils.tools.registry.Registry method) get_action() (catalyst.rl.exploration.boltzman.Boltzmann method) (catalyst.rl.exploration.gauss.GaussNoise method) (catalyst.rl.exploration.gauss.NoExploration method) (catalyst.rl.exploration.gauss.OrnsteinUhlenbeckProcess method) (catalyst.rl.exploration.greedy.EpsilonGreedy method) (catalyst.rl.exploration.greedy.Greedy method) (catalyst.rl.exploration.param_noise.ParameterSpaceNoise method) get_activation_fn() (in module catalyst.utils.torch) 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() (catalyst.rl.core.db.DBSpec method) (catalyst.rl.db.mongo.MongoDB method) (catalyst.rl.db.redis.RedisDB 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_dataset_labeling() (in module catalyst.utils.pandas) get_device() (in module catalyst.utils.torch) get_dictkey_auto_fn() (in module catalyst.utils.dict) get_environment_vars() (in module catalyst.utils.config) get_exploration_strategy() (catalyst.rl.core.exploration.ExplorationHandler method) get_from_params() (catalyst.contrib.nn.optimizers.lookahead.Lookahead class method) (catalyst.rl.agent.actor.Actor class method) (catalyst.rl.agent.critic.ActionCritic class method) (catalyst.rl.agent.critic.StateActionCritic class method) (catalyst.rl.agent.critic.StateCritic class method) (catalyst.rl.agent.network.StateActionNet class method) (catalyst.rl.agent.network.StateNet 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_key_dict() (in module catalyst.utils.dict) get_key_list() (in module catalyst.utils.dict) get_key_none() (in module catalyst.utils.dict) get_key_str() (in module catalyst.utils.dict) 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_metric() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback 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_network_output() (in module catalyst.utils.torch) get_nn_from_ddp_module() (in module catalyst.utils.ddp) get_one_hot() (in module catalyst.utils.numpy) 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_pool() (in module catalyst.utils.parallel) get_rollout() (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic method) (catalyst.rl.onpolicy.algorithms.ppo.PPO method) (catalyst.rl.onpolicy.algorithms.reinforce.REINFORCE method) get_rollout_spec() (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic method) (catalyst.rl.onpolicy.algorithms.ppo.PPO method) (catalyst.rl.onpolicy.algorithms.reinforce.REINFORCE method) get_scheduler() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_short_hash() (in module catalyst.utils.hash) get_state() (catalyst.rl.core.trajectory_sampler.TrajectorySampler method) 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_trajectory() (catalyst.rl.core.db.DBSpec method) (catalyst.rl.core.trajectory_sampler.TrajectorySampler method) (catalyst.rl.db.mongo.MongoDB method) (catalyst.rl.db.redis.RedisDB method) 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) Greedy (class in catalyst.rl.exploration.greedy) GymEnvWrapper (class in catalyst.rl.environment.gym)

H

has_image_extension() (in module catalyst.utils.image) history_len() (catalyst.rl.core.environment.EnvironmentSpec property)

HuberLoss (class in catalyst.contrib.nn.criterion.huber) hyperbolic_constant() (catalyst.rl.agent.critic.StateActionCritic property) (catalyst.rl.agent.critic.StateCritic property)

I

ImageReader (class in catalyst.data.reader) imap_unordered() (catalyst.utils.parallel.DumbPool method) import_experiment_and_runner() (in module catalyst.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.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property)

Internal (catalyst.core.callback.CallbackOrder attribute) iou() (in module catalyst.utils.criterion.iou) 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_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.core.callbacks.checkpoint)

J

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

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

K

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

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() (catalyst.core.callbacks.checkpoint.CheckpointCallback static method) (catalyst.rl.core.sampler.Sampler method) (catalyst.rl.core.sampler.ValidSampler method) (in module catalyst.utils.checkpoint)

load_ordered_yaml() (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) log1p_exp() (in module catalyst.utils.torch) log_lamb_rs() (in module catalyst.contrib.nn.optimizers.lamb) logdir() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) LoggerCallback (class in catalyst.core.callback) 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

