Index

_

__contains__() (FitsImageDataSet method), [1] (HSCDataSet method), [1] __delitem__() (ConfigDict method) __dir__() (Hyrax method), [1] __enter__() (DownloadStats method) __exit__() (DownloadStats method) __getattr__() (Hyrax method), [1] __getitem__() (DataProvider method) (DownloadedLSSTDataset method), [1] (FitsImageDataSet method), [1] (HyraxCifarDataSet method), [1] (HyraxRandomDataset method), [1] (InferenceDataSet method), [1] (LSSTDataset method), [1] __init__() (ChromaDB method), [1] (DatabaseConnection method), [1] (DownloadedLSSTDataset method), [1] (FitsImageDataSet method), [1] (HSCDataSet method), [1] (Hyrax method), [1] (HyraxCifarDataSet method), [1] (HyraxCifarIterableDataSet method), [1] (HyraxDataset method), [1] (HyraxRandomDataset method), [1] (HyraxRandomDatasetBase method), [1] (HyraxRandomIterableDataset method), [1] (Infer method), [1] (InferenceDataSetWriter method) (Lookup method), [1] (LSSTDataset method), [1] (Model method), [1] (QdrantDB method) (SaveToDatabase method), [1] (Search method) (Train method), [1] (Umap method), [1] (VectorDB method) (Verb method), [1] (Visualize method), [1] __init_subclass__() (HyraxDataset class method), [1] __iter__() (HyraxCifarIterableDataSet method), [1] (HyraxRandomIterableDataset method), [1] (SubsetSequentialSampler method) __len__() (DataProvider method) (FitsImageDataSet method), [1] (HyraxCifarDataSet method), [1] (HyraxRandomDataset method), [1] (InferenceDataSet method), [1] (LSSTDataset method), [1] (SubsetSequentialSampler method) __missing__() (ConfigDict method) __repr__() (DataProvider method) __slots__ (ConfigDict attribute) _add_major_arguments() (in module main) _add_manifest_columns() (DownloadedLSSTDataset method), [1] _all_files() (FitsImageDataSet method), [1] _all_files_full() (HSCDataSet method), [1] _apply_configurations() (DataProvider static method) _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] _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] _check_file_dimensions() (HSCDataSet method), [1] _check_object_id_to_tensor_cache() (FitsImageDataSet method), [1] _combine() (StatRecord method) _config (DownloadedLSSTDataset attribute), [1] (FitsImageDataSet attribute), [1] (HyraxDataset attribute), [1] _convert_id_to_uuid() (QdrantDB method) _convert_to_torch() (FitsImageDataSet method), [1] _create_process_func() (in module hyrax.pytorch_ignite) _determine_numprocs() (HSCDataSet static method), [1] _determine_numprocs_download() (DownloadedLSSTDataset static method), [1] _determine_numprocs_preload() (FitsImageDataSet static method), [1] _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) _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_cutout_path() (DownloadedLSSTDataset method), [1] _get_database_type_from_config() (DatabaseConnection method), [1] _get_file() (FitsImageDataSet method), [1] _get_ids() (ChromaDB method), [1] _get_np_function() (HyraxImageDataset method) _get_tract_patch() (LSSTDataset method), [1] _handle_nan_quantile() (in module hyrax.pytorch_ignite) _handle_nan_zero() (in module hyrax.pytorch_ignite) _handle_nans() (in module hyrax.pytorch_ignite) _handle_nans_logic() (in module hyrax.pytorch_ignite) _handle_nans_tensor() (in module hyrax.pytorch_ignite) _handle_nans_tuple() (in module hyrax.pytorch_ignite) _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) _keep_rect() (Downloader static method) _lazy_map_executor() (FitsImageDataSet method), [1] _load_astropy_catalog() (LSSTDataset method), [1] _load_catalog() (LSSTDataset 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] _log_duration_tensorboard() (FitsImageDataSet method), [1] _log_memory_usage() (Umap static method), [1] _log_params() (Train static method), [1] _make_image_pane() (Visualize method), [1] _manifest_lock (DownloadedLSSTDataset attribute), [1] _mark_for_prune() (HSCDataSet method), [1] _merge_defaults() (ConfigManager method) _merge_manifests() (DownloadedLSSTDataset method), [1] _metadata_table (HyraxDataset attribute), [1] _object_files() (FitsImageDataSet method), [1] (HSCDataSet method), [1] _object_id_to_tensor() (FitsImageDataSet method), [1] _optimizer() (HyraxAutoencoder method), [1] (ImageDCAE 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] _populate_object_id_to_tensor_cache() (FitsImageDataSet method), [1] _preload_tensor_cache() (FitsImageDataSet method), [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) _request_patch() (LSSTDataset method), [1] _request_patch_cached() (DownloadedLSSTDataset static method), [1] _resolve_config_paths() (ConfigManager static method) _resolve_results_dir() (InferenceDataSet method), [1] _run() (Umap method), [1] _save_batch_index() (InferenceDataSetWriter method) _save_file() (InferenceDataSetWriter method) _save_interval (DownloadedLSSTDataset attribute), [1] _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_crop_transform() (FitsImageDataSet method), [1] (HSCDataSet method), [1] _setup_band_filtering() (DownloadedLSSTDataset method), [1] _setup_naming_strategy() (DownloadedLSSTDataset 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) _transform_batch() (Umap method), [1] _update_manifest_entry() (DownloadedLSSTDataset method), [1] _update_transform() (HyraxImageDataset method) _updates_since_save (DownloadedLSSTDataset attribute), [1] _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] (Infer attribute), [1] (Lookup attribute), [1] (Model attribute), [1] (SaveToDatabase attribute), [1] (Search attribute) (Train attribute), [1] (Umap attribute), [1] (Verb attribute), [1] (Visualize 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) apply_transform() (HyraxImageDataset method) ArcsinhActivation (class in hyrax.models.hsc_dcae) (class in hyrax.models.hyrax_autoencoderv2) (class in hyrax.models.image_dcae)

