Index

A

active_label_view() (vertebrae.datasets.base.BenchmarkDataset method) active_target_view() (vertebrae.datasets.base.BenchmarkDataset method) AdapterOperationResult (class in vertebrae.profiling) add_extractor() (vertebrae.benchmark.Benchmark method) add_member() (vertebrae.utils.memory.IncrementalMetadataStager method) admit_final_metadata() (in module vertebrae.utils.memory) aggregate_distributed_resource_profiles() (in module vertebrae.profiling) algorithm_kwargs (vertebrae.config.EmbeddingCompressionConfig attribute) allow_disk_spill (vertebrae.config.MemoryConfig attribute) append() (vertebrae.monitoring.EvaluationHistory method) (vertebrae.utils.memory.IncrementalMatrixReferenceStager method) (vertebrae.utils.memory.IncrementalMatrixStager method) (vertebrae.utils.memory.IncrementalMetadataStager method) ArrayArtifactManifest (class in vertebrae.cache.artifact_store)

ArtifactFootprint (class in vertebrae.profiling) ArtifactManifest (class in vertebrae.cache.artifact_store) ArtifactStat (class in vertebrae.cache.artifact_store) ArtifactStore (class in vertebrae.cache.artifact_store) ArtifactStoreConfig (class in vertebrae.cache.artifact_store) as_embedding_metric() (in module vertebrae.scoring.metrics) assemble() (vertebrae.utils.memory.IncrementalMatrixReferenceStager method) (vertebrae.utils.memory.IncrementalMatrixStager method) assemble_matrix_rows() (in module vertebrae.utils.memory) assert_within_memory() (in module vertebrae.utils.memory) assume_matryoshka (vertebrae.config.EmbeddingCompressionConfig attribute) auto_k_for_class() (in module vertebrae.scoring.overlap) auto_subsample_on_memory_exceeded (vertebrae.config.MemoryConfig attribute) available_bytes (vertebrae.utils.memory.MemoryBudget attribute)

B

BaseResourceProfileAdapter (class in vertebrae.profiling) batch_embedding_bytes (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute) batch_size (vertebrae.config.EmbeddingConfig attribute) (vertebrae.execution.jobs.EmbeddingShardJob attribute) Benchmark (class in vertebrae.benchmark) benchmark_result_columns() (in module vertebrae.results)

benchmark_result_from_artifacts() (in module vertebrae.execution.distributed) BenchmarkDataset (class in vertebrae.datasets.base) BenchmarkExecutionError BenchmarkResult (class in vertebrae.results) budget (vertebrae.config.SeparatixConfig attribute) build_parser() (in module vertebrae.cli)

C

cache_dir (vertebrae.config.CacheConfig attribute) CacheConfig (class in vertebrae.config) CallableExtractor (class in vertebrae.extractors.callable) CallableMetric (class in vertebrae.scoring.metrics) CallableRetrievalExtractor (class in vertebrae.extractors.retrieval) CallableSpatialExtractor (class in vertebrae.extractors.spatial) CallableStructuredExtractor (class in vertebrae.extractors.structured) canonical_json_exact() (in module vertebrae.cache.fingerprint) canonical_metric_targets() (in module vertebrae.utils.labels) canonical_semantic_array() (in module vertebrae.utils.semantic_labels) class_counts() (in module vertebrae.utils.labels) (vertebrae.datasets.base.BenchmarkDataset method) class_labels() (vertebrae.datasets.zero_shot.ZeroShotDataset method) close() (vertebrae.utils.memory.IncrementalMatrixReferenceStager method) (vertebrae.utils.memory.IncrementalMatrixStager method) (vertebrae.utils.memory.IncrementalMetadataStager method) coerce_label_input() (in module vertebrae.utils.labels) collect_score_artifacts() (in module vertebrae.execution.distributed) compress_embedding_artifact() (in module vertebrae.execution.distributed) compress_embedding_artifacts() (in module vertebrae.execution.distributed)

compress_embedding_pair() (in module vertebrae.compression.paired) compress_embeddings() (in module vertebrae.compression.base) compress_retrieval_embedding_artifacts() (in module vertebrae.execution.distributed) compress_zero_shot_embedding_artifacts() (in module vertebrae.execution.zero_shot) compression_variant_name() (in module vertebrae.compression.naming) CompressionJob (class in vertebrae.execution.jobs) CompressionResult (class in vertebrae.compression.base) config() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) ConsoleReporter (class in vertebrae.monitoring) contains_context() (vertebrae.monitoring.EvaluationHistory method) ContinuousOverlapScoringConfig (class in vertebrae.config) count_rows() (vertebrae.utils.memory.IncrementalMatrixReferenceStager method) (vertebrae.utils.memory.IncrementalMetadataStager method) counter_value() (vertebrae.utils.memory.IncrementalMetadataStager method) cpus (vertebrae.execution.jobs.ResourceSpec attribute) create_artifact_store() (in module vertebrae.cache.factory) create_artifact_store_from_config() (in module vertebrae.cache.factory) create_execution_backend() (in module vertebrae.execution.factory)

D

DaskBackend (class in vertebrae.execution.dask_backend) DaskJobHandle (class in vertebrae.execution.dask_backend) dataset (vertebrae.execution.jobs.EmbeddingShardJob attribute) dataset_id (vertebrae.execution.jobs.EmbeddingJob attribute) dataset_summary (vertebrae.results.BenchmarkResult attribute) DatasetIdentity (class in vertebrae.datasets.identity) declared() (vertebrae.datasets.identity.DatasetIdentity class method) decode_label_artifact_metadata() (in module vertebrae.utils.labels) default_label_view_metadata() (in module vertebrae.utils.labels) default_target_view_metadata() (in module vertebrae.utils.labels) delete_prefix() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) dense_scoring_bytes (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute) densify_policy (vertebrae.config.SeparatixConfig attribute) deployment_artifacts() (vertebrae.extractors.base.ResourceProfileAdapter method) DeploymentArtifact (class in vertebrae.profiling)

DepthAdapter (class in vertebrae.adapters) DepthAnnotation (class in vertebrae.adapters) derived() (vertebrae.datasets.identity.DatasetIdentity class method) descriptor() (vertebrae.datasets.identity.DatasetIdentity method) detail (vertebrae.monitoring.EvaluationHistory property) DetectionLayoutAdapter (class in vertebrae.adapters) DeviceMemoryMeasurement (class in vertebrae.profiling) diagnose_embedding_artifact() (in module vertebrae.execution.distributed) diagnose_embedding_artifacts() (in module vertebrae.execution.distributed) discard_output() (vertebrae.utils.memory.IncrementalMatrixStager method) (vertebrae.utils.memory.IncrementalMetadataStager method) display_label() (in module vertebrae.utils.labels) display_labelset() (in module vertebrae.utils.labels) distributed_resource_profile_from_dict() (in module vertebrae.profiling) DistributedResourceProfile (class in vertebrae.profiling) drop_special_rows() (in module vertebrae.structured) dtype (vertebrae.config.EmbeddingCompressionConfig attribute) (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute)

