Index A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | R | S | T | U | V | W | X | Z A accelerator (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.evaluation.evaluator.evaluate parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) (renate.utils.module.evaluate_and_record_results parameter) activation (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) add_icarl_class_means (renate.benchmark.models.base.RenateBenchmarkingModule parameter) (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptedTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) (renate.benchmark.models.PromptedTransformer parameter) (renate.benchmark.models.resnet.ResNet parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.transformer.HuggingFaceSequenceClassificationTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) add_task_params() (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) AdditionalTrainingMetrics (class in renate.utils.misc) affine (renate.models.layers.cn.ContinualNorm parameter) alpha (renate.updaters.experimental.er.CLSExperienceReplayLearner parameter) (renate.updaters.experimental.er.DarkExperienceReplayLearner parameter) (renate.updaters.experimental.er.ExperienceReplayLearner parameter) (renate.updaters.experimental.er.PooledOutputDistillationExperienceReplayLearner parameter) attention_dropout (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) avalanche_state_file() (in module renate.defaults) AvalancheBenchmarkWrapper (class in renate.utils.avalanche) AvalancheDataset (class in renate.utils.avalanche) AvalancheDatasetForBuffer (class in renate.utils.avalanche) AvalancheEWCLearner (class in renate.updaters.avalanche.learner) AvalancheICaRLLearner (class in renate.updaters.avalanche.learner) AvalancheLoaderMixin (class in renate.updaters.avalanche.learner) AvalancheLwFLearner (class in renate.updaters.avalanche.learner) AvalancheModelUpdater (class in renate.updaters.avalanche.model_updater) AvalancheReplayLearner (class in renate.updaters.avalanche.learner) average_accuracy() (in module renate.evaluation.metrics.classification) axis (renate.utils.pytorch.cat_nested_tensors parameter) B backend (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) backward_transfer() (in module renate.evaluation.metrics.classification) BaseAvalancheDataset (class in renate.utils.avalanche) BaseExperienceReplayLearner (class in renate.updaters.experimental.er) batch_memory (renate.updaters.learner_components.component.Component.loss parameter) (renate.updaters.learner_components.losses.WeightedLossComponent.loss parameter) batch_memory_frac (renate.updaters.learner.ReplayLearner parameter) batch_normalization (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) batch_size (renate.evaluation.evaluator.evaluate parameter) (renate.evaluation.evaluator.Evaluator parameter) (renate.shift.detector.ShiftDetector parameter) (renate.shift.detector.ShiftDetectorWithFeatureExtractor parameter) (renate.shift.mmd_detectors.MMDCovariateShiftDetector parameter) (renate.updaters.experimental.repeated_distill.extract_logits parameter) (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.learner.RenateLightningModule parameter) (renate.utils.module.evaluate_and_record_results parameter) batch_sizes (renate.utils.pytorch.ConcatRandomSampler parameter) best_hyperparameters() (in module renate.utils.syne_tune) beta (renate.updaters.experimental.er.CLSExperienceReplayLearner parameter) (renate.updaters.experimental.er.DarkExperienceReplayLearner parameter) bias (renate.models.layers.shared_linear.SharedMultipleLinear parameter) block (renate.benchmark.models.resnet.ResNet parameter) bucket (renate.utils.file.delete_file_from_s3 parameter) buffer_target_transform (renate.updaters.experimental.gdumb.GDumbLearner parameter) (renate.updaters.learner.ReplayLearner parameter) (renate.updaters.model_updater.ModelUpdater parameter) buffer_transform (renate.updaters.experimental.gdumb.GDumbLearner parameter) (renate.updaters.learner.ReplayLearner parameter) (renate.updaters.model_updater.ModelUpdater parameter) C cat_nested_tensors() (in module renate.utils.pytorch) CDDBDataModule (class in renate.benchmark.datasets.vision_datasets) checkpoint (renate.updaters.experimental.gdumb.GDumbLearner.on_load_checkpoint parameter) (renate.updaters.experimental.joint.JointLearner.on_load_checkpoint parameter) (renate.updaters.experimental.joint.JointLearner.on_save_checkpoint parameter) (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner.on_load_checkpoint parameter) (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner.on_save_checkpoint parameter) (renate.updaters.learner.Learner.on_load_checkpoint parameter) (renate.updaters.learner.Learner.on_save_checkpoint parameter) (renate.updaters.learner.ReplayLearner.on_load_checkpoint parameter) (renate.updaters.learner.ReplayLearner.on_save_checkpoint parameter) checkpoint_dir (renate.utils.deepspeed.convert_zero_checkpoint_to_fp32_state_dict parameter) checkpoint_exists() (renate.updaters.avalanche.plugins.RenateFileSystemCheckpointStorage method) checkpoint_name (renate.updaters.avalanche.plugins.RenateFileSystemCheckpointStorage.checkpoint_exists parameter) (renate.updaters.avalanche.plugins.RenateFileSystemCheckpointStorage.store_checkpoint parameter) checkpoint_writer (renate.updaters.avalanche.plugins.RenateFileSystemCheckpointStorage.store_checkpoint parameter) chunk_id (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.ClassIncrementalScenario parameter) (renate.benchmark.scenarios.DataIncrementalScenario parameter) (renate.benchmark.scenarios.FeatureSortingScenario parameter) (renate.benchmark.scenarios.ImageRotationScenario parameter) (renate.benchmark.scenarios.PermutationScenario parameter) (renate.benchmark.scenarios.Scenario parameter) (renate.benchmark.scenarios.TransformScenario parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) cifar_stem (renate.benchmark.models.resnet.ResNet parameter) ClassificationEvaluator (class in renate.evaluation.evaluator) ClassIncrementalScenario (class in renate.benchmark.scenarios) CLEARDataModule (class in renate.benchmark.datasets.vision_datasets) cls_alpha (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) cls_feat (renate.benchmark.models.l2p.PromptedTransformer.forward parameter) (renate.benchmark.models.PromptedTransformer.forward parameter) cls_plastic_model_update_probability (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) cls_plastic_model_update_weight (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) cls_stable_model_update_probability (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) cls_stable_model_update_weight (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) CLSExperienceReplayLearner (class in renate.updaters.experimental.er) CLSExperienceReplayModelUpdater (class in renate.updaters.experimental.er) clusters_per_task (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.models.task_identification_strategies.TaskPrototypes parameter) complementary_indices() (in module renate.utils.pytorch) complete_dataset_iteration (renate.utils.pytorch.ConcatRandomSampler parameter) Component (class in renate.updaters.learner_components.component) components (renate.updaters.experimental.er.BaseExperienceReplayLearner parameter) components() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.experimental.er.CLSExperienceReplayLearner method) (renate.updaters.experimental.er.DarkExperienceReplayLearner method) (renate.updaters.experimental.er.ExperienceReplayLearner method) (renate.updaters.experimental.er.PooledOutputDistillationExperienceReplayLearner method) (renate.updaters.experimental.er.SuperExperienceReplayLearner method) compute() (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric method) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric method) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric method) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric method) ConcatRandomSampler (class in renate.utils.pytorch) config_file (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) config_space (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) config_space() (in module renate.utils.config_spaces) config_space_from_dict() (in module renate.utils.syne_tune) config_space_to_dict() (in module renate.utils.syne_tune) configure_optimizers() (renate.updaters.learner.RenateLightningModule method) constructor_arguments (renate.benchmark.models.base.RenateBenchmarkingModule parameter) (renate.models.renate_module.RenateModule parameter) (renate.models.RenateModule parameter) ContinualNorm (class in renate.models.layers.cn) convert_to_tensor() (in module renate.utils.deepspeed) convert_zero_checkpoint_to_fp32_state_dict() (in module renate.utils.deepspeed) copy_to_uri() (in module renate.utils.file) CORE50DataModule (class in renate.benchmark.datasets.vision_datasets) create_avalanche_learner() (renate.updaters.avalanche.learner.AvalancheEWCLearner method) (renate.updaters.avalanche.learner.AvalancheICaRLLearner method) (renate.updaters.avalanche.learner.AvalancheLwFLearner method) (renate.updaters.avalanche.learner.AvalancheReplayLearner method) create_cumulative_metrics() (in module renate.benchmark.experimentation) create_partial_optimizer() (in