B

BANDS (LSSTDataset attribute), [1] base_channel_size (ImageDCAE 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] cached_batch_num (InferenceDataSet attribute), [1] catalog (LSSTDataset attribute), [1] ChromaDB (class in hyrax.vector_dbs) (class in hyrax.vector_dbs.chromadb_impl) chromadb_client (ChromaDB attribute), [1] cifar (HyraxCifarBase attribute), [1] clear() (ConfigDict method) clear_cache() (DownloadedLSSTDataset method), [1] cli_name (DatabaseConnection attribute), [1] (Infer attribute), [1] (Lookup attribute), [1] (Model attribute), [1] (SaveToDatabase attribute), [1] (Search attribute) (Train attribute), [1] (Umap attribute), [1] (Visualize attribute), [1] client (QdrantDB attribute) collection (ChromaDB attribute), [1] collection_size (QdrantDB attribute) combine() (StatRecord static method) 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] (VectorDB attribute) (Verb attribute), [1]

config_help() (in module hyrax.config_utils) config_manager (Hyrax attribute), [1] ConfigDict (class in hyrax.config_utils) ConfigManager (class in hyrax.config_utils) connect() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) 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_rects() (Downloader static method) create_results_dir() (in module hyrax.config_utils) create_splits() (in module hyrax.pytorch_ignite) create_trainer() (in module hyrax.pytorch_ignite) create_validator() (in module hyrax.pytorch_ignite) cumulative_stats (DownloadStats attribute) cutout_path (Downloader attribute)

D

data (HyraxRandomDatasetBase attribute), [1] data_down_mb() (StatRecord method) data_location (HyraxCifarBase attribute), [1] (HyraxRandomDatasetBase attribute), [1] data_request (DataProvider attribute) DATA_SET_REGISTRY (in module hyrax.data_sets.data_set_registry) data_start (StatRecord attribute) data_up_mb() (StatRecord method) DatabaseConnection (class in hyrax.verbs) (class in hyrax.verbs.database_connection) DataProvider (class in hyrax.data_sets.data_provider) dataset_getters (DataProvider attribute) 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) dim_dict (in module hyrax.data_sets.hsc_data_set) 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_thread() (Downloader static method) DownloadedLSSTDataset (class in hyrax.data_sets) (class in hyrax.data_sets.downloaded_lsst_dataset) Downloader (class in hyrax.download) DownloadStats (class in hyrax.download_stats)

