Index

A

add_eval_function() (nucleus.validate.scenario_test.ScenarioTest method) (nucleus.validate.ScenarioTest method) add_item() (nucleus.Frame method) (nucleus.VideoScene method) add_items_from_dir() (nucleus.Dataset method) add_tags() (nucleus.Dataset method) (nucleus.Model method) (nucleus.Slice method) add_taxonomy() (nucleus.Dataset method) add_trained_slice_ids() (nucleus.Model method) aggregate() (nucleus.metrics.ScalarResult static method)

aggregate_score() (nucleus.metrics.Metric method) AllowedLabelMatch (class in nucleus) (class in nucleus.evaluation_v2) annotate() (nucleus.Dataset method) annotation_metadata_schema (nucleus.DatasetInfo attribute) append() (nucleus.Dataset method) (nucleus.Slice method) append_to_slice() (nucleus.NucleusClient method) AsyncJob (class in nucleus) autotag_items() (nucleus.Dataset method) autotag_training_items() (nucleus.Dataset method)

B

Benchmark (class in nucleus) (class in nucleus.benchmark) BenchmarkItemsPage (class in nucleus) BoxAnnotation (class in nucleus)

BoxAreaExclusionRule (class in nucleus) (class in nucleus.evaluation_v2_exclusions) BoxPrediction (class in nucleus) (class in nucleus.prediction) build_slice() (nucleus.Dataset method)

C

calculate_evaluation_metrics() (nucleus.Dataset method) call_metric() (nucleus.metrics.Metric method) CameraParams (class in nucleus) cancel() (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.EvaluationV2 method) CategoryAnnotation (class in nucleus) CategoryPrediction (class in nucleus) (class in nucleus.prediction) charts() (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.EvaluationV2 method) commit() (nucleus.model_run.ModelRun method) connection (nucleus.validate.scenario_test.ScenarioTest attribute) (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) (nucleus.validate.ScenarioTest attribute) content_type (nucleus.model_weights.ModelWeights attribute) (nucleus.ModelWeights attribute) create_benchmark() (nucleus.NucleusClient method) create_benchmark_evaluation_v2() (nucleus.NucleusClient method)

create_custom_index() (nucleus.Dataset method) create_dataset() (nucleus.NucleusClient method) create_dataset_from_dir() (nucleus.NucleusClient method) create_dataset_from_project() (nucleus.NucleusClient method) create_evaluation_v2() (nucleus.Benchmark method) (nucleus.benchmark.Benchmark method) create_evaluation_v2_preset() (nucleus.NucleusClient method) create_external_eval_function() (nucleus.validate.Validate method) create_image_index() (nucleus.Dataset method) create_launch_model() (nucleus.NucleusClient method) create_launch_model_from_dir() (nucleus.NucleusClient method) create_model() (nucleus.NucleusClient method) create_object_index() (nucleus.Dataset method) create_scenario_test() (nucleus.validate.Validate method) create_slice() (nucleus.Dataset method) create_slice_by_ids() (nucleus.Dataset method) CuboidAnnotation (class in nucleus) CuboidPrediction (class in nucleus) (class in nucleus.prediction)

D

Dataset (class in nucleus) dataset_id (nucleus.DatasetInfo attribute) dataset_item_id (nucleus.validate.scenario_test_evaluation.ScenarioTestItemEvaluation attribute) dataset_items() (nucleus.Slice method) DatasetInfo (class in nucleus) DatasetItem (class in nucleus) deduplicate() (nucleus.Dataset method) deduplicate_by_ids() (nucleus.Dataset method) deduplicated_count (nucleus.DeduplicationStats attribute) DeduplicationJob (class in nucleus) DeduplicationResult (class in nucleus) DeduplicationStats (class in nucleus) delete() (nucleus.Benchmark method) (nucleus.benchmark.Benchmark method) (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.evaluation_v2_preset.EvaluationV2Preset method) (nucleus.EvaluationV2 method) (nucleus.EvaluationV2Preset method) delete_annotations() (nucleus.Dataset method) delete_autotag() (nucleus.NucleusClient method)

