Index _ | A | B | C | D | E | F | G | H | I | J | L | M | N | O | P | Q | R | S | T | U | W | X | Z _ __new__() (mergernet.core.utils.classproperty method) (mergernet.core.utils.SingletonMeta method) _abc_impl (mergernet.data.image.ChannelAverage attribute) (mergernet.data.image.Crop attribute) (mergernet.data.image.ImagePipeline attribute) (mergernet.data.image.ImageTransform attribute) (mergernet.data.image.LegacyRGB attribute) (mergernet.data.image.LuptonRGB attribute) (mergernet.data.image.TensorToImage attribute) (mergernet.data.image.TensorToShards attribute) (mergernet.estimators.automl.OptunaEstimator attribute) (mergernet.estimators.base.Estimator attribute) (mergernet.estimators.decals.ZoobotEstimator attribute) (mergernet.estimators.parametric.ParametricEstimator attribute) (mergernet.services.imaging.ImagingService attribute) (mergernet.services.legacy.LegacyService attribute) _batch_download() (mergernet.services.splus.SplusService method) _batch_download_rgb() (mergernet.services.imaging.ImagingService method) (mergernet.services.legacy.LegacyService method) _bytes_feature() (mergernet.data.dataset.TFRDataset method) (mergernet.data.image.TensorToShards method) _cache (mergernet.core.utils.CachedDataFrame attribute) _create_dataset_table() (mergernet.data.dataset.Dataset method) _create_shard() (mergernet.data.dataset.TFRDataset method) (mergernet.data.image.TensorToShards method) _discretize_label() (mergernet.data.dataset.Dataset method) _download_image() (mergernet.services.splus.SplusService method) _download_rgb() (mergernet.services.imaging.ImagingService method) (mergernet.services.legacy.LegacyService method) _downloaded_artifacts (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) _encode_content() (mergernet.services.github.GithubService method) _exp_created (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) _format_time() (mergernet.core.utils.Timming method) _get_url() (mergernet.services.github.GithubService method) (mergernet.services.splus.SplusService method) _implements_predict_batch_hooks() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) _implements_test_batch_hooks() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) _implements_train_batch_hooks() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) _instances (mergernet.core.utils.SingletonMeta attribute) _keras_api_names (mergernet.model.callbacks.DeltaStopping attribute) (mergernet.model.callbacks.PruneCallback attribute) (mergernet.model.callbacks.SaveBestTrialCallback attribute) (mergernet.model.callbacks.TFKerasPruningCallback attribute) (mergernet.model.callbacks.WandbGraphicsCallback attribute) _keras_api_names_v1 (mergernet.model.callbacks.DeltaStopping attribute) (mergernet.model.callbacks.PruneCallback attribute) (mergernet.model.callbacks.SaveBestTrialCallback attribute) (mergernet.model.callbacks.TFKerasPruningCallback attribute) (mergernet.model.callbacks.WandbGraphicsCallback attribute) _lock (mergernet.core.utils.SingletonMeta attribute) (mergernet.services.splus.SplusService attribute) _objective() (mergernet.estimators.automl.OptunaEstimator method) _post_run() (mergernet.core.experiment.Experiment method) (mergernet.jobs.j001.Job method) (mergernet.jobs.j002.Job method) (mergernet.jobs.j005.Job method) (mergernet.jobs.j006.Job method) (mergernet.jobs.j007.Job method) (mergernet.jobs.j008.Job method) (mergernet.jobs.j009.Job method) (mergernet.jobs.j010.Job method) (mergernet.jobs.j011.Job method) (mergernet.jobs.j021.Job method) (mergernet.jobs.j022.Job method) (mergernet.jobs.j023.Job method) (mergernet.jobs.j024.Job method) (mergernet.jobs.j025.Job method) (mergernet.jobs.j026.Job method) (mergernet.jobs.j027.Job method) (mergernet.jobs.j028.Job method) (mergernet.jobs.j029.Job method) (mergernet.jobs.j030.Job method) _pre_run() (mergernet.core.experiment.Experiment method) (mergernet.jobs.j001.Job method) (mergernet.jobs.j002.Job method) (mergernet.jobs.j005.Job method) (mergernet.jobs.j006.Job method) (mergernet.jobs.j007.Job method) (mergernet.jobs.j008.Job method) (mergernet.jobs.j009.Job method) (mergernet.jobs.j010.Job method) (mergernet.jobs.j011.Job method) (mergernet.jobs.j021.Job method) (mergernet.jobs.j022.Job method) (mergernet.jobs.j023.Job method) (mergernet.jobs.j024.Job method) (mergernet.jobs.j025.Job method) (mergernet.jobs.j026.Job method) (mergernet.jobs.j027.Job method) (mergernet.jobs.j028.Job method) (mergernet.jobs.j029.Job method) (mergernet.jobs.j030.Job method) _prepare_dataset() (mergernet.estimators.decals.ZoobotEstimator method) _registered_artifacts (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) _save_optuna_db() (mergernet.estimators.automl.OptunaEstimator method) _serialize_array() (mergernet.data.dataset.TFRDataset method) (mergernet.data.image.TensorToShards method) _setup_experiment_attributes() (mergernet.core.experiment.Experiment method) (mergernet.jobs.j001.Job method) (mergernet.jobs.j002.Job method) (mergernet.jobs.j005.Job method) (mergernet.jobs.j006.Job method) (mergernet.jobs.j007.Job method) (mergernet.jobs.j008.Job method) (mergernet.jobs.j009.Job method) (mergernet.jobs.j010.Job method) (mergernet.jobs.j011.Job method) (mergernet.jobs.j021.Job method) (mergernet.jobs.j022.Job method) (mergernet.jobs.j023.Job method) (mergernet.jobs.j024.Job method) (mergernet.jobs.j025.Job method) (mergernet.jobs.j026.Job method) (mergernet.jobs.j027.Job method) (mergernet.jobs.j028.Job method) (mergernet.jobs.j029.Job method) (mergernet.jobs.j030.Job method) _track_tap_job() (mergernet.services.splus.SplusService method) _transform_images() (mergernet.data.dataset.Dataset method) A ACTIVE_LEARNING_ON (mergernet.data.schemas.GZDecals5 attribute) add() (mergernet.core.hp.HyperParameterSet method) adjust_saturation() (in module mergernet.data.trilogy) append_query_params() (in module mergernet.services.utils) array_fallback() (in module mergernet.core.utils) asinh_map() (in module mergernet.data.image) asinh_map2() (in module mergernet.data.image) autoclean() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) B backup_model() (in module mergernet.core.experiment) BAR_NO (mergernet.data.schemas.GZDecals5 attribute) BAR_NO_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BAR_NO_FRACTION (mergernet.data.schemas.GZDecals5 attribute) BAR_STRONG (mergernet.data.schemas.GZDecals5 attribute) BAR_STRONG_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BAR_STRONG_FRACTION (mergernet.data.schemas.GZDecals5 attribute) BAR_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) BAR_WEAK (mergernet.data.schemas.GZDecals5 attribute) BAR_WEAK_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BAR_WEAK_FRACTION (mergernet.data.schemas.GZDecals5 attribute) base_path (mergernet.services.google.GDrive attribute) batch_cutout() (mergernet.services.imaging.ImagingService method) (mergernet.services.legacy.LegacyService method) batch_download_file() (in module mergernet.services.utils) batch_download_fits() (mergernet.services.sdss.SloanService method) batch_download_rgb() (mergernet.services.sdss.SloanService method) batch_image_download() (mergernet.services.splus.SplusService method) batch_query() (mergernet.services.splus.SplusService method) batch_sync_query() (mergernet.services.tap.TapService method) batch_transform() (mergernet.data.image.ChannelAverage method) (mergernet.data.image.Crop method) (mergernet.data.image.ImagePipeline method) (mergernet.data.image.ImageTransform method) (mergernet.data.image.LegacyRGB method) (mergernet.data.image.LuptonRGB method) (mergernet.data.image.TensorToImage method) (mergernet.data.image.TensorToShards method) BIN_LEGACY_NORTH_RGB_128 (mergernet.data.dataset_config.DatasetRegistry attribute) BIN_SDSS_128 (mergernet.data.dataset_config.DatasetRegistry attribute) BLIND_SPLUS_GAL80_LS10_RGB_128 (mergernet.data.dataset_config.DatasetRegistry attribute) BLIND_SPLUS_LUPTON_128 (mergernet.data.dataset_config.DatasetRegistry attribute) BLIND_SPLUS_LUPTON_150 (mergernet.data.dataset_config.DatasetRegistry attribute) BLIND_SPLUS_TRILOGY_128 (mergernet.data.dataset_config.DatasetRegistry attribute) BLIND_SPLUS_TRILOGY_150 (mergernet.data.dataset_config.DatasetRegistry attribute) build() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) BULGE_SIZE_DOMINANT (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_DOMINANT_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_DOMINANT_FRACTION (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_LARGE (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_LARGE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_LARGE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_MODERATE (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_MODERATE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_MODERATE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_NONE (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_NONE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_NONE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_SMALL (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_SMALL_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_SMALL_FRACTION (mergernet.data.schemas.GZDecals5 