Index

_

__call__() (lightly.data.multi_view_collate.MultiViewCollate method) (lightly.transforms.gaussian_blur.GaussianBlur method) (lightly.transforms.image_grid_transform.ImageGridTransform method) (lightly.transforms.jigsaw.Jigsaw method) (lightly.transforms.mae_transform.MAETransform method) (lightly.transforms.multi_view_transform.MultiViewTransform method) (lightly.transforms.multi_view_transform_v2.MultiViewTransformV2 method) (lightly.transforms.rotation.RandomRotate method) (lightly.transforms.rotation.RandomRotateDegrees method) (lightly.transforms.simclr_transform.SimCLRViewTransform method) (lightly.transforms.solarize.RandomSolarization method)

A

activate_requires_grad() (in module lightly.models.utils) add_stochastic_depth_to_blocks() (in module lightly.models.utils) AddGridTransform (class in lightly.transforms.add_grid_transform) alpha (lightly.loss.regularizer.co2.CO2Regularizer attribute) (lightly.loss.vicregl_loss.VICRegLLoss attribute)

angle (lightly.transforms.rotation.RandomRotate attribute) ApiWorkflowClient (class in lightly.api.api_workflow_client) apply_masks() (in module lightly.models.utils) 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

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) batch_shuffle() (in module lightly.models.utils)

batch_shuffle_distributed() (in module lightly.models.utils) batch_unshuffle() (in module lightly.models.utils) batch_unshuffle_distributed() (in module lightly.models.utils) 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 (lightly.loss.dino_loss.DINOLoss attribute) center_mode (lightly.loss.ibot_loss.IBOTPatchLoss attribute) center_momentum (lightly.loss.dino_loss.DINOLoss attribute) (lightly.loss.ibot_loss.IBOTPatchLoss attribute) check_embeddings() (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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) cj_contrast (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) cj_hue (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute)

cj_sat (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.PIRLCollateFunction attribute) (lightly.data.collate.VICRegCollateFunction attribute) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) CO2Regularizer (class in lightly.loss.regularizer.co2) compute_worker_run_info_generator() (lightly.api.api_workflow_client.ApiWorkflowClient method) ComputeWorkerRunInfo (class in lightly.api.api_workflow_compute_worker) concat_all_gather() (in module lightly.models.utils) create_dataset() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_new_dataset_with_unique_name() (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) (lightly.transforms.multi_crop_transform.MultiCropTranform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) crop_max_scales (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.transforms.multi_crop_transform.MultiCropTranform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) crop_min_scales (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.transforms.multi_crop_transform.MultiCropTranform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) crop_size (lightly.transforms.jigsaw.Jigsaw attribute) crop_sizes (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SMoGCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) (lightly.transforms.multi_crop_transform.MultiCropTranform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute)

D

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) deactivate_requires_grad() (in module lightly.models.utils) 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) DenseCLProjectionHead (class in lightly.models.modules.heads) DenseCLTransform (class in lightly.transforms.densecl_transform) DetConBLoss (class in lightly.loss.detcon_loss) DetConSLoss (class in lightly.loss.detcon_loss) DetConSTransform (class in lightly.transforms.detcon_transform) DINOCollateFunction (class in lightly.data.collate) DINOLoss (class in lightly.loss.dino_loss)

DINOProjectionHead (class in lightly.models.modules.heads) DINOTransform (class in lightly.transforms.dino_transform) DINOv2ProjectionHead (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_report_v2_json() (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) DSERegularizer (class in lightly.loss.regularizer.dse) 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.loss.koleo_loss.KoLeoLoss attribute) (lightly.loss.vicreg_loss.VICRegLoss attribute) (lightly.loss.vicregl_loss.VICRegLLoss attribute) (lightly.utils.embeddings_2d.PCA attribute) expand_index_like() (in module lightly.models.utils) 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

