Index

A

ActiveLearningAgent (class in lightly.active_learning.agents.agent) added_set (lightly.active_learning.agents.agent.ActiveLearningAgent attribute) alpha (lightly.loss.regularizer.co2.CO2Regularizer attribute) angle (lightly.transforms.rotation.RandomRotate attribute)

api_workflow_client (lightly.active_learning.agents.agent.ActiveLearningAgent attribute) ApiWorkflowClient (class in lightly.api.api_workflow_client) append_embeddings() (lightly.api.api_workflow_client.ApiWorkflowClient method) area() (lightly.active_learning.utils.bounding_box.BoundingBox property)

B

backbone (lightly.utils.benchmarking.BenchmarkModule attribute) 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)

BenchmarkModule (class in lightly.utils.benchmarking) block (lightly.models.resnet.ResNet attribute) Bottleneck (class in lightly.models.resnet) BoundingBox (class in lightly.active_learning.utils.bounding_box) boxes (lightly.active_learning.utils.object_detection_output.ObjectDetectionOutput attribute) BYOLProjectionHead (class in lightly.models.modules.heads)

C

calculate_scores() (lightly.active_learning.scorers.classification.ScorerClassification method) (lightly.active_learning.scorers.detection.ScorerObjectDetection method) (lightly.active_learning.scorers.semantic_segmentation.ScorerSemanticSegmentation method) 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.ImageCollateFunction attribute) cj_contrast (lightly.data.collate.ImageCollateFunction attribute) cj_hue (lightly.data.collate.ImageCollateFunction attribute) cj_prob (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) cj_sat (lightly.data.collate.ImageCollateFunction attribute) cj_strength (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute)

class_probabilities (lightly.active_learning.utils.object_detection_output.ObjectDetectionOutput attribute) CO2Regularizer (class in lightly.loss.regularizer.co2) COCO_ANNOTATION_KEYS (class in lightly.utils.io) config (lightly.active_learning.scorers.detection.ScorerObjectDetection attribute) create_dataset() (lightly.api.api_workflow_client.ApiWorkflowClient method) create_new_dataset_with_unique_name() (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.SwaVCollateFunction attribute) crop_max_scales (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) crop_min_scales (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) crop_sizes (lightly.data.collate.MultiCropCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute)

D

dataloader_kNN (lightly.utils.benchmarking.BenchmarkModule attribute) dataset_id() (lightly.api.api_workflow_client.ApiWorkflowClient property) dataset_type() (lightly.api.api_workflow_client.ApiWorkflowClient property) delete_dataset_by_id() (lightly.api.api_workflow_client.ApiWorkflowClient method)

download_cli() (in module lightly.cli.download_cli) download_dataset() (lightly.api.api_workflow_client.ApiWorkflowClient method) download_new_raw_samples() (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)

EmbeddingDoesNotExistError eps (lightly.utils.embeddings_2d.PCA attribute)

F

fit() (lightly.utils.embeddings_2d.PCA method) fit_pca() (in module lightly.utils.embeddings_2d) format_custom_metadata() (in module lightly.utils.io) forward() (lightly.data.collate.BaseCollateFunction method) (lightly.data.collate.MultiCropCollateFunction method) (lightly.loss.barlow_twins_loss.BarlowTwinsLoss method) (lightly.loss.hypersphere_loss.HypersphereLoss method) (lightly.loss.memory_bank.MemoryBankModule method) (lightly.loss.negative_cosine_similarity.NegativeCosineSimilarity method) (lightly.loss.ntx_ent_loss.NTXentLoss method) (lightly.loss.regularizer.co2.CO2Regularizer method) (lightly.loss.sym_neg_cos_sim_loss.SymNegCosineSimilarityLoss method) (lightly.models.modules.heads.ProjectionHead method) (lightly.models.modules.nn_memory_bank.NNMemoryBankModule method) (lightly.models.resnet.BasicBlock method) (lightly.models.resnet.Bottleneck method) (lightly.models.resnet.ResNet method)

from_scores() (lightly.active_learning.utils.object_detection_output.ObjectDetectionOutput class method) from_torch_dataset() (lightly.data.dataset.LightlyDataset class method) from_x_y_w_h() (lightly.active_learning.utils.bounding_box.BoundingBox class method) from_yolo_label() (lightly.active_learning.utils.bounding_box.BoundingBox class method)

