Index

_

__all__ (in module hyrax.config_migrations.migrations) __call__() (PositiveRescale method) __contains__() (DataRequestDefinition method), [1] (FitsImageDataset method), [1] (HSCDataset method), [1] __dir__() (Hyrax method), [1] (HyraxSummaryWriter method) (TracePrintable method) __enter__() (DownloadStats method) (TraceContext method) __exit__() (DownloadStats method) (TraceContext method) __get_all__() (ResultDataset method), [1] __getattr__() (Hyrax method), [1] (HyraxSummaryWriter method) (TracePrintable method) __getitem__() (_IndexedSubset method) (DataProvider method) (DataRequestDefinition method), [1] (DownloadedLSSTDataset method), [1] (FitsImageDataset method), [1] (HyraxCSVDataset method), [1] (HyraxRandomDataset method), [1] (InferenceDataset method), [1] (LSSTDataset method), [1] (ResultDataset method), [1] (TraceCall method) (TracePrintable method) (TraceResult method) (TraceStage method) __init__() (ChromaDB method), [1] (DatabaseConnection method), [1] (DownloadedLSSTDataset method), [1] (Engine method), [1] (FitsImageDataset method), [1] (HSCDataset method), [1] (Hyrax method), [1] (HyraxCifarDataset method), [1] (HyraxCSVDataset method), [1] (HyraxDataset method), [1] (HyraxHATSDataset method), [1] (HyraxRandomDataset method), [1] (HyraxRandomDatasetBase method), [1] (Infer method), [1] (InferenceDatasetWriter method) (LanceDBDataset method), [1] (Lookup method), [1] (LSSTDataset method), [1] (Model method), [1] (MultimodalUniverseDataset method), [1] (NestedPandasDataset method), [1] (Prepare method), [1] (QdrantDB method) (SaveToDatabase method), [1] (Test method), [1] (ToOnnx method), [1] (Train method), [1] (Umap method), [1] (VectorDB method) (Verb method), [1] (Visualize method), [1] (VisualizeV2 method), [1] __init_subclass__() (HyraxDataset class method), [1] __iter__() (SubsetSequentialSampler method) __len__() (_IndexedSubset method) (DataProvider method) (DownloadedLSSTDataset method), [1] (FitsImageDataset method), [1] (HyraxCifarDataset method), [1] (HyraxCSVDataset method), [1] (HyraxHATSDataset method), [1] (HyraxRandomDataset method), [1] (InferenceDataset method), [1] (LanceDBDataset method), [1] (LSSTDataset method), [1] (MultimodalUniverseDataset method), [1] (NestedPandasDataset method), [1] (ResultDataset method), [1] (SubsetSequentialSampler method) (TraceStage method) __repr__() (DataProvider method) (TracePrintable method) __str__() (TraceCall method) (TracePrintable method) (TraceResult method) (TraceStage method) _add_major_arguments() (in module main) _add_manifest_columns_to_table() (DownloadedLSSTDataset method), [1] _all_available_fields() (LanceDBDataset method), [1] (NestedPandasDataset method), [1] _all_files() (FitsImageDataset method), [1] _all_files_full() (HSCDataset method), [1] _all_ids() (FitsImageDataset method), [1] _apply_configurations() (DataProvider static method) _apply_transforms() (FitsImageDataset method), [1] _band_failure_lock (DownloadedLSSTDataset attribute), [1] _band_failure_stats (DownloadedLSSTDataset attribute), [1] _before_preload() (FitsImageDataset method), [1] (HSCDataset method), [1] _bounding_box() (Visualize static method), [1] _build_catalog_to_manifest_index_map() (DownloadedLSSTDataset method), [1] _build_column_name_map() (MultimodalUniverseDataset method), [1] _build_deprecated_key_map() (in module hyrax.config_migrations.migration_utils) _build_join_indices() (DataProvider method) _build_ui() (VisualizeV2 method), [1] _butler_available() (LSSTDataset method), [1] _cache_map (DataCache attribute), [1] _calculate_conv_output_size() (ImageDCAE method), [1] _called_box_select() (Visualize method), [1] _called_from_test (ConfigManager attribute) (FitsImageDataset attribute), [1] (HSCDataset attribute), [1] _called_lasso() (Visualize method), [1] _called_tap() (Visualize method), [1] _catalog_to_manifest_index_map (DownloadedLSSTDataset attribute), [1] _check_file_dimensions() (HSCDataset method), [1] _column_name_map (MultimodalUniverseDataset attribute), [1] _combine() (StatRecord method) _config (FitsImageDataset attribute), [1] (HyraxDataset attribute), [1] _convert_id_to_uuid() (QdrantDB method) _create_process_func() (in module hyrax.pytorch_ignite) _create_schema() (ResultDatasetWriter method), [1] _data_provider (DataCache attribute), [1] _data_size() (DataCache static method), [1] _data_size_bytes (DataCache attribute), [1] _dataset (_IndexedSubset attribute) _detect_object_id_column_name() (LSSTDataset method), [1] _determine_numprocs() (HSCDataset static method), [1] _determine_numprocs_download() (DownloadedLSSTDataset static method), [1] _disable_axis_zoom() (in module hyrax.verbs.visualize_v2) _div() (StatRecord static method) _download_single_cutout() (DownloadedLSSTDataset method), [1] _eval_decoder() (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] _eval_encoder() (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] _even_aspect_bounding_box() (Visualize method), [1] _export_pytorch_to_onnx() (in module hyrax.model_exporters) _export_pytorch_to_onnx_v2() (in module hyrax.model_exporters) _fetch_cutout_with_cache() (DownloadedLSSTDataset method), [1] _fetch_single_cutout() (DownloadedLSSTDataset method), [1] (LSSTDataset method), [1] _file_to_path() (FitsImageDataset method), [1] _filter_filename() (FitsImageDataset method), [1] _find_external_library_default_config_paths() (ConfigManager static method) _fits_file_dims() (HSCDataset static method), [1] _fixup_limit() (HSCDataset static method), [1]

