Index _ | A | B | C | D | E | F | G | H | I | L | M | N | O | P | Q | R | S | T | U | W | X | Z _ __init__() (catalyst.contrib.data.augmentor.Augmentor method) (catalyst.contrib.data.augmentor.AugmentorCompose method) (catalyst.contrib.data.augmentor.AugmentorKeys method) (catalyst.contrib.data.cv.dataset.ImageFolderDataset method) (catalyst.contrib.data.cv.reader.ImageReader method) (catalyst.contrib.data.cv.reader.MaskReader method) (catalyst.contrib.data.nifti.reader.NiftiReader method) (catalyst.contrib.data.reader.IReader method) (catalyst.contrib.data.reader.LambdaReader method) (catalyst.contrib.data.reader.ReaderCompose method) (catalyst.contrib.data.reader.ScalarReader method) (catalyst.contrib.datasets.cv.imagenette.Imagenette method) (catalyst.contrib.datasets.cv.imagenette.Imagenette160 method) (catalyst.contrib.datasets.cv.imagenette.Imagenette320 method) (catalyst.contrib.datasets.cv.imagewang.Imagewang method) (catalyst.contrib.datasets.cv.imagewang.Imagewang160 method) (catalyst.contrib.datasets.cv.imagewang.Imagewang320 method) (catalyst.contrib.datasets.cv.Imagewoof160 method) (catalyst.contrib.datasets.cv.Imagewoof320 method) (catalyst.contrib.datasets.mnist.MNIST method) (catalyst.contrib.datasets.movielens.MovieLens method) (catalyst.contrib.nn.criterion.circle.CircleLoss 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.iou.IoULoss method) (catalyst.contrib.nn.criterion.margin.MarginLoss method) (catalyst.contrib.nn.criterion.regression.HuberLossV0 method) (catalyst.contrib.nn.criterion.regression.QuantileRegressionLoss method) (catalyst.contrib.nn.criterion.trevsky.FocalTrevskyLoss method) (catalyst.contrib.nn.criterion.trevsky.TrevskyLoss method) (catalyst.contrib.nn.criterion.triplet.TripletMarginLossWithSampler method) (catalyst.contrib.nn.criterion.wing.WingLoss method) (catalyst.contrib.nn.modules.se.cSE method) (catalyst.contrib.nn.modules.se.scSE method) (catalyst.contrib.nn.modules.se.sSE method) (catalyst.contrib.nn.optimizers.adamp.AdamP 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.optimizers.sgdp.SGDP method) (catalyst.contrib.nn.schedulers.onecycle.OneCycleLRWithWarmup method) (catalyst.data.AllTripletsSampler method) (catalyst.data.collate_fn.FilteringCollateFn method) (catalyst.data.dataset.metric_learning.MetricLearningTrainDataset method) (catalyst.data.dataset.metric_learning.QueryGalleryDataset method) (catalyst.data.dataset.torch.DatasetFromSampler method) (catalyst.data.dataset.torch.ListDataset method) (catalyst.data.dataset.torch.MergeDataset method) (catalyst.data.dataset.torch.NumpyDataset method) (catalyst.data.dataset.torch.PathsDataset method) (catalyst.data.HardTripletsSampler method) (catalyst.data.loader.BatchLimitLoaderWrapper method) (catalyst.data.loader.BatchPrefetchLoaderWrapper method) (catalyst.data.sampler.BalanceBatchSampler method) (catalyst.data.sampler.BalanceClassSampler method) (catalyst.data.sampler.BatchBalanceClassSampler method) (catalyst.data.sampler.DistributedSamplerWrapper method) (catalyst.data.sampler.DynamicBalanceClassSampler method) (catalyst.data.sampler.DynamicLenBatchSampler method) (catalyst.data.sampler.MiniEpochSampler method) (catalyst.data.transforms.Compose method) (catalyst.data.transforms.Normalize method) (catalyst.data.transforms.ToTensor method) A AccumulativeMetric (class in catalyst.metrics._accumulative) accuracy() (in module catalyst.metrics.functional._accuracy) AccuracyCallback (class in catalyst.callbacks.metrics.accuracy) AccuracyMetric (class in catalyst.metrics._accuracy) AdaCos (class in catalyst.contrib.nn.modules.cosface) AdamP (class in catalyst.contrib.nn.optimizers.adamp) AdaptiveHingeLoss (class in catalyst.contrib.nn.criterion.recsys) AdditiveMetric (class in catalyst.metrics._additive) All (catalyst.core.callback.CallbackNode attribute) all (catalyst.core.callback.CallbackNode attribute) all_gather() (in module catalyst.utils.distributed) AllTripletsSampler (class in catalyst.data) AMPEngine (class in catalyst.engines.amp) any2device() (in module catalyst.utils.torch) APEXEngine (class in catalyst.engines.apex) ArcFace (class in catalyst.contrib.nn.modules.arcface) ArcMarginProduct (class in catalyst.contrib.nn.modules.arcmargin) args_are_not_none() (in module catalyst.utils.misc) auc() (in module catalyst.metrics.functional._auc) AUCCallback (class in catalyst.callbacks.metrics.auc) AUCMetric (class in catalyst.metrics._auc) Augmentor (class in catalyst.contrib.data.augmentor) AugmentorCompose (class in catalyst.contrib.data.augmentor) AugmentorKeys (class in catalyst.contrib.data.augmentor) autocast() (catalyst.core.engine.IEngine method) autocast_loader() (catalyst.core.engine.IEngine method) average_precision() (in module catalyst.metrics.functional._average_precision) average_weights() (in module catalyst.utils.swa) B backend() (catalyst.core.engine.IEngine property) backward_loss() (catalyst.core.engine.IEngine method) balance_classes() (in module catalyst.contrib.utils.pandas) BalanceBatchSampler (class in catalyst.data.sampler) BalanceClassSampler (class in catalyst.data.sampler) barrier() (catalyst.core.engine.IEngine method) BatchBalanceClassSampler (class in catalyst.data.sampler) BatchLimitLoaderWrapper (class in catalyst.data.loader) BatchMetricCallback (class in catalyst.callbacks.metric) BatchOverfitCallback (class in catalyst.callbacks.batch_overfit) BatchPrefetchLoaderWrapper (class in catalyst.data.loader) BatchTransformCallback (class in catalyst.callbacks.batch_transform) binary_auc() (in module catalyst.metrics.functional._auc) binary_average_precision() (in module catalyst.metrics.functional._average_precision) BinaryPrecisionRecallF1Metric (class in catalyst.metrics._classification) boolean_flag() (in module catalyst.utils.misc) BPRLoss (class in catalyst.contrib.nn.criterion.recsys) C calc_lr() (catalyst.callbacks.scheduler.LRFinder method) calc_momentum() (catalyst.callbacks.scheduler.LRFinder method) Callback (class in catalyst.core.callback) CallbackList (class in catalyst.core.callback) CallbackNode (class in catalyst.core.callback) CallbackOrder (class in catalyst.core.callback) CallbackScope (class in catalyst.core.callback) CallbackWrapper (class in catalyst.core.callback) catalyst.callbacks (module) catalyst.callbacks.metrics (module) catalyst.contrib (module) catalyst.contrib.__main__ (module) catalyst.contrib.data (module) catalyst.contrib.datasets (module) catalyst.contrib.nn.modules.arcface (module) catalyst.contrib.nn.modules.arcmargin (module) catalyst.contrib.nn.modules.cosface (module) catalyst.contrib.nn.modules.curricularface (module) catalyst.contrib.nn.modules.softmax (module) catalyst.contrib.nn.schedulers (module) catalyst.contrib.utils (module) catalyst.contrib.utils.compression (module) catalyst.contrib.utils.image (module) catalyst.contrib.utils.pandas (module) catalyst.contrib.utils.parallel (module) catalyst.contrib.utils.report (module) catalyst.contrib.utils.serialization (module) catalyst.contrib.utils.thresholds (module) catalyst.contrib.utils.visualization (module) catalyst.core (module) catalyst.data (module) catalyst.data.dataset (module) catalyst.dl.__main__ (module) catalyst.metrics (module) catalyst.metrics.functional._accuracy (module) catalyst.metrics.functional._auc (module) catalyst.metrics.functional._average_precision (module) catalyst.metrics.functional._classification (module) catalyst.metrics.functional._cmc_score (module) catalyst.metrics.functional._f1_score (module) catalyst.metrics.functional._focal (module) catalyst.metrics.functional._hitrate (module) catalyst.metrics.functional._misc (module) catalyst.metrics.functional._mrr (module) catalyst.metrics.functional._ndcg (module) catalyst.metrics.functional._precision (module) catalyst.metrics.functional._r2_squared (module) catalyst.metrics.functional._recall (module) catalyst.metrics.functional._segmentation (module) catalyst.utils (module) catalyst.utils.config (module) catalyst.utils.data (module) catalyst.utils.distributed (module) catalyst.utils.misc (module) catalyst.utils.mixup (module) catalyst.utils.numpy (module) catalyst.utils.onnx (module) catalyst.utils.pruning (module) catalyst.utils.quantization (module) catalyst.utils.swa (module) catalyst.utils.sys (module) catalyst.utils.torch (module) catalyst.utils.tracing (module) CategoricalRegressionLoss (class in catalyst.contrib.nn.criterion.regression) check_consistent_length() (in module catalyst.metrics.functional._misc) CheckpointCallback (class in catalyst.callbacks.checkpoint) CheckRunCallback (class in catalyst.callbacks.misc) CircleLoss (class in catalyst.contrib.nn.criterion.circle) cleanup_process() (catalyst.core.engine.IEngine method) close_log() (catalyst.core.logger.ILogger method) cmc_score() (in module