E

embedding_artifact_key() (in module vertebrae.execution.distributed) embedding_dim (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute) embedding_key (vertebrae.execution.jobs.ScoringJob attribute) embedding_metadata (vertebrae.results.ExtractorResult attribute) embedding_output_key() (in module vertebrae.execution.distributed) embedding_output_shard_key() (in module vertebrae.execution.distributed) embedding_shard_key() (in module vertebrae.execution.distributed) EmbeddingCompressionConfig (class in vertebrae.config) EmbeddingCompressor (class in vertebrae.compression.base) EmbeddingConfig (class in vertebrae.config) EmbeddingJob (class in vertebrae.execution.jobs) EmbeddingMemoryEstimate (class in vertebrae.utils.memory) EmbeddingMergeJob (class in vertebrae.execution.jobs) EmbeddingMetric (class in vertebrae.scoring.metrics) EmbeddingOutput (class in vertebrae.extractors.base) EmbeddingOutputSpec (class in vertebrae.extractors.base) EmbeddingShardJob (class in vertebrae.execution.jobs) EmbeddingUnitDataset (class in vertebrae.datasets.base) enabled (vertebrae.config.CacheConfig attribute) (vertebrae.config.EmbeddingCompressionConfig attribute) (vertebrae.config.LabelViewConfig attribute) (vertebrae.config.SeparatixConfig attribute) (vertebrae.config.StabilityConfig attribute) (vertebrae.config.TargetViewConfig attribute) encode_endpoint_batches() (in module vertebrae.utils.embedding_batches) encode_retrieval() (vertebrae.extractors.base.RetrievalCapableExtractor method) (vertebrae.extractors.huggingface_multimodal.HFMultimodalExtractor method) (vertebrae.extractors.openclip.OpenCLIPExtractor method) endpoint_n_rows() (in module vertebrae.utils.embedding_batches) ensure_2d_numeric_array() (in module vertebrae.utils.validation) ensure_dense_numeric_2d() (in module vertebrae.utils.validation) ensure_numeric_matrix() (in module vertebrae.utils.validation)

ensure_sparse_numeric_2d() (in module vertebrae.utils.validation) ephemeral() (vertebrae.datasets.identity.DatasetIdentity class method) estimate_dense_nbytes() (in module vertebrae.utils.validation) estimate_embedding_from_probe() (in module vertebrae.utils.memory) estimate_final_row_metadata_bytes() (in module vertebrae.utils.memory) estimate_matrix_resident_bytes() (in module vertebrae.utils.memory) estimate_metadata_dense_scoring_bytes() (in module vertebrae.utils.memory) estimate_metadata_resident_bytes() (in module vertebrae.utils.memory) estimate_metadata_scoring_input_bytes() (in module vertebrae.utils.memory) estimate_object_resident_bytes() (in module vertebrae.utils.memory) estimate_sparse_bytes() (in module vertebrae.utils.memory) evaluate() (vertebrae.monitoring.RepresentationMonitor method) EvaluationContext (class in vertebrae.monitoring) EvaluationHistory (class in vertebrae.monitoring) EvaluationHistoryConfig (class in vertebrae.monitoring) EvaluationRecord (class in vertebrae.monitoring) EvaluationReporter (class in vertebrae.monitoring) Evaluator (class in vertebrae.evaluator) exact_json_value() (in module vertebrae.cache.fingerprint) exclude_classes (vertebrae.config.OverlapScoringConfig attribute) ExecutionBackend (class in vertebrae.execution.base) ExecutionConfig (class in vertebrae.config) exists() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) extractor (vertebrae.execution.jobs.EmbeddingShardJob attribute) extractor_id (vertebrae.execution.jobs.EmbeddingJob attribute) extractor_results (vertebrae.results.BenchmarkResult attribute) extractor_type (vertebrae.extractors.base.FeatureExtractor attribute) (vertebrae.results.ExtractorResult attribute) ExtractorResult (class in vertebrae.results)

F

fail_fast (vertebrae.config.MemoryConfig attribute) FeatureExtractor (class in vertebrae.extractors.base) fingerprint_extractor_recipe() (in module vertebrae.cache.fingerprint) fit() (vertebrae.extractors.base.FeatureExtractor method) (vertebrae.extractors.callable.CallableExtractor method) (vertebrae.extractors.huggingface_audio.HFAudioExtractor method) (vertebrae.extractors.huggingface_text.HFTextExtractor method) (vertebrae.extractors.huggingface_time_series.HFTimeSeriesExtractor method) (vertebrae.extractors.huggingface_video.HFVideoExtractor method) (vertebrae.extractors.huggingface_vision.HFVisionExtractor method) (vertebrae.extractors.keras.KerasExtractor method) (vertebrae.extractors.onnx.ONNXExtractor method) (vertebrae.extractors.precomputed.PrecomputedExtractor method) (vertebrae.extractors.sentence_transformers.SentenceTransformerExtractor method) (vertebrae.extractors.sklearn.SklearnExtractor method) (vertebrae.extractors.torch.TorchExtractor method) fit_transform() (vertebrae.extractors.base.FeatureExtractor method) (vertebrae.extractors.callable.CallableExtractor method) (vertebrae.extractors.huggingface_audio.HFAudioExtractor method) (vertebrae.extractors.huggingface_text.HFTextExtractor method) (vertebrae.extractors.huggingface_time_series.HFTimeSeriesExtractor method) (vertebrae.extractors.huggingface_video.HFVideoExtractor method) (vertebrae.extractors.huggingface_vision.HFVisionExtractor method) (vertebrae.extractors.keras.KerasExtractor method) (vertebrae.extractors.onnx.ONNXExtractor method) (vertebrae.extractors.precomputed.PrecomputedExtractor method) (vertebrae.extractors.sentence_transformers.SentenceTransformerExtractor method) (vertebrae.extractors.sklearn.SklearnExtractor method) (vertebrae.extractors.torch.TorchExtractor method)