_get_available_bands_from_manifest() (DownloadedLSSTDataset method), [1] _get_butler_thread_safe() (LSSTDataset method), [1] _get_cutout_path_from_idx() (DownloadedLSSTDataset method), [1] _get_cutout_path_from_manifest() (DownloadedLSSTDataset method), [1] _get_database_type_from_config() (DatabaseConnection method), [1] _get_file() (FitsImageDataset method), [1] _get_ids() (ChromaDB method), [1] _get_manifest_index_for_catalog_index() (DownloadedLSSTDataset method), [1] _get_np_function() (HyraxImageDataset method) _get_row() (LanceDBDataset method), [1] _get_tract_patch() (LSSTDataset method), [1] _handle_nan_quantile_numpy() (in module hyrax.datasets.data_provider) _handle_nan_zero_numpy() (in module hyrax.datasets.data_provider) _handle_nans() (in module hyrax.datasets.data_provider) _handle_nans_logic_numpy() (in module hyrax.datasets.data_provider) _handle_nans_numpy() (in module hyrax.datasets.data_provider) _handle_nans_tuple() (in module hyrax.datasets.data_provider) _ids() (InferenceDataset method), [1] _idx_check() (DataCache method), [1] _IndexedSubset (class in hyrax.datasets.mmu_dataset) _init_decoder() (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] _init_encoder() (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] _init_from_path() (FitsImageDataset method), [1] _initialize_log_handlers() (Hyrax method), [1] _initialize_manifest() (DownloadedLSSTDataset method), [1] _inner_loop() (in module hyrax.pytorch_ignite) _insert_count (DataCache attribute), [1] _iter_all_configs() (in module hyrax.config_schemas.data_request) _join_cache_fingerprint() (in module hyrax.datasets.data_provider) _join_cache_path() (in module hyrax.datasets.data_provider) _JOIN_CACHE_VERSION (in module hyrax.datasets.data_provider) _join_fields (DataProvider attribute) _join_maps (DataProvider attribute) _keep_rect() (Downloader static method) _lazy_map_executor() (DataCache method), [1] _limit_non_streaming_dataset() (MultimodalUniverseDataset method), [1] _load_astropy_catalog() (LSSTDataset method), [1] _load_catalog() (LSSTDataset method), [1] _load_data() (VisualizeV2 method), [1] _load_dataset() (MultimodalUniverseDataset method), [1] _load_existing_manifest() (DownloadedLSSTDataset method), [1] _load_from_batch_file() (InferenceDataset method), [1] _load_hats_catalog() (LSSTDataset method), [1] _load_images() (Visualize method), [1] _load_join_cache() (in module hyrax.datasets.data_provider) _load_nested_frame() (NestedPandasDataset method), [1] _load_pickle() (Umap method), [1] _load_tensor_for_cache() (FitsImageDataset method), [1] _log_memory_usage() (Umap static method), [1] _log_params() (Test static method), [1] (Train static method), [1] _longest_object_id_idx() (DownloadedLSSTDataset method), [1] _make_image_pane() (Visualize method), [1] _make_shim() (TraceResult static method) _manifest_filter_object_ids (DownloadedLSSTDataset attribute), [1] _manifest_lock (DownloadedLSSTDataset attribute), [1] _manifest_to_catalog_index_map (DownloadedLSSTDataset attribute), [1] _mark_for_prune() (HSCDataset method), [1] _max_length (DataCache attribute), [1] _max_samples (_IndexedSubset attribute) _metadata_table (HyraxDataset attribute), [1] _normalize_data_location() (MultimodalUniverseDataset method), [1] _normalize_dataset_group() (in module hyrax.config_schemas.data_request) _object_files() (FitsImageDataset method), [1] (HSCDataset method), [1] _object_id_to_tensor() (FitsImageDataset method), [1] _open_catalog_kwargs_from_config() (HyraxHATSDataset method), [1] _optimizer() (HyraxAutoencoder method), [1] _original_dataset_config (InferenceDataset attribute), [1] _parse_box() (LSSTDataset method), [1] _parse_filter_catalog() (FitsImageDataset method), [1] (HSCDataset method), [1] _parse_sphere_point() (LSSTDataset method), [1] _preload_cache (DataCache attribute), [1] _preload_tensor_cache() (DataCache method), [1] _preload_thread (DataCache attribute), [1] _prepare_metadata() (FitsImageDataset method), [1] _primary_or_first_dataset() (DataProvider method) _print_stats() (DownloadStats method) _prune_downloaded_rects() (Downloader method) _prune_object() (HSCDataset method), [1] _prune_objects() (HSCDataset method), [1] _query_by_vector() (QdrantDB method) _query_for_id() (in module hyrax.vector_dbs.chromadb_impl) _query_for_nn() (in module hyrax.vector_dbs.chromadb_impl) _read_filter_catalog() (FitsImageDataset method), [1] (HSCDataset method), [1] _read_object_id() (FitsImageDataset method), [1] _rebuild_manifest() (HSCDataset method), [1] _rect_from_config() (Downloader method) _rect_hook() (Downloader static method) _register_getters() (LanceDBDataset method), [1] (MultimodalUniverseDataset method), [1] (NestedPandasDataset method), [1] _render_config() (ConfigManager static method) _repr_calls() (TraceStage method) _repr_value() (TraceCall method) _request_patch() (LSSTDataset method), [1] _request_patch_cached() (DownloadedLSSTDataset static method), [1] _requested_columns_from_config() (HyraxHATSDataset method), [1] _resolve_config_paths() (ConfigManager static method) _resolve_data_func (DataCache attribute), [1] _resolve_table_name() (LanceDBDataset method), [1] _row_cache (LanceDBDataset attribute), [1] _ROW_CACHE_SIZE (in module hyrax.datasets.lancedb_dataset) _run() (Umap method), [1] _sanitize_name() (MultimodalUniverseDataset method), [1] _save_batch_index() (InferenceDatasetWriter method) _save_file() (InferenceDatasetWriter method) _save_interval (DownloadedLSSTDataset attribute), [1] _save_join_cache() (in module hyrax.datasets.data_provider) _save_manifest() (DownloadedLSSTDataset method), [1] _scan_file_dimension() (HSCDataset static method), [1] _scan_file_dimensions() (HSCDataset method), [1] _scan_file_names() (HSCDataset method), [1] _set_config() (ConfigManager method) _set_crop_transform() (FitsImageDataset method), [1] (HSCDataset method), [1] _setup_band_filtering() (DownloadedLSSTDataset method), [1] _setup_naming_strategy() (DownloadedLSSTDataset method), [1] _setup_trace() (DataProvider method) (Engine method), [1] _shape() (InferenceDataset method), [1] _stat_update() (StatRecord method) _sync_manifest_with_filesystem() (DownloadedLSSTDataset method), [1] _table_from_points() (Visualize method), [1] _torch_criterion() (in module hyrax.models.model_registry) _torch_load() (in module hyrax.models.model_registry) _torch_optimizer() (in module hyrax.models.model_registry) _torch_save() (in module hyrax.models.model_registry) _torch_schedulers() (in module hyrax.models.model_registry) _transform_batch() (Umap method), [1] _translate_metadata_indices() (DataProvider method) _update_manifest_entry() (DownloadedLSSTDataset method), [1] _update_manifest_from_catalog() (DownloadedLSSTDataset method), [1] _update_transform() (HyraxImageDataset method) _updates_since_save (DownloadedLSSTDataset attribute), [1] _use_cache (DataCache attribute), [1] _valid_keys() (TraceCall method) (TracePrintable method) (TraceResult method) (TraceStage method) _validate_data_request() (ConfigManager static method) _validate_runtime_config() (ConfigManager static method) _watcher_thread() (DownloadStats method) _write_manifest() (Downloader method)

