Index

A

alpha (lightly.loss.regularizer.co2.CO2Regularizer attribute) angle (lightly.transforms.rotation.RandomRotate attribute) ApiWorkflowClient (class in lightly.api.api_workflow_client)

append_embeddings() (lightly.api.api_workflow_client.ApiWorkflowClient method) apply_transform_without_normalize() (in module lightly.utils.debug) Args (lightly.loss.tico_loss.TiCoLoss attribute) assign_groups() (lightly.models.modules.heads.SMoGPrototypes method)

B

backbone (lightly.utils.benchmarking.BenchmarkModule attribute) backward() (lightly.utils.dist.GatherLayer static method) BarlowTwinsLoss (class in lightly.loss.barlow_twins_loss) BarlowTwinsProjectionHead (class in lightly.models.modules.heads) BaseCollateFunction (class in lightly.data.collate) BasicBlock (class in lightly.models.resnet)

batch_norm (lightly.models.modules.heads.DINOProjectionHead attribute) BenchmarkModule (class in lightly.utils.benchmarking) block (lightly.models.resnet.ResNet attribute) Bottleneck (class in lightly.models.resnet) bottleneck_dim (lightly.models.modules.heads.DINOProjectionHead attribute) BYOLPredictionHead (class in lightly.models.modules.heads) BYOLProjectionHead (class in lightly.models.modules.heads)

C

cancel_last_layer_gradients() (lightly.models.modules.heads.DINOProjectionHead method) center_momentum (lightly.loss.dino_loss.DINOLoss attribute) check_embeddings() (in module lightly.utils.io) check_filenames() (in module lightly.utils.io) checkpoints() (in module lightly.models.zoo) cj_bright (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) cj_contrast (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) cj_hue (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) cj_prob (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) cj_sat (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute)

cj_strength (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) CO2Regularizer (class in lightly.loss.regularizer.co2) COCO_ANNOTATION_KEYS (class in lightly.utils.io) compute_worker_run_info_generator() (lightly.api.api_workflow_client.ApiWorkflowClient method) ComputeWorkerRunInfo (class in lightly.api.api_workflow_compute_worker) create_compute_worker_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_custom_metadata_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_dataset() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_new_dataset_with_unique_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_or_update_prediction() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_or_update_prediction_task_schema() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_or_update_predictions() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_tag_from_filenames() (lightly.api.api_workflow_client.ApiWorkflowClient method) crop_cli() (in module lightly.cli.crop_cli) crop_counts (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) crop_max_scales (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) crop_min_scales (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) crop_sizes (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute)

D

dataloader_kNN (lightly.utils.benchmarking.BenchmarkModule attribute) dataset_exists() (lightly.api.api_workflow_client.ApiWorkflowClient method) dataset_id (lightly.api.api_workflow_client.ApiWorkflowClient property) dataset_name_exists() (lightly.api.api_workflow_client.ApiWorkflowClient method) dataset_type (lightly.api.api_workflow_client.ApiWorkflowClient property) DCLLoss (class in lightly.loss.dcl_loss) DCLWLoss (class in lightly.loss.dcl_loss) degrees (lightly.transforms.rotation.RandomRotateDegrees attribute) delete_compute_worker() (lightly.api.api_workflow_client.ApiWorkflowClient method) delete_dataset_by_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) delete_tag_by_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) delete_tag_by_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) DINOCollateFunction (class in lightly.data.collate) DINOLoss (class in lightly.loss.dino_loss) DINOProjectionHead (class in lightly.models.modules.heads) download_cli() (in module lightly.cli.download_cli)

download_compute_worker_run_artifacts() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_compute_worker_run_checkpoint() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_compute_worker_run_corruptness_check_information() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_compute_worker_run_log() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_compute_worker_run_memory_log() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_compute_worker_run_report_json() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_compute_worker_run_report_pdf() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_compute_worker_run_sequence_information() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_dataset() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_embeddings_csv() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_embeddings_csv_by_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_new_raw_samples() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_raw_metadata() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_raw_predictions() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_raw_samples() (lightly.api.api_workflow_client.ApiWorkflowClient method) dump() (lightly.data.dataset.LightlyDataset method)