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] export_to_onnx() (in module hyrax.model_exporters) external_library_config_paths (ConfigManager attribute) extract_model_method() (in module hyrax.pytorch_ignite)

F

fc1 (HyraxCNN attribute), [1] fc2 (HyraxCNN attribute), [1] fc3 (HyraxCNN attribute), [1] fetch_data_set_class() (in module hyrax.data_sets.data_set_registry) fetch_model_class() (in module hyrax.models.model_registry) fetch_verb_class() (in module hyrax.verbs) (in module hyrax.verbs.verb_registry) field_defaults (StatRecord attribute) fields() (DataProvider method) filename_column_name (FitsImageDataSet attribute), [1] files_dict (in module hyrax.data_sets.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.data_sets) (class in hyrax.data_sets.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]

G

generate_data_request_from_config() (in module hyrax.data_sets.data_provider) generator (SubsetSequentialSampler attribute) get() (ConfigDict method) get_band_filtering_info() (DownloadedLSSTDataset method), [1] get_by_id() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) get_cache_info() (DownloadedLSSTDataset method), [1] get_download_progress() (DownloadedLSSTDataset method), [1] get_download_summary() (DownloadedLSSTDataset method), [1] get_gpu_info() (in module hyrax.gpu_monitor) get_image() (DownloadedLSSTDataset method), [1] (FitsImageDataSet method), [1] (HyraxCifarBase method), [1] (HyraxRandomDatasetBase method), [1] (LSSTDataset method), [1]

get_index() (HyraxCifarBase method), [1] get_label() (HyraxCifarBase method), [1] (HyraxRandomDatasetBase method), [1] get_manifest() (Downloader method) get_manifest_stats() (DownloadedLSSTDataset method), [1] get_object_id() (FitsImageDataSet method), [1] (HyraxCifarBase method), [1] (HyraxRandomDatasetBase method), [1] get_or_load_class() (in module hyrax) (in module hyrax.plugin_utils) get_selected_df() (Visualize method), [1] GPU (class in hyrax.gpu_monitor) GpuMonitor (class in hyrax.gpu_monitor)

H

hook() (DownloadStats method) HSCAutoencoder (class in hyrax.models) (class in hyrax.models.hsc_autoencoder) HSCDataSet (class in hyrax.data_sets) (class in hyrax.data_sets.hsc_data_set) HSCDCAE (class in hyrax.models) (class in hyrax.models.hsc_dcae) hyrax module Hyrax (class in hyrax) (class in hyrax.hyrax) hyrax.config_utils module hyrax.data_sets module hyrax.data_sets.data_provider module hyrax.data_sets.data_set_registry module hyrax.data_sets.downloaded_lsst_dataset module hyrax.data_sets.fits_image_dataset module hyrax.data_sets.hsc_data_set module hyrax.data_sets.hyrax_cifar_data_set module hyrax.data_sets.inference_dataset module hyrax.data_sets.lsst_dataset module hyrax.data_sets.random module hyrax.data_sets.random.hyrax_random_dataset 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.plugin_utils module

hyrax.prepare module hyrax.pytorch_ignite module hyrax.rebuild_manifest 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.infer module hyrax.verbs.lookup module hyrax.verbs.model module hyrax.verbs.save_to_database module hyrax.verbs.search module hyrax.verbs.train module hyrax.verbs.umap module hyrax.verbs.verb_registry module hyrax.verbs.visualize 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) HyraxCifarBase (class in hyrax.data_sets) (class in hyrax.data_sets.hyrax_cifar_data_set) HyraxCifarDataSet (class in hyrax.data_sets) (class in hyrax.data_sets.hyrax_cifar_data_set) HyraxCifarIterableDataSet (class in hyrax.data_sets) (class in hyrax.data_sets.hyrax_cifar_data_set) HyraxCNN (class in hyrax.models) (class in hyrax.models.hyrax_cnn) HyraxDataset (class in hyrax.data_sets) (class in hyrax.data_sets.data_set_registry) HyraxEvents (class in hyrax.pytorch_ignite) HyraxImageDataset (class in hyrax.data_sets.data_set_registry) HyraxLoopback (class in hyrax.models) (class in hyrax.models.hyrax_loopback) HyraxRandomDataset (class in hyrax.data_sets) (class in hyrax.data_sets.random.hyrax_random_dataset) HyraxRandomDatasetBase (class in hyrax.data_sets) (class in hyrax.data_sets.random.hyrax_random_dataset) HyraxRandomIterableDataset (class in hyrax.data_sets) (class in hyrax.data_sets.random.hyrax_random_dataset)