FastSiamTransform (class in lightly.transforms.fast_siam_transform) feature_dim_first (lightly.loss.memory_bank.MemoryBankModule attribute) fit() (lightly.utils.embeddings_2d.PCA method) fit_pca() (in module lightly.utils.embeddings_2d) focal_crop_scale (lightly.data.collate.MSNCollateFunction attribute) (lightly.transforms.msn_transform.MSNTransform attribute) focal_size (lightly.data.collate.MSNCollateFunction attribute) (lightly.transforms.msn_transform.MSNTransform attribute) focal_views (lightly.data.collate.MSNCollateFunction attribute) (lightly.transforms.msn_transform.MSNTransform attribute) 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.detcon_loss.DetConBLoss method) (lightly.loss.detcon_loss.DetConSLoss method) (lightly.loss.dino_loss.DINOLoss method) (lightly.loss.hypersphere_loss.HypersphereLoss method) (lightly.loss.ibot_loss.IBOTPatchLoss method) (lightly.loss.ibot_loss.IBOTPlusPlusPatchLoss method) (lightly.loss.koleo_loss.KoLeoLoss method) (lightly.loss.lejepa_loss.LeJEPALoss method) (lightly.loss.lejepa_loss.SIGReg method) (lightly.loss.memory_bank.MemoryBankModule method) (lightly.loss.mmcr_loss.MMCRLoss 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.regularizer.dse.DSERegularizer 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.DINOv2ProjectionHead 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.transforms.random_crop_and_flip_with_grid.RandomHorizontalFlipWithLocation method) (lightly.transforms.random_crop_and_flip_with_grid.RandomResizedCropAndFlip method) (lightly.transforms.random_crop_and_flip_with_grid.RandomResizedCropWithLocation method) (lightly.transforms.random_crop_and_flip_with_grid.RandomVerticalFlipWithLocation 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.detcon_loss.DetConBLoss attribute) (lightly.loss.detcon_loss.DetConSLoss attribute) (lightly.loss.lejepa_loss.SIGReg attribute) (lightly.loss.memory_bank.MemoryBankModule 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.vicreg_loss.VICRegLoss attribute) (lightly.loss.vicregl_loss.VICRegLLoss 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) gaussian_blur_kernel_sizes (lightly.data.collate.SMoGCollateFunction attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) gaussian_blur_probs (lightly.data.collate.SMoGCollateFunction attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) gaussian_blur_sigmas (lightly.data.collate.SMoGCollateFunction attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) gaussian_blur_t1 (lightly.transforms.detcon_transform.DetConSTransform attribute) gaussian_blur_t2 (lightly.transforms.detcon_transform.DetConSTransform attribute) GaussianBlur (class in lightly.transforms.gaussian_blur) generate_grid_of_augmented_images() (in module lightly.utils.debug) get_1d_sine_cosine_positional_embedding_from_positions() (in module lightly.models.utils) get_2d_sincos_pos_embed() (in module lightly.models.utils) get_2d_sine_cosine_positional_embedding() (in module lightly.models.utils) get_2d_sine_cosine_positional_embedding_from_grid() (in module lightly.models.utils) 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_at_index() (in module lightly.models.utils) 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_compute_worker_runs_iter() (lightly.api.api_workflow_client.ApiWorkflowClient method) get_compute_workers() (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_datasets_iter() (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.data.dataset.LightlyDataset method) get_filepath_from_filename() (lightly.data.dataset.LightlyDataset method) get_named_leaf_modules() (in module lightly.models.utils) get_params() (lightly.transforms.random_crop_and_flip_with_grid.RandomResizedCropWithLocation static 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) get_weight_decay_parameters() (in module lightly.models.utils) global_clusters (lightly.loss.regularizer.dse.DSERegularizer attribute) global_crop_scale (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) global_crop_size (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) global_gaussian_blur_kernel_size (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) global_gaussian_blur_prob (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) global_gaussian_blur_sigmas (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) global_grid_size (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) global_solarize_prob (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) grid_size (lightly.transforms.detcon_transform.DetConSTransform 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute)

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

I

IBOTPatchLoss (class in lightly.loss.ibot_loss) IBOTPlusPlusPatchLoss (class in lightly.loss.ibot_loss) IJEPAMaskCollator (class in lightly.data.collate) ImageCollateFunction (class in lightly.data.collate) ImageGridTransform (class in lightly.transforms.image_grid_transform) img_size (lightly.transforms.jigsaw.Jigsaw attribute) in_end_state() (lightly.api.api_workflow_compute_worker.ComputeWorkerRunInfo method) in_planes (lightly.models.resnet.BasicBlock attribute) (lightly.models.resnet.Bottleneck attribute) initialize_learnable_positional_embedding() (in module lightly.models.utils) initialize_positional_embedding() (in module lightly.models.utils) 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.mae_transform.MAETransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute)

InvalidConfigurationError (class in lightly.api.api_workflow_compute_worker)

J

Jigsaw (class in lightly.transforms.jigsaw)

K

k (lightly.transforms.mmcr_transform.MMCRTransform attribute) kernel_scale (lightly.data.collate.DINOCollateFunction attribute) (lightly.transforms.dino_transform.DINOTransform 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.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.gaussian_blur.GaussianBlur attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute)