catalyst.metrics.functional._cmc_score) cmc_score_count() (in module catalyst.metrics.functional._cmc_score) CMCMetric (class in catalyst.metrics._cmc_score) CMCScoreCallback (class in catalyst.callbacks.metrics.cmc_score) CometLogger (class in catalyst.loggers.comet) Compose (class in catalyst.data.transforms) compute() (catalyst.metrics._accumulative.AccumulativeMetric method) (catalyst.metrics._additive.AdditiveMetric method) (catalyst.metrics._metric.IMetric method) compute_key_value() (catalyst.metrics._accumulative.AccumulativeMetric method) (catalyst.metrics._metric.ICallbackBatchMetric method) (catalyst.metrics._metric.ICallbackLoaderMetric method) ConfigRunner (class in catalyst.runners.config) ConfusionMatrixCallback (class in catalyst.callbacks.metrics.confusion_matrix) ConfusionMatrixMetric (class in catalyst.metrics._confusion_matrix) ConsoleLogger (class in catalyst.loggers.console) ControlFlowCallback (class in catalyst.callbacks.control_flow) convert_labels2list() (in module catalyst.utils.misc) CosFace (class in catalyst.contrib.nn.modules.cosface) create_dataframe() (in module catalyst.contrib.utils.pandas) create_dataset() (in module catalyst.contrib.utils.pandas) CriterionCallback (class in catalyst.callbacks.criterion) cSE (class in catalyst.contrib.nn.modules.se) CSVLogger (class in catalyst.loggers.csv) CurricularFace (class in catalyst.contrib.nn.modules.curricularface) D dataframe_to_list() (in module catalyst.contrib.utils.pandas) DataParallelAMPEngine (class in catalyst.engines.amp) DataParallelApexEngine (in module catalyst.engines.apex) DataParallelEngine (class in catalyst.engines.torch) DatasetFromSampler (class in catalyst.data.dataset.torch) dcg() (in module catalyst.metrics.functional._ndcg) ddp_reduce() (in module catalyst.utils.distributed) ddp_sync_run() (catalyst.core.engine.IEngine method) (in module catalyst.utils.distributed) deinit_components() (catalyst.core.engine.IEngine method) deserialize() (in module catalyst.contrib.utils.serialization) detach_tensor() (in module catalyst.utils.torch) device() (catalyst.core.engine.IEngine property) DeviceEngine (class in catalyst.engines.torch) dice() (in module catalyst.metrics.functional._segmentation) DiceCallback (class in catalyst.callbacks.metrics.segmentation) DiceLoss (class in catalyst.contrib.nn.criterion.dice) DiceMetric (class in catalyst.metrics._segmentation) DistributedDataParallelAMPEngine (class in catalyst.engines.amp) DistributedDataParallelApexEngine (in module catalyst.engines.apex) DistributedDataParallelDeepSpeedEngine (class in catalyst.engines.deepspeed) DistributedDataParallelEngine (class in catalyst.engines.torch) DistributedSamplerWrapper (class in catalyst.data.sampler) DistributedXLAEngine (class in catalyst.engines.xla) dump_code() (in module catalyst.utils.sys) dump_environment() (in module catalyst.utils.sys) DynamicBalanceClassSampler (class in catalyst.data.sampler) DynamicLenBatchSampler (class in catalyst.data.sampler) E EarlyStoppingCallback (class in catalyst.callbacks.misc) evaluate_loader() (catalyst.runners.runner.Runner method) Experiment (catalyst.core.callback.CallbackScope attribute) experiment (catalyst.core.callback.CallbackScope attribute) External (catalyst.core.callback.CallbackOrder attribute) external (catalyst.core.callback.CallbackOrder attribute) external_extra (catalyst.core.callback.CallbackOrder attribute) ExternalExtra (catalyst.core.callback.CallbackOrder attribute) F f1_score() (in module catalyst.metrics.functional._f1_score) f1score() (in module catalyst.metrics.functional._classification) fbeta_score() (in module catalyst.metrics.functional._f1_score) FilteringCollateFn (class in catalyst.data.collate_fn) find_value_ids() (in module catalyst.utils.misc) flatten_dict() (in module catalyst.utils.misc) flush_log() (catalyst.core.logger.ILogger method) FocalLossBinary (class in catalyst.contrib.nn.criterion.focal) FocalLossMultiClass (class in catalyst.contrib.nn.criterion.focal) FocalTrevskyLoss (class in catalyst.contrib.nn.criterion.trevsky) folds_to_list() (in module catalyst.contrib.utils.pandas) forward() (catalyst.contrib.nn.criterion.recsys.AdaptiveHingeLoss method) (catalyst.contrib.nn.criterion.recsys.BPRLoss method) (catalyst.contrib.nn.criterion.recsys.HingeLoss method) (catalyst.contrib.nn.criterion.recsys.LogisticLoss method) (catalyst.contrib.nn.criterion.recsys.RocStarLoss