module renate.utils.optimizer) create_strategy() (in module renate.utils.distributed_strategies) CSVDataModule (class in renate.data) (class in renate.data.data_module) cumulative_metrics (renate.benchmark.experimentation.cumulative_metrics_summary parameter) cumulative_metrics_summary() (in module renate.benchmark.experimentation) current_task (renate.benchmark.experimentation.individual_metrics_summary parameter) current_timestamp() (in module renate.defaults) current_update_id (renate.benchmark.models.spromptmodel.PromptPool parameter) D DarkExperienceReplayLearner (class in renate.updaters.experimental.er) DarkExperienceReplayModelUpdater (class in renate.updaters.experimental.er) data (renate.data.datasets.ImageDataset parameter) (renate.data.ImageDataset parameter) data_folder() (in module renate.defaults) data_id (renate.benchmark.datasets.base.DataIncrementalDataModule parameter) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) (renate.benchmark.datasets.vision_datasets.CORE50DataModule parameter) data_ids (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.DataIncrementalScenario parameter) data_module (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.ClassIncrementalScenario parameter) (renate.benchmark.scenarios.DataIncrementalScenario parameter) (renate.benchmark.scenarios.FeatureSortingScenario parameter) (renate.benchmark.scenarios.ImageRotationScenario parameter) (renate.benchmark.scenarios.PermutationScenario parameter) (renate.benchmark.scenarios.Scenario parameter) (renate.benchmark.scenarios.TransformScenario parameter) (renate.utils.module.evaluate_and_record_results parameter) data_module_fn() (in module renate.benchmark.experiment_config) data_path (renate.benchmark.datasets.base.DataIncrementalDataModule parameter) (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) (renate.benchmark.datasets.vision_datasets.CLEARDataModule parameter) (renate.benchmark.datasets.vision_datasets.CORE50DataModule parameter) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) (renate.data.data_module.RenateDataModule parameter) data_point (renate.memory.storage.MemoryMappedTensorStorage parameter) DataBuffer (class in renate.memory) (class in renate.memory.buffer) DataCollatorWithPaddingForWildTime (class in renate.utils.hf_utils) DataIncrementalDataModule (class in renate.benchmark.datasets.base) DataIncrementalScenario (class in renate.benchmark.scenarios) dataset (renate.data.datasets.IndexedSubsetDataset parameter) (renate.updaters.experimental.repeated_distill.extract_logits parameter) (renate.utils.pytorch.unique_classes parameter) dataset_dict (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule attribute) dataset_lengths (renate.utils.pytorch.ConcatRandomSampler parameter) dataset_name (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) (renate.benchmark.datasets.vision_datasets.CLEARDataModule parameter) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) dataset_stats (renate.benchmark.datasets.vision_datasets.CDDBDataModule attribute) (renate.benchmark.datasets.vision_datasets.CLEARDataModule attribute) (renate.benchmark.datasets.vision_datasets.CORE50DataModule attribute) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule attribute) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule attribute) degrees (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.ImageRotationScenario parameter) delete_file_from_s3() (in module renate.utils.file) dependencies (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) der_alpha (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) der_beta (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) deregister_hooks() (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) deterministic_trainer (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) device (renate.models.layers.cn.ContinualNorm parameter) (renate.shift.detector.ShiftDetector parameter) (renate.shift.detector.ShiftDetectorWithFeatureExtractor parameter) (renate.shift.mmd_detectors.MMDCovariateShiftDetector parameter) devices (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.evaluation.evaluator.evaluate parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) (renate.utils.module.evaluate_and_record_results parameter) directory (renate.memory.storage.FileTensorStorage parameter) (renate.memory.storage.MemoryMappedTensorStorage parameter) distillation_type (renate.updaters.experimental.er.PooledOutputDistillationExperienceReplayLearner parameter) (renate.updaters.learner_components.losses.WeightedPooledOutputDistillationLossComponent parameter) domain (renate.benchmark.datasets.vision_datasets.DomainNetDataModule parameter) DomainNetDataModule (class in renate.benchmark.datasets.vision_datasets) domains (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule attribute) (renate.benchmark.datasets.vision_datasets.CDDBDataModule attribute) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule attribute) double_distillation_loss() (in module renate.updaters.experimental.repeated_distill) download_and_unzip_file() (in module renate.utils.file) download_file() (in module renate.utils.file) download_file_from_s3() (in module renate.utils.file) download_folder_from_s3() (in module renate.utils.file) dropout (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) ds_checkpoint_dir() (in module renate.utils.deepspeed) dst (renate.utils.file.copy_to_uri parameter) (renate.utils.file.download_file_from_s3 parameter) (renate.utils.file.move_to_uri parameter) dst_bucket (renate.utils.file.upload_file_to_s3 parameter) (renate.utils.file.upload_folder_to_s3 parameter) dst_object_name (renate.utils.file.upload_file_to_s3 parameter) dtype (renate.models.layers.cn.ContinualNorm parameter) dump_dataset() (renate.memory.storage.FileTensorStorage method) (renate.memory.storage.MemoryMappedTensorStorage method) (renate.memory.storage.Storage method) E early_stopping_enabled (renate.updaters.model_updater.ModelUpdater parameter) ElasticWeightConsolidationModelUpdater (class in renate.updaters.avalanche.model_updater) ema_memory_update_gamma (renate.updaters.experimental.er.BaseExperienceReplayLearner parameter) (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) embedding_dim (renate.benchmark.models.l2p.PromptPool parameter) embedding_size (renate.benchmark.models.base.RenateBenchmarkingModule parameter) (renate.benchmark.models.spromptmodel.PromptPool parameter) (renate.models.task_identification_strategies.TaskPrototypes parameter) eps (renate.models.layers.cn.ContinualNorm parameter) evaluate() (in module renate.evaluation.evaluator) evaluate_and_record_results() (in module renate.utils.module) Evaluator (class in renate.evaluation.evaluator) execute_experiment_job() (in module renate.benchmark.experimentation) ExperienceReplayAvalancheModelUpdater (class in renate.updaters.avalanche.model_updater) ExperienceReplayLearner (class in renate.updaters.experimental.er) ExperienceReplayModelUpdater (class in renate.updaters.experimental.er) experiment_config_file() (in module renate.benchmark.experimentation) experiment_outputs_url (renate.benchmark.experimentation.execute_experiment_job parameter) extra_repr() (renate.models.layers.cn.ContinualNorm method) extract_features() (renate.shift.detector.ShiftDetectorWithFeatureExtractor method) extract_file() (in module renate.utils.file) extract_logits() (in module renate.updaters.experimental.repeated_distill) F feature_extractor (renate.shift.detector.ShiftDetectorWithFeatureExtractor parameter) (renate.shift.mmd_detectors.MMDCovariateShiftDetector parameter) feature_idx (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.FeatureSortingScenario parameter) FeatureExtractorTextTransformer (class in renate.benchmark.models.transformer) FeatureExtractorViTModel (class in renate.benchmark.models.vision_transformer) features() (renate.benchmark.models.spromptmodel.SPromptTransformer method) (renate.benchmark.models.SPromptTransformer method) FeatureSortingScenario (class in renate.benchmark.scenarios) FileTensorStorage (class in renate.memory.storage) FineTuningModelUpdater (class in renate.updaters.experimental.fine_tuning) fit() (renate.shift.detector.ShiftDetector method) (renate.shift.detector.ShiftDetectorWithFeatureExtractor method) forgetting() (in module renate.evaluation.metrics.classification) forward() (renate.benchmark.models.base.RenateBenchmarkingModule method) (renate.benchmark.models.l2p.PromptedTransformer method) (renate.benchmark.models.l2p.PromptPool method) (renate.benchmark.models.PromptedTransformer method) (renate.benchmark.models.spromptmodel.PromptPool method) (renate.benchmark.models.transformer.FeatureExtractorTextTransformer method) (renate.benchmark.models.vision_transformer.FeatureExtractorViTModel method) (renate.evaluation.evaluator.ClassificationEvaluator method) (renate.evaluation.evaluator.Evaluator method) (renate.models.layers.cn.ContinualNorm method) (renate.models.renate_module.RenateModule method) (renate.models.renate_module.RenateWrapper method) (renate.models.RenateModule method) (renate.updaters.learner.RenateLightningModule method) forward_for_monkey_patching() (renate.benchmark.models.l2p.LearningToPromptTransformer