force_recompute (vertebrae.config.CacheConfig attribute) from_arrays() (vertebrae.datasets.base.BenchmarkDataset class method) from_audio_arrays() (vertebrae.datasets.base.BenchmarkDataset class method) from_audio_paths() (vertebrae.datasets.base.BenchmarkDataset class method) from_content() (vertebrae.datasets.identity.DatasetIdentity class method) from_dataframe() (vertebrae.datasets.base.BenchmarkDataset class method) from_dataset() (vertebrae.datasets.zero_shot.ZeroShotDataset class method) from_dict() (vertebrae.monitoring.EvaluationContext class method) (vertebrae.monitoring.EvaluationRecord class method) from_edge_embeddings() (vertebrae.datasets.base.BenchmarkDataset class method) from_embedding_units() (vertebrae.datasets.base.BenchmarkDataset class method) from_embeddings() (vertebrae.datasets.base.BenchmarkDataset class method) from_entity_embeddings() (vertebrae.datasets.base.BenchmarkDataset class method) from_graphs() (vertebrae.datasets.base.BenchmarkDataset class method) from_image_paths() (vertebrae.datasets.base.BenchmarkDataset class method) from_import_path() (vertebrae.scoring.metrics.CallableMetric class method) from_manifest() (vertebrae.datasets.identity.DatasetIdentity class method) from_multimodal() (vertebrae.datasets.base.BenchmarkDataset class method) from_node_embeddings() (vertebrae.datasets.base.BenchmarkDataset class method) from_pair_embeddings() (vertebrae.datasets.base.BenchmarkDataset class method) from_relevance_matrix() (vertebrae.datasets.retrieval.RetrievalDataset class method) from_segmentation_embeddings() (vertebrae.datasets.base.BenchmarkDataset class method) from_templates() (vertebrae.datasets.zero_shot.ZeroShotDataset class method) from_time_series() (vertebrae.datasets.base.BenchmarkDataset class method) from_triplet_embeddings() (vertebrae.datasets.base.BenchmarkDataset class method) from_units() (vertebrae.datasets.base.EmbeddingUnitDataset class method) from_uri() (vertebrae.cache.gcs_store.GCSArtifactStore class method) (vertebrae.cache.s3_store.S3ArtifactStore class method) from_video_arrays() (vertebrae.datasets.base.BenchmarkDataset class method) from_video_paths() (vertebrae.datasets.base.BenchmarkDataset class method)

G

gallery_id_values() (vertebrae.datasets.retrieval.RetrievalDataset method) gallery_values() (vertebrae.datasets.retrieval.RetrievalDataset method) gather() (vertebrae.execution.base.ExecutionBackend method) (vertebrae.execution.dask_backend.DaskBackend method) (vertebrae.execution.local.LocalBackend method) (vertebrae.execution.ray_backend.RayBackend method) GCSArtifactStore (class in vertebrae.cache.gcs_store) get_array() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) get_artifact() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) get_json() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) get_labels() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method)

get_labels_artifact() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) get_resource_profile_adapter() (vertebrae.extractors.callable.CallableExtractor method) (vertebrae.extractors.huggingface_text.HFTextExtractor method) (vertebrae.extractors.huggingface_vision.HFVisionExtractor method) (vertebrae.extractors.jax_flax.JAXFlaxExtractor method) (vertebrae.extractors.keras.KerasExtractor method) (vertebrae.extractors.onnx.ONNXExtractor method) (vertebrae.extractors.siglip.SigLIPExtractor method) (vertebrae.extractors.torch.TorchExtractor method) gpu_memory_bytes (vertebrae.execution.jobs.ResourceSpec attribute) gpus (vertebrae.execution.jobs.ResourceSpec attribute) GraphModelExtractor (class in vertebrae.extractors.graph) groups() (vertebrae.datasets.base.BenchmarkDataset method) groups_artifact_key() (in module vertebrae.execution.distributed) groups_key (vertebrae.execution.jobs.ScoringJob attribute)

H

has_member() (vertebrae.utils.memory.IncrementalMetadataStager method) hash_exact_json_value() (in module vertebrae.cache.fingerprint) hash_json() (in module vertebrae.cache.fingerprint) hash_json_exact() (in module vertebrae.cache.fingerprint) HFAudioExtractor (class in vertebrae.extractors.huggingface_audio) HFMultimodalExtractor (class in vertebrae.extractors.huggingface_multimodal)

HFTextExtractor (class in vertebrae.extractors.huggingface_text) HFTimeSeriesExtractor (class in vertebrae.extractors.huggingface_time_series) HFVideoExtractor (class in vertebrae.extractors.huggingface_video) HFVisionExtractor (class in vertebrae.extractors.huggingface_vision) hierarchy_depth() (in module vertebrae.utils.labels) hierarchy_levels (vertebrae.config.LabelViewConfig attribute) HostedEmbeddingExtractor (class in vertebrae.extractors.hosted)

I

identity_key() (vertebrae.datasets.base.BenchmarkDataset method) identity_payload() (vertebrae.monitoring.EvaluationContext method) identity_signature() (vertebrae.monitoring.EvaluationContext method) increment_counter() (vertebrae.utils.memory.IncrementalMetadataStager method) IncrementalMatrixReferenceStager (class in vertebrae.utils.memory) IncrementalMatrixStager (class in vertebrae.utils.memory) IncrementalMetadataStager (class in vertebrae.utils.memory) indices (vertebrae.execution.jobs.SampleBatch attribute) indices() (vertebrae.execution.jobs.ShardSpec method) input_col (vertebrae.datasets.base.BenchmarkDataset attribute)

interval_level (vertebrae.config.StabilityConfig attribute) is_complete (vertebrae.execution.jobs.ShardSpec property) is_sparse_matrix() (in module vertebrae.utils.validation) iter_batches() (vertebrae.datasets.base.BenchmarkDataset method) iter_endpoint_batches() (in module vertebrae.utils.embedding_batches) iter_materialize_segmentation_outputs() (in module vertebrae.segmentation) iter_materialize_structured_outputs() (in module vertebrae.structured) iter_records() (vertebrae.monitoring.EvaluationHistory method) iter_references() (vertebrae.utils.memory.IncrementalMatrixReferenceStager method) iter_rows() (vertebrae.utils.memory.IncrementalMetadataStager method)

J

JAXFlaxExtractor (class in vertebrae.extractors.jax_flax) JAXResourceProfileAdapter (class in vertebrae.profiling)

json_dumps_strict() (in module vertebrae.utils.serialization) JSONArtifactManifest (class in vertebrae.cache.artifact_store)

K

k (vertebrae.config.OverlapScoringConfig attribute) keep_row_indices() (in module vertebrae.structured) KerasExtractor (class in vertebrae.extractors.keras)

KerasResourceProfileAdapter (class in vertebrae.profiling) KeypointAdapter (class in vertebrae.adapters) KeypointAnnotation (class in vertebrae.adapters) kmeans_kwargs (vertebrae.config.OverlapScoringConfig attribute)