A

activation (HSCDCAE attribute), [1] (ImageDCAE attribute), [1] active_threads (DownloadStats attribute) add_parser_kwargs (DatabaseConnection attribute), [1] (Engine attribute), [1] (Infer attribute), [1] (Lookup attribute), [1] (Model attribute), [1] (Prepare attribute), [1] (SaveToDatabase attribute), [1] (Test attribute), [1] (ToOnnx attribute), [1] (Train attribute), [1] (Umap attribute), [1] (Verb attribute), [1] (Visualize attribute), [1] (VisualizeV2 attribute), [1]

all_batch_nums (InferenceDatasetWriter attribute) all_class_verbs() (in module hyrax.verbs) (in module hyrax.verbs.verb_registry) all_ids (InferenceDatasetWriter attribute) all_metadata_fields (DataProvider attribute) all_verbs() (in module hyrax.verbs) (in module hyrax.verbs.verb_registry) append() (TraceStage method) apply_transform() (HyraxImageDataset method) ArcsinhActivation (class in hyrax.models.hsc_dcae) (class in hyrax.models.hyrax_autoencoderv2) (class in hyrax.models.image_dcae) as_dict() (DataRequestConfig method), [1] (DataRequestDefinition method), [1] attach_best_checkpoint() (in module hyrax.pytorch_ignite)

B

backbone (SimCLR attribute), [1] band_filtering_info() (DownloadedLSSTDataset method), [1] band_reduction (HyraxAutoencoderV2 attribute), [1] BANDS (LSSTDataset attribute), [1] base_channel_size (ImageDCAE attribute), [1] BaseConfigModel (class in hyrax.config_schemas) (class in hyrax.config_schemas.base)

batch_count (ResultDatasetWriter attribute), [1] batch_index (InferenceDataset attribute), [1] (InferenceDatasetWriter attribute) box_select_indexes() (Visualize method), [1] box_select_points() (Visualize method), [1]

C

c_hid (HyraxAutoencoder attribute), [1] (HyraxAutoencoderV2 attribute), [1] cache_info() (DownloadedLSSTDataset method), [1] cached_batch_num (InferenceDataset attribute), [1] calls (TraceStage attribute) catalog (LSSTDataset attribute), [1] catalog_object_ids (DownloadedLSSTDataset attribute), [1] ChromaDB (class in hyrax.vector_dbs) (class in hyrax.vector_dbs.chromadb_impl) chromadb_client (ChromaDB attribute), [1] cifar (HyraxCifarDataset attribute), [1] clear_cache() (DownloadedLSSTDataset method), [1] cli_name (DatabaseConnection attribute), [1] (Engine attribute), [1] (Infer attribute), [1] (Lookup attribute), [1] (Model attribute), [1] (Prepare attribute), [1] (SaveToDatabase attribute), [1] (Test attribute), [1] (ToOnnx attribute), [1] (Train attribute), [1] (Umap attribute), [1] (Verb attribute), [1] (Visualize attribute), [1] (VisualizeV2 attribute), [1] client (QdrantDB attribute) close_tensorboard_logger() (in module hyrax.tensorboardx_logger) collate() (DataProvider method) collection (ChromaDB attribute), [1] collection_size (QdrantDB attribute) column_names (HyraxCSVDataset attribute), [1] (HyraxHATSDataset attribute), [1] combine() (StatRecord static method) commit() (InferenceDatasetWriter method) (ResultDatasetWriter method), [1] config (ConfigManager attribute) (DataProvider attribute) (Downloader attribute) (HSCAutoencoder attribute), [1] (HSCDCAE attribute), [1] (Hyrax attribute), [1] (HyraxAutoencoder attribute), [1] (HyraxAutoencoderV2 attribute), [1] (HyraxCNN attribute), [1] (HyraxDataset property), [1] (HyraxLoopback attribute), [1] (ImageDCAE attribute), [1] (SimCLR attribute), [1] (TraceContext attribute) (VectorDB attribute) (Verb attribute), [1]

config_help() (in module hyrax.config_utils) config_manager (Hyrax attribute), [1] ConfigManager (class in hyrax.config_utils) connect() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) connect_kwargs (LanceDBDataset attribute), [1] context (VectorDB attribute) conv1 (HyraxCNN attribute), [1] conv2 (HyraxCNN attribute), [1] conv2d_multi_layer() (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] conv2d_output_size() (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] (HyraxCNN method), [1] conv_end_h (HyraxAutoencoder attribute), [1] (HyraxAutoencoderV2 attribute), [1] conv_end_w (HyraxAutoencoder attribute), [1] (HyraxAutoencoderV2 attribute), [1] conv_output_size (ImageDCAE attribute), [1] create() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) create_engine() (in module hyrax.pytorch_ignite) create_evaluator() (in module hyrax.pytorch_ignite) create_ort_inputs() (Engine method), [1] create_rects() (Downloader static method) create_results_dir() (in module hyrax.config_utils) create_results_writer() (in module hyrax.datasets) (in module hyrax.datasets.result_factories) create_save_batch_callback() (in module hyrax.pytorch_ignite) create_splits() (in module hyrax.pytorch_ignite) create_splits_from_fractions() (in module hyrax.pytorch_ignite) create_tester() (in module hyrax.pytorch_ignite) create_trainer() (in module hyrax.pytorch_ignite) create_validator() (in module hyrax.pytorch_ignite) criterion (NTXentLoss attribute) (SimCLR attribute), [1] cumulative_stats (DownloadStats attribute) CURRENT_CONFIG_VERSION (in module hyrax.config_migrations) custom_collate_functions (DataProvider attribute) cutout_path (Downloader attribute)