I

id (GPU attribute) id_dtype (InferenceDataSetWriter attribute) id_list (HyraxRandomDatasetBase attribute), [1] ids() (DataProvider method) (FitsImageDataSet method), [1] (HyraxDataset method), [1] (HyraxRandomDataset method), [1] (InferenceDataSet 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)

InferenceDataSet (class in hyrax.data_sets) (class in hyrax.data_sets.inference_dataset) InferenceDataSetWriter (class in hyrax.data_sets.inference_dataset) input_shape (ImageDCAE attribute), [1] insert() (ChromaDB method), [1] (QdrantDB method) (VectorDB method) INVALID_VALUES (in module hyrax.data_sets.random.hyrax_random_dataset) is_iterable() (DataProvider method) (HyraxDataset class method), [1] is_iterable_dataset_requested() (in module hyrax.pytorch_ignite) is_map() (DataProvider method) (HyraxDataset class method), [1] is_verb_class() (in module hyrax.verbs) (in module hyrax.verbs.verb_registry)

L

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] load (GPU attribute) (HyraxLoopback attribute), [1] load_model_weights() (Infer static method), [1] lock (DownloadStats attribute) log_runtime_config() (in module hyrax) (in module hyrax.config_utils) log_summary() (StatRecord method) logger (Hyrax attribute), [1] (in module hyrax.config_utils) (in module hyrax.data_sets.data_provider) (in module hyrax.data_sets.data_set_registry) (in module hyrax.data_sets.downloaded_lsst_dataset) (in module hyrax.data_sets.fits_image_dataset) (in module hyrax.data_sets.hsc_data_set) (in module hyrax.data_sets.hyrax_cifar_data_set) (in module hyrax.data_sets.inference_dataset) (in module hyrax.data_sets.lsst_dataset) (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_cnn) (in module hyrax.models.hyrax_loopback) (in module hyrax.models.model_registry) (in module hyrax.prepare) (in module hyrax.pytorch_ignite) (in module hyrax.rebuild_manifest) (in module hyrax.vector_dbs.chromadb_impl) (in module hyrax.verbs.database_connection) (in module hyrax.verbs.infer) (in module hyrax.verbs.lookup) (in module hyrax.verbs.model) (in module hyrax.verbs.save_to_database) (in module hyrax.verbs.search) (in module hyrax.verbs.train) (in module hyrax.verbs.umap) (in module hyrax.verbs.verb_registry) (in module hyrax.verbs.visualize)

Lookup (class in hyrax.verbs) (class in hyrax.verbs.lookup) LSSTDataset (class in hyrax.data_sets) (class in hyrax.data_sets.lsst_dataset)

M

main module main() (in module main) MANIFEST_COLUMN_NAMES (Downloader attribute) manifest_file (Downloader attribute) MANIFEST_FILE_NAME (Downloader attribute) manifest_to_rects() (Downloader method) memory_total (GPU attribute) memory_used (GPU attribute) memory_util (GPU property) merge_configs() (ConfigManager static method) metadata() (DataProvider method) (HyraxDataset method), [1] (InferenceDataSet method), [1] metadata_fields() (DataProvider method) (HyraxDataset method), [1] (InferenceDataSet method), [1] 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_REGISTRY (in module hyrax.models.model_registry) module hyrax hyrax.config_utils hyrax.data_sets hyrax.data_sets.data_provider hyrax.data_sets.data_set_registry hyrax.data_sets.downloaded_lsst_dataset hyrax.data_sets.fits_image_dataset hyrax.data_sets.hsc_data_set hyrax.data_sets.hyrax_cifar_data_set hyrax.data_sets.inference_dataset hyrax.data_sets.lsst_dataset hyrax.data_sets.random hyrax.data_sets.random.hyrax_random_dataset 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.plugin_utils hyrax.prepare hyrax.pytorch_ignite hyrax.rebuild_manifest 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.infer hyrax.verbs.lookup hyrax.verbs.model hyrax.verbs.save_to_database hyrax.verbs.search hyrax.verbs.train hyrax.verbs.umap hyrax.verbs.verb_registry hyrax.verbs.visualize main