L

l2_normalize_rows() (in module vertebrae.utils.validation) label_col (vertebrae.datasets.base.BenchmarkDataset attribute) label_display() (in module vertebrae.utils.semantic_labels) label_view (vertebrae.results.ExtractorResult attribute) label_view() (vertebrae.datasets.base.BenchmarkDataset method) label_view_from_paths() (in module vertebrae.utils.labels) label_view_suffix() (in module vertebrae.utils.labels) LabelRetrievalMetric (class in vertebrae.scoring.metrics) labels (vertebrae.datasets.zero_shot.ZeroShotDataset property) labels_artifact_key() (in module vertebrae.execution.distributed) labels_from_jsonable() (in module vertebrae.utils.labels) labels_key (vertebrae.execution.jobs.ScoringJob attribute) labels_to_artifact_jsonable() (in module vertebrae.utils.labels)

labels_to_jsonable() (in module vertebrae.utils.labels) LabelsArtifactManifest (class in vertebrae.cache.artifact_store) labelset_counts() (in module vertebrae.utils.labels) LabelViewConfig (class in vertebrae.config) largest_fitting_subsample_rate() (in module vertebrae.utils.memory) LatentSlotAdapter (class in vertebrae.adapters) LatentSlotAnnotation (class in vertebrae.adapters) latest_dataframe() (vertebrae.monitoring.EvaluationHistory method) load() (vertebrae.monitoring.EvaluationHistory class method) load_metric_callable() (in module vertebrae.scoring.metrics) LocalArtifactStore (class in vertebrae.cache.local_store) LocalBackend (class in vertebrae.execution.local) LocalJobHandle (class in vertebrae.execution.local)

M

main() (in module vertebrae.cli) make_json_safe() (in module vertebrae.utils.serialization) map() (vertebrae.execution.base.ExecutionBackend method) (vertebrae.execution.dask_backend.DaskBackend method) (vertebrae.execution.local.LocalBackend method) (vertebrae.execution.ray_backend.RayBackend method) mark_selected() (vertebrae.utils.memory.IncrementalMetadataStager method) materialize_and_merge_embeddings() (in module vertebrae.execution.distributed) materialize_embedding_shard() (in module vertebrae.execution.distributed) materialize_embedding_shards() (in module vertebrae.execution.distributed) materialize_group_artifact() (in module vertebrae.execution.distributed) materialize_label_artifact() (in module vertebrae.execution.distributed) materialize_retrieval_embedding_shard() (in module vertebrae.execution.distributed) materialize_segmentation_artifacts() (in module vertebrae.execution.distributed) materialize_segmentation_outputs() (in module vertebrae.segmentation) materialize_structured_artifacts() (in module vertebrae.execution.distributed) materialize_structured_outputs() (in module vertebrae.structured) materialize_zero_shot_embedding_shard() (in module vertebrae.execution.zero_shot) materialize_zero_shot_protocol() (in module vertebrae.execution.zero_shot) MatrixAssembly (class in vertebrae.utils.memory) MatrixRowReference (class in vertebrae.utils.memory) max_dense_bytes (vertebrae.config.OverlapScoringConfig attribute) (vertebrae.config.SeparatixConfig attribute) max_fraction (vertebrae.config.MemoryConfig attribute) max_k (vertebrae.config.OverlapScoringConfig attribute) max_memory_bytes (vertebrae.config.MemoryConfig attribute) (vertebrae.utils.memory.MemoryBudget attribute) max_samples (vertebrae.config.SeparatixConfig attribute) member_count() (vertebrae.utils.memory.IncrementalMetadataStager method) memory_bytes (vertebrae.execution.jobs.ResourceSpec attribute) MemoryBudget (class in vertebrae.utils.memory) MemoryConfig (class in vertebrae.config) merge_embedding_shards() (in module vertebrae.execution.distributed) merge_retrieval_embedding_shards() (in module vertebrae.execution.distributed) merge_zero_shot_embedding_shards() (in module vertebrae.execution.zero_shot) metadata (vertebrae.config.CacheConfig attribute) (vertebrae.datasets.base.BenchmarkDataset attribute) (vertebrae.results.BenchmarkResult attribute) metadata() (vertebrae.extractors.base.ResourceProfileAdapter method) MetadataRowReference (class in vertebrae.utils.memory) method (vertebrae.config.EmbeddingCompressionConfig attribute) metric_labels() (in module vertebrae.utils.labels) MetricResult (class in vertebrae.scoring.metrics) metrics (vertebrae.execution.jobs.ScoringJob attribute) (vertebrae.results.ExtractorResult attribute) min_k (vertebrae.config.OverlapScoringConfig attribute) min_samples_per_cluster (vertebrae.config.OverlapScoringConfig attribute) min_subsample_samples_per_class (vertebrae.config.MemoryConfig attribute) mlp_device (vertebrae.config.SeparatixConfig attribute) mlp_max_parameters (vertebrae.config.SeparatixConfig attribute) mlp_min_improvement (vertebrae.config.SeparatixConfig attribute) mlp_probes (vertebrae.config.SeparatixConfig attribute) mlp_trigger_skill_threshold (vertebrae.config.SeparatixConfig attribute) modality (vertebrae.datasets.base.BenchmarkDataset attribute) (vertebrae.extractors.base.FeatureExtractor attribute) mode (vertebrae.config.StabilityConfig attribute) model_footprint() (vertebrae.extractors.base.ResourceProfileAdapter method) model_memory_bytes (vertebrae.config.MemoryConfig attribute) ModelFootprintMeasurement (class in vertebrae.profiling) module vertebrae vertebrae.adapters vertebrae.benchmark vertebrae.cache vertebrae.cache.artifact_store vertebrae.cache.factory vertebrae.cache.fingerprint vertebrae.cache.gcs_store vertebrae.cache.keys vertebrae.cache.local_store vertebrae.cache.s3_store vertebrae.cli vertebrae.compression vertebrae.compression.base vertebrae.compression.naming vertebrae.compression.paired vertebrae.config vertebrae.datasets vertebrae.datasets.arrays vertebrae.datasets.base vertebrae.datasets.dataframe vertebrae.datasets.embeddings vertebrae.datasets.identity vertebrae.datasets.retrieval vertebrae.datasets.segmentation vertebrae.datasets.zero_shot vertebrae.evaluator vertebrae.execution vertebrae.execution.base vertebrae.execution.benchmark_runner vertebrae.execution.dask_backend vertebrae.execution.distributed vertebrae.execution.factory vertebrae.execution.jobs vertebrae.execution.local vertebrae.execution.ray_backend vertebrae.execution.zero_shot vertebrae.extractors vertebrae.extractors.base vertebrae.extractors.callable vertebrae.extractors.graph vertebrae.extractors.hosted vertebrae.extractors.huggingface_audio vertebrae.extractors.huggingface_multimodal vertebrae.extractors.huggingface_text vertebrae.extractors.huggingface_time_series vertebrae.extractors.huggingface_video vertebrae.extractors.huggingface_vision vertebrae.extractors.jax_flax vertebrae.extractors.keras vertebrae.extractors.multi_output vertebrae.extractors.onnx vertebrae.extractors.openclip vertebrae.extractors.precomputed vertebrae.extractors.retrieval vertebrae.extractors.sentence_transformers vertebrae.extractors.siglip vertebrae.extractors.sklearn vertebrae.extractors.spatial vertebrae.extractors.structured vertebrae.extractors.tensorflow_hub vertebrae.extractors.timm vertebrae.extractors.torch vertebrae.extractors.torchvision vertebrae.extractors.tree_leaf vertebrae.monitoring vertebrae.profiling vertebrae.reports vertebrae.reports.json_report vertebrae.reports.markdown_report vertebrae.reports.recommendations vertebrae.results vertebrae.retrieval vertebrae.scoring vertebrae.scoring.metrics vertebrae.scoring.overlap vertebrae.scoring.retrieval vertebrae.scoring.sensitivity vertebrae.scoring.separatix vertebrae.scoring.stability vertebrae.scoring.zero_shot vertebrae.segmentation vertebrae.structured vertebrae.utils vertebrae.utils.embedding_batches vertebrae.utils.imports vertebrae.utils.labels vertebrae.utils.memory vertebrae.utils.semantic_labels vertebrae.utils.serialization vertebrae.utils.validation vertebrae.zero_shot