KoLeoLoss (class in lightly.loss.koleo_loss)

L

lambda_param (lightly.loss.lejepa_loss.LeJEPALoss attribute) (lightly.loss.vicreg_loss.VICRegLoss attribute) (lightly.loss.vicregl_loss.VICRegLLoss attribute) layers (lightly.models.resnet.ResNet attribute) LeJEPALoss (class in lightly.loss.lejepa_loss) LeJEPAProjectionHead (class in lightly.models.modules.heads) lightly module lightly.api module lightly.api.api_workflow_client 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.utils module lightly.models.zoo module lightly.transforms module lightly.transforms.add_grid_transform module lightly.transforms.densecl_transform module lightly.transforms.detcon_transform module lightly.transforms.dino_transform module lightly.transforms.fast_siam_transform module lightly.transforms.gaussian_blur module lightly.transforms.image_grid_transform module lightly.transforms.jigsaw module lightly.transforms.mae_transform module lightly.transforms.mmcr_transform module lightly.transforms.moco_transform module

lightly.transforms.msn_transform module lightly.transforms.multi_crop_transform module lightly.transforms.multi_view_transform module lightly.transforms.multi_view_transform_v2 module lightly.transforms.pirl_transform module lightly.transforms.random_crop_and_flip_with_grid module lightly.transforms.rotation module lightly.transforms.simclr_transform module lightly.transforms.simsiam_transform module lightly.transforms.smog_transform module lightly.transforms.solarize module lightly.transforms.swav_transform module lightly.transforms.utils module lightly.transforms.vicreg_transform module lightly.transforms.vicregl_transform 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_clusters (lightly.loss.regularizer.dse.DSERegularizer attribute) local_crop_scale (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) local_crop_size (lightly.data.collate.DINOCollateFunction attribute) (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) local_gaussian_blur_kernel_size (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) local_gaussian_blur_prob (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) local_gaussian_blur_sigmas (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) local_grid_size (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) local_solarize_prob (lightly.data.collate.VICRegLCollateFunction attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) Location (class in lightly.transforms.random_crop_and_flip_with_grid) location_to_NxN_grid() (lightly.transforms.random_crop_and_flip_with_grid.RandomResizedCropAndFlip method)

M

MAECollateFunction (class in lightly.data.collate) MAETransform (class in lightly.transforms.mae_transform) mask_at_index() (in module lightly.models.utils) mask_bool() (in module lightly.models.utils) max_kmeans_iters (lightly.loss.regularizer.dse.DSERegularizer attribute) me_max_weight (lightly.loss.msn_loss.MSNLoss attribute) mean (lightly.utils.embeddings_2d.PCA 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.mae_transform.MAETransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) MMCRLoss (class in lightly.loss.mmcr_loss) MMCRProjectionHead (class in lightly.models.modules.heads) MMCRTransform (class in lightly.transforms.mmcr_transform) MoCoCollateFunction (class in lightly.data.collate) MoCoProjectionHead (class in lightly.models.modules.heads) MoCoV1Transform (class in lightly.transforms.moco_transform) MoCoV2Transform (class in lightly.transforms.moco_transform) module lightly lightly.api lightly.api.api_workflow_client 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.utils lightly.models.zoo lightly.transforms lightly.transforms.add_grid_transform lightly.transforms.densecl_transform lightly.transforms.detcon_transform lightly.transforms.dino_transform lightly.transforms.fast_siam_transform lightly.transforms.gaussian_blur lightly.transforms.image_grid_transform lightly.transforms.jigsaw lightly.transforms.mae_transform lightly.transforms.mmcr_transform lightly.transforms.moco_transform lightly.transforms.msn_transform lightly.transforms.multi_crop_transform lightly.transforms.multi_view_transform lightly.transforms.multi_view_transform_v2 lightly.transforms.pirl_transform lightly.transforms.random_crop_and_flip_with_grid lightly.transforms.rotation lightly.transforms.simclr_transform lightly.transforms.simsiam_transform lightly.transforms.smog_transform lightly.transforms.solarize lightly.transforms.swav_transform lightly.transforms.utils lightly.transforms.vicreg_transform lightly.transforms.vicregl_transform 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

most_similar_index() (in module lightly.models.utils) MSNCollateFunction (class in lightly.data.collate) MSNLoss (class in lightly.loss.msn_loss) MSNProjectionHead (class in lightly.models.modules.heads) MSNTransform (class in lightly.transforms.msn_transform) mu_param (lightly.loss.vicreg_loss.VICRegLoss attribute) (lightly.loss.vicregl_loss.VICRegLLoss attribute) MultiCropCollateFunction (class in lightly.data.collate) MultiCropTranform (class in lightly.transforms.multi_crop_transform) MultiViewCollate (class in lightly.data.multi_view_collate) MultiViewCollateFunction (class in lightly.data.collate) MultiViewTransform (class in lightly.transforms.multi_view_transform) MultiViewTransformV2 (class in lightly.transforms.multi_view_transform_v2)