method) (catalyst.contrib.nn.criterion.recsys.WARPLoss method) (catalyst.contrib.nn.criterion.regression.CategoricalRegressionLoss method) (catalyst.contrib.nn.criterion.regression.HuberLossV0 method) (catalyst.contrib.nn.criterion.regression.QuantileRegressionLoss method) (catalyst.contrib.nn.modules.arcface.ArcFace method) (catalyst.contrib.nn.modules.arcface.SubCenterArcFace method) (catalyst.contrib.nn.modules.arcmargin.ArcMarginProduct method) (catalyst.contrib.nn.modules.cosface.AdaCos method) (catalyst.contrib.nn.modules.cosface.CosFace method) (catalyst.contrib.nn.modules.curricularface.CurricularFace method) (catalyst.contrib.nn.modules.softmax.SoftMax method) (catalyst.runners.self_supervised.ISelfSupervisedRunner method) (catalyst.runners.supervised.ISupervisedRunner method) (catalyst.tools.forward_wrapper.ModelForwardWrapper method) FrozenClass (class in catalyst.tools.frozen_class) FullySharedDataParallelFairScaleEngine (class in catalyst.engines.fairscale) FunctionalBatchMetric (class in catalyst.metrics._functional_metric) FunctionalLoaderMetric (class in catalyst.metrics._functional_metric) FunctionalMetricCallback (class in catalyst.callbacks.metrics.functional_metric) G gallery_size() (catalyst.data.dataset.metric_learning.QueryGalleryDataset property) get_aggregated_metrics() (in module catalyst.metrics.functional._classification) get_attr() (in module catalyst.utils.misc) get_available_engine() (in module catalyst.utils.torch) get_available_gpus() (in module catalyst.utils.torch) get_averaged_weights_by_path_mask() (in module catalyst.utils.swa) get_backend() (in module catalyst.utils.distributed) get_baseline_thresholds() (in module catalyst.contrib.utils.thresholds) get_best_multiclass_thresholds() (in module catalyst.contrib.utils.thresholds) get_best_multilabel_thresholds() (in module catalyst.contrib.utils.thresholds) get_binary_metrics() (in module catalyst.metrics.functional._classification) get_binary_statistics() (in module catalyst.metrics.functional._misc) get_binary_threshold() (in module catalyst.contrib.utils.thresholds) get_binary_threshold_cv() (in module catalyst.contrib.utils.thresholds) get_by_keys() (in module catalyst.utils.misc) get_callbacks() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) (catalyst.runners.runner.SelfSupervisedRunner method) (catalyst.runners.runner.SupervisedRunner method) get_classification_report() (in module catalyst.contrib.utils.report) get_config_runner() (in module catalyst.utils.sys) get_criterion() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_dataset_labeling() (in module catalyst.contrib.utils.pandas) get_datasets() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) get_default_topk_args() (in module catalyst.metrics.functional._misc) get_device() (in module catalyst.utils.torch) get_dictkey_auto_fn() (in module catalyst.utils.misc) get_distributed_params() (in module catalyst.utils.distributed) get_engine() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_fn_argsnames() (in module catalyst.utils.misc) get_fn_default_params() (in module catalyst.utils.misc) get_hash() (in module catalyst.utils.misc) get_labels() (catalyst.data.dataset.metric_learning.MetricLearningTrainDataset method) get_loader() (in module catalyst.utils.data) get_loaders() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_loaders_from_params() (in module catalyst.utils.data) get_loggers() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_model() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_multiclass_statistics() (in module catalyst.metrics.functional._misc) get_multiclass_thresholds() (in module catalyst.contrib.utils.thresholds) get_multiclass_thresholds_greedy() (in module catalyst.contrib.utils.thresholds) get_multilabel_statistics() (in module catalyst.metrics.functional._misc) get_multilabel_thresholds() (in module catalyst.contrib.utils.thresholds) get_multilabel_thresholds_cv() (in module catalyst.contrib.utils.thresholds) get_multilabel_thresholds_greedy() (in module catalyst.contrib.utils.thresholds) get_network_output() (in module catalyst.utils.torch) get_nn_from_ddp_module() (in module catalyst.utils.distributed) get_one_hot() (in module catalyst.utils.numpy) get_optimal_inner_init() (in module catalyst.utils.torch) get_optimizable_params() (in module catalyst.utils.torch) get_optimizer() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_optimizer_momentum() (in