multilabel_indicator() (in module vertebrae.utils.labels) MultiOutputExtractor (class in vertebrae.extractors.multi_output) MultiOutputFeatureExtractor (class in vertebrae.extractors.base)

N

n_components (vertebrae.config.EmbeddingCompressionConfig attribute) n_jobs (vertebrae.config.SeparatixConfig attribute) n_samples (vertebrae.execution.jobs.EmbeddingMergeJob attribute) (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute) name (vertebrae.extractors.base.FeatureExtractor attribute) (vertebrae.results.ExtractorResult attribute) named_output_artifact_key() (in module vertebrae.cache.keys) named_output_artifact_keys() (in module vertebrae.cache.keys) named_output_key_segment() (in module vertebrae.cache.keys) next_evaluation_index (vertebrae.monitoring.EvaluationHistory property)

normalize_embeddings (vertebrae.config.OverlapScoringConfig attribute) normalize_label_names() (in module vertebrae.utils.labels) normalize_label_paths() (in module vertebrae.utils.labels) normalize_level_names() (in module vertebrae.utils.labels) normalize_optional_output_integer() (in module vertebrae.extractors.base) normalize_output_metadata() (in module vertebrae.extractors.base) normalize_targets() (in module vertebrae.utils.labels) normalized_exclusions() (vertebrae.datasets.retrieval.RetrievalDataset method) normalized_relevance() (vertebrae.datasets.retrieval.RetrievalDataset method) null_benchmark_result_row() (in module vertebrae.results)

O

offline_chunk_size (vertebrae.config.OverlapScoringConfig attribute) ONNXExtractor (class in vertebrae.extractors.onnx) ONNXResourceProfileAdapter (class in vertebrae.profiling) OpenCLIPExtractor (class in vertebrae.extractors.openclip) optional_import() (in module vertebrae.utils.imports) options (vertebrae.cache.artifact_store.ArtifactStoreConfig attribute) output_key (vertebrae.execution.jobs.EmbeddingMergeJob attribute) (vertebrae.execution.jobs.EmbeddingShardJob attribute) (vertebrae.execution.jobs.ScoringJob attribute) output_levels (vertebrae.config.LabelViewConfig attribute) output_specs() (vertebrae.extractors.base.MultiOutputFeatureExtractor method) (vertebrae.extractors.keras.KerasExtractor method) (vertebrae.extractors.torch.TorchExtractor method)

output_uri (vertebrae.execution.jobs.EmbeddingJob attribute) output_views (vertebrae.config.TargetViewConfig attribute) overlap (vertebrae.results.ExtractorResult property) overlap_scoring_config_recipe() (in module vertebrae.config) overlap_threshold (vertebrae.config.SeparatixConfig attribute) OverlapIndexScorer (class in vertebrae.scoring.overlap) OverlapMetric (class in vertebrae.scoring.metrics) OverlapScoreResult (class in vertebrae.scoring.overlap) OverlapScoringConfig (class in vertebrae.config) owns() (vertebrae.execution.jobs.ShardSpec method)

P

peak_device_memory() (vertebrae.extractors.base.ResourceProfileAdapter method) plan_compression_job() (in module vertebrae.execution.distributed) plan_embedding_shard_jobs() (in module vertebrae.execution.distributed) plan_retrieval_embedding_shard_jobs() (in module vertebrae.execution.distributed) plan_scoring_jobs() (in module vertebrae.execution.distributed) plan_zero_shot_embedding_shard_jobs() (in module vertebrae.execution.zero_shot) portable_json() (in module vertebrae.utils.semantic_labels) precision (vertebrae.config.EmbeddingCompressionConfig attribute) PrecomputedExtractor (class in vertebrae.extractors.precomputed) PrecomputedSpatialExtractor (class in vertebrae.extractors.spatial) PrecomputedStructuredExtractor (class in vertebrae.extractors.structured) preserve_variance (vertebrae.config.EmbeddingCompressionConfig attribute) primary_metric (vertebrae.execution.jobs.ScoringJob attribute) primary_metric_name (vertebrae.results.ExtractorResult attribute) primary_score (vertebrae.results.ExtractorResult property) probe_batch_size (vertebrae.config.MemoryConfig attribute) probe_summary_for_result() (in module vertebrae.scoring.separatix) prompt_rows() (vertebrae.datasets.zero_shot.ZeroShotDataset method) protocol_modalities() (vertebrae.datasets.retrieval.RetrievalDataset method) protocol_recipe() (vertebrae.datasets.zero_shot.ZeroShotDataset method) put_array() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method)

put_array_batches() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) put_artifact() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) put_artifact_batches() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) put_json() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) put_labels() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) put_labels_artifact() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method)

Q

quality_cohort() (vertebrae.results.BenchmarkResult method) query_id_values() (vertebrae.datasets.retrieval.RetrievalDataset method)

query_values() (vertebrae.datasets.retrieval.RetrievalDataset method) queue (vertebrae.execution.jobs.ResourceSpec attribute)