MAGIC_METHODS (catalyst.utils.tools.dynamic_array.DynamicArray attribute) main_metric_value() (catalyst.utils.tools.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.utils.meters.mapmeter) MarginLoss (class in catalyst.contrib.nn.criterion.margin) mask_to_overlay_image() (in module catalyst.utils.image) MaskCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) maybe_recursive_call() (in module catalyst.utils.misc) mean_average_accuracy() (in module catalyst.utils.criterion.accuracy) MeanOutputLoss (class in catalyst.contrib.nn.criterion.gan) merge_dicts() (in module catalyst.utils.dict) merge_multiple_fold_csv() (in module catalyst.utils.pandas) 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) MetricCallback (class in catalyst.core.callback) MetricManager (class in catalyst.utils.tools.metric_manager)

MetricsFormatter (class in catalyst.core.callbacks.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 (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) MongoDB (class in catalyst.rl.db.mongo) 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.callback) MultiPhaseRunner (class in catalyst.dl.runner.gan)

N

n_step() (catalyst.rl.core.algorithm.AlgorithmSpec property) (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic property) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic property) (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor property) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic property) NaiveCrossEntropyLoss (class in catalyst.contrib.nn.criterion.ce) name2activation (catalyst.contrib.nn.modules.lama.TemporalAttentionPooling attribute) NeptuneRunner (class in catalyst.contrib.dl.runner.neptune) NoExploration (class in catalyst.rl.exploration.gauss) NoisyFactorizedLinear (class in catalyst.contrib.nn.modules.noisy) NoisyLinear (class in catalyst.contrib.nn.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.nn.modules.common)

np_softmax() (in module catalyst.utils.numpy) num_atoms() (catalyst.rl.agent.critic.CriticSpec property) (catalyst.rl.agent.critic.StateActionCritic property) (catalyst.rl.agent.critic.StateCritic property) (catalyst.rl.core.agent.CriticSpec property) num_heads() (catalyst.rl.agent.critic.StateActionCritic property) (catalyst.rl.agent.critic.StateCritic property) num_outputs() (catalyst.rl.agent.critic.CriticSpec property) (catalyst.rl.agent.critic.StateActionCritic property) (catalyst.rl.agent.critic.StateCritic property) (catalyst.rl.core.agent.CriticSpec property) num_trajectories() (catalyst.rl.core.db.DBSpec property) (catalyst.rl.db.mongo.MongoDB property) (catalyst.rl.db.redis.RedisDB property) NumpyDataset (class in catalyst.data.dataset)

O

observation_space() (catalyst.rl.core.environment.EnvironmentSpec property) OffpolicyActorCritic (class in catalyst.rl.offpolicy.algorithms.actor_critic) OffpolicyCritic (class in catalyst.rl.offpolicy.algorithms.critic) OffpolicyTrainer (class in catalyst.rl.offpolicy.trainer) on_batch_end() (catalyst.core.callback.MetricCallback method) (catalyst.core.callback.MultiMetricCallback method) (catalyst.core.callbacks.checkpoint.IterationCheckpointCallback method) (catalyst.core.callbacks.criterion.CriterionAggregatorCallback method) (catalyst.core.callbacks.criterion.CriterionCallback method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger 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.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.misc.ConfusionMatrixCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.core.callback.MeterMetricsCallback method) on_batch_start() (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.phase.PhaseManagerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) on_epoch_end() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.scheduler.SchedulerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.misc.EarlyStoppingCallback method) on_epoch_start() (catalyst.core.callbacks.optimizer.OptimizerCallback method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) on_exception() (catalyst.core.callbacks.logging.TelegramLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.misc.RaiseExceptionCallback method) on_loader_end() (catalyst.core.callbacks.logging.TelegramLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) (catalyst.dl.callbacks.inference.InferCallback method) (catalyst.dl.callbacks.metrics.dice.MulticlassDiceMetricCallback method) (catalyst.dl.callbacks.misc.ConfusionMatrixCallback method) (catalyst.dl.core.callback.MeterMetricsCallback method)