delete_benchmark() (nucleus.NucleusClient method) delete_custom_index() (nucleus.Dataset method) delete_dataset() (nucleus.NucleusClient method) delete_evaluation_v2_preset() (nucleus.NucleusClient method) delete_item() (nucleus.Dataset method) delete_model() (nucleus.NucleusClient method) delete_model_weights() (nucleus.NucleusClient method) delete_scenario_test() (nucleus.validate.Validate method) delete_scene() (nucleus.Dataset method) delete_slice() (nucleus.NucleusClient method) delete_taxonomy() (nucleus.Dataset method) delete_tracks() (nucleus.Dataset method) delete_weights() (nucleus.Model method) DictCompatibleImmutableModel (class in nucleus.pydantic_base) DictCompatibleModel (class in nucleus.pydantic_base) download_model_weights() (nucleus.NucleusClient method) download_pointcloud_task() (nucleus.NucleusClient method) download_pointcloud_tasks() (nucleus.NucleusClient method) download_url (nucleus.model_weights.ModelWeights attribute) (nucleus.ModelWeights attribute) download_weights() (nucleus.Model method)

E

EmbeddingsExportJob (class in nucleus) errors() (nucleus.AsyncJob method) eval_function_id (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) (nucleus.validate.scenario_test_evaluation.ScenarioTestItemEvaluation attribute) evaluate() (nucleus.Model method) evaluate_model_on_scenario_tests() (nucleus.validate.Validate method) evaluation_id (nucleus.validate.scenario_test_evaluation.ScenarioTestItemEvaluation attribute) evaluation_label_schema() (nucleus.Dataset method) EvaluationCriterion (class in nucleus.validate) EvaluationV2 (class in nucleus) (class in nucleus.evaluation_v2) EvaluationV2Charts (class in nucleus) EvaluationV2ExamplesPage (class in nucleus) EvaluationV2FilterArgs (class in nucleus) EvaluationV2FilterSchema (class in nucleus) EvaluationV2MatchExample (class in nucleus)

EvaluationV2Preset (class in nucleus) (class in nucleus.evaluation_v2_preset) EvaluationV2Status (class in nucleus) (class in nucleus.evaluation_v2) examples() (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.EvaluationV2 method) export_class_labels() (nucleus.Dataset method) (nucleus.Slice method) export_embeddings() (nucleus.Dataset method) (nucleus.Slice method) export_predictions() (nucleus.Dataset method) (nucleus.Slice method) export_predictions_generator() (nucleus.Slice method) export_raw_items() (nucleus.Slice method) export_raw_json() (nucleus.Slice method) export_scale_task_info() (nucleus.Dataset method) (nucleus.Slice method)

F

filter_schema() (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.EvaluationV2 method) Frame (class in nucleus) from_id() (nucleus.AsyncJob class method) from_json() (nucleus.BoxAnnotation class method) (nucleus.BoxPrediction class method) (nucleus.CameraParams class method) (nucleus.CategoryAnnotation class method) (nucleus.CategoryPrediction class method) (nucleus.CuboidAnnotation class method) (nucleus.CuboidPrediction class method) (nucleus.DatasetItem class method) (nucleus.Frame class method) (nucleus.KeypointsAnnotation class method) (nucleus.KeypointsPrediction class method) (nucleus.LineAnnotation class method) (nucleus.LinePrediction class method) (nucleus.Model class method) (nucleus.model_weights.ModelWeights class method) (nucleus.ModelWeights class method) (nucleus.PolygonAnnotation class method) (nucleus.PolygonPrediction class method) (nucleus.prediction.BoxPrediction class method) (nucleus.prediction.CategoryPrediction class method) (nucleus.prediction.CuboidPrediction class method) (nucleus.prediction.KeypointsPrediction class method) (nucleus.prediction.LinePrediction class method) (nucleus.prediction.PolygonPrediction class method) (nucleus.prediction.SceneCategoryPrediction class method) (nucleus.prediction.SegmentationPrediction class method) (nucleus.Quaternion class method) (nucleus.SceneCategoryAnnotation class method) (nucleus.SceneCategoryPrediction class method) (nucleus.SegmentationAnnotation class method) (nucleus.SegmentationPrediction class method) (nucleus.VideoScene class method)