E

embed_cli() (in module lightly.cli.embed_cli) embed_images() (in module lightly.core) ended_successfully() (lightly.api.api_workflow_compute_worker.ComputeWorkerRunInfo method) eps (lightly.utils.embeddings_2d.PCA attribute) export_filenames_and_read_urls_by_tag_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_filenames_and_read_urls_by_tag_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_filenames_by_tag_id() (lightly.api.api_workflow_client.ApiWorkflowClient method)

export_filenames_by_tag_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_label_box_data_rows_by_tag_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_label_box_data_rows_by_tag_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_label_box_v4_data_rows_by_tag_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_label_box_v4_data_rows_by_tag_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_label_studio_tasks_by_tag_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) export_label_studio_tasks_by_tag_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) eye_rank() (in module lightly.utils.dist)

F

fit() (lightly.utils.embeddings_2d.PCA method) fit_pca() (in module lightly.utils.embeddings_2d) focal_crop_scale (lightly.data.collate.MSNCollateFunction attribute) focal_size (lightly.data.collate.MSNCollateFunction attribute) focal_views (lightly.data.collate.MSNCollateFunction attribute) format_custom_metadata() (in module lightly.utils.io) forward() (lightly.data.collate.BaseCollateFunction method) (lightly.data.collate.MAECollateFunction method) (lightly.data.collate.MultiViewCollateFunction method) (lightly.data.collate.PIRLCollateFunction method) (lightly.data.collate.VICRegLCollateFunction method) (lightly.loss.barlow_twins_loss.BarlowTwinsLoss method) (lightly.loss.dcl_loss.DCLLoss method) (lightly.loss.dino_loss.DINOLoss method) (lightly.loss.hypersphere_loss.HypersphereLoss method) (lightly.loss.memory_bank.MemoryBankModule method) (lightly.loss.msn_loss.MSNLoss method) (lightly.loss.negative_cosine_similarity.NegativeCosineSimilarity method) (lightly.loss.ntx_ent_loss.NTXentLoss method) (lightly.loss.regularizer.co2.CO2Regularizer method) (lightly.loss.swav_loss.SwaVLoss method) (lightly.loss.sym_neg_cos_sim_loss.SymNegCosineSimilarityLoss method) (lightly.loss.tico_loss.TiCoLoss method) (lightly.loss.vicreg_loss.VICRegLoss method) (lightly.loss.vicregl_loss.VICRegLLoss method) (lightly.models.modules.heads.DINOProjectionHead method) (lightly.models.modules.heads.ProjectionHead method) (lightly.models.modules.heads.SMoGPrototypes method) (lightly.models.modules.heads.SwaVPrototypes method) (lightly.models.modules.nn_memory_bank.NNMemoryBankModule method) (lightly.models.resnet.BasicBlock method) (lightly.models.resnet.Bottleneck method) (lightly.models.resnet.ResNet method) (lightly.utils.dist.GatherLayer static method)

freeze_last_layer (lightly.models.modules.heads.DINOProjectionHead attribute) from_torch_dataset() (lightly.data.dataset.LightlyDataset class method)

G

gather() (in module lightly.utils.dist) gather_distributed (lightly.loss.dcl_loss.DCLLoss attribute) (lightly.loss.dcl_loss.DCLWLoss attribute) (lightly.loss.msn_loss.MSNLoss attribute) (lightly.loss.ntx_ent_loss.NTXentLoss attribute) (lightly.loss.pmsn_loss.PMSNCustomLoss attribute) (lightly.loss.pmsn_loss.PMSNLoss attribute) GatherLayer (class in lightly.utils.dist) gaussian_blur (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) gaussian_blur_kernel_sizes (lightly.data.collate.SMoGCollateFunction attribute) gaussian_blur_probs (lightly.data.collate.SMoGCollateFunction attribute) gaussian_blur_sigmas (lightly.data.collate.SMoGCollateFunction attribute) GaussianBlur (class in lightly.transforms.gaussian_blur) generate_grid_of_augmented_images() (in module lightly.utils.debug) get_all_datasets() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_all_embedding_data() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_all_tags() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_compute_worker_ids() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_compute_worker_run() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_compute_worker_run_checkpoint_url() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_compute_worker_run_from_scheduled_run() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_compute_worker_run_info() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_compute_worker_run_tags() (lightly.api.api_workflow_client.ApiWorkflowClient method)