R

random_state (vertebrae.config.EmbeddingCompressionConfig attribute) (vertebrae.config.SeparatixConfig attribute) (vertebrae.config.StabilityConfig attribute) ranked_results() (vertebrae.results.BenchmarkResult method) raw_batch_memory_bytes (vertebrae.config.MemoryConfig attribute) RayBackend (class in vertebrae.execution.ray_backend) RayJobHandle (class in vertebrae.execution.ray_backend) recipe() (vertebrae.extractors.base.FeatureExtractor method) (vertebrae.extractors.callable.CallableExtractor method) (vertebrae.extractors.huggingface_audio.HFAudioExtractor method) (vertebrae.extractors.huggingface_text.HFTextExtractor method) (vertebrae.extractors.huggingface_time_series.HFTimeSeriesExtractor method) (vertebrae.extractors.huggingface_video.HFVideoExtractor method) (vertebrae.extractors.huggingface_vision.HFVisionExtractor method) (vertebrae.extractors.keras.KerasExtractor method) (vertebrae.extractors.onnx.ONNXExtractor method) (vertebrae.extractors.precomputed.PrecomputedExtractor method) (vertebrae.extractors.sentence_transformers.SentenceTransformerExtractor method) (vertebrae.extractors.sklearn.SklearnExtractor method) (vertebrae.extractors.torch.TorchExtractor method) (vertebrae.scoring.metrics.CallableMetric method) (vertebrae.scoring.metrics.EmbeddingMetric method) recipe_hash (vertebrae.execution.jobs.EmbeddingJob attribute) recommendation (vertebrae.results.ExtractorResult attribute) recommendation_for_extractor() (in module vertebrae.reports.recommendations) recommendations (vertebrae.results.BenchmarkResult attribute) recommendations_for_benchmark() (in module vertebrae.reports.recommendations) RegionAnnotation (class in vertebrae.adapters) regression_overlap_threshold (vertebrae.config.SeparatixConfig attribute) regression_subsample_indices() (in module vertebrae.utils.labels) release_metadata() (vertebrae.utils.memory.IncrementalMatrixStager method) render_markdown_report() (in module vertebrae.reports.markdown_report) render_zero_shot_markdown_report() (in module vertebrae.zero_shot) repeats (vertebrae.config.StabilityConfig attribute) report() (vertebrae.monitoring.ConsoleReporter method) (vertebrae.monitoring.EvaluationReporter method) RepresentationMonitor (class in vertebrae.monitoring) reserve_metadata() (vertebrae.utils.memory.IncrementalMatrixStager method) reserve_system_bytes (vertebrae.config.MemoryConfig attribute) (vertebrae.utils.memory.MemoryBudget attribute) reset_peak_device_memory() (vertebrae.extractors.base.ResourceProfileAdapter method)

resident_bytes (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute) (vertebrae.utils.memory.IncrementalMatrixReferenceStager property) (vertebrae.utils.memory.IncrementalMetadataStager property) resolve() (vertebrae.datasets.identity.DatasetIdentity method) resolve_hierarchy_level() (in module vertebrae.utils.labels) resolve_kmeans_k() (in module vertebrae.scoring.overlap) resolve_memory_budget() (in module vertebrae.utils.memory) resource_profile (vertebrae.results.ExtractorResult attribute) resource_profile_columns() (in module vertebrae.profiling) resource_profile_from_dict() (in module vertebrae.profiling) resource_profile_like_from_dict() (in module vertebrae.profiling) ResourceAdapterMetadata (class in vertebrae.profiling) ResourceProfileAdapter (class in vertebrae.extractors.base) ResourceProfiler (class in vertebrae.profiling) ResourceProfilingConfig (class in vertebrae.config) resources (vertebrae.execution.jobs.EmbeddingMergeJob attribute) (vertebrae.execution.jobs.EmbeddingShardJob attribute) (vertebrae.execution.jobs.ScoringJob attribute) ResourceSpec (class in vertebrae.execution.jobs) result (vertebrae.execution.local.LocalJobHandle attribute) retrieval_benchmark_result_from_artifacts() (in module vertebrae.execution.distributed) retrieval_compression_artifact_key() (in module vertebrae.execution.distributed) retrieval_embedding_artifact_key() (in module vertebrae.execution.distributed) retrieval_embedding_shard_key() (in module vertebrae.execution.distributed) retrieval_scoring_artifact_key() (in module vertebrae.execution.distributed) RetrievalBenchmark (class in vertebrae.retrieval) RetrievalCapableExtractor (class in vertebrae.extractors.base) RetrievalCompressionJob (class in vertebrae.execution.jobs) RetrievalConfig (class in vertebrae.config) RetrievalDataset (class in vertebrae.datasets.retrieval) RetrievalEmbeddingShardJob (class in vertebrae.execution.jobs) RetrievalScorer (class in vertebrae.scoring.retrieval) RetrievalScoreResult (class in vertebrae.scoring.retrieval) RetrievalScoringJob (class in vertebrae.execution.jobs) run() (vertebrae.benchmark.Benchmark method) (vertebrae.evaluator.Evaluator method) run_artifact_backed_benchmark() (in module vertebrae.execution.benchmark_runner) run_stability_analysis() (in module vertebrae.scoring.stability) run_stability_artifact() (in module vertebrae.execution.distributed) run_stability_artifacts() (in module vertebrae.execution.distributed) runtime (vertebrae.results.ExtractorResult attribute)