module catalyst.utils.torch) get_optimizer_momentum_list() (in module catalyst.utils.torch) get_pool() (in module catalyst.contrib.utils.parallel) get_pruning_fn() (in module catalyst.utils.pruning) get_rank() (in module catalyst.utils.distributed) get_requires_grad() (in module catalyst.utils.torch) get_samplers() (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) get_scheduler() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_segmentation_statistics() (in module catalyst.metrics.functional._segmentation) get_short_hash() (in module catalyst.utils.misc) get_stage_len() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_thresholds_greedy() (in module catalyst.contrib.utils.thresholds) get_transform() (catalyst.runners.hydra.HydraRunner method) get_trial() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) get_utcnow_time() (in module catalyst.utils.misc) get_world_size() (in module catalyst.utils.distributed) H handle_batch() (catalyst.core.runner.IRunner method) (catalyst.runners.self_supervised.ISelfSupervisedRunner method) (catalyst.runners.supervised.ISupervisedRunner method) handle_score_is_better() (catalyst.callbacks.misc.EarlyStoppingCallback method) handle_score_is_not_better() (catalyst.callbacks.misc.EarlyStoppingCallback method) HardClusterSampler (class in catalyst.data) HardTripletsSampler (class in catalyst.data) has_image_extension() (in module catalyst.contrib.utils.image) HingeLoss (class in catalyst.contrib.nn.criterion.recsys) hitrate() (in module catalyst.metrics.functional._hitrate) HitrateCallback (class in catalyst.callbacks.metrics.recsys) HitrateMetric (class in catalyst.metrics._hitrate) hparams() (catalyst.core.runner.IRunner property) (catalyst.runners.config.ConfigRunner property) (catalyst.runners.hydra.HydraRunner property) (catalyst.runners.runner.Runner property) HuberLossV0 (class in catalyst.contrib.nn.criterion.regression) HydraRunner (class in catalyst.runners.hydra) I ICallback (class in catalyst.core.callback) ICallbackBatchMetric (class in catalyst.metrics._metric) ICallbackLoaderMetric (class in catalyst.metrics._metric) IEngine (class in catalyst.core.engine) IInbatchTripletSampler (class in catalyst.data) ILogger (class in catalyst.core.logger) ImageFolderDataset (class in catalyst.contrib.data.cv.dataset) Imagenette (class in catalyst.contrib.datasets.cv.imagenette) Imagenette160 (class in catalyst.contrib.datasets.cv.imagenette) Imagenette320 (class in catalyst.contrib.datasets.cv.imagenette) ImageReader (class in catalyst.contrib.data.cv.reader) Imagewang (class in catalyst.contrib.datasets.cv.imagewang) Imagewang160 (class in catalyst.contrib.datasets.cv.imagewang) Imagewang320 (class in catalyst.contrib.datasets.cv.imagewang) imagewoof (in module catalyst.contrib.datasets.cv) Imagewoof160 (class in catalyst.contrib.datasets.cv) Imagewoof320 (class in catalyst.contrib.datasets.cv) IMetric (class in catalyst.metrics._metric) import_module() (in module catalyst.utils.sys) imread() (in module catalyst.contrib.utils.image) imsave() (in module catalyst.contrib.utils.image) imwrite() (in module catalyst.contrib.utils.image) InBatchTripletsSampler (class in catalyst.data) init_components() (catalyst.core.engine.IEngine method) Internal (catalyst.core.callback.CallbackOrder attribute) internal (catalyst.core.callback.CallbackOrder attribute) iou() (in module catalyst.metrics.functional._segmentation) IOUCallback (class in catalyst.callbacks.metrics.segmentation) IoULoss (class in catalyst.contrib.nn.criterion.iou) IOUMetric (class in catalyst.metrics._segmentation) IReader (class in catalyst.contrib.data.reader) IRunner (class in catalyst.core.runner) is_ddp() (catalyst.core.engine.IEngine property) is_exception() (in module catalyst.utils.misc) is_master_process() (catalyst.core.engine.IEngine property) is_worker_process() (catalyst.core.engine.IEngine property) ISelfSupervisedRunner (class in catalyst.runners.self_supervised) ISupervisedRunner (class in catalyst.runners.supervised) ITrial (class in catalyst.core.trial) L Lamb (class in catalyst.contrib.nn.optimizers.lamb) LambdaReader (class in catalyst.contrib.data.reader) ListDataset (class in catalyst.data.dataset.torch) load_checkpoint() (catalyst.core.engine.IEngine method) (in module catalyst.utils.torch) load_config() (in module catalyst.utils.config) LoaderMetricCallback (class in catalyst.callbacks.metric) log_artifact() (catalyst.core.logger.ILogger method) log_hparams() (catalyst.core.logger.ILogger method) (catalyst.core.runner.IRunner method) log_image() (catalyst.core.logger.ILogger method) (catalyst.core.runner.IRunner method) log_metrics() (catalyst.core.logger.ILogger method) (catalyst.core.runner.IRunner method) logdir() (catalyst.runners.config.ConfigRunner property) (catalyst.runners.hydra.HydraRunner property) LogisticLoss (class in catalyst.contrib.nn.criterion.recsys) Lookahead (class in catalyst.contrib.nn.optimizers.lookahead) LRFinder (class in catalyst.callbacks.scheduler) M make_batch_step() (catalyst.callbacks.scheduler.SchedulerCallback method) make_epoch_step() (catalyst.callbacks.scheduler.SchedulerCallback method) make_tuple() (in module catalyst.utils.misc) map_dataframe() (in module catalyst.contrib.utils.pandas) MAPCallback (class in catalyst.callbacks.metrics.recsys) MAPMetric (class in catalyst.metrics._map) MarginLoss (class in catalyst.contrib.nn.criterion.margin) masked_cmc_score() (in module catalyst.metrics.functional._cmc_score) MaskReader (class in catalyst.contrib.data.cv.reader) Master (catalyst.core.callback.CallbackNode attribute) master (catalyst.core.callback.CallbackNode attribute) maybe_recursive_call() (in module catalyst.utils.misc) mean_average_precision() (in module catalyst.metrics.functional._average_precision) mean_reduce() (in module catalyst.utils.distributed) merge_dicts() (in module catalyst.utils.misc) MergeDataset (class in catalyst.data.dataset.torch) Metric (catalyst.core.callback.CallbackOrder attribute) metric (catalyst.core.callback.CallbackOrder attribute) metric_aggregation (catalyst.core.callback.CallbackOrder attribute) MetricAggregation (catalyst.core.callback.CallbackOrder attribute) MetricAggregationCallback (class in catalyst.callbacks.metric_aggregation) MetricHandler (class in catalyst.tools.metric_handler) MetricLearningTrainDataset (class in catalyst.data.dataset.metric_learning) mimread() (in module catalyst.contrib.utils.image) MiniEpochSampler (class in catalyst.data.sampler) mixup_batch() (in module catalyst.utils.mixup) MixupCallback (class in catalyst.callbacks.mixup) MLflowLogger (class in catalyst.loggers.mlflow) MNIST (class in catalyst.contrib.datasets.mnist) ModelForwardWrapper (class in catalyst.tools.forward_wrapper) MovieLens (class in catalyst.contrib.datasets.movielens) mrr() (in module catalyst.metrics.functional._mrr) MRRCallback (class in catalyst.callbacks.metrics.recsys) MRRMetric (class in catalyst.metrics._mrr) MulticlassPrecisionRecallF1SupportMetric (class in catalyst.metrics._classification) multilabel_accuracy() (in module catalyst.metrics.functional._accuracy) MultilabelAccuracyCallback (class in catalyst.callbacks.metrics.accuracy) MultilabelAccuracyMetric (class in catalyst.metrics._accuracy) MultilabelPrecisionRecallF1SupportCallback (class in catalyst.callbacks.metrics.classification) MultilabelPrecisionRecallF1SupportMetric (class in catalyst.metrics._classification) N name() (catalyst.runners.config.ConfigRunner property) (catalyst.runners.hydra.HydraRunner property) (catalyst.runners.runner.Runner property) ndcg() (in module catalyst.metrics.functional._ndcg) NDCGCallback (class in catalyst.callbacks.metrics.recsys) NDCGMetric (class in catalyst.metrics._ndcg) NeptuneLogger (class in catalyst.loggers.neptune) NiftiReader (class in catalyst.contrib.data.nifti.reader) Normalize (class in catalyst.data.transforms) NumpyDataset (class in catalyst.data.dataset.torch) O on_batch_end() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_batch_start() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_epoch_end() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_epoch_start() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_exception() (catalyst.callbacks.misc.TqdmCallback method) (catalyst.core.callback.CallbackList method) (catalyst.core.callback.CallbackWrapper method) (catalyst.core.callback.ICallback method) on_experiment_end() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_experiment_start() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_loader_end() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_loader_start() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_stage_end() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) on_stage_start() (catalyst.core.callback.CallbackList