G

get_autotag_refinement_metrics() (nucleus.NucleusClient method) get_benchmark() (nucleus.NucleusClient method) get_dataset() (nucleus.NucleusClient method) get_eval_functions() (nucleus.validate.scenario_test.ScenarioTest method) (nucleus.validate.ScenarioTest method) get_eval_history() (nucleus.validate.scenario_test.ScenarioTest method) (nucleus.validate.ScenarioTest method) get_evaluation_v2() (nucleus.NucleusClient method) get_evaluation_v2_filter_schema() (nucleus.NucleusClient method) get_image_indexing_status() (nucleus.Dataset method) get_item() (nucleus.Frame method) (nucleus.VideoScene method) get_items() (nucleus.Frame method) (nucleus.validate.scenario_test.ScenarioTest method) (nucleus.validate.ScenarioTest method) (nucleus.VideoScene method)

get_job() (nucleus.NucleusClient method) get_model() (nucleus.NucleusClient method) get_model_weights() (nucleus.NucleusClient method) get_object_indexing_status() (nucleus.Dataset method) get_scene() (nucleus.Dataset method) get_scene_from_item_ref_id() (nucleus.Dataset method) get_sensors() (nucleus.Frame method) get_slice() (nucleus.NucleusClient method) get_slices() (nucleus.Dataset method) get_tags() (nucleus.Dataset method) ground_truth_loc() (nucleus.Dataset method)

H

has_local_files_to_upload() (nucleus.SegmentationAnnotation method)

I

id (nucleus.validate.scenario_test.ScenarioTest attribute) (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) (nucleus.validate.ScenarioTest attribute) iloc() (nucleus.Dataset method) (nucleus.model_run.ModelRun method) ImmutableModel (class in nucleus.pydantic_base) info() (nucleus.Dataset method) (nucleus.model_run.ModelRun method) (nucleus.Slice method) (nucleus.VideoScene method) ingest_tasks() (nucleus.Dataset method)

item_evals (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) item_metadata_schema (nucleus.DatasetInfo attribute) items() (nucleus.Benchmark method) (nucleus.benchmark.Benchmark method) items_and_annotation_chip_generator() (nucleus.Dataset method) items_and_annotation_generator() (nucleus.Dataset method) (nucleus.Slice method) items_and_annotations() (nucleus.Dataset method) (nucleus.Slice method) items_generator() (nucleus.Dataset method) (nucleus.Slice method)

J

jobs() (nucleus.Dataset method)

K

KeyErrorDict (class in nucleus.utils) Keypoint (class in nucleus)

KeypointsAnnotation (class in nucleus) KeypointsPrediction (class in nucleus) (class in nucleus.prediction)

L

LabelExclusionRule (class in nucleus) (class in nucleus.evaluation_v2_exclusions) leaderboard_f1_curve() (nucleus.NucleusClient method) leaderboard_ranking() (nucleus.NucleusClient method) LeaderboardF1CurveEntry (class in nucleus) LeaderboardRankingEntry (class in nucleus) length (nucleus.DatasetInfo attribute) LidarPoint (class in nucleus) LidarScene (class in nucleus) LineAnnotation (class in nucleus) LinePrediction (class in nucleus) (class in nucleus.prediction)

list_autotags() (nucleus.Dataset method) list_benchmark_items() (nucleus.NucleusClient method) list_benchmarks() (nucleus.NucleusClient method) list_evaluation_v2_presets() (nucleus.NucleusClient method) list_evaluations_v2() (nucleus.NucleusClient method) list_jobs() (nucleus.NucleusClient method) loc() (nucleus.Dataset method) (nucleus.model_run.ModelRun method) LocalDeduplicationResult (class in nucleus) (class in nucleus.local_deduplication)