G

gather_distributed (lightly.loss.ntx_ent_loss.NTXentLoss attribute) gaussian_blur (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) GaussianBlur (class in lightly.transforms.gaussian_blur) get_all_tags() (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_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_processed_until_timestamp() (lightly.api.api_workflow_client.ApiWorkflowClient method)

H

height() (lightly.active_learning.utils.bounding_box.BoundingBox property) hf_prob (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute)

HypersphereLoss (class in lightly.loss.hypersphere_loss)

I

ImageCollateFunction (class in lightly.data.collate) 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_size (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute)

K

kernel_size (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction 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

labeled_set (lightly.active_learning.agents.agent.ActiveLearningAgent attribute) labels (lightly.active_learning.utils.object_detection_output.ObjectDetectionOutput attribute) layers (lightly.models.resnet.ResNet attribute) lightly module lightly.active_learning module lightly.active_learning.agents.agent module lightly.active_learning.config.sampler_config module lightly.active_learning.scorers.classification module lightly.active_learning.scorers.detection module lightly.active_learning.scorers.scorer module lightly.active_learning.scorers.semantic_segmentation module lightly.active_learning.utils.bounding_box module lightly.active_learning.utils.object_detection_output module lightly.api module lightly.api.api_workflow_client module lightly.api.api_workflow_datasets module lightly.api.api_workflow_download_dataset module lightly.api.api_workflow_sampling module lightly.api.api_workflow_upload_dataset module lightly.api.api_workflow_upload_embeddings module lightly.api.api_workflow_upload_metadata 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.upload_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.embeddings_2d module lightly.utils.io module lightly_cli() (in module lightly.cli.lightly_cli) LightlyDataset (class in lightly.data.dataset) load_embeddings() (in module lightly.utils.io) load_embeddings_as_dict() (in module lightly.utils.io)

M

max_accuracy (lightly.utils.benchmarking.BenchmarkModule attribute) memory_bank_size (lightly.loss.ntx_ent_loss.NTXentLoss attribute) (lightly.loss.regularizer.co2.CO2Regularizer attribute) MemoryBankModule (class in lightly.loss.memory_bank) method (lightly.active_learning.config.sampler_config.SamplerConfig attribute) min_distance (lightly.active_learning.config.sampler_config.SamplerConfig attribute) min_scale (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) MoCoCollateFunction (class in lightly.data.collate) MoCoProjectionHead (class in lightly.models.modules.heads) model_output (lightly.active_learning.scorers.classification.ScorerClassification attribute) (lightly.active_learning.scorers.detection.ScorerObjectDetection attribute) (lightly.active_learning.scorers.semantic_segmentation.ScorerSemanticSegmentation attribute) module lightly lightly.active_learning lightly.active_learning.agents.agent lightly.active_learning.config.sampler_config lightly.active_learning.scorers.classification lightly.active_learning.scorers.detection lightly.active_learning.scorers.scorer lightly.active_learning.scorers.semantic_segmentation lightly.active_learning.utils.bounding_box lightly.active_learning.utils.object_detection_output lightly.api lightly.api.api_workflow_client lightly.api.api_workflow_datasets lightly.api.api_workflow_download_dataset lightly.api.api_workflow_sampling lightly.api.api_workflow_upload_dataset lightly.api.api_workflow_upload_embeddings lightly.api.api_workflow_upload_metadata lightly.cli lightly.cli.crop_cli lightly.cli.download_cli lightly.cli.embed_cli lightly.cli.lightly_cli lightly.cli.train_cli lightly.cli.upload_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.embeddings_2d lightly.utils.io

MultiCropCollateFunction (class in lightly.data.collate)