method) (renate.benchmark.models.LearningToPromptTransformer method) forward_transfer() (in module renate.evaluation.metrics.classification) from_state_dict() (renate.models.renate_module.RenateModule class method) (renate.models.renate_module.RenateWrapper class method) (renate.models.RenateModule class method) full_state_update (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric attribute) G GDumbLearner (class in renate.updaters.experimental.gdumb) GDumbModelUpdater (class in renate.updaters.experimental.gdumb) generator (renate.utils.pytorch.ConcatRandomSampler parameter) get_and_prepare_data_module() (in module renate.utils.module) get_and_setup_data_module() (in module renate.utils.module) get_aws_region() (in module renate.utils.file) get_backbone() (renate.benchmark.models.base.RenateBenchmarkingModule method) get_bucket() (in module renate.utils.file) get_data_module() (in module renate.benchmark.experiment_config) (in module renate.utils.module) get_extra_state() (renate.benchmark.models.base.RenateBenchmarkingModule method) (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) get_features() (renate.benchmark.models.transformer.HuggingFaceSequenceClassificationTransformer method) (renate.benchmark.models.vision_transformer.VisionTransformer method) get_generator() (in module renate.utils.pytorch) get_intermediate_representation() (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) get_learning_rate_scheduler() (in module renate.utils.module) get_length_nested_tensors() (in module renate.utils.pytorch) get_logits() (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) get_loss_fn() (in module renate.utils.module) get_metadata() (renate.memory.buffer.DataBuffer method) (renate.memory.DataBuffer method) get_metrics() (in module renate.utils.module) get_model() (in module renate.utils.module) get_optimizer() (in module renate.utils.module) get_params() (renate.benchmark.models.base.RenateBenchmarkingModule method) (renate.benchmark.models.spromptmodel.PromptPool method) (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) get_predictor() (renate.benchmark.models.base.RenateBenchmarkingModule method) get_scenario() (in module renate.benchmark.experiment_config) google_drive_id (renate.benchmark.datasets.vision_datasets.CDDBDataModule attribute) gradient_clip_algorithm (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) gradient_clip_val (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) gray_scale (renate.benchmark.models.resnet.ResNet parameter) GreedyClassBalancingBuffer (class in renate.memory) (class in renate.memory.buffer) groupings (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.ClassIncrementalScenario parameter) (renate.benchmark.scenarios.DataIncrementalScenario parameter) groups (renate.benchmark.models.resnet.ResNet parameter) H hidden_dim (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) hidden_size (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) higher_is_better (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric attribute) hpo_file() (in module renate.defaults) HueShiftScenario (class in renate.benchmark.scenarios) HuggingFaceSequenceClassificationTransformer (class in renate.benchmark.models.transformer) HuggingFaceTextDataModule (class in renate.benchmark.datasets.nlp_datasets) I ICaRLClassificationStrategy (class in renate.models.prediction_strategies) ICaRLModelUpdater (class in renate.updaters.avalanche.model_updater) ignore_extensions (renate.utils.file.copy_to_uri parameter) (renate.utils.file.move_to_uri parameter) (renate.utils.file.upload_folder_to_s3 parameter) IIDScenario (class in renate.benchmark.scenarios) image_size (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) ImageDataset (class in renate.data) (class in renate.data.datasets) ImageRotationScenario (class in renate.benchmark.scenarios) import_module() (in module renate.utils.module) in_features (renate.models.layers.shared_linear.SharedMultipleLinear parameter) increment_task() (renate.benchmark.models.spromptmodel.PromptPool method) (renate.benchmark.models.spromptmodel.SPromptTransformer method) (renate.benchmark.models.SPromptTransformer method) (renate.models.layers.shared_linear.SharedMultipleLinear method) IndexedSubsetDataset (class in renate.data.datasets) indexes_to_keep (renate.data.datasets.IndexedSubsetDataset parameter) individual_metrics_summary() (in module renate.benchmark.experimentation) infer_task() (renate.models.task_identification_strategies.TaskEstimator method) (renate.models.task_identification_strategies.TaskPrototypes method) InfiniteBuffer (class in renate.memory) (class in renate.memory.buffer) input_column (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) input_dim (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.PermutationScenario parameter) input_state_folder (renate.updaters.model_updater.ModelUpdater parameter) input_state_folder() (in module renate.defaults) input_state_url (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) instance_count (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) instance_max_time (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) instance_type (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) int_or_str() (in module renate.utils.misc) intermediate_representation_memory (renate.updaters.learner_components.component.Component.loss parameter) (renate.updaters.learner_components.losses.WeightedLossComponent.loss parameter) is_differentiable (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric attribute) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric attribute) is_logged_metric() (renate.updaters.learner.RenateLightningModule method) is_s3_uri() (in module renate.utils.file) is_syne_tune_config_space() (in module renate.utils.syne_tune) J job_name (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) JointLearner (class in renate.updaters.experimental.joint) JointModelUpdater (class in renate.updaters.experimental.joint) K K (renate.shift.mmd_helpers.mmd_gram parameter) Kernel (class in renate.shift.kernels) kernel (renate.shift.mmd_helpers.mmd parameter) KolmogorovSmirnovCovariateShiftDetector (class in renate.shift.ks_detector) L labels (renate.data.datasets.ImageDataset parameter) (renate.data.ImageDataset parameter) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric.update parameter) layers (renate.benchmark.models.resnet.ResNet parameter) Learner (class in renate.updaters.learner) learner_class (renate.updaters.model_updater.ModelUpdater parameter) learner_kwargs (renate.updaters.model_updater.ModelUpdater parameter) learner_state_file() (in module renate.defaults) learning_rate_scheduler (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.learner.RenateLightningModule parameter) learning_rate_scheduler_interval (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.learner.RenateLightningModule parameter) LearningToPromptLearner (class in renate.updaters.experimental.l2p) LearningToPromptModelUpdater (class in renate.updaters.experimental.l2p) LearningToPromptReplayLearner (class in renate.updaters.experimental.l2p) LearningToPromptReplayModelUpdater (class in renate.updaters.experimental.l2p) LearningToPromptTransformer (class in renate.benchmark.models) (class in renate.benchmark.models.l2p) LearningWithoutForgettingModelUpdater (class in renate.updaters.avalanche.model_updater) length (renate.memory.storage.MemoryMappedTensorStorage parameter) lengthscale (renate.shift.kernels.RBFKernel parameter) load() (renate.memory.buffer.DataBuffer method) (renate.memory.DataBuffer method) (renate.updaters.experimental.joint.JointLearner method) (renate.updaters.learner.Learner method) (renate.updaters.learner.ReplayLearner method) load_checkpoint_if_exists() (renate.updaters.avalanche.plugins.RenateCheckpointPlugin method) load_dataset() (renate.memory.storage.FileTensorStorage method) (renate.memory.storage.Storage method) load_state_dict() (renate.memory.buffer.DataBuffer method) (renate.memory.buffer.GreedyClassBalancingBuffer method) (renate.memory.DataBuffer method) (renate.memory.GreedyClassBalancingBuffer method) (renate.utils.avalanche.AvalancheBenchmarkWrapper method) local_dir (renate.utils.file.upload_folder_to_s3 parameter) logged_metrics (renate.evaluation.evaluator.evaluate parameter) (renate.evaluation.evaluator.Evaluator parameter) (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.learner.RenateLightningModule parameter) (renate.updaters.model_updater.ModelUpdater parameter) (renate.utils.module.evaluate_and_record_results parameter) logger (renate.evaluation.evaluator.evaluate parameter) (renate.updaters.model_updater.ModelUpdater parameter) logs_folder() (in module renate.defaults) loss() (renate.updaters.learner_components.component.Component method) (renate.updaters.learner_components.losses.WeightedLossComponent method) loss_fn (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner_components.losses.WeightedCustomLossComponent parameter) loss_fn() (in module renate.benchmark.experiment_config) loss_normalization (renate.updaters.experimental.er.BaseExperienceReplayLearner parameter) loss_weight (renate.updaters.experimental.er.BaseExperienceReplayLearner