attribute) BULGE_SIZE_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) C CachedDataFrame (class in mergernet.core.utils) call() (mergernet.jobs.j001.Job method) (mergernet.jobs.j002.Job method) (mergernet.jobs.j005.Job method) (mergernet.jobs.j006.Job method) (mergernet.jobs.j007.Job method) (mergernet.jobs.j008.Job method) (mergernet.jobs.j009.Job method) (mergernet.jobs.j010.Job method) (mergernet.jobs.j011.Job method) (mergernet.jobs.j021.Job method) (mergernet.jobs.j022.Job method) (mergernet.jobs.j023.Job method) (mergernet.jobs.j024.Job method) (mergernet.jobs.j025.Job method) (mergernet.jobs.j026.Job method) (mergernet.jobs.j027.Job method) (mergernet.jobs.j028.Job method) (mergernet.jobs.j029.Job method) (mergernet.jobs.j030.Job method) CAMCOL (mergernet.data.schemas.GZ1 attribute) cat() (mergernet.core.hp.HP static method) CategoricalHyperParameter (class in mergernet.core.hp) ChannelAverage (class in mergernet.data.image) check_images() (mergernet.data.sanitization.DatasetSanitization method) classproperty (class in mergernet.core.utils) clear() (mergernet.data.dataset.Dataset method) clear_last_value() (mergernet.core.hp.CategoricalHyperParameter method) (mergernet.core.hp.ConstantHyperParameter method) (mergernet.core.hp.FloatHyperParameter method) (mergernet.core.hp.HyperParameter method) (mergernet.core.hp.IntHyperParameter method) clear_values_dict() (mergernet.core.hp.HyperParameterSet method) cnn_representations() (mergernet.estimators.decals.ZoobotEstimator method) color() (mergernet.data.trilogy.MakeImg method) color_color() (in module mergernet.visualization.plot) commit() (mergernet.services.github.GithubService method) compile_model() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) compress_files() (in module mergernet.core.utils) compress_fits() (in module mergernet.core.utils) compute_class_weight() (mergernet.data.dataset.Dataset method) compute_max_bins() (mergernet.data.kfold.StratifiedDistributionKFold static method) concat_fold_column() (mergernet.data.dataset.Dataset static method) conf_matrix() (in module mergernet.visualization.plot) configure_root_logger() (in module mergernet.core.logging) const() (mergernet.core.hp.HP static method) ConstantHyperParameter (class in mergernet.core.hp) create() (mergernet.data.dataset.TFRDataset method) Crop (class in mergernet.data.image) cross_validation() (mergernet.estimators.parametric.ParametricEstimator method) CrossMatch (class in mergernet.data.match) crossmatch() (mergernet.data.match.CrossMatch method) (mergernet.services.sdss.SloanService method) CrossMatchResult (class in mergernet.data.match) cutout() (mergernet.services.imaging.ImagingService method) (mergernet.services.legacy.LegacyService method) (mergernet.services.sdss.SloanService method) D da() (in module mergernet.data.trilogy) Darg (class in mergernet.data.schemas) DARG_NO_INSPECTION (mergernet.data.dataset_config.DatasetRegistry attribute) data_distribution() (in module mergernet.visualization.plot) Dataset (class in mergernet.data.dataset) DatasetConfig (class in mergernet.data.dataset_config) DatasetRegistry (class in mergernet.data.dataset_config) DatasetSanitization (class in mergernet.data.sanitization) DEC (mergernet.data.schemas.GZ1 attribute) (mergernet.data.schemas.GZDecals5 attribute) DECALS_0364_1M_PART0 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART1 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART10 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART11 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART12 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART2 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART3 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART4 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART5 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART6 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART7 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART8 (mergernet.data.dataset_config.DatasetRegistry attribute) DECALS_0364_1M_PART9 (mergernet.data.dataset_config.DatasetRegistry attribute) deep_update() (in module mergernet.core.utils) delete() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) deleter() (mergernet.core.utils.classproperty method) DeltaStopping (class in mergernet.model.callbacks) DISK_EDGE_ON_NO (mergernet.data.schemas.GZDecals5 attribute) DISK_EDGE_ON_NO_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) DISK_EDGE_ON_NO_FRACTION (mergernet.data.schemas.GZDecals5 attribute) DISK_EDGE_ON_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) DISK_EDGE_ON_YES (mergernet.data.schemas.GZDecals5 attribute) DISK_EDGE_ON_YES_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) DISK_EDGE_ON_YES_FRACTION (mergernet.data.schemas.GZDecals5 attribute) distance (mergernet.data.match.CrossMatchResult attribute) DistributionKFold (class in mergernet.data.kfold) download() (mergernet.data.dataset.Dataset method) (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) (mergernet.services.github.GithubService method) download_file() (in module mergernet.services.utils) download_file_gd() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) download_fits() (mergernet.services.sdss.SloanService method) (mergernet.services.splus.SplusService method) download_lupton_rgb() (mergernet.services.splus.SplusService method) download_rgb() (mergernet.services.sdss.SloanService method) download_trilogy_rgb() (mergernet.services.splus.SplusService method) DR7OBJID (mergernet.data.schemas.GZ1 attribute) DR8OBJID (mergernet.data.schemas.GZ1 attribute) drop_images_by_filesize() (mergernet.data.sanitization.DatasetSanitization method) drop_images_by_iauname() (mergernet.data.sanitization.DatasetSanitization method) duration() (mergernet.core.utils.Timming method) E EDGE_ON_BULGE_BOXY (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_BOXY_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_BOXY_FRACTION (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_NONE (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_NONE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_NONE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_ROUNDED (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_ROUNDED_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_ROUNDED_FRACTION (mergernet.data.schemas.GZDecals5 attribute) EDGE_ON_BULGE_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) ELLIPTICAL (mergernet.data.schemas.GZ1 attribute) ELPETRO_ABSMAG_R (mergernet.data.schemas.GZDecals5 attribute) end() (mergernet.core.utils.Timming method) Estimator (class in mergernet.estimators.base) EstimatorConfig (class in mergernet.estimators.base) EstimatorRegistry (class in mergernet.estimators.base) execute_posix_command() (in module mergernet.core.utils) exists() (mergernet.services.google.GDrive method) exp_id (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) exp_name (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) Experiment (class in mergernet.core.experiment) Experiment.Tracker (class in mergernet.core.experiment) extract_files() (in module mergernet.core.utils) extract_iauname_from_path() (in module mergernet.core.utils) F fdel (mergernet.core.utils.classproperty attribute) fget (mergernet.core.utils.classproperty attribute) FIELD (mergernet.data.schemas.GZ1 attribute) filesize_histogram() (mergernet.data.sanitization.DatasetSanitization method) find_by_value() (in module mergernet.core.utils) finetune_train() (in module mergernet.model.baseline) finish_wandb() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) fits (mergernet.services.splus.ImageType attribute) FloatHyperParameter (class in mergernet.core.hp) from_dict() (mergernet.core.hp.CategoricalHyperParameter static method) (mergernet.core.hp.ConstantHyperParameter static method) (mergernet.core.hp.FloatHyperParameter static method) (mergernet.core.hp.HyperParameter static method) (mergernet.core.hp.IntHyperParameter static method) fset (mergernet.core.utils.classproperty attribute) G GD_DATASETS_PATH (mergernet.data.dataset_config.GoogleDriveResource attribute) gd_exp_path (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) gd_shared_path (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) GDrive (class in mergernet.services.google) get() (mergernet.core.hp.HyperParameterSet method) (mergernet.services.google.GDrive method) get_array() (mergernet.data.trilogy.MakeImg method) get_clip() (in module mergernet.data.trilogy) get_conv_arch() (in module mergernet.model.utils) (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) get_coords() (mergernet.data.match.XTable method) get_dataaug_block() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) get_filesize_distribution() (mergernet.data.sanitization.DatasetSanitization method) get_fold() (mergernet.data.dataset.Dataset method) get_iauname_by_filesize() (mergernet.data.sanitization.DatasetSanitization method) get_image_filename() (mergernet.services.sdss.SloanService method) get_images_paths() (mergernet.data.dataset.Dataset method) get_lastest_job_run() (mergernet.services.github.GithubService method) get_levels() (in module