get_compute_worker_runs() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_custom_embedding_read_url() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_dataset_by_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_datasets() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_datasets_by_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_datasource() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_embedding_by_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_embedding_data_by_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_filenames() (lightly.api.api_workflow_client.ApiWorkflowClient method) (lightly.data.dataset.LightlyDataset method) get_filenames_in_tag() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_filepath_from_filename() (lightly.data.dataset.LightlyDataset method) get_metadata_read_url() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_prediction_read_url() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_processed_until_timestamp() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_scheduled_compute_worker_runs() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_shared_users() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_tag_by_id() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_tag_by_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_updated_group_features() (lightly.models.modules.heads.SMoGPrototypes method) global_crop_scale (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) global_crop_size (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) global_gaussian_blur_kernel_size (lightly.data.collate.VICRegLCollateFunction attribute) global_gaussian_blur_prob (lightly.data.collate.VICRegLCollateFunction attribute) global_gaussian_blur_sigmas (lightly.data.collate.VICRegLCollateFunction attribute) global_grid_size (lightly.data.collate.VICRegLCollateFunction attribute) global_solarize_prob (lightly.data.collate.VICRegLCollateFunction attribute)

H

hf_prob (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute)

hidden_dim (lightly.models.modules.heads.DINOProjectionHead attribute) (lightly.models.modules.heads.MSNProjectionHead attribute) HypersphereLoss (class in lightly.loss.hypersphere_loss)

I

ImageCollateFunction (class in lightly.data.collate) in_end_state() (lightly.api.api_workflow_compute_worker.ComputeWorkerRunInfo method) in_planes (lightly.models.resnet.BasicBlock attribute) (lightly.models.resnet.Bottleneck attribute) index_custom_metadata_by_filename() (lightly.api.api_workflow_client.ApiWorkflowClient method) input_dim (lightly.models.modules.heads.DINOProjectionHead attribute) (lightly.models.modules.heads.MSNProjectionHead attribute) (lightly.models.modules.heads.SwaVPrototypes attribute)

input_size (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MAECollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) InvalidConfigurationError

K

kernel_scale (lightly.data.collate.DINOCollateFunction attribute) kernel_size (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.transforms.gaussian_blur.GaussianBlur attribute)

knn_k (lightly.utils.benchmarking.BenchmarkModule attribute) knn_predict() (in module lightly.utils.benchmarking) knn_t (lightly.utils.benchmarking.BenchmarkModule attribute)

L

layers (lightly.models.resnet.ResNet attribute) lightly module lightly.api module lightly.api.api_workflow_client module lightly.api.api_workflow_compute_worker module lightly.api.api_workflow_datasets module lightly.api.api_workflow_download_dataset module lightly.api.api_workflow_selection module lightly.cli module lightly.cli.crop_cli module lightly.cli.download_cli module lightly.cli.embed_cli module lightly.cli.lightly_cli module lightly.cli.train_cli module lightly.cli.version_cli module lightly.core module lightly.data module lightly.data.collate module lightly.data.dataset module lightly.loss module lightly.models module lightly.models.modules module lightly.models.modules.heads module