parameter) loss_weight_new_data (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner parameter) lr (renate.utils.optimizer.create_partial_optimizer parameter) lr_scheduler_fn() (in module renate.benchmark.experiment_config) M manual_prompt_indices (renate.benchmark.models.l2p.PromptPool.forward parameter) mask_unused_classes (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.RenateLightningModule parameter) max_cost (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) max_epochs (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) max_num_trials_completed (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) max_num_trials_finished (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) max_num_trials_started (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) max_time (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) maybe_download_from_s3() (in module renate.utils.file) maybe_populate_mask_and_ignore_logits() (in module renate.utils.misc) md5s (renate.benchmark.datasets.vision_datasets.CDDBDataModule attribute) (renate.benchmark.datasets.vision_datasets.CLEARDataModule attribute) (renate.benchmark.datasets.vision_datasets.CORE50DataModule attribute) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule attribute) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule attribute) memory_size (renate.updaters.experimental.gdumb.GDumbLearner parameter) (renate.updaters.learner.ReplayLearner parameter) MemoryMappedTensorStorage (class in renate.memory.storage) metric (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) (renate.updaters.model_updater.RenateModelCheckpoint parameter) metric_postfix (renate.utils.module.evaluate_and_record_results parameter) metric_summary_file() (in module renate.defaults) metrics_fn() (in module renate.benchmark.experiment_config) micro_average_accuracy() (in module renate.evaluation.metrics.classification) mlp_dim (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) mmap_tensor() (in module renate.memory.storage) mmd() (in module renate.shift.mmd_helpers) mmd_gram() (in module renate.shift.mmd_helpers) MMDCovariateShiftDetector (class in renate.shift.mmd_detectors) mode (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.model_updater.ModelUpdater parameter) (renate.updaters.model_updater.RenateModelCheckpoint parameter) model (renate.evaluation.evaluator.evaluate parameter) (renate.evaluation.evaluator.Evaluator parameter) (renate.models.renate_module.RenateWrapper parameter) (renate.updaters.experimental.repeated_distill.extract_logits parameter) (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.learner.RenateLightningModule parameter) (renate.updaters.learner_components.component.Component.on_train_batch_end parameter) (renate.updaters.learner_components.component.Component.on_train_start parameter) (renate.updaters.learner_components.losses.WeightedCLSLossComponent parameter) (renate.updaters.learner_components.reinitialization.ReinitializationComponent.on_train_start parameter) (renate.updaters.model_updater.ModelUpdater parameter) (renate.updaters.model_updater.RenateModelCheckpoint parameter) (renate.utils.module.evaluate_and_record_results parameter) (renate.utils.pytorch.reinitialize_model_parameters parameter) model_file() (in module renate.defaults) model_fn() (in module renate.benchmark.experiment_config) ModelUpdater (class in renate.updaters.model_updater) module renate renate.benchmark renate.benchmark.datasets renate.benchmark.datasets.base renate.benchmark.datasets.nlp_datasets renate.benchmark.datasets.vision_datasets renate.benchmark.datasets.wild_time_data renate.benchmark.experiment_config renate.benchmark.experimentation renate.benchmark.models renate.benchmark.models.base renate.benchmark.models.l2p renate.benchmark.models.mlp renate.benchmark.models.resnet renate.benchmark.models.spromptmodel renate.benchmark.models.transformer renate.benchmark.models.vision_transformer renate.benchmark.scenarios renate.data renate.data.data_module renate.data.datasets renate.defaults renate.evaluation renate.evaluation.evaluator renate.evaluation.metrics renate.evaluation.metrics.classification renate.evaluation.metrics.performance_regression_metrics renate.memory renate.memory.buffer renate.memory.storage renate.models renate.models.layers renate.models.layers.cn renate.models.layers.shared_linear renate.models.prediction_strategies renate.models.renate_module renate.models.task_identification_strategies renate.shift renate.shift.detector renate.shift.kernels renate.shift.ks_detector renate.shift.mmd_detectors renate.shift.mmd_helpers renate.training renate.training.training renate.types renate.updaters renate.updaters.avalanche renate.updaters.avalanche.learner renate.updaters.avalanche.model_updater renate.updaters.avalanche.plugins renate.updaters.experimental renate.updaters.experimental.er renate.updaters.experimental.fine_tuning renate.updaters.experimental.gdumb renate.updaters.experimental.joint renate.updaters.experimental.l2p renate.updaters.experimental.offline_er renate.updaters.experimental.repeated_distill renate.updaters.experimental.speft renate.updaters.learner renate.updaters.learner_components renate.updaters.learner_components.component renate.updaters.learner_components.losses renate.updaters.learner_components.reinitialization renate.updaters.model_updater renate.utils renate.utils.avalanche renate.utils.config_spaces renate.utils.deepspeed renate.utils.distributed_strategies renate.utils.file renate.utils.hf_utils renate.utils.misc renate.utils.module renate.utils.optimizer renate.utils.pytorch renate.utils.syne_tune module (renate.models.renate_module.RenateModule.register_intermediate_representation_caching_hook parameter) (renate.models.RenateModule.register_intermediate_representation_caching_hook parameter) momentum (renate.models.layers.cn.ContinualNorm parameter) (renate.utils.optimizer.create_partial_optimizer parameter) move_tensors_to_device() (in module renate.utils.pytorch) move_to_uri() (in module renate.utils.file) MultiLayerPerceptron (class in renate.benchmark.models) (class in renate.benchmark.models.mlp) MultiTextDataModule (class in renate.benchmark.datasets.nlp_datasets) N n_workers (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) NegativeFlipImpactMetric (class in renate.evaluation.metrics.performance_regression_metrics) NegativeFlipRateMetric (class in renate.evaluation.metrics.performance_regression_metrics) nested_tensors (renate.data.datasets.NestedTensorDataset parameter) (renate.utils.pytorch.cat_nested_tensors parameter) NestedTensorDataset (class in renate.data.datasets) new_pred (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric.update parameter) norm_layer (renate.benchmark.models.resnet.ResNet parameter) normalize (renate.updaters.experimental.er.PooledOutputDistillationExperienceReplayLearner parameter) (renate.updaters.learner_components.losses.WeightedPooledOutputDistillationLossComponent parameter) num_features (renate.models.layers.cn.ContinualNorm parameter) num_groups (renate.models.layers.cn.ContinualNorm parameter) (renate.models.renate_module.RenateModule.replace_batch_norm_with_continual_norm parameter) (renate.models.RenateModule.replace_batch_norm_with_continual_norm parameter) num_heads (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) num_hidden_layers (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) num_inputs (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) num_instances (renate.benchmark.experimentation.cumulative_metrics_summary parameter) (renate.evaluation.metrics.classification.average_accuracy parameter) (renate.evaluation.metrics.classification.backward_transfer parameter) (renate.evaluation.metrics.classification.forgetting parameter) (renate.evaluation.metrics.classification.forward_transfer parameter) (renate.evaluation.metrics.classification.micro_average_accuracy parameter) num_layers (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) num_outputs (renate.benchmark.models.base.RenateBenchmarkingModule parameter) (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptedTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) (renate.benchmark.models.PromptedTransformer parameter) (renate.benchmark.models.resnet.ResNet parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.transformer.HuggingFaceSequenceClassificationTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) (renate.utils.pytorch.complementary_indices parameter) num_permutations (renate.shift.mmd_detectors.MMDCovariateShiftDetector parameter) (renate.shift.mmd_helpers.mmd parameter) (renate.shift.mmd_helpers.mmd_gram parameter) num_preprocessing_workers (renate.shift.detector.ShiftDetector parameter) (renate.shift.detector.ShiftDetectorWithFeatureExtractor parameter) (renate.shift.mmd_detectors.MMDCovariateShiftDetector parameter) num_tasks (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.experimentation.cumulative_metrics_summary parameter) (renate.benchmark.experimentation.individual_metrics_summary parameter) (renate.benchmark.scenarios.FeatureSortingScenario parameter) (renate.benchmark.scenarios.PermutationScenario parameter) (renate.benchmark.scenarios.Scenario parameter) num_updates (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.models.layers.shared_linear.SharedMultipleLinear parameter) O object_name (renate.utils.file.delete_file_from_s3 parameter) OfflineExperienceReplayLearner (class in renate.updaters.experimental.offline_er) OfflineExperienceReplayModelUpdater (class in renate.updaters.experimental.offline_er) old_pred (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric.update parameter) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric.update parameter) on_exception() (renate.updaters.model_updater.RenateModelCheckpoint method) on_fit_end() (renate.updaters.model_updater.RenateModelCheckpoint method) on_load_checkpoint() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.experimental.gdumb.GDumbLearner method) (renate.updaters.experimental.joint.JointLearner method) (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner method) (renate.updaters.learner.Learner method) (renate.updaters.learner.ReplayLearner method) (renate.updaters.learner_components.component.Component method) (renate.updaters.learner_components.losses.WeightedCLSLossComponent method) on_model_test_start() (renate.evaluation.evaluator.Evaluator method) on_model_update_end() (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner method) (renate.updaters.experimental.repeated_distill.RepeatedDistillationLearner method) (renate.updaters.learner.RenateLightningModule method) on_model_update_start() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.experimental.gdumb.GDumbLearner method) (renate.updaters.experimental.joint.JointLearner method) (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner method) (renate.updaters.experimental.repeated_distill.RepeatedDistillationLearner method) (renate.updaters.experimental.speft.SPeftLearner method) (renate.updaters.learner.Learner method) (renate.updaters.learner.RenateLightningModule method) (renate.updaters.learner.ReplayLearner method) on_save_checkpoint() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.experimental.joint.JointLearner method) (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner method) (renate.updaters.learner.Learner method) (renate.updaters.learner.ReplayLearner method) (renate.updaters.learner_components.component.Component method) (renate.updaters.learner_components.losses.WeightedCLSLossComponent method) on_test_epoch_end() (renate.evaluation.evaluator.Evaluator method) on_train_batch_end() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.learner_components.component.Component method) (renate.updaters.learner_components.losses.WeightedCLSLossComponent method) on_train_epoch_end() (renate.updaters.model_updater.RenateModelCheckpoint method) (renate.updaters.model_updater.SyneTuneCallback method) (renate.utils.misc.AdditionalTrainingMetrics method) on_train_start() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.learner_components.component.Component method) (renate.updaters.learner_components.reinitialization.ReinitializationComponent method) (renate.updaters.learner_components.reinitialization.ShrinkAndPerturbReinitializationComponent method) (renate.updaters.model_updater.SyneTuneCallback method) (renate.utils.misc.AdditionalTrainingMetrics method) on_trial_result() (renate.utils.syne_tune.TrainingLoggerCallback method) (renate.utils.syne_tune.TuningLoggerCallback method) on_validation_epoch_end() (renate.updaters.model_updater.RenateModelCheckpoint method) (renate.updaters.model_updater.SyneTuneCallback method) optimizer (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.learner.RenateLightningModule parameter) (renate.utils.optimizer.create_partial_optimizer parameter) optimizer_fn() (in module renate.benchmark.experiment_config) optimizer_zero_grad() (renate.updaters.experimental.speft.SPeftLearner method) out_features (renate.models.layers.shared_linear.SharedMultipleLinear parameter) output_state_folder (renate.updaters.model_updater.ModelUpdater parameter) (renate.updaters.model_updater.RenateModelCheckpoint parameter) output_state_folder() (in module renate.defaults) output_state_url (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) outputs_memory (renate.updaters.learner_components.component.Component.loss parameter) (renate.updaters.learner_components.losses.WeightedLossComponent.loss parameter) P parameters_count() (renate.utils.misc.AdditionalTrainingMetrics method) patch_pooler (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) patch_size (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) per_batch_prompt (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptPool parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) per_task_classifier (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) PermutationScenario (class in renate.benchmark.scenarios) plastic_model_update_probability (renate.updaters.experimental.er.CLSExperienceReplayLearner parameter) (renate.updaters.learner_components.losses.WeightedCLSLossComponent parameter) plastic_model_update_weight (renate.updaters.experimental.er.CLSExperienceReplayLearner parameter) (renate.updaters.learner_components.losses.WeightedCLSLossComponent parameter) plugin (renate.utils.avalanche.replace_plugin parameter) plugin_by_class() (in module renate.utils.avalanche) plugin_class (renate.utils.avalanche.plugin_by_class parameter) (renate.utils.avalanche.remove_plugin parameter) plugins (renate.utils.avalanche.plugin_by_class parameter) (renate.utils.avalanche.remove_plugin parameter) (renate.utils.avalanche.replace_plugin parameter) pod_alpha (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) pod_distillation_type (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) pod_normalize (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) pool_selection_size (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptPool parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) pool_size (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptPool parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) PooledOutputDistillationExperienceReplayLearner (class in renate.updaters.experimental.er) PooledOutputDistillationExperienceReplayModelUpdater (class in renate.updaters.experimental.er) PositiveFlipImpactMetric (class in renate.evaluation.metrics.performance_regression_metrics) PositiveFlipRateMetric (class in renate.evaluation.metrics.performance_regression_metrics) precision (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.evaluation.evaluator.evaluate parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.utils.module.evaluate_and_record_results parameter) predicted_logits (renate.updaters.experimental.repeated_distill.double_distillation_loss parameter) prediction_strategy (renate.benchmark.models.base.RenateBenchmarkingModule parameter) (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptedTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.mlp.MultiLayerPerceptron parameter) (renate.benchmark.models.MultiLayerPerceptron parameter) (renate.benchmark.models.PromptedTransformer parameter) (renate.benchmark.models.resnet.ResNet parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.transformer.HuggingFaceSequenceClassificationTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) PredictionStrategy (class in renate.models.prediction_strategies) prefix (renate.utils.file.upload_folder_to_s3 parameter) prepare_data() (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule method) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule method) (renate.benchmark.datasets.vision_datasets.CDDBDataModule method) (renate.benchmark.datasets.vision_datasets.CLEARDataModule method) (renate.benchmark.datasets.vision_datasets.CORE50DataModule method) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule method) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule method) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule method) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule method) (renate.benchmark.scenarios.DataIncrementalScenario method) (renate.benchmark.scenarios.Scenario method) (renate.data.CSVDataModule method) (renate.data.data_module.CSVDataModule method) (renate.data.data_module.RenateDataModule method) pretrained_model_name_or_path (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptedTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.PromptedTransformer parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.benchmark.models.transformer.HuggingFaceSequenceClassificationTransformer parameter) (renate.benchmark.models.vision_transformer.VisionTransformer parameter) prompt (renate.benchmark.models.l2p.PromptedTransformer.forward parameter) (renate.benchmark.models.PromptedTransformer.forward parameter) prompt_embedding_features (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) prompt_key_dim (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptPool parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) prompt_sim_loss_weight (renate.updaters.experimental.l2p.LearningToPromptLearner parameter) (renate.updaters.experimental.l2p.LearningToPromptReplayLearner parameter) prompt_size (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptPool parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) (renate.benchmark.models.spromptmodel.PromptPool parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) PromptedTransformer (class in renate.benchmark.models) (class in renate.benchmark.models.l2p) PromptPool (class in renate.benchmark.models.l2p) (class in renate.benchmark.models.spromptmodel) R randomly_split_data() (in module renate.utils.pytorch) randomness (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.scenarios.FeatureSortingScenario parameter) RBFKernel (class in renate.shift.kernels) recover_object_from_tensor() (in module renate.utils.deepspeed) redirect_to_tmp() (in module renate.utils.syne_tune) register_intermediate_representation_caching_hook() (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) ReinitializationComponent (class in renate.updaters.learner_components.reinitialization) reinitialize_model_parameters() (in module renate.utils.pytorch) remove_plugin() (in module renate.utils.avalanche) renate module renate.benchmark module renate.benchmark.datasets module renate.benchmark.datasets.base module renate.benchmark.datasets.nlp_datasets module renate.benchmark.datasets.vision_datasets module renate.benchmark.datasets.wild_time_data module renate.benchmark.experiment_config module renate.benchmark.experimentation module renate.benchmark.models module renate.benchmark.models.base module renate.benchmark.models.l2p module renate.benchmark.models.mlp module renate.benchmark.models.resnet module renate.benchmark.models.spromptmodel module renate.benchmark.models.transformer module renate.benchmark.models.vision_transformer module renate.benchmark.scenarios module renate.data module renate.data.data_module module renate.data.datasets module renate.defaults module renate.evaluation module renate.evaluation.evaluator module renate.evaluation.metrics module renate.evaluation.metrics.classification module renate.evaluation.metrics.performance_regression_metrics module renate.memory module renate.memory.buffer module renate.memory.storage module renate.models module renate.models.layers module renate.models.layers.cn module renate.models.layers.shared_linear module renate.models.prediction_strategies module renate.models.renate_module module renate.models.task_identification_strategies module renate.shift module renate.shift.detector module renate.shift.kernels module renate.shift.ks_detector module renate.shift.mmd_detectors module renate.shift.mmd_helpers module renate.training module renate.training.training module renate.types module renate.updaters module renate.updaters.avalanche module renate.updaters.avalanche.learner module renate.updaters.avalanche.model_updater module renate.updaters.avalanche.plugins module renate.updaters.experimental module renate.updaters.experimental.er module renate.updaters.experimental.fine_tuning module renate.updaters.experimental.gdumb module renate.updaters.experimental.joint module renate.updaters.experimental.l2p module renate.updaters.experimental.offline_er module renate.updaters.experimental.repeated_distill module renate.updaters.experimental.speft module renate.updaters.learner module renate.updaters.learner_components module renate.updaters.learner_components.component module renate.updaters.learner_components.losses module renate.updaters.learner_components.reinitialization module renate.updaters.model_updater module renate.utils module renate.utils.avalanche module renate.utils.config_spaces module renate.utils.deepspeed module renate.utils.distributed_strategies module renate.utils.file module renate.utils.hf_utils module renate.utils.misc module renate.utils.module module renate.utils.optimizer module renate.utils.pytorch module renate.utils.syne_tune module RenateBenchmarkingModule (class in renate.benchmark.models.base) RenateCheckpointPlugin (class in renate.updaters.avalanche.plugins) RenateDataModule (class in renate.data.data_module) RenateFileSystemCheckpointStorage (class in renate.updaters.avalanche.plugins) RenateLightningModule (class in renate.updaters.learner) RenateModelCheckpoint (class in renate.updaters.model_updater) RenateModule (class in renate.models) (class in renate.models.renate_module) RenateWrapper (class in renate.models.renate_module) RepeatedDistillationLearner (class in renate.updaters.experimental.repeated_distill) RepeatedDistillationModelUpdater (class in renate.updaters.experimental.repeated_distill) replace_batch_norm_with_continual_norm() (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) replace_plugin() (in module renate.utils.avalanche) replace_stride_with_dilation (renate.benchmark.models.resnet.ResNet parameter) ReplayLearner (class in renate.updaters.learner) requirements_file (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) ReservoirBuffer (class in renate.memory) (class in renate.memory.buffer) reset_intermediate_representation_cache() (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) ResNet (class in renate.benchmark.models.resnet) ResNet18 (class in renate.benchmark.models) (class in renate.benchmark.models.resnet) ResNet18CIFAR (class in renate.benchmark.models) (class in renate.benchmark.models.resnet) ResNet34 (class in renate.benchmark.models) (class in renate.benchmark.models.resnet) ResNet34CIFAR (class in renate.benchmark.models) (class in renate.benchmark.models.resnet) ResNet50 (class in renate.benchmark.models) (class in renate.benchmark.models.resnet) ResNet50CIFAR (class in renate.benchmark.models) (class in renate.benchmark.models.resnet) results (renate.benchmark.experimentation.cumulative_metrics_summary parameter) (renate.benchmark.experimentation.individual_metrics_summary parameter) (renate.evaluation.metrics.classification.average_accuracy parameter) (renate.evaluation.metrics.classification.backward_transfer parameter) (renate.evaluation.metrics.classification.forgetting parameter) (renate.evaluation.metrics.classification.forward_transfer parameter) (renate.evaluation.metrics.classification.micro_average_accuracy parameter) (renate.utils.module.evaluate_and_record_results parameter) role (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) run_training_job() (in module renate.training) (in module renate.training.training) S s3_url (renate.utils.file.upload_file_to_s3 parameter) (renate.utils.file.upload_folder_to_s3 parameter) sample_new_memory_batch (renate.updaters.learner_components.component.Component parameter) (renate.updaters.learner_components.losses.WeightedCLSLossComponent parameter) (renate.updaters.learner_components.losses.WeightedCustomLossComponent parameter) (renate.updaters.learner_components.losses.WeightedPooledOutputDistillationLossComponent parameter) sampler (renate.utils.pytorch.ConcatRandomSampler parameter) save() (renate.memory.buffer.DataBuffer method) (renate.memory.DataBuffer method) (renate.updaters.experimental.joint.JointLearner method) (renate.updaters.learner.Learner method) (renate.updaters.learner.ReplayLearner method) save_pandas_df_to_csv() (in module renate.utils.file) save_state (renate.benchmark.experimentation.execute_experiment_job parameter) Scenario (class in renate.benchmark.scenarios) scenario (renate.benchmark.datasets.vision_datasets.CORE50DataModule parameter) scenario_name (renate.benchmark.experiment_config.get_scenario parameter) scheduler (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) scheduler() (in module renate.defaults) scheduler_kwargs (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) score() (renate.shift.detector.ShiftDetector method) (renate.shift.detector.ShiftDetectorWithFeatureExtractor method) search_key() (in module renate.utils.deepspeed) seed (renate.benchmark.datasets.base.DataIncrementalDataModule parameter) (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) (renate.benchmark.datasets.vision_datasets.CLEARDataModule parameter) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) (renate.benchmark.experiment_config.get_scenario parameter) (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.benchmark.scenarios.DataIncrementalScenario parameter) (renate.benchmark.scenarios.FeatureSortingScenario parameter) (renate.benchmark.scenarios.ImageRotationScenario parameter) (renate.benchmark.scenarios.PermutationScenario parameter) (renate.benchmark.scenarios.Scenario parameter) (renate.benchmark.scenarios.TransformScenario parameter) (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) (renate.data.data_module.RenateDataModule parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.experimental.gdumb.GDumbLearner parameter) (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.learner.RenateLightningModule parameter) (renate.updaters.learner.ReplayLearner parameter) set_extra_state() (renate.benchmark.models.base.RenateBenchmarkingModule method) (renate.benchmark.models.spromptmodel.SPromptTransformer method) (renate.benchmark.models.SPromptTransformer method) (renate.models.renate_module.RenateModule method) (renate.models.RenateModule method) set_metadata() (renate.memory.buffer.DataBuffer method) (renate.memory.DataBuffer method) setup() (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule method) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule method) (renate.benchmark.datasets.vision_datasets.CDDBDataModule method) (renate.benchmark.datasets.vision_datasets.CLEARDataModule