M

make_request() (nucleus.NucleusClient method) MetadataExclusionRule (class in nucleus) (class in nucleus.evaluation_v2_exclusions) Metric (class in nucleus.metrics) Model (class in nucleus) model_id (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) model_project_id (nucleus.model_weights.ModelWeights attribute) (nucleus.ModelWeights attribute) model_run_ids (nucleus.DatasetInfo attribute) ModelRun (class in nucleus.model_run) ModelWeights (class in nucleus) (class in nucleus.model_weights) module nucleus nucleus.autocurate nucleus.benchmark nucleus.chip_utils nucleus.evaluation_v2 nucleus.evaluation_v2_exclusions nucleus.evaluation_v2_preset nucleus.local_deduplication nucleus.metrics nucleus.model_run nucleus.model_weights nucleus.prediction nucleus.pydantic_base nucleus.utils nucleus.validate nucleus.validate.scenario_test nucleus.validate.scenario_test_evaluation

N

name (nucleus.DatasetInfo attribute) (nucleus.validate.scenario_test.ScenarioTest attribute) (nucleus.validate.ScenarioTest attribute) nucleus module nucleus.autocurate module nucleus.benchmark module nucleus.chip_utils module nucleus.evaluation_v2 module nucleus.evaluation_v2_exclusions module nucleus.evaluation_v2_preset module nucleus.local_deduplication module

nucleus.metrics module nucleus.model_run module nucleus.model_weights module nucleus.prediction module nucleus.pydantic_base module nucleus.utils module nucleus.validate module nucleus.validate.scenario_test module nucleus.validate.scenario_test_evaluation module NucleusClient (class in nucleus)

O

original_count (nucleus.DeduplicationStats attribute)

original_filename (nucleus.model_weights.ModelWeights attribute) (nucleus.ModelWeights attribute)

P

passed (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) (nucleus.validate.scenario_test_evaluation.ScenarioTestItemEvaluation attribute) Point (class in nucleus) Point3D (class in nucleus) PolygonAnnotation (class in nucleus) PolygonPrediction (class in nucleus) (class in nucleus.prediction)

predict() (nucleus.model_run.ModelRun method) prediction_loc() (nucleus.Dataset method) (nucleus.model_run.ModelRun method) PredictionList (class in nucleus.prediction) predictions_iloc() (nucleus.Dataset method) predictions_refloc() (nucleus.Dataset method) present (nucleus.model_weights.ModelWeights attribute) (nucleus.ModelWeights attribute)

Q

Quaternion (class in nucleus) query_items() (nucleus.Dataset method)

query_objects() (nucleus.Dataset method) query_scenes() (nucleus.Dataset method)

R

refloc() (nucleus.Dataset method) (nucleus.model_run.ModelRun method) refresh() (nucleus.Benchmark method) (nucleus.benchmark.Benchmark method) (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.EvaluationV2 method) remove_tags() (nucleus.Dataset method) (nucleus.Model method) remove_trained_slice_ids() (nucleus.Model method)

result (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) (nucleus.validate.scenario_test_evaluation.ScenarioTestItemEvaluation attribute) result() (nucleus.DeduplicationJob method) result_urls() (nucleus.EmbeddingsExportJob method) retry() (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.EvaluationV2 method) RollupGroup (class in nucleus) (class in nucleus.evaluation_v2) run() (nucleus.Model method)

S

ScalarResult (class in nucleus.metrics) scenario_test_id (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) (nucleus.validate.scenario_test_evaluation.ScenarioTestItemEvaluation attribute) ScenarioTest (class in nucleus.validate) (class in nucleus.validate.scenario_test) ScenarioTestEvaluation (class in nucleus.validate.scenario_test_evaluation) ScenarioTestEvaluationStatus (class in nucleus.validate.scenario_test_evaluation) ScenarioTestItemEvaluation (class in nucleus.validate.scenario_test_evaluation) scene_and_annotation_generator() (nucleus.Dataset method) SceneCategoryAnnotation (class in nucleus) SceneCategoryPrediction (class in nucleus) (class in nucleus.prediction) Segment (class in nucleus) SegmentationAnnotation (class in nucleus) SegmentationPrediction (class in nucleus) (class in nucleus.prediction) send_to_labeling() (nucleus.Slice method)