method) (catalyst.core.callback.ICallback method) OneCycleLRWithWarmup (class in catalyst.contrib.nn.schedulers.onecycle) onnx_export() (in module catalyst.utils.onnx) OnnxCallback (class in catalyst.callbacks.onnx) Optimizer (catalyst.core.callback.CallbackOrder attribute) optimizer (catalyst.core.callback.CallbackOrder attribute) optimizer_step() (catalyst.core.engine.IEngine method) OptimizerCallback (class in catalyst.callbacks.optimizer) OptunaPruningCallback (class in catalyst.callbacks.optuna) outer_init() (in module catalyst.utils.torch) P pack() (in module catalyst.contrib.utils.compression) pack_checkpoint() (catalyst.core.engine.IEngine method) (in module catalyst.utils.torch) pack_if_needed() (in module catalyst.contrib.utils.compression) pairwise() (in module catalyst.utils.misc) parallel_imap() (in module catalyst.contrib.utils.parallel) PathsDataset (class in catalyst.data.dataset.torch) PeriodicLoaderCallback (class in catalyst.callbacks.periodic_loader) PipelineParallelFairScaleEngine (class in catalyst.engines.fairscale) plot_confusion_matrix() (in module catalyst.contrib.utils.visualization) precision() (in module catalyst.metrics.functional._classification) (in module catalyst.metrics.functional._precision) precision_recall_fbeta_support() (in module catalyst.metrics.functional._classification) PrecisionRecallF1SupportCallback (class in catalyst.callbacks.metrics.classification) predict_batch() (catalyst.runners.runner.Runner method) (catalyst.runners.runner.SelfSupervisedRunner method) (catalyst.runners.runner.SupervisedRunner method) predict_loader() (catalyst.runners.runner.Runner method) prepare_cudnn() (in module catalyst.utils.torch) process_model_params() (in module catalyst.utils.torch) process_multilabel_components() (in module catalyst.metrics.functional._misc) process_recsys_components() (in module catalyst.metrics.functional._misc) ProfilerCallback (class in catalyst.callbacks.profiler) prune_model() (in module catalyst.utils.pruning) PruningCallback (class in catalyst.callbacks.pruning) Q QHAdamW (class in catalyst.contrib.nn.optimizers.qhadamw) QuantileRegressionLoss (class in catalyst.contrib.nn.criterion.regression) QuantizationCallback (class in catalyst.callbacks.quantization) quantize_model() (in module catalyst.utils.quantization) quantize_onnx_model() (in module catalyst.utils.onnx) query_size() (catalyst.data.dataset.metric_learning.QueryGalleryDataset property) QueryGalleryDataset (class in catalyst.data.dataset.metric_learning) R r2_squared() (in module catalyst.metrics.functional._r2_squared) R2Squared (class in catalyst.metrics._r2_squared) RAdam (class in catalyst.contrib.nn.optimizers.radam) Ralamb (class in catalyst.contrib.nn.optimizers.ralamb) rank() (catalyst.core.engine.IEngine property) ReaderCompose (class in catalyst.contrib.data.reader) recall() (in module catalyst.metrics.functional._classification) (in module catalyst.metrics.functional._recall) reciprocal_rank() (in module catalyst.metrics.functional._mrr) reduced_focal_loss() (in module catalyst.metrics.functional._focal) RegionBasedMetric (class in catalyst.metrics._segmentation) ReidCMCMetric (class in catalyst.metrics._cmc_score) ReidCMCScoreCallback (class in catalyst.callbacks.metrics.cmc_score) remove_reparametrization() (in module catalyst.utils.pruning) render_figure_to_array() (in module catalyst.contrib.utils.visualization) reset() (catalyst.metrics._accumulative.AccumulativeMetric method) (catalyst.metrics._additive.AdditiveMetric method) (catalyst.metrics._metric.ICallbackLoaderMetric method) (catalyst.metrics._metric.IMetric method) (catalyst.tools.time_manager.TimeManager method) reset_weights_if_possible() (in module catalyst.utils.torch) RocStarLoss (class in catalyst.contrib.nn.criterion.recsys) run() (catalyst.core.runner.IRunner method) Runner (class in catalyst.runners.runner) RunnerError (class in catalyst.core.runner) S sample() (catalyst.data.HardClusterSampler method) (catalyst.data.IInbatchTripletSampler method) (catalyst.data.InBatchTripletsSampler method) save_checkpoint() (catalyst.core.engine.IEngine method) (in module catalyst.utils.torch) save_config() (in module catalyst.utils.config) ScalarReader (class in catalyst.contrib.data.reader) Scheduler (catalyst.core.callback.CallbackOrder attribute) scheduler (catalyst.core.callback.CallbackOrder