D

data (HyraxRandomDatasetBase attribute), [1] data_cache (DataProvider attribute) data_down_mb() (StatRecord method) data_location (DataRequestConfig attribute), [1] (FitsImageDataset attribute), [1] (HyraxCifarDataset attribute), [1] (HyraxCSVDataset attribute), [1] (HyraxHATSDataset attribute), [1] (HyraxRandomDatasetBase attribute), [1] (LanceDBDataset attribute), [1] (MultimodalUniverseDataset attribute), [1] (NestedPandasDataset attribute), [1] (ResultDataset attribute), [1] data_request (DataProvider attribute) data_start (StatRecord attribute) data_up_mb() (StatRecord method) DatabaseConnection (class in hyrax.verbs) (class in hyrax.verbs.database_connection) DataCache (class in hyrax.datasets) (class in hyrax.datasets.data_cache) dataframe (HyraxHATSDataset attribute), [1] DataProvider (class in hyrax.datasets.data_provider) DataRequestConfig (class in hyrax.config_schemas) (class in hyrax.config_schemas.data_request) DataRequestDefinition (class in hyrax.config_schemas) (class in hyrax.config_schemas.data_request) dataset (MultimodalUniverseDataset attribute), [1] dataset_class (DataRequestConfig attribute), [1] dataset_config (DataRequestConfig attribute), [1] dataset_getters (DataProvider attribute) DATASET_REGISTRY (in module hyrax.datasets.dataset_registry) DatasetGroupValue (in module hyrax.config_schemas.data_request) db (LanceDBDataset attribute), [1] (ResultDataset attribute), [1] (ResultDatasetWriter attribute), [1] decode() (ImageDCAE method), [1] decoder (HSCAutoencoder attribute), [1] decoder1 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1]

decoder2 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1] decoder3 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1] decoder4 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1] DEFAULT_CONFIG_FILEPATH (in module hyrax.config_utils) DEFAULT_USER_CONFIG_FILEPATH (in module hyrax.config_utils) delay (GpuMonitor attribute) DEPRECATED_KEY_NAMES (in module hyrax.config_migrations) description (DatabaseConnection attribute), [1] (Engine attribute), [1] (Infer attribute), [1] (Lookup attribute), [1] (Model attribute), [1] (SaveToDatabase attribute), [1] (Test attribute), [1] (ToOnnx attribute), [1] (Train attribute), [1] (Umap attribute), [1] (Verb attribute), [1] (Visualize attribute), [1] dim_dict (in module hyrax.datasets.hsc_dataset) disp_name (TraceCall attribute) (TraceDef attribute) display() (HSCDataset method), [1] dist_data_loader() (in module hyrax.pytorch_ignite) down_rate_mb_s() (StatRecord method) down_rate_mb_s_overall() (StatRecord method) download() (Hyrax method), [1] download_cutouts() (DownloadedLSSTDataset method), [1] download_dir (DownloadedLSSTDataset attribute), [1] download_progress() (DownloadedLSSTDataset method), [1] download_summary() (DownloadedLSSTDataset method), [1] download_thread() (Downloader static method) DownloadedLSSTDataset (class in hyrax.datasets) (class in hyrax.datasets.downloaded_lsst_dataset) Downloader (class in hyrax.download) DownloadStats (class in hyrax.download_stats) duration_ns (TraceCall attribute)

E

encode() (ImageDCAE method), [1] encoder (HSCAutoencoder attribute), [1] encoder1 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1] encoder2 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1] encoder3 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1]

encoder4 (HSCDCAE attribute), [1] (ImageDCAE attribute), [1] Engine (class in hyrax.verbs) (class in hyrax.verbs.engine) export_to_onnx() (in module hyrax.model_exporters) extract_model_method() (in module hyrax.pytorch_ignite)

F

fc1 (HyraxCNN attribute), [1] fc2 (HyraxCNN attribute), [1] fc3 (HyraxCNN attribute), [1] fetch_dataset_class() (in module hyrax.datasets.dataset_registry) fetch_model_class() (in module hyrax.models.model_registry) fetch_verb_class() (in module hyrax.verbs) (in module hyrax.verbs.verb_registry) field_collate_functions (DataProvider attribute) field_defaults (StatRecord attribute) fields (DataRequestConfig attribute), [1] fields() (DataProvider method) filename_column_name (FitsImageDataset attribute), [1] files_dict (in module hyrax.datasets.fits_image_dataset) filter_column_name (FitsImageDataset attribute), [1] filterfits() (Downloader static method) filters_config (HSCDataset attribute), [1] find_keys() (in module hyrax.config_utils)

find_most_recent_results_dir() (in module hyrax.config_utils) FitsImageDataset (class in hyrax.datasets) (class in hyrax.datasets.fits_image_dataset) fixup_engine() (in module hyrax.pytorch_ignite) forward() (ArcsinhActivation method), [1], [2] (HSCAutoencoder method), [1] (HSCDCAE method), [1] (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] (HyraxCNN method), [1] (HyraxLoopback method), [1] (ImageDCAE method), [1] (NTXentLoss method) (SimCLR method), [1] func (MigrationStep attribute), [1] func_dict (TraceStage attribute) func_name (TraceCall attribute) (TraceDef attribute)

G

generate_data_request_from_config() (in module hyrax.datasets.data_provider) generator (SubsetSequentialSampler attribute) get_by_id() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) get_data() (ResultDataset method), [1] get_gpu_info() (in module hyrax.gpu_monitor) get_image() (DownloadedLSSTDataset method), [1] (FitsImageDataset method), [1] (HyraxCifarDataset method), [1] (HyraxRandomDatasetBase method), [1] (LSSTDataset method), [1] get_label() (HyraxCifarDataset method), [1] (HyraxRandomDatasetBase method), [1] get_manifest() (Downloader method)

get_object_id() (DataProvider method) (FitsImageDataset method), [1] (HyraxCifarDataset method), [1] (HyraxRandomDatasetBase method), [1] (InferenceDataset method), [1] (ResultDataset method), [1] get_objectId() (DownloadedLSSTDataset method), [1] get_or_load_class() (in module hyrax) (in module hyrax.plugin_utils) get_selected_df() (Visualize method), [1] (VisualizeV2 method), [1] get_tensorboard_logger() (in module hyrax.tensorboardx_logger) get_trace() (in module hyrax.trace) GPU (class in hyrax.gpu_monitor) GpuMonitor (class in hyrax.gpu_monitor)