method) (renate.benchmark.datasets.vision_datasets.CORE50DataModule method) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule method) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule method) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule method) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule method) (renate.benchmark.scenarios.ClassIncrementalScenario method) (renate.benchmark.scenarios.DataIncrementalScenario method) (renate.benchmark.scenarios.IIDScenario method) (renate.benchmark.scenarios.Scenario method) (renate.benchmark.scenarios.TransformScenario method) (renate.data.CSVDataModule method) (renate.data.data_module.CSVDataModule method) (renate.data.data_module.RenateDataModule method) (renate.updaters.experimental.speft.SPeftLearner method) share_parameters (renate.models.layers.shared_linear.SharedMultipleLinear parameter) SharedMultipleLinear (class in renate.models.layers.shared_linear) ShiftDetector (class in renate.shift.detector) ShiftDetectorWithFeatureExtractor (class in renate.shift.detector) shrink_factor (renate.updaters.learner_components.reinitialization.ShrinkAndPerturbReinitializationComponent parameter) ShrinkAndPerturbReinitializationComponent (class in renate.updaters.learner_components.reinitialization) sigma (renate.updaters.learner_components.reinitialization.ShrinkAndPerturbReinitializationComponent parameter) similarity_fn (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptPool parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) SingleTrainingLoopUpdater (class in renate.updaters.model_updater) SlidingWindowBuffer (class in renate.memory) (class in renate.memory.buffer) sp_shrink_factor (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) sp_sigma (renate.updaters.experimental.er.SuperExperienceReplayLearner parameter) SPeftLearner (class in renate.updaters.experimental.speft) SPeftModelUpdater (class in renate.updaters.experimental.speft) SPromptTransformer (class in renate.benchmark.models) (class in renate.benchmark.models.spromptmodel) src (renate.utils.file.copy_to_uri parameter) (renate.utils.file.move_to_uri parameter) (renate.utils.file.upload_file_to_s3 parameter) src_bucket (renate.benchmark.datasets.base.DataIncrementalDataModule parameter) (renate.benchmark.datasets.vision_datasets.CLEARDataModule parameter) (renate.benchmark.datasets.vision_datasets.CORE50DataModule parameter) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) (renate.data.data_module.RenateDataModule parameter) (renate.utils.file.download_file_from_s3 parameter) src_object_name (renate.benchmark.datasets.base.DataIncrementalDataModule parameter) (renate.benchmark.datasets.vision_datasets.CLEARDataModule parameter) (renate.benchmark.datasets.vision_datasets.CORE50DataModule parameter) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) (renate.data.data_module.RenateDataModule parameter) (renate.utils.file.download_file_from_s3 parameter) stable_model_update_probability (renate.updaters.experimental.er.CLSExperienceReplayLearner parameter) (renate.updaters.learner_components.losses.WeightedCLSLossComponent parameter) stable_model_update_weight (renate.updaters.experimental.er.CLSExperienceReplayLearner parameter) (renate.updaters.learner_components.losses.WeightedCLSLossComponent parameter) stage (renate.updaters.experimental.speft.SPeftLearner.setup parameter) state_dict (renate.models.renate_module.RenateModule.from_state_dict parameter) (renate.models.renate_module.RenateWrapper.from_state_dict parameter) (renate.models.RenateModule.from_state_dict parameter) state_dict() (renate.memory.buffer.DataBuffer method) (renate.memory.buffer.GreedyClassBalancingBuffer method) (renate.memory.DataBuffer method) (renate.memory.GreedyClassBalancingBuffer method) (renate.utils.avalanche.AvalancheBenchmarkWrapper method) Storage (class in renate.memory.storage) store_checkpoint() (renate.updaters.avalanche.plugins.RenateFileSystemCheckpointStorage method) strategy (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.evaluation.evaluator.evaluate parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.utils.module.evaluate_and_record_results parameter) submit_remote_job() (in module renate.training.training) SuperExperienceReplayLearner (class in renate.updaters.experimental.er) SuperExperienceReplayModelUpdater (class in renate.updaters.experimental.er) SyneTuneCallback (class in renate.updaters.model_updater) T tag (renate.utils.deepspeed.convert_zero_checkpoint_to_fp32_state_dict parameter) target_column (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) target_logits (renate.updaters.experimental.repeated_distill.double_distillation_loss parameter) target_name (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) target_transform (renate.data.datasets.ImageDataset parameter) (renate.data.ImageDataset parameter) (renate.evaluation.evaluator.evaluate parameter) (renate.evaluation.evaluator.Evaluator parameter) (renate.utils.module.evaluate_and_record_results parameter) task_id (renate.benchmark.models.base.RenateBenchmarkingModule.forward parameter) (renate.benchmark.models.spromptmodel.SPromptTransformer parameter) (renate.benchmark.models.SPromptTransformer parameter) (renate.evaluation.evaluator.evaluate parameter) (renate.evaluation.metrics.classification.average_accuracy parameter) (renate.evaluation.metrics.classification.backward_transfer parameter) (renate.evaluation.metrics.classification.forgetting parameter) (renate.evaluation.metrics.classification.forward_transfer parameter) (renate.evaluation.metrics.classification.micro_average_accuracy parameter) (renate.models.renate_module.RenateModule.add_task_params parameter) (renate.models.renate_module.RenateModule.forward parameter) (renate.models.renate_module.RenateModule.get_logits parameter) (renate.models.renate_module.RenateModule.get_params parameter) (renate.models.renate_module.RenateWrapper.forward parameter) (renate.models.RenateModule.add_task_params parameter) (renate.models.RenateModule.forward parameter) (renate.models.RenateModule.get_logits parameter) (renate.models.RenateModule.get_params parameter) (renate.models.task_identification_strategies.TaskPrototypes parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) (renate.updaters.avalanche.model_updater.AvalancheModelUpdater.update parameter) (renate.updaters.experimental.repeated_distill.extract_logits parameter) (renate.updaters.experimental.repeated_distill.RepeatedDistillationModelUpdater.update parameter) (renate.updaters.model_updater.ModelUpdater.update parameter) (renate.updaters.model_updater.SingleTrainingLoopUpdater.update parameter) (renate.utils.module.evaluate_and_record_results parameter) TaskEstimator (class in renate.models.task_identification_strategies) TaskPrototypes (class in renate.models.task_identification_strategies) teardown() (renate.updaters.model_updater.RenateModelCheckpoint method) test_collate_fn (renate.evaluation.evaluator.evaluate parameter) test_collate_fn() (renate.benchmark.scenarios.Scenario method) (renate.data.data_module.RenateDataModule method) test_data() (renate.benchmark.scenarios.Scenario method) (renate.data.data_module.RenateDataModule method) test_dataset (renate.evaluation.evaluator.evaluate parameter) test_filename (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) test_size (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) test_step() (renate.evaluation.evaluator.Evaluator method) test_target_transform (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.model_updater.ModelUpdater parameter) test_transform (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.model_updater.ModelUpdater parameter) test_transform() (in module renate.benchmark.experiment_config) time_step (renate.benchmark.datasets.vision_datasets.CLEARDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) TinyImageNetDataModule (class in renate.benchmark.datasets.vision_datasets) to_avalanche_dataset() (in module renate.utils.avalanche) to_long() (in module renate.benchmark.datasets.vision_datasets) tokenizer (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) tokenizer_kwargs (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) TorchVisionDataModule (class in renate.benchmark.datasets.vision_datasets) track_running_stats (renate.models.layers.cn.ContinualNorm parameter) train_collate_fn() (renate.benchmark.scenarios.Scenario method) (renate.data.data_module.RenateDataModule method) train_data() (renate.benchmark.scenarios.Scenario method) (renate.data.data_module.RenateDataModule method) train_dataloader() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.experimental.gdumb.GDumbLearner method) (renate.updaters.experimental.joint.JointLearner method) (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner method) (renate.updaters.experimental.repeated_distill.RepeatedDistillationLearner method) (renate.updaters.learner.Learner method) (renate.updaters.learner.RenateLightningModule method) train_dataset (renate.updaters.avalanche.model_updater.AvalancheModelUpdater.update parameter) (renate.updaters.experimental.repeated_distill.RepeatedDistillationModelUpdater.update parameter) (renate.updaters.model_updater.ModelUpdater.update