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.sampler.BalanceBatchSampler method) (catalyst.contrib.data.sampler.DynamicBalanceClassSampler method) (catalyst.contrib.data.sampler_inbatch.AllTripletsSampler method) (catalyst.contrib.data.sampler_inbatch.HardTripletsSampler method) (catalyst.contrib.data.transforms.Compose method) (catalyst.contrib.data.transforms.ImageToTensor method) (catalyst.contrib.data.transforms.NormalizeImage method) (catalyst.contrib.datasets.cifar.CIFAR10 method) (catalyst.contrib.datasets.cifar.CIFAR100 method) (catalyst.contrib.datasets.imagenette.Imagenette method) (catalyst.contrib.datasets.imagenette.Imagenette160 method) (catalyst.contrib.datasets.imagenette.Imagenette320 method) (catalyst.contrib.datasets.imagewang.Imagewang method) (catalyst.contrib.datasets.imagewang.Imagewang160 method) (catalyst.contrib.datasets.imagewang.Imagewang320 method) (catalyst.contrib.datasets.Imagewoof160 method) (catalyst.contrib.datasets.Imagewoof320 method) (catalyst.contrib.datasets.mnist.MNIST method) (catalyst.contrib.datasets.movielens.MovieLens method) (catalyst.contrib.layers.se.cSE method) (catalyst.contrib.layers.se.scSE method) (catalyst.contrib.layers.se.sSE method) (catalyst.contrib.losses.circle.CircleLoss method) (catalyst.contrib.losses.contrastive.BarlowTwinsLoss method) (catalyst.contrib.losses.dice.DiceLoss method) (catalyst.contrib.losses.focal.FocalLossBinary method) (catalyst.contrib.losses.focal.FocalLossMultiClass method) (catalyst.contrib.losses.iou.IoULoss method) (catalyst.contrib.losses.ntxent.NTXentLoss method) (catalyst.contrib.losses.regression.HuberLossV0 method) (catalyst.contrib.losses.supervised_contrastive.SupervisedContrastiveLoss method) (catalyst.contrib.losses.trevsky.FocalTrevskyLoss method) (catalyst.contrib.losses.trevsky.TrevskyLoss method) (catalyst.contrib.losses.triplet.TripletMarginLossWithSampler method) (catalyst.contrib.optimizers.adamp.AdamP method) (catalyst.contrib.optimizers.lamb.Lamb method) (catalyst.contrib.optimizers.lookahead.Lookahead method) (catalyst.contrib.optimizers.qhadamw.QHAdamW method) (catalyst.contrib.optimizers.radam.RAdam method) (catalyst.contrib.optimizers.ralamb.Ralamb method) (catalyst.contrib.optimizers.sgdp.SGDP method) (catalyst.contrib.schedulers.onecycle.OneCycleLRWithWarmup 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.layers.cosface) AdamP (class in catalyst.contrib.optimizers.adamp) AdaptiveHingeLoss (class in catalyst.contrib.losses.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.contrib.data.sampler_inbatch) AMPEngine (class in catalyst.engines.amp) AMSoftmax (class in catalyst.contrib.layers.amsoftmax) any2device() (in module catalyst.utils.torch) APEXEngine (class in catalyst.engines.apex) ArcFace (class in catalyst.contrib.layers.arcface) ArcMarginProduct (class in catalyst.contrib.layers.arcmargin) auc() (in module catalyst.metrics.functional._auc) AUCCallback (class in catalyst.callbacks.metrics.auc) AUCMetric (class in catalyst.metrics._auc) 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) BalanceBatchSampler (class in catalyst.contrib.data.sampler) BalanceClassSampler (class in catalyst.data.sampler) BarlowTwinsLoss (class in catalyst.contrib.losses.contrastive) barrier() (catalyst.core.engine.IEngine method) batch_size() (catalyst.contrib.data.sampler.BalanceBatchSampler property) BatchBalanceClassSampler (class in catalyst.data.sampler) batches_in_epoch() (catalyst.contrib.data.sampler.BalanceBatchSampler property) 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.losses.recsys) C 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.data (module) catalyst.contrib.datasets (module) catalyst.contrib.layers.softmax (module) catalyst.contrib.utils (module) catalyst.contrib.utils.image (module) catalyst.contrib.utils.report (module) catalyst.contrib.utils.thresholds (module) catalyst.contrib.utils.visualization (module) catalyst.core (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.distributed (module) catalyst.utils.misc (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) check_consistent_length() (in module catalyst.metrics.functional._misc) CheckpointCallback (class in catalyst.callbacks.checkpoint) CheckRunCallback (class in catalyst.callbacks.misc) CIFAR10 (class in catalyst.contrib.datasets.cifar) CIFAR100 (class in catalyst.contrib.datasets.cifar) CircleLoss (class in catalyst.contrib.losses.