renate package

Subpackages

• renate.benchmark package
  • Subpackages
    • renate.benchmark.datasets package
      • Submodules
    • renate.benchmark.models package
      • MultiLayerPerceptron
      • ResNet18
      • ResNet18CIFAR
      • ResNet34
      • ResNet34CIFAR
      • ResNet50
      • ResNet50CIFAR
      • LearningToPromptTransformer
      • PromptedTransformer
      • SPromptTransformer
      • VisionTransformerB16
      • VisionTransformerB32
      • VisionTransformerCIFAR
      • VisionTransformerH14
      • VisionTransformerL16
      • VisionTransformerL32
      • Submodules
  • Submodules
    • renate.benchmark.experiment_config module
      • model_fn()
      • get_data_module()
      • get_scenario()
      • loss_fn()
      • data_module_fn()
      • train_transform()
      • test_transform()
      • lr_scheduler_fn()
      • metrics_fn()
      • optimizer_fn()
    • renate.benchmark.experimentation module
      • experiment_config_file()
      • create_cumulative_metrics()
      • cumulative_metrics_summary()
      • individual_metrics_summary()
      • execute_experiment_job()
    • renate.benchmark.scenarios module
      • Scenario
      • ClassIncrementalScenario
      • TransformScenario
      • ImageRotationScenario
      • PermutationScenario
      • IIDScenario
      • FeatureSortingScenario
      • HueShiftScenario
      • DataIncrementalScenario
• renate.data package
  • CSVDataModule
    • CSVDataModule.prepare_data()
    • CSVDataModule.setup()
  • ImageDataset
  • Submodules
    • renate.data.data_module module
      • RenateDataModule
      • CSVDataModule
    • renate.data.datasets module
      • ImageDataset
      • NestedTensorDataset
      • IndexedSubsetDataset
• renate.evaluation package
  • Subpackages
    • renate.evaluation.metrics package
      • Submodules
  • Submodules
    • renate.evaluation.evaluator module
      • Evaluator
      • ClassificationEvaluator
      • evaluate()
• renate.memory package
  • DataBuffer
    • DataBuffer.update()
    • DataBuffer.get_metadata()
    • DataBuffer.set_metadata()
    • DataBuffer.state_dict()
    • DataBuffer.load_state_dict()
    • DataBuffer.save()
    • DataBuffer.load()
  • GreedyClassBalancingBuffer
    • GreedyClassBalancingBuffer.state_dict()
    • GreedyClassBalancingBuffer.load_state_dict()
  • InfiniteBuffer
  • ReservoirBuffer
  • SlidingWindowBuffer
  • Submodules
    • renate.memory.buffer module
      • DataBuffer
      • ReservoirBuffer
      • SlidingWindowBuffer
      • GreedyClassBalancingBuffer
      • InfiniteBuffer
    • renate.memory.storage module
      • mmap_tensor()
      • Storage
      • MemoryMappedTensorStorage
      • FileTensorStorage
• renate.models package
  • RenateModule
    • RenateModule.from_state_dict()
    • RenateModule.get_extra_state()
    • RenateModule.set_extra_state()
    • RenateModule.forward()
    • RenateModule.get_params()
    • RenateModule.add_task_params()
    • RenateModule.get_logits()
    • RenateModule.get_intermediate_representation()
    • RenateModule.replace_batch_norm_with_continual_norm()
    • RenateModule.register_intermediate_representation_caching_hook()
    • RenateModule.deregister_hooks()
    • RenateModule.reset_intermediate_representation_cache()
  • Subpackages
    • renate.models.layers package
      • Submodules
  • Submodules
    • renate.models.prediction_strategies module
      • PredictionStrategy
      • ICaRLClassificationStrategy
    • renate.models.renate_module module
      • RenateModule
      • RenateWrapper
    • renate.models.task_identification_strategies module
      • TaskEstimator
      • TaskPrototypes
• renate.shift package
  • Submodules
    • renate.shift.detector module
      • ShiftDetector
      • ShiftDetectorWithFeatureExtractor
    • renate.shift.kernels module
      • Kernel
      • RBFKernel
    • renate.shift.ks_detector module
      • KolmogorovSmirnovCovariateShiftDetector
    • renate.shift.mmd_detectors module
      • MMDCovariateShiftDetector
    • renate.shift.mmd_helpers module
      • mmd_gram()
      • mmd()
• renate.training package
  • run_training_job()
  • Submodules
    • renate.training.training module
      • run_training_job()
      • submit_remote_job()
• renate.updaters package
  • Subpackages
    • renate.updaters.avalanche package
      • Submodules
    • renate.updaters.experimental package
      • Submodules
    • renate.updaters.learner_components package
      • Submodules
  • Submodules
    • renate.updaters.learner module
      • RenateLightningModule
      • Learner
      • ReplayLearner
    • renate.updaters.model_updater module
      • SyneTuneCallback
      • RenateModelCheckpoint
      • ModelUpdater
      • SingleTrainingLoopUpdater
• renate.utils package
  • Submodules
    • renate.utils.avalanche module
      • BaseAvalancheDataset
      • AvalancheDataset
      • AvalancheDatasetForBuffer
      • to_avalanche_dataset()
      • AvalancheBenchmarkWrapper
      • replace_plugin()
      • remove_plugin()
      • plugin_by_class()
    • renate.utils.config_spaces module
      • config_space()
    • renate.utils.deepspeed module
      • ds_checkpoint_dir()
      • search_key()
      • convert_zero_checkpoint_to_fp32_state_dict()
      • convert_to_tensor()
      • recover_object_from_tensor()
    • renate.utils.distributed_strategies module
      • create_strategy()
    • renate.utils.file module
      • get_aws_region()
      • get_bucket()
      • is_s3_uri()
      • move_to_uri()
      • copy_to_uri()
      • maybe_download_from_s3()
      • download_folder_from_s3()
      • upload_folder_to_s3()
      • download_file_from_s3()
      • upload_file_to_s3()
      • delete_file_from_s3()
      • extract_file()
      • download_file()
      • download_and_unzip_file()
      • save_pandas_df_to_csv()
      • unlink_file_or_folder()
    • renate.utils.hf_utils module
      • DataCollatorWithPaddingForWildTime
    • renate.utils.misc module
      • int_or_str()
      • maybe_populate_mask_and_ignore_logits()
      • AdditionalTrainingMetrics
    • renate.utils.module module
      • evaluate_and_record_results()
      • get_model()
      • get_data_module()
      • get_loss_fn()
      • get_optimizer()
      • get_learning_rate_scheduler()
      • get_metrics()
      • get_and_prepare_data_module()
      • get_and_setup_data_module()
      • import_module()
    • renate.utils.optimizer module
      • create_partial_optimizer()
    • renate.utils.pytorch module
      • reinitialize_model_parameters()
      • get_generator()
      • randomly_split_data()
      • move_tensors_to_device()
      • get_length_nested_tensors()
      • cat_nested_tensors()
      • unique_classes()
      • complementary_indices()
      • ConcatRandomSampler
    • renate.utils.syne_tune module
      • TuningLoggerCallback
      • TrainingLoggerCallback
      • redirect_to_tmp()
      • config_space_to_dict()
      • config_space_from_dict()
      • best_hyperparameters()
      • is_syne_tune_config_space()

Submodules

• renate.defaults module
  • scheduler()
  • current_timestamp()
  • data_folder()
  • input_state_folder()
  • output_state_folder()
  • logs_folder()
  • model_file()
  • learner_state_file()
  • avalanche_state_file()
  • metric_summary_file()
  • hpo_file()
• renate.types module