H

handle_nans() (DataProvider method) hook() (DownloadStats method) HSCAutoencoder (class in hyrax.models) (class in hyrax.models.hsc_autoencoder) HSCDataset (class in hyrax.datasets) (class in hyrax.datasets.hsc_dataset) HSCDCAE (class in hyrax.models) (class in hyrax.models.hsc_dcae) hyrax module Hyrax (class in hyrax) (class in hyrax.hyrax) hyrax.config_migrations module hyrax.config_migrations.migration_utils module hyrax.config_migrations.migrations module hyrax.config_migrations.migrations.001_rename_model_inputs_to_data_request module hyrax.config_migrations.migrations.002_move_data_loader_shuffle_to_train module hyrax.config_schemas module hyrax.config_schemas.base module hyrax.config_schemas.data_request module hyrax.config_utils module hyrax.datasets module hyrax.datasets.data_cache module hyrax.datasets.data_provider module hyrax.datasets.dataset_registry module hyrax.datasets.downloaded_lsst_dataset module hyrax.datasets.fits_image_dataset module hyrax.datasets.hats_dataset module hyrax.datasets.hsc_dataset module hyrax.datasets.hyrax_cifar_dataset module hyrax.datasets.hyrax_csv_dataset module hyrax.datasets.inference_dataset module hyrax.datasets.lancedb_dataset module hyrax.datasets.lsst_dataset module hyrax.datasets.mmu_dataset module hyrax.datasets.nested_pandas_dataset module hyrax.datasets.random module hyrax.datasets.random.hyrax_random_dataset module hyrax.datasets.result_dataset module hyrax.datasets.result_factories module hyrax.download module hyrax.download_stats module hyrax.downloadCutout module hyrax.downloadCutout.downloadCutout module hyrax.gpu_monitor module hyrax.hyrax module hyrax.model_exporters module hyrax.models module hyrax.models.hsc_autoencoder module hyrax.models.hsc_dcae module hyrax.models.hyrax_autoencoder module hyrax.models.hyrax_autoencoderv2 module

hyrax.models.hyrax_cnn module hyrax.models.hyrax_loopback module hyrax.models.image_dcae module hyrax.models.model_registry module hyrax.models.model_utils module hyrax.models.simclr module hyrax.plugin_utils module hyrax.pytorch_ignite module hyrax.rebuild_manifest module hyrax.tensorboardx_logger module hyrax.trace module hyrax.vector_dbs module hyrax.vector_dbs.chromadb_impl module hyrax.vector_dbs.qdrantdb_impl module hyrax.vector_dbs.vector_db_factory module hyrax.vector_dbs.vector_db_interface module hyrax.verbs module hyrax.verbs.database_connection module hyrax.verbs.engine module hyrax.verbs.infer module hyrax.verbs.lookup module hyrax.verbs.model module hyrax.verbs.prepare module hyrax.verbs.save_to_database module hyrax.verbs.test module hyrax.verbs.to_onnx module hyrax.verbs.train module hyrax.verbs.umap module hyrax.verbs.verb_registry module hyrax.verbs.visualize module hyrax.verbs.visualize_v2 module hyrax_default_config (ConfigManager attribute) HYRAX_EPOCH_COMPLETED (HyraxEvents attribute) hyrax_model() (in module hyrax.models) (in module hyrax.models.model_registry) hyrax_verb() (in module hyrax.verbs.verb_registry) HyraxAutoencoder (class in hyrax.models) (class in hyrax.models.hyrax_autoencoder) HyraxAutoencoderV2 (class in hyrax.models) (class in hyrax.models.hyrax_autoencoderv2) HyraxCifarDataset (class in hyrax.datasets) (class in hyrax.datasets.hyrax_cifar_dataset) HyraxCNN (class in hyrax.models) (class in hyrax.models.hyrax_cnn) HyraxCSVDataset (class in hyrax.datasets) (class in hyrax.datasets.hyrax_csv_dataset) HyraxDataset (class in hyrax.datasets) (class in hyrax.datasets.dataset_registry) HyraxEvents (class in hyrax.pytorch_ignite) HyraxHATSDataset (class in hyrax.datasets) (class in hyrax.datasets.hats_dataset) HyraxImageDataset (class in hyrax.datasets.dataset_registry) HyraxLoopback (class in hyrax.models) (class in hyrax.models.hyrax_loopback) HyraxRandomDataset (class in hyrax.datasets) (class in hyrax.datasets.random.hyrax_random_dataset) HyraxRandomDatasetBase (class in hyrax.datasets) (class in hyrax.datasets.random.hyrax_random_dataset) HyraxSummaryWriter (class in hyrax.tensorboardx_logger)

I

id (GPU attribute) id_dtype (InferenceDatasetWriter attribute) id_list (HyraxRandomDatasetBase attribute), [1] id_width (HyraxCifarDataset attribute), [1] ids() (DataProvider method) (InferenceDataset method), [1] (ResultDataset method), [1] ImageDCAE (class in hyrax.models) (class in hyrax.models.image_dcae) import_module_from_string() (in module hyrax) (in module hyrax.plugin_utils) indices (SubsetSequentialSampler attribute) Infer (class in hyrax.verbs) (class in hyrax.verbs.infer) infer_batch() (HSCAutoencoder method), [1] (HSCDCAE method), [1] (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] (HyraxCNN method), [1] (HyraxLoopback method), [1] (ImageDCAE method), [1] (SimCLR method), [1]

InferenceDataset (class in hyrax.datasets) (class in hyrax.datasets.inference_dataset) InferenceDatasetWriter (class in hyrax.datasets.inference_dataset) information() (Verb class method), [1] init_tensorboard_logger() (in module hyrax.tensorboardx_logger) input_shape (ImageDCAE attribute), [1] insert() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) insert_into_cache() (DataCache method), [1] instrument_class_data_handler() (TraceResult method) instrument_dataprovider() (TraceResult method) instrument_dataset_collate() (TraceResult method) instrument_dataset_getter() (TraceResult method) instrument_engine_verb() (TraceResult method) instrument_instance_data_handler() (TraceResult method) instrument_prepare_inputs() (TraceResult method) instrument_prepare_inputs_fn() (TraceResult method) INVALID_VALUES (in module hyrax.datasets.random.hyrax_random_dataset) is_verb_class() (in module hyrax.verbs) (in module hyrax.verbs.verb_registry)

J

join_field (DataRequestConfig attribute), [1]

join_field_excludes_primary() (DataRequestConfig method), [1]

K

key_renames (MigrationStep attribute), [1]