S

S3ArtifactStore (class in vertebrae.cache.s3_store) sample_ids() (vertebrae.datasets.zero_shot.ZeroShotDataset method) SampleBatch (class in vertebrae.execution.jobs) samples (vertebrae.datasets.zero_shot.ZeroShotDataset property) save_json() (vertebrae.results.BenchmarkResult method) save_json_report() (in module vertebrae.reports.json_report) save_markdown() (vertebrae.results.BenchmarkResult method) save_markdown_report() (in module vertebrae.reports.markdown_report) score() (vertebrae.scoring.metrics.EmbeddingMetric method) (vertebrae.scoring.metrics.OverlapMetric method) (vertebrae.scoring.overlap.OverlapIndexScorer method) (vertebrae.scoring.separatix.SeparatixScorer method) (vertebrae.scoring.zero_shot.ZeroShotScorer method) score_embedding_artifact() (in module vertebrae.execution.distributed) score_embedding_artifacts() (in module vertebrae.execution.distributed) score_retrieval_artifact() (in module vertebrae.execution.distributed) score_retrieval_artifacts() (in module vertebrae.execution.distributed) score_zero_shot_artifact() (in module vertebrae.execution.zero_shot) score_zero_shot_artifacts() (in module vertebrae.execution.zero_shot) scoring_artifact_key() (in module vertebrae.execution.distributed) scoring_config (vertebrae.execution.jobs.ScoringJob attribute) scoring_input_bytes (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute) ScoringJob (class in vertebrae.execution.jobs) seed (vertebrae.execution.jobs.ScoringJob attribute) SegmentationAnnotation (class in vertebrae.datasets.segmentation) SegmentationConfig (class in vertebrae.config) SegmentationDataset (class in vertebrae.datasets.segmentation) SegmentationMaterialization (class in vertebrae.segmentation) select_frame_rows() (in module vertebrae.structured) semantic_label_catalog() (in module vertebrae.utils.semantic_labels) semantic_label_key() (in module vertebrae.utils.semantic_labels) semantic_label_keys() (in module vertebrae.utils.semantic_labels) SemanticLabelKey (class in vertebrae.utils.semantic_labels) SentenceTransformerExtractor (class in vertebrae.extractors.sentence_transformers) separatix (vertebrae.results.ExtractorResult attribute) separatix_artifact_key() (in module vertebrae.execution.distributed) SeparatixConfig (class in vertebrae.config) SeparatixJob (class in vertebrae.execution.jobs) SeparatixResult (class in vertebrae.scoring.separatix) SeparatixScorer (class in vertebrae.scoring.separatix) SequenceAnnotation (class in vertebrae.adapters) SequenceLabelingAdapter (class in vertebrae.adapters) shard (vertebrae.execution.jobs.EmbeddingJob attribute) (vertebrae.execution.jobs.EmbeddingShardJob attribute) shard_keys (vertebrae.execution.jobs.EmbeddingMergeJob attribute) ShardSpec (class in vertebrae.execution.jobs) SigLIPExtractor (class in vertebrae.extractors.siglip)

skip_invalid_levels (vertebrae.config.LabelViewConfig attribute) skip_invalid_views (vertebrae.config.TargetViewConfig attribute) skipped_result() (vertebrae.scoring.separatix.SeparatixScorer method) SklearnExtractor (class in vertebrae.extractors.sklearn) sparse_matrix_nbytes() (in module vertebrae.utils.memory) sparse_nbytes_from_nnz() (in module vertebrae.utils.memory) sparse_storage_format() (in module vertebrae.utils.validation) sparse_to_dense() (in module vertebrae.utils.validation) SpatialEmbeddingOutput (class in vertebrae.extractors.spatial) SpatialLayout (class in vertebrae.extractors.spatial) SpatialOutputSpec (class in vertebrae.extractors.spatial) stability (vertebrae.results.ExtractorResult attribute) stability_artifact_key() (in module vertebrae.execution.distributed) StabilityConfig (class in vertebrae.config) StabilityJob (class in vertebrae.execution.jobs) stat_array() (vertebrae.cache.artifact_store.ArtifactStore method) (vertebrae.cache.gcs_store.GCSArtifactStore method) (vertebrae.cache.local_store.LocalArtifactStore method) (vertebrae.cache.s3_store.S3ArtifactStore method) state (vertebrae.execution.local.LocalJobHandle attribute) status() (vertebrae.execution.base.ExecutionBackend method) (vertebrae.execution.dask_backend.DaskBackend method) (vertebrae.execution.local.LocalBackend method) (vertebrae.execution.ray_backend.RayBackend method) storage_options (vertebrae.config.CacheConfig attribute) strategy (vertebrae.utils.memory.EmbeddingMemoryEstimate attribute) (vertebrae.utils.memory.IncrementalMatrixReferenceStager property) stratified_label_indices() (in module vertebrae.utils.labels) stratified_subsample_indices() (vertebrae.datasets.base.BenchmarkDataset method) streaming_enabled (vertebrae.config.EmbeddingConfig attribute) strict_json_dumps() (in module vertebrae.utils.semantic_labels) StructuredAlignment (class in vertebrae.structured) StructuredEmbeddingOutput (class in vertebrae.extractors.structured) StructuredMaterialization (class in vertebrae.structured) StructuredOutputSpec (class in vertebrae.extractors.structured) StructuredUnitAligner (class in vertebrae.structured) submit() (vertebrae.execution.base.ExecutionBackend method) (vertebrae.execution.dask_backend.DaskBackend method) (vertebrae.execution.local.LocalBackend method) (vertebrae.execution.ray_backend.RayBackend method) subsample_fraction (vertebrae.config.StabilityConfig attribute) subsample_random_state (vertebrae.config.MemoryConfig attribute) subsample_rate (vertebrae.config.MemoryConfig attribute) subset() (vertebrae.datasets.base.BenchmarkDataset method) summarize_probe_diagnostics() (in module vertebrae.scoring.separatix) summary() (vertebrae.datasets.base.BenchmarkDataset method) synchronize() (vertebrae.extractors.base.ResourceProfileAdapter method)

T

take_endpoint_rows() (in module vertebrae.utils.embedding_batches) target_summary() (in module vertebrae.utils.labels) target_type() (in module vertebrae.utils.labels) target_view (vertebrae.results.ExtractorResult attribute) target_view() (vertebrae.datasets.base.BenchmarkDataset method) target_view_names() (vertebrae.datasets.base.BenchmarkDataset method) target_view_suffix() (in module vertebrae.utils.labels) TargetView (class in vertebrae.datasets.base) TargetViewConfig (class in vertebrae.config) TensorFlowResourceProfileAdapter (class in vertebrae.profiling) TFHubExtractor (class in vertebrae.extractors.tensorflow_hub) TimmVisionExtractor (class in vertebrae.extractors.timm) to_dataframe() (vertebrae.monitoring.EvaluationHistory method) (vertebrae.results.BenchmarkResult method) to_dict() (vertebrae.monitoring.EvaluationContext method) (vertebrae.monitoring.EvaluationRecord method) (vertebrae.results.BenchmarkResult method) (vertebrae.results.ExtractorResult method) (vertebrae.scoring.metrics.MetricResult method) (vertebrae.scoring.overlap.OverlapScoreResult method) (vertebrae.scoring.separatix.SeparatixResult method) (vertebrae.utils.memory.EmbeddingMemoryEstimate method)

TorchExtractor (class in vertebrae.extractors.torch) TorchResourceProfileAdapter (class in vertebrae.profiling) TorchvisionVisionExtractor (class in vertebrae.extractors.torchvision) total_bytes (vertebrae.utils.memory.MemoryBudget attribute) transform() (vertebrae.extractors.base.FeatureExtractor method) (vertebrae.extractors.callable.CallableExtractor method) (vertebrae.extractors.huggingface_audio.HFAudioExtractor method) (vertebrae.extractors.huggingface_text.HFTextExtractor method) (vertebrae.extractors.huggingface_time_series.HFTimeSeriesExtractor method) (vertebrae.extractors.huggingface_video.HFVideoExtractor method) (vertebrae.extractors.huggingface_vision.HFVisionExtractor method) (vertebrae.extractors.keras.KerasExtractor method) (vertebrae.extractors.onnx.ONNXExtractor method) (vertebrae.extractors.precomputed.PrecomputedExtractor method) (vertebrae.extractors.sentence_transformers.SentenceTransformerExtractor method) (vertebrae.extractors.sklearn.SklearnExtractor method) (vertebrae.extractors.torch.TorchExtractor method) transform_many() (vertebrae.extractors.base.MultiOutputFeatureExtractor method) (vertebrae.extractors.keras.KerasExtractor method) (vertebrae.extractors.torch.TorchExtractor method) TreeLeafEmbeddingExtractor (class in vertebrae.extractors.tree_leaf)