on_loader_start() (catalyst.core.callbacks.logging.TelegramLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.logging.VerboseLogger 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) (catalyst.dl.callbacks.misc.ConfusionMatrixCallback method) (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.scheduler.LRFinder method) (catalyst.dl.core.callback.MeterMetricsCallback method) on_stage_end() (catalyst.core.callbacks.checkpoint.CheckpointCallback method) (catalyst.core.callbacks.logging.ConsoleLogger method) (catalyst.core.callbacks.logging.TelegramLogger method) (catalyst.core.callbacks.logging.TensorboardLogger method) (catalyst.core.callbacks.wrappers.PhaseWrapperCallback method) on_stage_start() (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.TelegramLogger 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) OnpolicyActor (class in catalyst.rl.onpolicy.algorithms.actor) OnpolicyActorCritic (class in catalyst.rl.onpolicy.algorithms.actor_critic) OnpolicyTrainer (class in catalyst.rl.onpolicy.trainer) 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) OrnsteinUhlenbeckProcess (class in catalyst.rl.exploration.gauss) Other (catalyst.core.callback.CallbackOrder attribute) 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_checkpoint() (catalyst.rl.core.algorithm.AlgorithmSpec method) (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic method) (catalyst.rl.offpolicy.algorithms.sac.SAC method) (catalyst.rl.offpolicy.algorithms.td3.TD3 method) (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic method) (in module catalyst.utils.checkpoint) pairwise() (in module catalyst.utils.misc) parallel_imap() (in module catalyst.utils.parallel) ParameterSpaceNoise (class in catalyst.rl.exploration.param_noise) parse_args_uargs() (in module catalyst.utils.config) parse_config_args() (in module catalyst.utils.config) 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) 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) policy_type() (catalyst.rl.agent.actor.Actor property) (catalyst.rl.agent.actor.ActorSpec property) (catalyst.rl.core.agent.ActorSpec property) PolicyHandler (class in catalyst.rl.core.policy_handler) PolicyHead (class in catalyst.rl.agent.head) postprocess_buffer() (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic method) (catalyst.rl.onpolicy.algorithms.ppo.PPO method) (catalyst.rl.onpolicy.algorithms.reinforce.REINFORCE method) PPO (class in catalyst.rl.onpolicy.algorithms.ppo)

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) prepare_for_sampler() (catalyst.rl.core.algorithm.AlgorithmSpec class method) (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic class method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic class method) (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor class method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic class method) prepare_for_trainer() (catalyst.rl.core.algorithm.AlgorithmSpec class method) (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic class method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic class method) (catalyst.rl.offpolicy.algorithms.sac.SAC class method) (catalyst.rl.offpolicy.algorithms.td3.TD3 class method) (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor class method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic class method) process_bert_output() (in module catalyst.dl.utils.text) process_callbacks() (in module catalyst.utils.callbacks) process_checkpoint() (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) push_message() (catalyst.rl.core.db.DBSpec method) (catalyst.rl.db.mongo.MongoDB method) (catalyst.rl.db.redis.RedisDB method) put_checkpoint() (catalyst.rl.core.db.DBSpec method) (catalyst.rl.db.mongo.MongoDB method) (catalyst.rl.db.redis.RedisDB method) put_trajectory() (catalyst.rl.core.db.DBSpec method) (catalyst.rl.db.mongo.MongoDB method) (catalyst.rl.db.redis.RedisDB method) pyarrow_deserialize() (in module catalyst.utils.serialization) pyarrow_serialize() (in module catalyst.utils.serialization)

Q

QHAdamW (class in catalyst.contrib.nn.optimizers.qhadamw)

R

RAdam (class in catalyst.contrib.nn.optimizers.radam) RaiseExceptionCallback (class in catalyst.dl.callbacks.misc) Ralamb (class in catalyst.contrib.nn.optimizers.ralamb) 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) RealNVPPolicy (class in catalyst.rl.agent.policy) recalculate() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) RedisDB (class in catalyst.rl.db.redis) reduced_focal_loss() (in module catalyst.utils.criterion.focal) Registry (class in catalyst.utils.tools.registry) RegistryException REINFORCE (class in catalyst.rl.onpolicy.algorithms.reinforce) render_figure_to_tensor() (in module catalyst.utils.visualization) reset() (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.rl.core.environment.EnvironmentSpec method) (catalyst.rl.core.trajectory_sampler.TrajectorySampler method) (catalyst.utils.meters.apmeter.APMeter method) (catalyst.utils.meters.aucmeter.AUCMeter method) (catalyst.utils.meters.averagevaluemeter.AverageValueMeter method) (catalyst.utils.meters.classerrormeter.ClassErrorMeter method) (catalyst.utils.meters.confusionmeter.ConfusionMeter method) (catalyst.utils.meters.mapmeter.mAPMeter method) (catalyst.utils.meters.meter.Meter method) (catalyst.utils.meters.movingaveragevaluemeter.MovingAverageValueMeter method) (catalyst.utils.meters.msemeter.MSEMeter method) (catalyst.utils.tools.metric_manager.TimerManager method)