N

n_components (lightly.utils.embeddings_2d.PCA attribute) n_samples (lightly.active_learning.config.sampler_config.SamplerConfig attribute) name (lightly.active_learning.config.sampler_config.SamplerConfig 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)

normalize (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) NTXentLoss (class in lightly.loss.ntx_ent_loss) num_classes (lightly.models.resnet.ResNet attribute) (lightly.utils.benchmarking.BenchmarkModule attribute)

O

object_probabilities (lightly.active_learning.utils.object_detection_output.ObjectDetectionOutput attribute)

ObjectDetectionOutput (class in lightly.active_learning.utils.object_detection_output)

P

PCA (class in lightly.utils.embeddings_2d) planes (lightly.models.resnet.BasicBlock attribute) (lightly.models.resnet.Bottleneck attribute)

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

Q

query() (lightly.active_learning.agents.agent.ActiveLearningAgent method)

query_set (lightly.active_learning.agents.agent.ActiveLearningAgent attribute)

R

random_gray_scale (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute) RandomRotate (class in lightly.transforms.rotation) RandomSolarization (class in lightly.transforms.solarize)

ResNet (class in lightly.models.resnet) ResNetGenerator() (in module lightly.models.resnet) rr_prob (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute)

S

SamplerConfig (class in lightly.active_learning.config.sampler_config) sampling() (lightly.api.api_workflow_client.ApiWorkflowClient method) save_custom_metadata() (in module lightly.utils.io) save_embeddings() (in module lightly.utils.io) scale (lightly.transforms.gaussian_blur.GaussianBlur attribute) score_names() (lightly.active_learning.scorers.classification.ScorerClassification class method) (lightly.active_learning.scorers.detection.ScorerObjectDetection class method) ScorerClassification (class in lightly.active_learning.scorers.classification) ScorerObjectDetection (class in lightly.active_learning.scorers.detection) ScorerSemanticSegmentation (class in lightly.active_learning.scorers.semantic_segmentation) scores (lightly.active_learning.utils.object_detection_output.ObjectDetectionOutput attribute) set_dataset_id_by_name() (lightly.api.api_workflow_client.ApiWorkflowClient method)

set_embedding_id_to_latest() (lightly.api.api_workflow_client.ApiWorkflowClient method) 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) size (lightly.loss.memory_bank.MemoryBankModule attribute) (lightly.models.modules.nn_memory_bank.NNMemoryBankModule attribute) stride (lightly.models.resnet.BasicBlock attribute) (lightly.models.resnet.Bottleneck attribute) SwaVCollateFunction (class in lightly.data.collate) 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) temperature (lightly.loss.ntx_ent_loss.NTXentLoss attribute) threshold (lightly.transforms.solarize.RandomSolarization 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) training_epoch_end() (lightly.utils.benchmarking.BenchmarkModule method) transform (lightly.data.collate.BaseCollateFunction attribute) transform() (lightly.data.dataset.LightlyDataset property) (lightly.utils.embeddings_2d.PCA method) transforms (lightly.data.collate.MultiCropCollateFunction attribute)

U

unlabeled_set (lightly.active_learning.agents.agent.ActiveLearningAgent attribute) update_processed_until_timestamp() (lightly.api.api_workflow_client.ApiWorkflowClient method) upload_cli() (in module lightly.cli.upload_cli) 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) upload_scores() (lightly.active_learning.agents.agent.ActiveLearningAgent method)

V

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)

vf_prob (lightly.data.collate.ImageCollateFunction attribute) (lightly.data.collate.MoCoCollateFunction attribute) (lightly.data.collate.SimCLRCollateFunction attribute) (lightly.data.collate.SwaVCollateFunction attribute)

W

width (lightly.models.resnet.ResNet attribute)

width() (lightly.active_learning.utils.bounding_box.BoundingBox property)

X

x0 (lightly.active_learning.utils.bounding_box.BoundingBox attribute)

x1 (lightly.active_learning.utils.bounding_box.BoundingBox attribute)

Y

y0 (lightly.active_learning.utils.bounding_box.BoundingBox attribute)

y1 (lightly.active_learning.utils.bounding_box.BoundingBox attribute)