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.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.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.core.callback.MeterMetricsCallback method) (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) (catalyst.dl.runner.supervised.SupervisedRunner method) (catalyst.rl.agent.network.StateNet 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

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)

AlgorithmSpec (class in catalyst.rl.core.algorithm) any2device() (in module catalyst.utils.torch) 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) Augmentor (class in catalyst.data.augmentor) AugmentorCompose (class in catalyst.data.augmentor) AugmentorKeys (class in catalyst.data.augmentor)

B

balance_classes() (in module catalyst.utils.pandas) BalanceClassSampler (class in catalyst.data.sampler) BaseExperiment (class in catalyst.dl.experiment.base)

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.dl.callbacks.scheduler.LRFinder method) catalyst.contrib (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.runner (module) catalyst.dl.core.state (module) catalyst.dl.experiment.base (module) catalyst.dl.experiment.config (module) catalyst.dl.experiment.supervised (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.scripts (module) catalyst.dl.utils.torch (module) catalyst.dl.utils.trace (module) catalyst.dl.utils.visualization (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.checkpoint (module) catalyst.utils.compression (module) catalyst.utils.config (module) catalyst.utils.dataset (module) catalyst.utils.ddp (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.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.dl.callbacks.checkpoint) ClasswiseIouCallback (class in catalyst.dl.callbacks.metrics.iou) ClasswiseJaccardCallback (in module catalyst.dl.callbacks.metrics.iou) 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) ConsoleLogger (class in catalyst.dl.callbacks.logging) constant_init() (in module catalyst.utils.initialization) copy_directory() (in module catalyst.utils.misc) create_dataframe() (in module catalyst.utils.dataset) create_dataset() (in module catalyst.utils.dataset) create_optimal_inner_init() (in module catalyst.utils.initialization) CriterionAggregatorCallback (class in catalyst.dl.callbacks.criterion) CriterionCallback (class in catalyst.dl.callbacks.criterion) CriterionOutputOnlyCallback (class in catalyst.dl.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) 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) DiceCallback (class in catalyst.dl.callbacks.metrics.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) dump_base_experiment_code() (in module catalyst.dl.utils.scripts) (in module catalyst.utils.scripts) dump_code() (in module catalyst.dl.utils.scripts) (in module catalyst.utils.scripts) dump_environment() (in module catalyst.utils.config) dump_python_files() (in module catalyst.dl.utils.scripts) (in module catalyst.utils.scripts)

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) 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) Experiment (class in catalyst.dl.core.experiment) experiment_fn (catalyst.dl.core.runner.Runner attribute) ExplorationHandler (class in catalyst.rl.core.exploration) ExplorationStrategy (class in catalyst.rl.core.exploration)

F

F1ScoreCallback (class in catalyst.dl.callbacks.metrics.f1_score) FilteringCollateFn (class in catalyst.data.collate_fn) folds_to_list() (in module catalyst.utils.pandas) format_metric() (in module catalyst.utils.misc) forward() (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)

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) GaussNoise (class in catalyst.rl.exploration.gauss) geometric_cumsum() (in module catalyst.utils.numpy) 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.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.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_environment_vars() (in module catalyst.utils.config) get_exploration_strategy() (catalyst.rl.core.exploration.ExplorationHandler method) get_from_params() (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) get_hash() (in module catalyst.utils.hash) get_loader() (in module catalyst.dl.utils.torch)

get_loaders() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment method) get_metric() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) get_model() (catalyst.dl.experiment.base.BaseExperiment method) (catalyst.dl.experiment.config.ConfigExperiment 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_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) grad_step() (catalyst.dl.callbacks.optimizer.OptimizerCallback static method) 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)

hyperbolic_constant() (catalyst.rl.agent.critic.StateActionCritic property) (catalyst.rl.agent.critic.StateCritic property)

I

ImageReader (class in catalyst.data.reader) import_experiment_and_runner() (in module catalyst.dl.utils.scripts) (in module catalyst.utils.scripts) import_module() (in module catalyst.dl.utils.scripts) (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) IouCallback (class in catalyst.dl.callbacks.metrics.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

JaccardCallback (in module catalyst.dl.callbacks.metrics.iou)

K

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

L

LambdaReader (class in catalyst.data.reader) ListDataset (class in catalyst.data.dataset) load_checkpoint() (catalyst.dl.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_traced_model() (in module catalyst.dl.utils.trace) log1p_exp() (in module catalyst.utils.torch) logdir() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) LRFinder (class in catalyst.dl.callbacks.scheduler)