parameter) (renate.updaters.model_updater.SingleTrainingLoopUpdater.update parameter) train_dataset_collate_fn (renate.updaters.avalanche.model_updater.AvalancheModelUpdater.update parameter) (renate.updaters.experimental.repeated_distill.RepeatedDistillationModelUpdater.update parameter) (renate.updaters.model_updater.ModelUpdater.update parameter) (renate.updaters.model_updater.SingleTrainingLoopUpdater.update parameter) train_filename (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) train_prompt_keys (renate.benchmark.models.l2p.LearningToPromptTransformer parameter) (renate.benchmark.models.l2p.PromptPool parameter) (renate.benchmark.models.LearningToPromptTransformer parameter) train_size (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) train_target_transform (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.model_updater.ModelUpdater parameter) train_transform (renate.updaters.experimental.speft.SPeftLearner parameter) (renate.updaters.learner.Learner parameter) (renate.updaters.model_updater.ModelUpdater parameter) train_transform() (in module renate.benchmark.experiment_config) training_epoch_end() (renate.updaters.learner.RenateLightningModule method) training_step() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.experimental.gdumb.GDumbLearner method) (renate.updaters.experimental.joint.JointLearner method) (renate.updaters.experimental.l2p.LearningToPromptLearner method) (renate.updaters.experimental.l2p.LearningToPromptReplayLearner method) (renate.updaters.experimental.offline_er.OfflineExperienceReplayLearner method) (renate.updaters.experimental.repeated_distill.RepeatedDistillationLearner method) (renate.updaters.learner.RenateLightningModule method) training_step_end() (renate.updaters.experimental.er.BaseExperienceReplayLearner method) (renate.updaters.learner.RenateLightningModule method) training_step_unpack_batch() (renate.updaters.learner.RenateLightningModule method) TrainingLoggerCallback (class in renate.utils.syne_tune) transform (renate.data.datasets.ImageDataset parameter) (renate.data.ImageDataset parameter) (renate.evaluation.evaluator.evaluate parameter) (renate.evaluation.evaluator.Evaluator parameter) (renate.utils.module.evaluate_and_record_results parameter) transforms (renate.benchmark.scenarios.TransformScenario parameter) TransformScenario (class in renate.benchmark.scenarios) TuningLoggerCallback (class in renate.utils.syne_tune) U unique_classes() (in module renate.utils.pytorch) unlink_file_or_folder() (in module renate.utils.file) update() (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipImpactMetric method) (renate.evaluation.metrics.performance_regression_metrics.NegativeFlipRateMetric method) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipImpactMetric method) (renate.evaluation.metrics.performance_regression_metrics.PositiveFlipRateMetric method) (renate.memory.buffer.DataBuffer method) (renate.memory.DataBuffer method) (renate.updaters.avalanche.model_updater.AvalancheModelUpdater method) (renate.updaters.experimental.repeated_distill.RepeatedDistillationModelUpdater method) (renate.updaters.model_updater.ModelUpdater method) (renate.updaters.model_updater.SingleTrainingLoopUpdater method) update_benchmark_properties() (renate.utils.avalanche.AvalancheBenchmarkWrapper method) update_checkpoint_plugin (renate.updaters.avalanche.plugins.RenateCheckpointPlugin.load_checkpoint_if_exists parameter) update_expert_logits() (renate.updaters.experimental.repeated_distill.RepeatedDistillationLearner method) update_settings() (renate.updaters.avalanche.learner.AvalancheEWCLearner method) (renate.updaters.avalanche.learner.AvalancheICaRLLearner method) (renate.updaters.avalanche.learner.AvalancheLoaderMixin method) (renate.updaters.avalanche.learner.AvalancheLwFLearner method) update_task_identifier() (renate.benchmark.models.spromptmodel.SPromptTransformer method) (renate.benchmark.models.SPromptTransformer method) update_task_prototypes() (renate.models.task_identification_strategies.TaskEstimator method) (renate.models.task_identification_strategies.TaskPrototypes method) updater (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) upload_file_to_s3() (in module renate.utils.file) upload_folder_to_s3() (in module renate.utils.file) use_syne_tune_callback (renate.updaters.model_updater.RenateModelCheckpoint parameter) V val_collate_fn() (renate.benchmark.scenarios.Scenario method) (renate.data.data_module.RenateDataModule method) val_data() (renate.benchmark.scenarios.Scenario method) (renate.data.data_module.RenateDataModule method) val_dataloader() (renate.updaters.learner.Learner method) (renate.updaters.learner.RenateLightningModule method) val_dataset (renate.updaters.avalanche.model_updater.AvalancheModelUpdater.update parameter) (renate.updaters.experimental.repeated_distill.RepeatedDistillationModelUpdater.update parameter) (renate.updaters.model_updater.ModelUpdater.update parameter) (renate.updaters.model_updater.SingleTrainingLoopUpdater.update parameter) val_dataset_collate_fn (renate.updaters.avalanche.model_updater.AvalancheModelUpdater.update parameter) (renate.updaters.experimental.repeated_distill.RepeatedDistillationModelUpdater.update parameter) (renate.updaters.model_updater.ModelUpdater.update parameter) (renate.updaters.model_updater.SingleTrainingLoopUpdater.update parameter) val_enabled (renate.updaters.model_updater.RenateModelCheckpoint parameter) (renate.updaters.model_updater.SyneTuneCallback parameter) val_size (renate.benchmark.datasets.base.DataIncrementalDataModule parameter) (renate.benchmark.datasets.nlp_datasets.HuggingFaceTextDataModule parameter) (renate.benchmark.datasets.nlp_datasets.MultiTextDataModule parameter) (renate.benchmark.datasets.vision_datasets.CLEARDataModule parameter) (renate.benchmark.datasets.vision_datasets.DomainNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TinyImageNetDataModule parameter) (renate.benchmark.datasets.vision_datasets.TorchVisionDataModule parameter) (renate.benchmark.datasets.wild_time_data.WildTimeDataModule parameter) (renate.data.CSVDataModule parameter) (renate.data.data_module.CSVDataModule parameter) (renate.data.data_module.RenateDataModule parameter) valid_classes (renate.utils.pytorch.complementary_indices parameter) validation_epoch_end() (renate.updaters.learner.RenateLightningModule method) validation_step() (renate.updaters.learner.RenateLightningModule method) validation_step_unpack_batch() (renate.updaters.learner.Learner method) (renate.updaters.learner.RenateLightningModule method) VisionTransformer (class in renate.benchmark.models.vision_transformer) VisionTransformerB16 (class in renate.benchmark.models) (class in renate.benchmark.models.vision_transformer) VisionTransformerB32 (class in renate.benchmark.models) (class in renate.benchmark.models.vision_transformer) VisionTransformerCIFAR (class in renate.benchmark.models) (class in renate.benchmark.models.vision_transformer) VisionTransformerH14 (class in renate.benchmark.models) (class in renate.benchmark.models.vision_transformer) VisionTransformerL16 (class in renate.benchmark.models) (class in renate.benchmark.models.vision_transformer) VisionTransformerL32 (class in renate.benchmark.models) (class in renate.benchmark.models.vision_transformer) W weight (renate.updaters.learner_components.component.Component parameter) (renate.updaters.learner_components.losses.WeightedCLSLossComponent parameter) (renate.updaters.learner_components.losses.WeightedCustomLossComponent parameter) (renate.updaters.learner_components.losses.WeightedPooledOutputDistillationLossComponent parameter) weight_decay (renate.utils.optimizer.create_partial_optimizer parameter) WeightedCLSLossComponent (class in renate.updaters.learner_components.losses) WeightedCustomLossComponent (class in renate.updaters.learner_components.losses) WeightedLossComponent (class in renate.updaters.learner_components.losses) WeightedMeanSquaredErrorLossComponent (class in renate.updaters.learner_components.losses) WeightedPooledOutputDistillationLossComponent (class in renate.updaters.learner_components.losses) width_per_group (renate.benchmark.models.resnet.ResNet parameter) WildTimeDataModule (class in renate.benchmark.datasets.wild_time_data) working_directory (renate.benchmark.experimentation.execute_experiment_job parameter) (renate.training.run_training_job parameter) (renate.training.training.run_training_job parameter) X x (renate.benchmark.models.base.RenateBenchmarkingModule.forward parameter) (renate.benchmark.models.l2p.PromptedTransformer.forward parameter) (renate.benchmark.models.l2p.PromptPool.forward parameter) (renate.benchmark.models.PromptedTransformer.forward parameter) (renate.models.renate_module.RenateModule.forward parameter) (renate.models.renate_module.RenateModule.get_logits parameter) (renate.models.renate_module.RenateWrapper.forward parameter) (renate.models.RenateModule.forward parameter) (renate.models.RenateModule.get_logits parameter) X0 (renate.shift.mmd_helpers.mmd parameter) X1 (renate.shift.mmd_helpers.mmd parameter) Z z (renate.shift.mmd_helpers.mmd_gram parameter) zero_init_residual (renate.benchmark.models.resnet.ResNet parameter)