reset_parameters() (catalyst.contrib.nn.modules.noisy.NoisyLinear method) reset_state() (catalyst.rl.exploration.gauss.OrnsteinUhlenbeckProcess 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) reward_space() (catalyst.rl.core.environment.EnvironmentSpec property) rewards2metric() (catalyst.rl.core.sampler.ValidSampler static method) run() (catalyst.dl.utils.wizard.Wizard method) (catalyst.rl.core.sampler.Sampler method) (catalyst.rl.core.sampler.ValidSampler method) (catalyst.rl.core.trainer.TrainerSpec 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

SAC (class in catalyst.rl.offpolicy.algorithms.sac) sample() (catalyst.rl.core.trajectory_sampler.TrajectorySampler method) Sampler (class in catalyst.rl.core.sampler) Sampler() (in module catalyst.contrib.registry) (in module catalyst.core.registry) (in module catalyst.dl.registry) sampling_enabled() (catalyst.rl.core.db.DBSpec property) (catalyst.rl.db.mongo.MongoDB property) (catalyst.rl.db.redis.RedisDB property) save_checkpoint() (catalyst.rl.core.sampler.ValidSampler method) (in module catalyst.utils.checkpoint) save_notebook() (in module catalyst.utils.notebook) 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) Seeder (class in catalyst.utils.tools.seeder) separate_tags() (in module catalyst.utils.pandas) serialize() (in module catalyst.utils.serialization) set_global_seed() (in module catalyst.utils.seed) set_optimizer_momentum() (in module catalyst.utils.torch) set_power() (catalyst.rl.core.exploration.ExplorationHandler method) (catalyst.rl.core.exploration.ExplorationStrategy method) (catalyst.rl.exploration.boltzman.Boltzmann method) (catalyst.rl.exploration.gauss.GaussNoise method) (catalyst.rl.exploration.gauss.OrnsteinUhlenbeckProcess method) (catalyst.rl.exploration.greedy.EpsilonGreedy method) (catalyst.rl.exploration.param_noise.ParameterSpaceNoise method) set_requires_grad() (in module catalyst.utils.torch) shape() (catalyst.utils.tools.dynamic_array.DynamicArray property) shrink_to_fit() (catalyst.utils.tools.dynamic_array.DynamicArray method) shuffle() (catalyst.data.sampler.MiniEpochSampler method) sigmoid_focal_loss() (in module catalyst.utils.criterion.focal) soft_update() (in module catalyst.utils.torch) split_dataframe() (in module catalyst.utils.pandas) split_dataframe_on_column_folds() (in module catalyst.utils.pandas)