KEYS_WITH_EXTERNAL_LIBS (in module hyrax.config_utils) KNOWN_LIBS_WITHOUT_DEFAULT_CONFIGS (in module hyrax.config_utils)

L

lance_dataset (LanceDBDataset attribute), [1] (ResultDataset attribute), [1] LANCE_DB_DIR (in module hyrax.datasets.result_dataset) (in module hyrax.datasets.result_factories) lance_dir (ResultDataset attribute), [1] (ResultDatasetWriter attribute), [1] LanceDBDataset (class in hyrax.datasets) (class in hyrax.datasets.lancedb_dataset) latent_decoder (ImageDCAE attribute), [1] latent_dim (HyraxAutoencoder attribute), [1] (HyraxAutoencoderV2 attribute), [1] (ImageDCAE attribute), [1] latent_encoder (ImageDCAE attribute), [1] length (InferenceDataset attribute), [1] list_dataset_classes() (Hyrax method), [1] list_models() (Hyrax method), [1] list_verbs() (Hyrax method), [1] load (GPU attribute) (HyraxLoopback attribute), [1] load_model_weights() (in module hyrax.models.model_utils) load_prepare_inputs() (in module hyrax.plugin_utils) load_results_dataset() (in module hyrax.datasets) (in module hyrax.datasets.result_factories) load_to_tensor() (in module hyrax.plugin_utils) lock (DownloadStats attribute) log_duration_ts() (HyraxSummaryWriter method) log_runtime_config() (in module hyrax) (in module hyrax.config_utils) log_scalar_ts() (HyraxSummaryWriter method) log_summary() (StatRecord method) logger (Hyrax attribute), [1] (in module hyrax.config_migrations.migration_utils) (in module hyrax.config_utils) (in module hyrax.datasets.data_cache) (in module hyrax.datasets.data_provider) (in module hyrax.datasets.dataset_registry) (in module hyrax.datasets.downloaded_lsst_dataset) (in module hyrax.datasets.fits_image_dataset) (in module hyrax.datasets.hsc_dataset) (in module hyrax.datasets.hyrax_cifar_dataset) (in module hyrax.datasets.inference_dataset) (in module hyrax.datasets.lsst_dataset) (in module hyrax.datasets.result_dataset) (in module hyrax.datasets.result_factories) (in module hyrax.download) (in module hyrax.download_stats) (in module hyrax.model_exporters) (in module hyrax.models.hyrax_autoencoder) (in module hyrax.models.hyrax_autoencoderv2) (in module hyrax.models.hyrax_cnn) (in module hyrax.models.hyrax_loopback) (in module hyrax.models.model_registry) (in module hyrax.models.model_utils) (in module hyrax.plugin_utils) (in module hyrax.pytorch_ignite) (in module hyrax.rebuild_manifest) (in module hyrax.trace) (in module hyrax.vector_dbs.chromadb_impl) (in module hyrax.verbs.database_connection) (in module hyrax.verbs.engine) (in module hyrax.verbs.infer) (in module hyrax.verbs.lookup) (in module hyrax.verbs.model) (in module hyrax.verbs.prepare) (in module hyrax.verbs.save_to_database) (in module hyrax.verbs.test) (in module hyrax.verbs.to_onnx) (in module hyrax.verbs.train) (in module hyrax.verbs.umap) (in module hyrax.verbs.verb_registry) (in module hyrax.verbs.visualize) (in module hyrax.verbs.visualize_v2)

logging_interval (DataCache attribute), [1] Lookup (class in hyrax.verbs) (class in hyrax.verbs.lookup) LSSTDataset (class in hyrax.datasets) (class in hyrax.datasets.lsst_dataset)

M

main module main() (in module main) MANIFEST_COLUMN_NAMES (Downloader attribute) manifest_file (Downloader attribute) MANIFEST_FILE_NAME (Downloader attribute) manifest_stats() (DownloadedLSSTDataset method), [1] manifest_to_rects() (Downloader method) max_samples (MultimodalUniverseDataset attribute), [1] mem_mapped_csv (HyraxCSVDataset attribute), [1] memory_total (GPU attribute) memory_used (GPU attribute) memory_util (GPU property) merge_configs() (ConfigManager static method) merge_default_configs() (ConfigManager static method) merge_external_default_configs() (ConfigManager static method) metadata() (DataProvider method) (HyraxDataset method), [1] (InferenceDataset method), [1] metadata_fields() (DataProvider method) (HyraxDataset method), [1] (InferenceDataset method), [1] migrate_config() (in module hyrax.config_migrations) (in module hyrax.config_migrations.migration_utils) migration_step() (in module hyrax.config_migrations) (in module hyrax.config_migrations.migration_utils) MIGRATIONS (in module hyrax.config_migrations) (in module hyrax.config_migrations.migration_utils) MigrationStep (class in hyrax.config_migrations) (class in hyrax.config_migrations.migration_utils) min_shards_for_parallelization (ChromaDB attribute), [1] MIN_SHARDS_FOR_PARALLELIZATION (in module hyrax.vector_dbs.chromadb_impl) Model (class in hyrax.verbs) (class in hyrax.verbs.model) model_config (BaseConfigModel attribute), [1] MODEL_REGISTRY (in module hyrax.models.model_registry) module hyrax hyrax.config_migrations hyrax.config_migrations.migration_utils hyrax.config_migrations.migrations hyrax.config_migrations.migrations.001_rename_model_inputs_to_data_request hyrax.config_migrations.migrations.002_move_data_loader_shuffle_to_train hyrax.config_schemas hyrax.config_schemas.base hyrax.config_schemas.data_request hyrax.config_utils hyrax.datasets hyrax.datasets.data_cache hyrax.datasets.data_provider hyrax.datasets.dataset_registry hyrax.datasets.downloaded_lsst_dataset hyrax.datasets.fits_image_dataset hyrax.datasets.hats_dataset hyrax.datasets.hsc_dataset hyrax.datasets.hyrax_cifar_dataset hyrax.datasets.hyrax_csv_dataset hyrax.datasets.inference_dataset hyrax.datasets.lancedb_dataset hyrax.datasets.lsst_dataset hyrax.datasets.mmu_dataset hyrax.datasets.nested_pandas_dataset hyrax.datasets.random hyrax.datasets.random.hyrax_random_dataset hyrax.datasets.result_dataset hyrax.datasets.result_factories hyrax.download hyrax.download_stats hyrax.downloadCutout hyrax.downloadCutout.downloadCutout hyrax.gpu_monitor hyrax.hyrax hyrax.model_exporters hyrax.models hyrax.models.hsc_autoencoder hyrax.models.hsc_dcae hyrax.models.hyrax_autoencoder hyrax.models.hyrax_autoencoderv2 hyrax.models.hyrax_cnn hyrax.models.hyrax_loopback hyrax.models.image_dcae hyrax.models.model_registry hyrax.models.model_utils hyrax.models.simclr hyrax.plugin_utils hyrax.pytorch_ignite hyrax.rebuild_manifest hyrax.tensorboardx_logger hyrax.trace hyrax.vector_dbs hyrax.vector_dbs.chromadb_impl hyrax.vector_dbs.qdrantdb_impl hyrax.vector_dbs.vector_db_factory hyrax.vector_dbs.vector_db_interface hyrax.verbs hyrax.verbs.database_connection hyrax.verbs.engine hyrax.verbs.infer hyrax.verbs.lookup hyrax.verbs.model hyrax.verbs.prepare hyrax.verbs.save_to_database hyrax.verbs.test hyrax.verbs.to_onnx hyrax.verbs.train hyrax.verbs.umap hyrax.verbs.verb_registry hyrax.verbs.visualize hyrax.verbs.visualize_v2 main