set_baseline_model() (nucleus.validate.scenario_test.ScenarioTest method) (nucleus.validate.ScenarioTest method) set_continuous_indexing() (nucleus.Dataset method) set_primary_index() (nucleus.Dataset method) size_bytes (nucleus.model_weights.ModelWeights attribute) (nucleus.ModelWeights attribute) sleep_until_complete() (nucleus.AsyncJob method) Slice (class in nucleus) slice_id (nucleus.validate.scenario_test.ScenarioTest attribute) (nucleus.validate.ScenarioTest attribute) slice_ids (nucleus.DatasetInfo attribute) stats (nucleus.DeduplicationResult attribute) (nucleus.local_deduplication.LocalDeduplicationResult attribute) (nucleus.LocalDeduplicationResult attribute) status (nucleus.model_weights.ModelWeights attribute) (nucleus.ModelWeights attribute) (nucleus.validate.scenario_test_evaluation.ScenarioTestEvaluation attribute) status() (nucleus.AsyncJob method)

T

tags (nucleus.DatasetInfo attribute) threshold (nucleus.DeduplicationStats attribute) to_api_filters() (nucleus.EvaluationV2FilterArgs method) to_json() (nucleus.DatasetItem method) (nucleus.VideoScene method) to_payload() (nucleus.BoxAnnotation method) (nucleus.BoxPrediction method) (nucleus.CameraParams method) (nucleus.CategoryAnnotation method) (nucleus.CategoryPrediction method) (nucleus.CuboidAnnotation method) (nucleus.CuboidPrediction method) (nucleus.DatasetItem method) (nucleus.Frame method) (nucleus.KeypointsAnnotation method) (nucleus.KeypointsPrediction method) (nucleus.LineAnnotation method) (nucleus.LinePrediction method) (nucleus.PolygonAnnotation method) (nucleus.PolygonPrediction method) (nucleus.prediction.BoxPrediction method) (nucleus.prediction.CategoryPrediction method) (nucleus.prediction.CuboidPrediction method) (nucleus.prediction.KeypointsPrediction method) (nucleus.prediction.LinePrediction method) (nucleus.prediction.PolygonPrediction method) (nucleus.prediction.SceneCategoryPrediction method) (nucleus.Quaternion method) (nucleus.SceneCategoryAnnotation method) (nucleus.SceneCategoryPrediction method) (nucleus.SegmentationAnnotation method) (nucleus.VideoScene method)

U

unique (nucleus.local_deduplication.LocalDeduplicationResult attribute) (nucleus.LocalDeduplicationResult attribute) unique_dataset_items (nucleus.local_deduplication.LocalDeduplicationResult attribute) (nucleus.LocalDeduplicationResult attribute) unique_item_ids (nucleus.DeduplicationResult attribute) unique_reference_ids (nucleus.DeduplicationResult attribute) (nucleus.local_deduplication.LocalDeduplicationResult attribute) (nucleus.LocalDeduplicationResult attribute) update() (nucleus.Benchmark method) (nucleus.benchmark.Benchmark method) (nucleus.evaluation_v2_preset.EvaluationV2Preset method) (nucleus.EvaluationV2Preset method)

update_autotag() (nucleus.Dataset method) update_benchmark() (nucleus.NucleusClient method) update_evaluation_v2_preset() (nucleus.NucleusClient method) update_item_metadata() (nucleus.Dataset method) update_scene_metadata() (nucleus.Dataset method) upload_lidar_semseg_predictions() (nucleus.Dataset method) upload_model_weights() (nucleus.NucleusClient method) upload_predictions() (nucleus.Dataset method) upload_predictions_for_model_run() (nucleus.Dataset method) upload_weights() (nucleus.Model method)

V

valid_dirname() (nucleus.NucleusClient static method) Validate (class in nucleus.validate)

value (nucleus.metrics.ScalarResult attribute) VideoScene (class in nucleus)

W

wait_for_completion() (nucleus.evaluation_v2.EvaluationV2 method) (nucleus.EvaluationV2 method)

weight (nucleus.metrics.ScalarResult attribute) weights() (nucleus.Model method)