N

n_components (lightly.utils.embeddings_2d.PCA attribute) n_global_views (lightly.transforms.vicregl_transform.VICRegLTransform attribute) n_grid (lightly.data.collate.PIRLCollateFunction attribute) (lightly.transforms.jigsaw.Jigsaw attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) n_local_views (lightly.data.collate.DINOCollateFunction attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) n_prototypes (lightly.models.modules.heads.SwaVPrototypes attribute) n_steps_frozen_prototypes (lightly.models.modules.heads.SwaVPrototypes attribute) nearest_neighbors() (in module lightly.models.utils) 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) (lightly.loss.regularizer.dse.DSERegularizer attribute) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.mae_transform.MAETransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute)

normalize() (lightly.models.modules.heads.SwaVPrototypes method) normalize_mean_var() (in module lightly.models.utils) normalize_weight() (in module lightly.models.utils) NTXentLoss (class in lightly.loss.ntx_ent_loss) nu_param (lightly.loss.vicreg_loss.VICRegLoss attribute) (lightly.loss.vicregl_loss.VICRegLLoss attribute) num_classes (lightly.models.resnet.ResNet attribute) num_cols (lightly.transforms.add_grid_transform.AddGridTransform attribute) num_matches (lightly.loss.vicregl_loss.VICRegLLoss attribute) num_rows (lightly.transforms.add_grid_transform.AddGridTransform attribute) num_vectors (lightly.loss.lejepa_loss.SIGReg attribute) num_views (lightly.transforms.fast_siam_transform.FastSiamTransform attribute)

O

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

P

p (lightly.loss.koleo_loss.KoLeoLoss attribute) patchify() (in module lightly.models.utils) PCA (class in lightly.utils.embeddings_2d) phi (lightly.loss.lejepa_loss.SIGReg attribute) PIRLCollateFunction (class in lightly.data.collate) PIRLTransform (class in lightly.transforms.pirl_transform) 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) pool_masked() (in module lightly.models.utils) power_law_exponent (lightly.loss.pmsn_loss.PMSNLoss attribute) prepend_class_token() (in module lightly.models.utils) 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_block_mask() (in module lightly.models.utils) random_block_mask_image() (in module lightly.models.utils) random_crop_scale (lightly.data.collate.MSNCollateFunction attribute) (lightly.transforms.msn_transform.MSNTransform 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.pirl_transform.PIRLTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.smog_transform.SMoGTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) (lightly.transforms.vicregl_transform.VICRegLTransform attribute) random_prefix_mask() (in module lightly.models.utils) random_size (lightly.data.collate.MSNCollateFunction attribute) (lightly.transforms.msn_transform.MSNTransform attribute) random_token_mask() (in module lightly.models.utils) random_views (lightly.data.collate.MSNCollateFunction attribute) (lightly.transforms.msn_transform.MSNTransform attribute) RandomHorizontalFlipWithLocation (class in lightly.transforms.random_crop_and_flip_with_grid) RandomResizedCropAndFlip (class in lightly.transforms.random_crop_and_flip_with_grid) RandomResizedCropWithLocation (class in lightly.transforms.random_crop_and_flip_with_grid) RandomRotate (class in lightly.transforms.rotation) RandomRotateDegrees (class in lightly.transforms.rotation) RandomSolarization (class in lightly.transforms.solarize) RandomVerticalFlipWithLocation (class in lightly.transforms.random_crop_and_flip_with_grid) rank() (in module lightly.utils.dist) rank_zero_only() (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) repeat_interleave_batch() (in module lightly.models.utils) repeat_token() (in module lightly.models.utils) 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform 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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute)

S

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) select_most_similar() (in module lightly.models.utils) set_at_index() (in module lightly.models.utils) set_azure_config() (lightly.api.api_workflow_client.ApiWorkflowClient method) set_dataset_id_by_name() (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.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.gaussian_blur.GaussianBlur attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) SIGReg (class in lightly.loss.lejepa_loss) sigreg (lightly.loss.lejepa_loss.LeJEPALoss attribute)