move_data_loader_shuffle_to_train() (in module hyrax.config_migrations.migrations.002_move_data_loader_shuffle_to_train) move_key() (in module hyrax.config_migrations) (in module hyrax.config_migrations.migration_utils) MultimodalUniverseDataset (class in hyrax.datasets) (class in hyrax.datasets.mmu_dataset)

N

N (StatRecord attribute) nested_frame (NestedPandasDataset attribute), [1] NestedPandasDataset (class in hyrax.datasets) (class in hyrax.datasets.nested_pandas_dataset)

normalize_all_groups() (DataRequestDefinition class method), [1] NTXentLoss (class in hyrax.models.simclr) num_threads (DownloadStats attribute)

O

object_id_autodetect_names (LSSTDataset attribute), [1] object_id_column_name (FitsImageDataset attribute), [1] oid_column_name (LSSTDataset attribute), [1] open_table_kwargs (LanceDBDataset attribute), [1] OPTIONAL_DATA_GROUPS (Infer attribute), [1] (Test attribute), [1] (Train attribute), [1] (Verb attribute), [1] (Visualize attribute), [1] (VisualizeV2 attribute), [1]

original_config (ConfigManager attribute) (InferenceDataset property), [1] original_dataset (InferenceDataset attribute), [1] original_dataset_config (InferenceDatasetWriter attribute) ORIGINAL_DATASET_CONFIG_FILENAME (in module hyrax.datasets.inference_dataset)

P

params (TraceCall attribute) params_to_capture (TraceDef attribute) parse_dotted_key() (in module hyrax.config_utils) PATH_CONFIG_KEYS (ConfigManager attribute) poly_select_points() (Visualize method), [1] pool (HSCDCAE attribute), [1] (HyraxCNN attribute), [1] (ImageDCAE attribute), [1] pool2d_output_size() (HyraxCNN method), [1] PositiveRescale (class in hyrax.models.simclr) Prepare (class in hyrax.verbs) (class in hyrax.verbs.prepare) prepare_datasets() (DataProvider method) prepare_inputs() (HyraxAutoencoder static method), [1] (HyraxAutoencoderV2 static method), [1] (HyraxCNN static method), [1] (ImageDCAE static method), [1]

prepped_datasets (DataProvider attribute) primary_data_location (DataProvider attribute) primary_dataset (DataProvider attribute) primary_dataset_id_field_name (DataProvider attribute) primary_id_field (DataRequestConfig attribute), [1] print_interval_s (DownloadStats attribute) print_stats (DownloadStats attribute) projection_head (SimCLR attribute), [1] provided_labels (HyraxRandomDatasetBase attribute), [1] pull_up_primary_dataset_methods() (DataProvider method) PYDANTIC_VALIDATED_KEYS (ConfigManager attribute)

Q

QdrantDB (class in hyrax.vector_dbs.qdrantdb_impl)

R

raw_data_dimensions() (Hyrax method), [1] read_kwargs (NestedPandasDataset attribute), [1] read_runtime_config() (ConfigManager static method) rebuild_manifest() (Hyrax method), [1] received_at (StatRecord attribute) reconstruct() (ImageDCAE method), [1] RECT_COLUMN_NAMES (Downloader attribute) reduce_len() (TraceResult method) remove_class_level_shims() (TraceResult method) rename_model_inputs_to_data_request() (in module hyrax.config_migrations.migrations.001_rename_model_inputs_to_data_request) rename_table() (in module hyrax.config_migrations) (in module hyrax.config_migrations.migration_utils) req_s() (StatRecord method) requested_fields (DataProvider attribute) require_at_least_one_dataset() (DataRequestDefinition method), [1] require_primary_id_for_split_fraction() (DataRequestConfig method), [1] REQUIRED_DATA_GROUPS (Infer attribute), [1] (Test attribute), [1] (Train attribute), [1] (Verb attribute), [1] (Visualize attribute), [1] (VisualizeV2 attribute), [1] reset() (TraceResult method) reset_failed_downloads() (DownloadedLSSTDataset method), [1] reset_trace() (in module hyrax.trace) resolve_data() (DataProvider method) resolve_data_location() (DataRequestConfig class method), [1] resolve_results_dir() (in module hyrax.config_utils) resolve_runtime_config() (ConfigManager static method) resp_s() (StatRecord method) restart_ui() (VisualizeV2 method), [1] result_dir (InferenceDatasetWriter attribute) (ResultDatasetWriter attribute), [1] result_name (TraceDef attribute) ResultDataset (class in hyrax.datasets) (class in hyrax.datasets.result_dataset)

ResultDatasetWriter (class in hyrax.datasets) (class in hyrax.datasets.result_dataset) results_dir (InferenceDataset attribute), [1] retval (TraceCall attribute) run() (DatabaseConnection method), [1] (Downloader method) (Engine method), [1] (GpuMonitor method) (in module hyrax.rebuild_manifest) (Infer method), [1] (Lookup method), [1] (Model method), [1] (Prepare method), [1] (SaveToDatabase method), [1] (Test method), [1] (ToOnnx method), [1] (Train method), [1] (Umap method), [1] (Visualize method), [1] (VisualizeV2 method), [1] run_cli() (DatabaseConnection method), [1] (Engine method), [1] (Infer method), [1] (Lookup method), [1] (Model method), [1] (Prepare method), [1] (SaveToDatabase method), [1] (Test method), [1] (ToOnnx method), [1] (Train method), [1] (Umap method), [1] (Visualize method), [1] (VisualizeV2 method), [1] run_onnx_batch() (Engine method), [1] runtime_config_filepath (ConfigManager attribute)