M

make_tuple() (in module catalyst.utils.misc) map_dataframe() (in module catalyst.utils.pandas) MapKCallback (class in catalyst.dl.callbacks.metrics.accuracy) mask_to_overlay_image() (in module catalyst.utils.image) maybe_recursive_call() (in module catalyst.utils.misc) merge_multiple_fold_csv() (in module catalyst.utils.pandas) MergeDataset (class in catalyst.data.dataset) MeterMetricsCallback (class in catalyst.dl.core.callback)

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) MongoDB (class in catalyst.rl.db.mongo) monitoring_params() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) MulticlassDiceMetricCallback (class in catalyst.dl.callbacks.metrics.dice)

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) NoExploration (class in catalyst.rl.exploration.gauss) normal_init() (in module catalyst.utils.initialization) normal_logprob() (in module catalyst.utils.torch) normal_sample() (in module catalyst.utils.torch) 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.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.core.callback.MeterMetricsCallback method) on_batch_start() (catalyst.dl.callbacks.mixup.MixupCallback method) (catalyst.dl.callbacks.optimizer.OptimizerCallback 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) on_epoch_start() (catalyst.dl.callbacks.optimizer.OptimizerCallback method) on_exception() (catalyst.dl.callbacks.logging.TelegramLogger method) (catalyst.dl.callbacks.logging.VerboseLogger method) (catalyst.dl.callbacks.misc.RaiseExceptionCallback 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.MeterMetricsCallback 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.core.callback.MeterMetricsCallback 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) 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) OnpolicyActor (class in catalyst.rl.onpolicy.algorithms.actor) OnpolicyActorCritic (class in catalyst.rl.onpolicy.algorithms.actor_critic) OnpolicyTrainer (class in catalyst.rl.onpolicy.trainer) OptimizerCallback (class in catalyst.dl.callbacks.optimizer) OrnsteinUhlenbeckProcess (class in catalyst.rl.exploration.gauss) 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) 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) 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)

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_checkpoint() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method) process_model_params() (in module catalyst.utils.torch) 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)

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) RealNVPPolicy (class in catalyst.rl.agent.policy) RedisDB (class in catalyst.rl.db.redis) reduced_focal_loss() (in module catalyst.dl.utils.criterion.focal) REINFORCE (class in catalyst.rl.onpolicy.algorithms.reinforce)

render_figure_to_tensor() (in module catalyst.utils.visualization) reset() (catalyst.rl.core.environment.EnvironmentSpec method) (catalyst.rl.core.trajectory_sampler.TrajectorySampler method) reset_state() (catalyst.rl.exploration.gauss.OrnsteinUhlenbeckProcess method) reward_space() (catalyst.rl.core.environment.EnvironmentSpec property) rewards2metric() (catalyst.rl.core.sampler.ValidSampler static method) run() (catalyst.rl.core.sampler.Sampler method) (catalyst.rl.core.sampler.ValidSampler method) (catalyst.rl.core.trainer.TrainerSpec method) 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) 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) ScalarReader (class in catalyst.data.reader) 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) 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.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) STAGE_KEYWORDS (catalyst.dl.experiment.config.ConfigExperiment attribute) stages() (catalyst.dl.experiment.base.BaseExperiment property) (catalyst.dl.experiment.config.ConfigExperiment property) State (class in catalyst.dl.core.state) state_fn (catalyst.dl.core.runner.Runner 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.rl.core.environment.EnvironmentSpec method) structed2dict() (in module catalyst.utils.numpy) SupervisedExperiment (class in catalyst.dl.experiment.supervised) SupervisedRunner (class in catalyst.dl.runner.supervised)

T

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.dl.callbacks.logging) tensor_from_rgb_image() (in module catalyst.utils.image) tensor_to_ndimage() (in module catalyst.utils.image) TensorboardLogger (class in catalyst.dl.callbacks.logging) trace() (catalyst.dl.runner.supervised.SupervisedRunner method) trace_model() (in module catalyst.dl.utils.trace)

train() (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) truncate_checkpoints() (catalyst.dl.callbacks.checkpoint.CheckpointCallback method) (catalyst.dl.callbacks.checkpoint.IterationCheckpointCallback method)

U

uniform_init() (in module catalyst.utils.initialization) 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_actor() (catalyst.rl.exploration.param_noise.ParameterSpaceNoise 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

ValidSampler (class in catalyst.rl.core.sampler) 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.dl.callbacks.logging)

X

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