split_dataframe_on_folds() (in module catalyst.utils.pandas) split_dataframe_on_stratified_folds() (in module catalyst.utils.pandas) split_dataframe_train_test() (in module catalyst.utils.pandas) split_dataset_train_test() (in module catalyst.utils.dataset) SquashingGaussPolicy (class in catalyst.rl.agent.policy) SquashingLayer (class in catalyst.contrib.nn.modules.real_nvp) STAGE_KEYWORDS (catalyst.dl.experiment.config.ConfigExperiment attribute) stages() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) start() (catalyst.utils.tools.metric_manager.TimerManager method) State (class in catalyst.dl.core.state) state_dict() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) (catalyst.utils.tools.typing.Optimizer method) state_fn (catalyst.dl.core.runner.Runner attribute) (catalyst.dl.runner.gan.GanRunner attribute) state_space() (catalyst.rl.core.environment.EnvironmentSpec property) StateActionCritic (class in catalyst.rl.agent.critic) StateActionNet (class in catalyst.rl.agent.network) StateCritic (class in catalyst.rl.agent.critic) StateNet (class in catalyst.rl.agent.network) 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.core.callbacks.scheduler.SchedulerCallback method) (catalyst.rl.core.environment.EnvironmentSpec method) (catalyst.utils.tools.tensorboard.SummaryItem property) (catalyst.utils.tools.typing.Optimizer method) stop() (catalyst.utils.tools.metric_manager.TimerManager method) structed2dict() (in module catalyst.utils.numpy) 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) target_actor_update() (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.offpolicy.algorithms.sac.SAC method) target_critic_update() (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic method) (catalyst.rl.offpolicy.algorithms.sac.SAC method) (catalyst.rl.offpolicy.algorithms.td3.TD3 method) TD3 (class in catalyst.rl.offpolicy.algorithms.td3) TelegramLogger (class in catalyst.core.callbacks.logging) 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.utils.image) tensor_to_ndimage() (in module catalyst.utils.image) TensorboardLogger (class in catalyst.core.callbacks.logging) TIME_END (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) TIME_START (catalyst.core.callbacks.wrappers.PhaseWrapperCallback attribute) TimerManager (class in catalyst.utils.tools.metric_manager) tokenize_text() (in module catalyst.dl.utils.text) tqdm_parallel_imap() (in module catalyst.utils.parallel)

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) (catalyst.rl.core.algorithm.AlgorithmSpec method) (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic method) (catalyst.rl.onpolicy.algorithms.ppo.PPO method) (catalyst.rl.onpolicy.algorithms.reinforce.REINFORCE method) TrainerSpec (class in catalyst.rl.core.trainer) training_enabled() (catalyst.rl.core.db.DBSpec property) (catalyst.rl.db.mongo.MongoDB property) (catalyst.rl.db.redis.RedisDB property) TrajectorySampler (class in catalyst.rl.core.trajectory_sampler) 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) TxtMetricsFormatter (class in catalyst.core.callbacks.formatters) type() (catalyst.utils.tools.tensorboard.SummaryItem property)

U

Unet (class in catalyst.contrib.models.cv.segmentation.unet) uniform_init() (in module catalyst.utils.initialization) Unknown (catalyst.core.callback.CallbackOrder attribute) unpack_checkpoint() (catalyst.rl.core.algorithm.AlgorithmSpec method) (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic method) (catalyst.rl.offpolicy.algorithms.sac.SAC method) (catalyst.rl.offpolicy.algorithms.td3.TD3 method) (catalyst.rl.onpolicy.algorithms.actor.OnpolicyActor method) (catalyst.rl.onpolicy.algorithms.actor_critic.OnpolicyActorCritic method) (in module catalyst.utils.checkpoint)

update() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) update_actor() (catalyst.rl.exploration.param_noise.ParameterSpaceNoise method) update_lookahead() (catalyst.contrib.nn.optimizers.lookahead.Lookahead method) update_optimizer() (catalyst.core.callbacks.scheduler.LRUpdater method) update_step() (catalyst.rl.offpolicy.algorithms.actor_critic.OffpolicyActorCritic method) (catalyst.rl.offpolicy.algorithms.critic.OffpolicyCritic method) (catalyst.rl.offpolicy.algorithms.ddpg.DDPG method) (catalyst.rl.offpolicy.algorithms.dqn.DQN method) (catalyst.rl.offpolicy.algorithms.sac.SAC method) (catalyst.rl.offpolicy.algorithms.td3.TD3 method)

V

VALIDATION_MODE_ALL (catalyst.core.callbacks.phase.PhaseManagerCallback attribute) VALIDATION_MODE_SAME (catalyst.core.callbacks.phase.PhaseManagerCallback attribute) ValidSampler (class in catalyst.rl.core.sampler) 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)

ValueHead (class in catalyst.rl.agent.head) values_range() (catalyst.rl.agent.critic.CriticSpec property) (catalyst.rl.agent.critic.StateActionCritic property) (catalyst.rl.agent.critic.StateCritic property) (catalyst.rl.core.agent.CriticSpec 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)

X

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

Z

zero_grad() (catalyst.utils.tools.typing.Optimizer method)