lightly.models.modules.nn_memory_bank module lightly.models.resnet module lightly.models.zoo module lightly.transforms module lightly.transforms.gaussian_blur module lightly.transforms.rotation module lightly.transforms.solarize module lightly.utils module lightly.utils.benchmarking module lightly.utils.debug module lightly.utils.dist module lightly.utils.embeddings_2d module lightly.utils.io module lightly.utils.reordering module lightly.utils.version_compare module lightly_cli() (in module lightly.cli.lightly_cli) LightlyDataset (class in lightly.data.dataset) list_datasource_permissions() (lightly.api.api_workflow_client.ApiWorkflowClient method) load_embeddings() (in module lightly.utils.io) load_embeddings_as_dict() (in module lightly.utils.io) local_crop_scale (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) local_crop_size (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) local_gaussian_blur_kernel_size (lightly.data.collate.VICRegLCollateFunction attribute) local_gaussian_blur_prob (lightly.data.collate.VICRegLCollateFunction attribute) local_gaussian_blur_sigmas (lightly.data.collate.VICRegLCollateFunction attribute) local_grid_size (lightly.data.collate.VICRegLCollateFunction attribute) local_loss() (lightly.loss.vicregl_loss.VICRegLLoss method) local_solarize_prob (lightly.data.collate.VICRegLCollateFunction attribute)

M

MAECollateFunction (class in lightly.data.collate) max_accuracy (lightly.utils.benchmarking.BenchmarkModule attribute) me_max_weight (lightly.loss.msn_loss.MSNLoss attribute) memory_bank_size (lightly.loss.ntx_ent_loss.NTXentLoss attribute) (lightly.loss.regularizer.co2.CO2Regularizer attribute) MemoryBankModule (class in lightly.loss.memory_bank) message (lightly.api.api_workflow_compute_worker.ComputeWorkerRunInfo attribute) min_scale (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MAECollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) MoCoCollateFunction (class in lightly.data.collate) MoCoProjectionHead (class in lightly.models.modules.heads) module lightly lightly.api lightly.api.api_workflow_client lightly.api.api_workflow_compute_worker lightly.api.api_workflow_datasets lightly.api.api_workflow_download_dataset lightly.api.api_workflow_selection lightly.cli lightly.cli.crop_cli lightly.cli.download_cli lightly.cli.embed_cli lightly.cli.lightly_cli lightly.cli.train_cli lightly.cli.version_cli lightly.core lightly.data lightly.data.collate lightly.data.dataset lightly.loss lightly.models lightly.models.modules lightly.models.modules.heads lightly.models.modules.nn_memory_bank lightly.models.resnet lightly.models.zoo lightly.transforms lightly.transforms.gaussian_blur lightly.transforms.rotation lightly.transforms.solarize lightly.utils lightly.utils.benchmarking lightly.utils.debug lightly.utils.dist lightly.utils.embeddings_2d lightly.utils.io lightly.utils.reordering lightly.utils.version_compare

MSNCollateFunction (class in lightly.data.collate) MSNLoss (class in lightly.loss.msn_loss) MSNProjectionHead (class in lightly.models.modules.heads) MultiCropCollateFunction (class in lightly.data.collate) MultiViewCollateFunction (class in lightly.data.collate)

N

n_components (lightly.utils.embeddings_2d.PCA attribute) n_grid (lightly.data.collate.PIRLCollateFunction attribute) n_local_views (lightly.data.collate.DINOCollateFunction attribute) n_prototypes (lightly.models.modules.heads.SwaVPrototypes attribute) n_steps_frozen_prototypes (lightly.models.modules.heads.SwaVPrototypes attribute) NegativeCosineSimilarity (class in lightly.loss.negative_cosine_similarity) NNCLRPredictionHead (class in lightly.models.modules.heads) NNCLRProjectionHead (class in lightly.models.modules.heads) NNMemoryBankModule (class in lightly.models.modules.nn_memory_bank) norm_last_layer (lightly.models.modules.heads.DINOProjectionHead attribute) normalize (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MAECollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute)

normalize() (lightly.models.modules.heads.SwaVPrototypes method) NTXentLoss (class in lightly.loss.ntx_ent_loss) num_classes (lightly.models.resnet.ResNet attribute) (lightly.utils.benchmarking.BenchmarkModule attribute)

O

output_dim (lightly.loss.dino_loss.DINOLoss attribute) (lightly.models.modules.heads.DINOProjectionHead attribute) (lightly.models.modules.heads.MSNProjectionHead attribute)