SimCLRCollateFunction (class in lightly.data.collate) SimCLRProjectionHead (class in lightly.models.modules.heads) SimCLRTransform (class in lightly.transforms.simclr_transform) SimCLRViewTransform (class in lightly.transforms.simclr_transform) SimSiamPredictionHead (class in lightly.models.modules.heads) SimSiamProjectionHead (class in lightly.models.modules.heads) SimSiamTransform (class in lightly.transforms.simsiam_transform) 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) SMoGTransform (class in lightly.transforms.smog_transform) solarization (lightly.data.collate.DINOCollateFunction attribute) (lightly.transforms.dino_transform.DINOTransform attribute) solarize_prob (lightly.data.collate.VICRegCollateFunction attribute) (lightly.transforms.vicreg_transform.VICRegTransform attribute) solarize_probs (lightly.data.collate.SMoGCollateFunction attribute) (lightly.transforms.smog_transform.SMoGTransform 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) (lightly.loss.ibot_loss.IBOTPatchLoss 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) SwaVTransform (class in lightly.transforms.swav_transform) SymNegCosineSimilarityLoss (class in lightly.loss.sym_neg_cos_sim_loss)

T

t (lightly.loss.lejepa_loss.SIGReg attribute) t_consistency (lightly.loss.regularizer.co2.CO2Regularizer attribute) target_distribution (lightly.loss.pmsn_loss.PMSNCustomLoss attribute) teacher_temp (lightly.loss.dino_loss.DINOLoss attribute) (lightly.loss.ibot_loss.IBOTPatchLoss attribute) teacher_temp_schedule (lightly.loss.dino_loss.DINOLoss attribute) temperature (lightly.loss.dcl_loss.DCLLoss attribute) (lightly.loss.dcl_loss.DCLWLoss attribute) (lightly.loss.detcon_loss.DetConBLoss attribute) (lightly.loss.detcon_loss.DetConSLoss 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) tol (lightly.loss.regularizer.dse.DSERegularizer attribute) train_cli() (in module lightly.cli.train_cli) train_embedding_model() (in module lightly.core) train_model_and_embed_images() (in module lightly.core) transform (lightly.data.collate.BaseCollateFunction attribute) (lightly.data.dataset.LightlyDataset property) (lightly.transforms.jigsaw.Jigsaw attribute) (lightly.transforms.mmcr_transform.MMCRTransform attribute) transform() (lightly.transforms.add_grid_transform.AddGridTransform method) (lightly.utils.embeddings_2d.PCA method) transforms (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.MultiViewCollateFunction attribute) (lightly.transforms.image_grid_transform.ImageGridTransform attribute) (lightly.transforms.multi_crop_transform.MultiCropTranform attribute)

U

unpatchify() (in module lightly.models.utils) update_center() (lightly.loss.dino_loss.DINOLoss method)

update_drop_path_rate() (in module lightly.models.utils) update_momentum() (in module lightly.models.utils) update_processed_until_timestamp() (lightly.api.api_workflow_client.ApiWorkflowClient method)

V

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) (lightly.transforms.densecl_transform.DenseCLTransform attribute) (lightly.transforms.detcon_transform.DetConSTransform attribute) (lightly.transforms.dino_transform.DINOTransform attribute) (lightly.transforms.fast_siam_transform.FastSiamTransform attribute) (lightly.transforms.moco_transform.MoCoV1Transform attribute) (lightly.transforms.moco_transform.MoCoV2Transform attribute) (lightly.transforms.msn_transform.MSNTransform attribute) (lightly.transforms.simclr_transform.SimCLRTransform attribute) (lightly.transforms.simclr_transform.SimCLRViewTransform attribute) (lightly.transforms.simsiam_transform.SimSiamTransform attribute) (lightly.transforms.swav_transform.SwaVTransform attribute) (lightly.transforms.vicreg_transform.VICRegTransform 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) VICRegLTransform (class in lightly.transforms.vicregl_transform) VICRegProjectionHead (class in lightly.models.modules.heads) VICRegTransform (class in lightly.transforms.vicreg_transform)

W

w (lightly.utils.embeddings_2d.PCA attribute) warmup_teacher_temp_epochs (lightly.loss.dino_loss.DINOLoss attribute) weight (lightly.loss.regularizer.dse.DSERegularizer attribute)

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