S

safe_float_cast() (in module hyrax.gpu_monitor) sample_data() (DataProvider method) (HyraxCSVDataset method), [1] save_manifest_now() (DownloadedLSSTDataset method), [1] save_prepare_inputs() (in module hyrax.plugin_utils) save_to_tensor() (in module hyrax.plugin_utils) SaveToDatabase (class in hyrax.verbs) (class in hyrax.verbs.save_to_database) schema (ResultDatasetWriter attribute), [1] search_by_id() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) search_by_vector() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) selected_objects() (Visualize method), [1] set_config() (Hyrax method), [1] set_crop_transform() (HyraxImageDataset method) set_function_transform() (HyraxImageDataset method) setup_dataset() (in module hyrax.pytorch_ignite) setup_model() (in module hyrax.pytorch_ignite) setup_parser() (DatabaseConnection static method), [1] (Engine static method), [1] (Infer static method), [1] (Lookup static method), [1] (Model static method), [1] (Prepare static method), [1] (SaveToDatabase static method), [1] (Test static method), [1] (ToOnnx static method), [1] (Train static method), [1] (Umap static method), [1] (Visualize static method), [1] (VisualizeV2 static method), [1]

sh_deg (LSSTDataset attribute), [1] shape (SimCLR attribute), [1] shape() (FitsImageDataset method), [1] shape_element (InferenceDataset attribute), [1] shard_index (ChromaDB attribute), [1] shard_size (ChromaDB attribute), [1] shard_size_limit (ChromaDB attribute), [1] shimmed_funcs (TraceResult attribute) SimCLR (class in hyrax.models) (class in hyrax.models.simclr) snapshot_rate() (StatRecord method) snapshot_rate_overall() (StatRecord method) split (MultimodalUniverseDataset attribute), [1] split_fraction (DataProvider attribute) (DataRequestConfig attribute), [1] split_indices (DataProvider attribute) stage_name (TraceDef attribute) start_preload_thread() (DataCache method), [1] start_time (GpuMonitor attribute) StatRecord (class in hyrax.download_stats) stats_window (DownloadStats attribute) stop() (GpuMonitor method) stopped (GpuMonitor attribute) streaming (MultimodalUniverseDataset attribute), [1] SubsetSequentialSampler (class in hyrax.pytorch_ignite) sw_deg (LSSTDataset attribute), [1]

T

T (in module hyrax.plugin_utils) table (LanceDBDataset attribute), [1] (ResultDataset attribute), [1] (ResultDatasetWriter attribute), [1] TABLE_NAME (in module hyrax.datasets.result_dataset) table_name (LanceDBDataset attribute), [1] temperature (NTXentLoss attribute) tensor_dtype (ResultDataset attribute), [1] (ResultDatasetWriter attribute), [1] tensor_shape (ResultDataset attribute), [1] (ResultDatasetWriter attribute), [1] tensorboard_logger (GpuMonitor attribute) tensorboard_start_ns (in module hyrax.tensorboardx_logger) tensorboardx_logger (in module hyrax.datasets.data_cache) (in module hyrax.datasets.data_provider) (in module hyrax.datasets.fits_image_dataset) (in module hyrax.tensorboardx_logger) Test (class in hyrax.verbs) (class in hyrax.verbs.test) test_batch() (HSCAutoencoder method), [1] (HSCDCAE method), [1] (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] (HyraxCNN method), [1] (HyraxLoopback method), [1] (ImageDCAE method), [1] (SimCLR method), [1] ToOnnx (class in hyrax.verbs) (class in hyrax.verbs.to_onnx)

total_dur_s() (StatRecord method) trace_arg (TraceContext attribute) trace_batch_size (TraceResult attribute) trace_call() (TraceResult method) trace_dataset_func() (in module hyrax.trace) trace_func() (in module hyrax.trace) trace_model_func() (in module hyrax.trace) trace_result (in module hyrax.trace) trace_verb_data() (in module hyrax.trace) TraceCall (class in hyrax.trace) TraceContext (class in hyrax.trace) TraceDef (class in hyrax.trace) TracePrintable (class in hyrax.trace) TraceResult (class in hyrax.trace) TraceStage (class in hyrax.trace) Train (class in hyrax.verbs) (class in hyrax.verbs.train) train_batch() (HSCAutoencoder method), [1] (HSCDCAE method), [1] (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] (HyraxCNN method), [1] (HyraxLoopback method), [1] (ImageDCAE method), [1] (SimCLR method), [1] training_data (HyraxCifarDataset attribute), [1] transform (PositiveRescale attribute) try_fetch() (DataCache method), [1]

U

Umap (class in hyrax.verbs) (class in hyrax.verbs.umap) unused_module (HyraxLoopback attribute), [1] up_rate_mb_s() (StatRecord method)

update_points() (Visualize method), [1] update_registry() (in module hyrax) (in module hyrax.plugin_utils) user_specific_config (ConfigManager attribute)

V

validate_batch() (HSCAutoencoder method), [1] (HSCDCAE method), [1] (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] (HyraxCNN method), [1] (HyraxLoopback method), [1] (ImageDCAE method), [1] (SimCLR method), [1] validate_cross_group() (DataRequestDefinition method), [1] validate_data_request() (Verb method), [1] validate_primary_id_fields() (DataRequestDefinition method), [1]

VARIABLE_FIELDS (Downloader attribute) vector_db_factory() (in module hyrax.vector_dbs.vector_db_factory) vector_size_limit (ChromaDB attribute), [1] VectorDB (class in hyrax.vector_dbs.vector_db_interface) Verb (class in hyrax.verbs) (class in hyrax.verbs.verb_registry) VERB_REGISTRY (in module hyrax.verbs.verb_registry) visible_points() (Visualize method), [1] Visualize (class in hyrax.verbs) (class in hyrax.verbs.visualize) VisualizeV2 (class in hyrax.verbs) (class in hyrax.verbs.visualize_v2)

W

wall_clock_dur_s() (StatRecord method) watcher_thread (DownloadStats attribute) window_size (DownloadStats attribute)

write_batch() (InferenceDatasetWriter method) (ResultDatasetWriter method), [1] write_index() (InferenceDatasetWriter method) writer_pool (InferenceDatasetWriter attribute)