P

PCA (class in lightly.utils.embeddings_2d) PIRLCollateFunction (class in lightly.data.collate) planes (lightly.models.resnet.BasicBlock attribute) (lightly.models.resnet.Bottleneck attribute) plot_augmented_images() (in module lightly.utils.debug) PMSNCustomLoss (class in lightly.loss.pmsn_loss)

PMSNLoss (class in lightly.loss.pmsn_loss) power_law_exponent (lightly.loss.pmsn_loss.PMSNLoss attribute) prob (lightly.transforms.gaussian_blur.GaussianBlur attribute) (lightly.transforms.rotation.RandomRotate attribute) (lightly.transforms.rotation.RandomRotateDegrees attribute) probability (lightly.transforms.solarize.RandomSolarization attribute) ProjectionHead (class in lightly.models.modules.heads)

R

random_crop_scale (lightly.data.collate.MSNCollateFunction attribute) random_gray_scale (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) random_size (lightly.data.collate.MSNCollateFunction attribute) random_views (lightly.data.collate.MSNCollateFunction attribute) RandomRotate (class in lightly.transforms.rotation) RandomRotateDegrees (class in lightly.transforms.rotation) RandomSolarization (class in lightly.transforms.solarize) rank() (in module lightly.utils.dist) register_compute_worker() (lightly.api.api_workflow_client.ApiWorkflowClient method) regularization_loss() (lightly.loss.msn_loss.MSNLoss method) (lightly.loss.pmsn_loss.PMSNCustomLoss method) (lightly.loss.pmsn_loss.PMSNLoss method)

regularization_weight (lightly.loss.msn_loss.MSNLoss attribute) (lightly.loss.pmsn_loss.PMSNCustomLoss attribute) (lightly.loss.pmsn_loss.PMSNLoss attribute) ResNet (class in lightly.models.resnet) ResNetGenerator() (in module lightly.models.resnet) rr_degrees (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) rr_prob (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute)

S

save_custom_metadata() (in module lightly.utils.io) save_embeddings() (in module lightly.utils.io) save_schema() (in module lightly.utils.io) save_tasks() (in module lightly.utils.io) scale (lightly.transforms.gaussian_blur.GaussianBlur attribute) schedule_compute_worker_run() (lightly.api.api_workflow_client.ApiWorkflowClient method) selection() (lightly.api.api_workflow_client.ApiWorkflowClient method) selection_config_from_dict() (in module lightly.api.api_workflow_compute_worker) set_azure_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_dataset_id_by_name() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_embedding_id_to_latest() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_gcs_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_group_features() (lightly.models.modules.heads.SMoGPrototypes method) set_local_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_obs_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_s3_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_s3_delegated_access_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) share_dataset_only_with() (lightly.api.api_workflow_client.ApiWorkflowClient method) sigma (lightly.loss.dcl_loss.DCLWLoss attribute) sigmas (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.transforms.gaussian_blur.GaussianBlur attribute) SimCLRCollateFunction (class in lightly.data.collate) SimCLRProjectionHead (class in lightly.models.modules.heads)