N

N (StatRecord attribute)

num_threads (DownloadStats attribute)

O

object_id_column_name (FitsImageDataSet attribute), [1] original_config (InferenceDataSet property), [1] original_dataset (InferenceDataSet attribute), [1]

original_dataset_config (InferenceDataSetWriter attribute) ORIGINAL_DATASET_CONFIG_FILENAME (in module hyrax.data_sets.inference_dataset) overall_default_config (ConfigManager attribute)

P

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] pop() (ConfigDict method) popitem() (ConfigDict method)

prepare() (Hyrax method), [1] prepare_datasets() (DataProvider method) prepped_datasets (DataProvider attribute) primary_dataset (DataProvider attribute) primary_dataset_id_field_name (DataProvider attribute) print_interval_s (DownloadStats attribute) print_stats (DownloadStats attribute) provided_labels (HyraxRandomDatasetBase attribute), [1] pull_up_primary_dataset_methods() (DataProvider method)

Q

QdrantDB (class in hyrax.vector_dbs.qdrantdb_impl)

R

raw_data_dimensions() (Hyrax method), [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) req_s() (StatRecord method) requested_fields (DataProvider attribute) reset_failed_downloads() (DownloadedLSSTDataset method), [1] resolve_data() (DataProvider method) resolve_runtime_config() (ConfigManager static method) resp_s() (StatRecord method) result_dir (InferenceDataSetWriter attribute) results_dir (InferenceDataSet attribute), [1] run() (DatabaseConnection method), [1] (Downloader method) (GpuMonitor method) (in module hyrax.prepare) (in module hyrax.rebuild_manifest) (Infer method), [1] (Lookup method), [1] (Model method), [1] (SaveToDatabase method), [1] (Search method) (Train method), [1] (Umap method), [1] (Visualize method), [1]

run_cli() (DatabaseConnection method), [1] (Infer method), [1] (Lookup method), [1] (Model method), [1] (SaveToDatabase method), [1] (Search method) (Train method), [1] (Umap method), [1] (Visualize method), [1] runtime_config_filepath (ConfigManager attribute)

S

safe_float_cast() (in module hyrax.gpu_monitor) sample_data() (DataProvider method) (HyraxDataset method), [1] save_manifest_now() (DownloadedLSSTDataset method), [1] SaveToDatabase (class in hyrax.verbs) (class in hyrax.verbs.save_to_database) Search (class in hyrax.verbs.search) 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_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] (Infer static method), [1] (Lookup static method), [1] (Model static method), [1] (SaveToDatabase static method), [1] (Search static method) (Train static method), [1] (Umap static method), [1] (Visualize static method), [1]

sh_deg (LSSTDataset 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] snapshot_rate() (StatRecord method) snapshot_rate_overall() (StatRecord method) start_time (GpuMonitor attribute) StatRecord (class in hyrax.download_stats) stats_window (DownloadStats attribute) stop() (GpuMonitor method) stopped (GpuMonitor attribute) SubsetSequentialSampler (class in hyrax.pytorch_ignite) sw_deg (LSSTDataset attribute), [1]

T

T (in module hyrax.plugin_utils) tensorboard_logger (GpuMonitor attribute) tensorboardx_logger (HyraxDataset attribute), [1] to_tensor() (HyraxAutoencoder static method), [1] (HyraxAutoencoderV2 static method), [1] (ImageDCAE static method), [1] total_dur_s() (StatRecord method) Train (class in hyrax.verbs) (class in hyrax.verbs.train)

train_step() (HSCAutoencoder method), [1] (HSCDCAE method), [1] (HyraxAutoencoder method), [1] (HyraxAutoencoderV2 method), [1] (HyraxCNN method), [1] (HyraxLoopback method), [1] (ImageDCAE 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) use_cache (FitsImageDataSet attribute), [1]

V

validate_request() (DataProvider static method) 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)

W

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

write_batch() (InferenceDataSetWriter method) write_index() (InferenceDataSetWriter method) writer_pool (InferenceDataSetWriter attribute)