attribute) SchedulerCallback (class in catalyst.callbacks.scheduler) scSE (class in catalyst.contrib.nn.modules.se) seed() (catalyst.core.runner.IRunner property) (catalyst.runners.config.ConfigRunner property) (catalyst.runners.hydra.HydraRunner property) (catalyst.runners.runner.Runner property) SelfSupervisedConfigRunner (class in catalyst.runners.config) SelfSupervisedRunner (class in catalyst.runners.runner) separate_tags() (in module catalyst.contrib.utils.pandas) serialize() (in module catalyst.contrib.utils.serialization) set_global_seed() (in module catalyst.utils.misc) set_optimizer_momentum() (in module catalyst.utils.torch) set_requires_grad() (in module catalyst.utils.torch) setup_process() (catalyst.core.engine.IEngine method) SGDP (class in catalyst.contrib.nn.optimizers.sgdp) SharedDataParallelFairScaleAMPEngine (class in catalyst.engines.fairscale) SharedDataParallelFairScaleEngine (class in catalyst.engines.fairscale) sigmoid_focal_loss() (in module catalyst.metrics.functional._focal) SklearnBatchCallback (class in catalyst.callbacks.metrics.scikit_learn) SklearnLoaderCallback (class in catalyst.callbacks.metrics.scikit_learn) SklearnModelCallback (class in catalyst.callbacks.sklearn_model) SoftMax (class in catalyst.contrib.nn.modules.softmax) spawn() (catalyst.core.engine.IEngine method) split_dataframe() (in module catalyst.contrib.utils.pandas) split_dataframe_on_column_folds() (in module catalyst.contrib.utils.pandas) split_dataframe_on_folds() (in module catalyst.contrib.utils.pandas) split_dataframe_on_stratified_folds() (in module catalyst.contrib.utils.pandas) split_dataframe_train_test() (in module catalyst.contrib.utils.pandas) split_dataset_train_test() (in module catalyst.contrib.utils.pandas) sSE (class in catalyst.contrib.nn.modules.se) Stage (catalyst.core.callback.CallbackScope attribute) stage (catalyst.core.callback.CallbackScope attribute) stages() (catalyst.core.runner.IRunner property) (catalyst.runners.config.ConfigRunner property) (catalyst.runners.hydra.HydraRunner property) (catalyst.runners.runner.Runner property) start() (catalyst.tools.time_manager.TimeManager method) stop() (catalyst.tools.time_manager.TimeManager method) SubCenterArcFace (class in catalyst.contrib.nn.modules.arcface) sum_reduce() (in module catalyst.utils.distributed) SupervisedConfigRunner (class in catalyst.runners.config) SupervisedHydraRunner (class in catalyst.runners.hydra) SupervisedRunner (class in catalyst.runners.runner) sync_device() (catalyst.core.engine.IEngine method) sync_metrics() (catalyst.core.engine.IEngine method) sync_tensor() (catalyst.core.engine.IEngine method) T TensorboardLogger (class in catalyst.loggers.tensorboard) TimeManager (class in catalyst.tools.time_manager) TimerCallback (class in catalyst.callbacks.misc) ToTensor (class in catalyst.data.transforms) tqdm_parallel_imap() (in module catalyst.contrib.utils.parallel) TqdmCallback (class in catalyst.callbacks.misc) trace_model() (in module catalyst.utils.tracing) TracingCallback (class in catalyst.callbacks.tracing) train() (catalyst.runners.runner.Runner method) trevsky() (in module catalyst.metrics.functional._segmentation) TrevskyCallback (class in catalyst.callbacks.metrics.segmentation) TrevskyLoss (class in catalyst.contrib.nn.criterion.trevsky) TrevskyMetric (class in catalyst.metrics._segmentation) trim_tensors() (in module catalyst.utils.torch) TripletMarginLossWithSampler (class in catalyst.contrib.nn.criterion.triplet) U unpack() (in module catalyst.contrib.utils.compression) unpack_checkpoint() (catalyst.core.engine.IEngine method) (in module catalyst.utils.torch) unpack_if_needed() (in module catalyst.contrib.utils.compression) update() (catalyst.metrics._accumulative.AccumulativeMetric method) (catalyst.metrics._additive.AdditiveMetric method) (catalyst.metrics._metric.ICallbackLoaderMetric method) (catalyst.metrics._metric.IMetric method) update_key_value() (catalyst.metrics._metric.ICallbackBatchMetric method) W WandbLogger (class in catalyst.loggers.wandb) WARPLoss (class in catalyst.contrib.nn.criterion.recsys) WingLoss (class in catalyst.contrib.nn.criterion.wing) Worker (catalyst.core.callback.CallbackNode attribute) worker (catalyst.core.callback.CallbackNode attribute) world_size() (catalyst.core.engine.IEngine property) X XLAEngine (class in catalyst.engines.xla) Z zero_grad() (catalyst.core.engine.IEngine method)