SimSiamPredictionHead (class in lightly.models.modules.heads) SimSiamProjectionHead (class in lightly.models.modules.heads) sinkhorn_epsilon (lightly.loss.swav_loss.SwaVLoss attribute) sinkhorn_gather_distributed (lightly.loss.swav_loss.SwaVLoss attribute) sinkhorn_iterations (lightly.loss.msn_loss.MSNLoss attribute) (lightly.loss.pmsn_loss.PMSNCustomLoss attribute) (lightly.loss.pmsn_loss.PMSNLoss attribute) (lightly.loss.swav_loss.SwaVLoss attribute) size (lightly.loss.memory_bank.MemoryBankModule attribute) (lightly.models.modules.nn_memory_bank.NNMemoryBankModule attribute) SMoGCollateFunction (class in lightly.data.collate) SMoGPredictionHead (class in lightly.models.modules.heads) SMoGProjectionHead (class in lightly.models.modules.heads) SMoGPrototypes (class in lightly.models.modules.heads) solarization (lightly.data.collate.DINOCollateFunction attribute) solarize_prob (lightly.data.collate.VICRegCollateFunction attribute) solarize_probs (lightly.data.collate.SMoGCollateFunction attribute) sort_items_by_keys() (in module lightly.utils.reordering) state (lightly.api.api_workflow_compute_worker.ComputeWorkerRunInfo attribute) std_of_l2_normalized() (in module lightly.utils.debug) stride (lightly.models.resnet.BasicBlock attribute) (lightly.models.resnet.Bottleneck attribute) student_temp (lightly.loss.dino_loss.DINOLoss attribute) subloss() (lightly.loss.swav_loss.SwaVLoss method) SwaVCollateFunction (class in lightly.data.collate) SwaVLoss (class in lightly.loss.swav_loss) SwaVProjectionHead (class in lightly.models.modules.heads) SwaVPrototypes (class in lightly.models.modules.heads) SymNegCosineSimilarityLoss (class in lightly.loss.sym_neg_cos_sim_loss)

T

t_consistency (lightly.loss.regularizer.co2.CO2Regularizer attribute) target_distribution (lightly.loss.pmsn_loss.PMSNCustomLoss attribute) teacher_temp (lightly.loss.dino_loss.DINOLoss attribute) temperature (lightly.loss.dcl_loss.DCLLoss attribute) (lightly.loss.dcl_loss.DCLWLoss attribute) (lightly.loss.msn_loss.MSNLoss attribute) (lightly.loss.ntx_ent_loss.NTXentLoss attribute) (lightly.loss.pmsn_loss.PMSNCustomLoss attribute) (lightly.loss.pmsn_loss.PMSNLoss attribute) (lightly.loss.swav_loss.SwaVLoss attribute) threshold (lightly.transforms.solarize.RandomSolarization attribute)

TiCoLoss (class in lightly.loss.tico_loss) TiCoProjectionHead (class in lightly.models.modules.heads) train_cli() (in module lightly.cli.train_cli) train_embedding_model() (in module lightly.core) train_model_and_embed_images() (in module lightly.core) training_epoch_end() (lightly.utils.benchmarking.BenchmarkModule method) transform (lightly.data.collate.BaseCollateFunction attribute) (lightly.data.dataset.LightlyDataset property) transform() (lightly.utils.embeddings_2d.PCA method) transforms (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.MultiViewCollateFunction attribute)

U

update_center() (lightly.loss.dino_loss.DINOLoss method) update_processed_until_timestamp() (lightly.api.api_workflow_client.ApiWorkflowClient method) upload_custom_metadata() (lightly.api.api_workflow_client.ApiWorkflowClient method)

upload_dataset() (lightly.api.api_workflow_client.ApiWorkflowClient method) upload_embeddings() (lightly.api.api_workflow_client.ApiWorkflowClient method) upload_file_with_signed_url() (lightly.api.api_workflow_client.ApiWorkflowClient method)

V

validate_cfg() (in module lightly.cli.lightly_cli) validation_epoch_end() (lightly.utils.benchmarking.BenchmarkModule method) validation_step() (lightly.utils.benchmarking.BenchmarkModule method) verify_custom_metadata_format() (lightly.api.api_workflow_client.ApiWorkflowClient method) version_compare() (in module lightly.utils.version_compare) vf_prob (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.MSNCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute)

VICRegCollateFunction (class in lightly.data.collate) VICRegLCollateFunction (class in lightly.data.collate) VicRegLLocalProjectionHead (class in lightly.models.modules.heads) VICRegLLoss (class in lightly.loss.vicregl_loss) VICRegLoss (class in lightly.loss.vicreg_loss)

W

warmup_teacher_temp (lightly.loss.dino_loss.DINOLoss attribute) warmup_teacher_temp_epochs (lightly.loss.dino_loss.DINOLoss attribute)

weight_fn (lightly.loss.dcl_loss.DCLLoss attribute) width (lightly.models.resnet.ResNet attribute) world_size() (in module lightly.utils.dist)