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.contrib.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) CosFace (class in catalyst.contrib.layers.cosface) CriterionCallback (class in catalyst.callbacks.criterion) cSE (class in catalyst.contrib.layers.se) CSVLogger (class in catalyst.loggers.csv) CurricularFace (class in catalyst.contrib.layers.curricularface) D DataParallelAMPEngine (class in catalyst.engines.amp) DataParallelApexEngine (in module catalyst.engines.apex) DataParallelEngine (class in catalyst.engines.torch) DatasetFromSampler (class in catalyst.data.dataset) 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) 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.losses.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.contrib.data.sampler) (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) extra_repr() (catalyst.contrib.layers.factorized.FactorizedLinear method) F f1_score() (in module catalyst.metrics.functional._f1_score) f1score() (in module catalyst.metrics.functional._classification) FactorizedLinear (class in catalyst.contrib.layers.factorized) fbeta_score() (in module catalyst.metrics.functional._f1_score) flatten_dict() (in module catalyst.utils.misc) flush_log() (catalyst.core.logger.ILogger method) FocalLossBinary (class in catalyst.contrib.losses.focal) FocalLossMultiClass (class in catalyst.contrib.losses.focal) FocalTrevskyLoss (class in catalyst.contrib.losses.trevsky) forward() (catalyst.contrib.layers.amsoftmax.AMSoftmax method) (catalyst.contrib.layers.arcface.ArcFace method) (catalyst.contrib.layers.arcface.SubCenterArcFace method) (catalyst.contrib.layers.arcmargin.ArcMarginProduct method) (catalyst.contrib.layers.cosface.AdaCos method) (catalyst.contrib.layers.cosface.CosFace method) (catalyst.contrib.layers.curricularface.CurricularFace method) (catalyst.contrib.layers.factorized.FactorizedLinear method) (catalyst.contrib.layers.softmax.SoftMax method) (catalyst.contrib.losses.recsys.AdaptiveHingeLoss method) (catalyst.contrib.losses.recsys.BPRLoss method) (catalyst.contrib.losses.recsys.HingeLoss method) (catalyst.contrib.losses.recsys.LogisticLoss method) (catalyst.contrib.losses.recsys.RocStarLoss method) (catalyst.contrib.losses.recsys.WARPLoss method) (catalyst.contrib.losses.regression.HuberLossV0 method) (catalyst.contrib.losses.regression.RSquareLoss method) (catalyst.runners.self_supervised.ISelfSupervisedRunner method) (catalyst.runners.supervised.ISupervisedRunner method) 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 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_criterion() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) 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_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_loaders() (catalyst.core.runner.IRunner method) (catalyst.runners.config.ConfigRunner method) (catalyst.runners.hydra.HydraRunner method) (catalyst.runners.runner.Runner method) 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_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_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) HardClusterSampler (class in catalyst.contrib.data.sampler_inbatch) HardTripletsSampler (class in catalyst.contrib.data.sampler_inbatch) has_image_extension() (in module catalyst.contrib.utils.image) HingeLoss (class in catalyst.contrib.losses.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.losses.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) ILogger (class in catalyst.core.logger) Imagenette (class in catalyst.contrib.datasets.imagenette) Imagenette160 (class in catalyst.contrib.datasets.imagenette) Imagenette320 (class in catalyst.contrib.datasets.imagenette) ImageToTensor (class in catalyst.contrib.data.transforms) Imagewang (class in catalyst.contrib.datasets.imagewang) Imagewang160 (class in catalyst.contrib.datasets.imagewang) Imagewang320 (class in catalyst.contrib.datasets.imagewang) imagewoof (in module catalyst.contrib.datasets) Imagewoof160 (class in catalyst.contrib.datasets) Imagewoof320 (class in catalyst.contrib.datasets) 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.contrib.data.sampler_inbatch) 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.losses.iou) IOUMetric (class in catalyst.metrics._segmentation) 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.optimizers.lamb) 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_batch_metrics() (catalyst.core.logger.ILogger property) log_epoch_metrics() (catalyst.core.logger.ILogger property) 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.losses.recsys) Lookahead (class in catalyst.contrib.optimizers.lookahead) LRFinder (class in catalyst.callbacks.scheduler) M make_tuple() (in module catalyst.utils.misc) MAPCallback (class in catalyst.callbacks.metrics.recsys) MAPMetric (class in catalyst.metrics._map) masked_cmc_score() (in module catalyst.metrics.functional._cmc_score) 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) 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) mimread() (in module catalyst.contrib.utils.image) MiniEpochSampler (class in catalyst.data.sampler) mixup_batch() (in module catalyst.utils.torch) MixupCallback (class in catalyst.callbacks.mixup) MLflowLogger (class in catalyst.loggers.mlflow) MNIST (class in catalyst.contrib.datasets.mnist) 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) NormalizeImage (class in catalyst.contrib.data.transforms) NTXentLoss (class in catalyst.contrib.losses.ntxent) 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.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_checkpoint() (catalyst.core.engine.IEngine method) (in module catalyst.utils.torch) pairwise() (in module catalyst.utils.misc) 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.optimizers.qhadamw) QuantizationCallback (class in catalyst.callbacks.quantization) quantize_model() (in module catalyst.utils.quantization) quantize_onnx_model() (in module catalyst.utils.onnx) R r2_squared() (in module catalyst.metrics.functional._r2_squared) R2Squared (class in catalyst.metrics._r2_squared) R2SquaredCallback (class in catalyst.callbacks.metrics.r2_squared) RAdam (class in catalyst.contrib.optimizers.radam) Ralamb (class in catalyst.contrib.optimizers.ralamb) rank() (catalyst.core.engine.IEngine property) 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) reset_weights_if_possible() (in module catalyst.utils.torch) RocStarLoss (class in catalyst.contrib.losses.recsys) RSquareLoss (class in catalyst.contrib.losses.regression) run() (catalyst.core.runner.IRunner method) Runner (class in catalyst.runners.runner) RunnerError (class in catalyst.core.runner) S sample() (catalyst.contrib.data.sampler_inbatch.HardClusterSampler method) (catalyst.contrib.data.sampler_inbatch.InBatchTripletsSampler method) save_checkpoint() (catalyst.core.engine.IEngine method) (in module catalyst.utils.torch) save_config() (in module catalyst.utils.config) Scheduler (catalyst.core.callback.CallbackOrder attribute) scheduler (catalyst.core.callback.CallbackOrder attribute) SchedulerCallback (class in catalyst.callbacks.scheduler) scSE (class in catalyst.contrib.layers.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) SelfSupervisedDatasetWrapper (class in catalyst.data.dataset) SelfSupervisedRunner (class in catalyst.runners.runner) 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.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) soft_update() (in module catalyst.utils.torch) SoftMax (class in catalyst.contrib.layers.softmax) spawn() (catalyst.core.engine.IEngine method) sSE (class in catalyst.contrib.layers.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) SubCenterArcFace (class in catalyst.contrib.layers.arcface) sum_reduce() (in module catalyst.utils.distributed) SupervisedConfigRunner (class in catalyst.runners.config) SupervisedContrastiveLoss (class in catalyst.contrib.losses.supervised_contrastive) 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) TimerCallback (class in catalyst.callbacks.misc) TopKMetric (class in catalyst.metrics._topk_metric) 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.losses.trevsky) TrevskyMetric (class in catalyst.metrics._segmentation) trim_tensors() (in module catalyst.utils.torch) TripletMarginLossWithSampler (class in catalyst.contrib.losses.triplet) U unpack_checkpoint() (catalyst.core.engine.IEngine method) (in module catalyst.utils.torch) 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.losses.recsys) 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)