U

unit_annotations() (vertebrae.datasets.base.BenchmarkDataset method)

UnitAnnotation (class in vertebrae.datasets.base) uri (vertebrae.cache.artifact_store.ArtifactStoreConfig attribute)

V

validate() (vertebrae.datasets.base.BenchmarkDataset method) validate_artifact_key() (in module vertebrae.cache.keys) validate_embedding_label_artifacts() (in module vertebrae.execution.distributed) validate_label_catalog() (in module vertebrae.utils.semantic_labels) validate_row_indices() (in module vertebrae.utils.validation) validated() (vertebrae.datasets.zero_shot.ZeroShotDataset method) vertebrae module vertebrae.adapters module vertebrae.benchmark module vertebrae.cache module vertebrae.cache.artifact_store module vertebrae.cache.factory module vertebrae.cache.fingerprint module vertebrae.cache.gcs_store module vertebrae.cache.keys module vertebrae.cache.local_store module vertebrae.cache.s3_store module vertebrae.cli module vertebrae.compression module vertebrae.compression.base module vertebrae.compression.naming module vertebrae.compression.paired module vertebrae.config module vertebrae.datasets module vertebrae.datasets.arrays module vertebrae.datasets.base module vertebrae.datasets.dataframe module vertebrae.datasets.embeddings module vertebrae.datasets.identity module vertebrae.datasets.retrieval module vertebrae.datasets.segmentation module vertebrae.datasets.zero_shot module vertebrae.evaluator module vertebrae.execution module vertebrae.execution.base module vertebrae.execution.benchmark_runner module vertebrae.execution.dask_backend module vertebrae.execution.distributed module vertebrae.execution.factory module vertebrae.execution.jobs module vertebrae.execution.local module vertebrae.execution.ray_backend module vertebrae.execution.zero_shot module vertebrae.extractors module vertebrae.extractors.base module vertebrae.extractors.callable module vertebrae.extractors.graph module vertebrae.extractors.hosted module vertebrae.extractors.huggingface_audio module vertebrae.extractors.huggingface_multimodal module vertebrae.extractors.huggingface_text module

vertebrae.extractors.huggingface_time_series module vertebrae.extractors.huggingface_video module vertebrae.extractors.huggingface_vision module vertebrae.extractors.jax_flax module vertebrae.extractors.keras module vertebrae.extractors.multi_output module vertebrae.extractors.onnx module vertebrae.extractors.openclip module vertebrae.extractors.precomputed module vertebrae.extractors.retrieval module vertebrae.extractors.sentence_transformers module vertebrae.extractors.siglip module vertebrae.extractors.sklearn module vertebrae.extractors.spatial module vertebrae.extractors.structured module vertebrae.extractors.tensorflow_hub module vertebrae.extractors.timm module vertebrae.extractors.torch module vertebrae.extractors.torchvision module vertebrae.extractors.tree_leaf module vertebrae.monitoring module vertebrae.profiling module vertebrae.reports module vertebrae.reports.json_report module vertebrae.reports.markdown_report module vertebrae.reports.recommendations module vertebrae.results module vertebrae.retrieval module vertebrae.scoring module vertebrae.scoring.metrics module vertebrae.scoring.overlap module vertebrae.scoring.retrieval module vertebrae.scoring.sensitivity module vertebrae.scoring.separatix module vertebrae.scoring.stability module vertebrae.scoring.zero_shot module vertebrae.segmentation module vertebrae.structured module vertebrae.utils module vertebrae.utils.embedding_batches module vertebrae.utils.imports module vertebrae.utils.labels module vertebrae.utils.memory module vertebrae.utils.semantic_labels module vertebrae.utils.serialization module vertebrae.utils.validation module vertebrae.zero_shot module views (vertebrae.config.TargetViewConfig attribute)

W

walltime_seconds (vertebrae.execution.jobs.ResourceSpec attribute) warnings (vertebrae.results.ExtractorResult attribute) weakest_class (vertebrae.results.ExtractorResult attribute) weakest_class_score (vertebrae.results.ExtractorResult attribute) whiten (vertebrae.config.EmbeddingCompressionConfig attribute)

with_config() (vertebrae.scoring.metrics.OverlapMetric method) with_distributed_embedding_footprint() (in module vertebrae.profiling) with_groups() (vertebrae.datasets.base.BenchmarkDataset method) with_label_hierarchy() (vertebrae.datasets.base.BenchmarkDataset method) with_target_views() (vertebrae.datasets.base.BenchmarkDataset method) with_unit_annotations() (vertebrae.datasets.base.BenchmarkDataset method)

X

X (vertebrae.datasets.base.BenchmarkDataset attribute) (vertebrae.execution.jobs.SampleBatch attribute)

Y

y (vertebrae.datasets.base.BenchmarkDataset attribute)

Z

zero_shot_benchmark_result_from_artifacts() (in module vertebrae.execution.zero_shot) zero_shot_compression_artifact_key() (in module vertebrae.execution.zero_shot) zero_shot_embedding_artifact_key() (in module vertebrae.execution.zero_shot) zero_shot_protocol_artifact_key() (in module vertebrae.execution.zero_shot) zero_shot_scoring_artifact_key() (in module vertebrae.execution.zero_shot) ZeroShotBenchmark (class in vertebrae.zero_shot) ZeroShotBenchmarkResult (class in vertebrae.zero_shot) ZeroShotCandidate (class in vertebrae.zero_shot)

ZeroShotClassSpec (class in vertebrae.datasets.zero_shot) ZeroShotCompressionJob (class in vertebrae.execution.jobs) ZeroShotConfig (class in vertebrae.config) ZeroShotDataset (class in vertebrae.datasets.zero_shot) ZeroShotEmbeddingShardJob (class in vertebrae.execution.jobs) ZeroShotExtractorResult (class in vertebrae.zero_shot) ZeroShotScorer (class in vertebrae.scoring.zero_shot) ZeroShotScoreResult (class in vertebrae.scoring.zero_shot) ZeroShotScoringJob (class in vertebrae.execution.jobs)