mergernet.data.trilogy) get_metric() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) get_n_folds() (mergernet.data.dataset.Dataset method) get_optimizer() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) get_pixscale() (mergernet.services.legacy.LegacyService method) get_preds_dataset() (mergernet.data.dataset.Dataset method) get_scheduler() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) get_serie() (mergernet.visualization.plot.Serie method) get_std() (mergernet.visualization.plot.Serie method) get_table() (mergernet.data.dataset.Dataset method) get_url() (mergernet.services.google.GDrive static method) (mergernet.services.sciserver.SciServer static method) get_X() (mergernet.data.dataset.Dataset method) get_X_by_fold() (mergernet.data.dataset.Dataset method) getter() (mergernet.core.utils.classproperty method) GithubService (class in mergernet.services.github) GoogleDriveResource (class in mergernet.data.dataset_config) GZ1 (class in mergernet.data.schemas) GZDecals5 (class in mergernet.data.schemas) H HAS_SPIRAL_ARMS_NO (mergernet.data.schemas.GZDecals5 attribute) HAS_SPIRAL_ARMS_NO_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) HAS_SPIRAL_ARMS_NO_FRACTION (mergernet.data.schemas.GZDecals5 attribute) HAS_SPIRAL_ARMS_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) HAS_SPIRAL_ARMS_YES (mergernet.data.schemas.GZDecals5 attribute) HAS_SPIRAL_ARMS_YES_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) HAS_SPIRAL_ARMS_YES_FRACTION (mergernet.data.schemas.GZDecals5 attribute) has_std() (mergernet.visualization.plot.Serie method) heading() (in module mergernet.core.utils) history_to_dataframe() (in module mergernet.model.utils) HOW_ROUNDED_CIGAR_SHAPED (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_CIGAR_SHAPED_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_CIGAR_SHAPED_FRACTION (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_IN_BETWEEN (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_IN_BETWEEN_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_IN_BETWEEN_FRACTION (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_ROUND (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_ROUND_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_ROUND_FRACTION (mergernet.data.schemas.GZDecals5 attribute) HOW_ROUNDED_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) HP (class in mergernet.core.hp) HTTPResource (class in mergernet.data.dataset_config) HyperParameter (class in mergernet.core.hp) HyperParameterSet (class in mergernet.core.hp) I IAUNAME (mergernet.data.schemas.GZ1 attribute) (mergernet.data.schemas.GZDecals5 attribute) iauname() (in module mergernet.core.utils) iauname_path() (in module mergernet.core.utils) ImagePipeline (class in mergernet.data.image) ImageTransform (class in mergernet.data.image) ImageType (class in mergernet.services.splus) ImagingService (class in mergernet.services.imaging) imscale() (in module mergernet.data.trilogy) IN_GZD_AB (mergernet.data.schemas.GZDecals5 attribute) init_wandb() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) install_linux_package() (in module mergernet.core.utils) IntHyperParameter (class in mergernet.core.hp) is_dataset_downloaded() (mergernet.data.dataset.Dataset method) is_mounted() (mergernet.services.google.GDrive method) J Job (class in mergernet.jobs.j001) (class in mergernet.jobs.j002) (class in mergernet.jobs.j005) (class in mergernet.jobs.j006) (class in mergernet.jobs.j007) (class in mergernet.jobs.j008) (class in mergernet.jobs.j009) (class in mergernet.jobs.j010) (class in mergernet.jobs.j011) (class in mergernet.jobs.j021) (class in mergernet.jobs.j022) (class in mergernet.jobs.j023) (class in mergernet.jobs.j024) (class in mergernet.jobs.j025) (class in mergernet.jobs.j026) (class in mergernet.jobs.j027) (class in mergernet.jobs.j028) (class in mergernet.jobs.j029) (class in mergernet.jobs.j030) Job.Tracker (class in mergernet.jobs.j001) (class in mergernet.jobs.j002) (class in mergernet.jobs.j005) (class in mergernet.jobs.j006) (class in mergernet.jobs.j007) (class in mergernet.jobs.j008) (class in mergernet.jobs.j009) (class in mergernet.jobs.j010) (class in mergernet.jobs.j011) (class in mergernet.jobs.j021) (class in mergernet.jobs.j022) (class in mergernet.jobs.j023) (class in mergernet.jobs.j024) (class in mergernet.jobs.j025) (class in mergernet.jobs.j026) (class in mergernet.jobs.j027) (class in mergernet.jobs.j028) (class in mergernet.jobs.j029) (class in mergernet.jobs.j030) L LegacyRGB (class in mergernet.data.image) LegacyService (class in mergernet.services.legacy) list_dir() (mergernet.services.github.GithubService method) load() (mergernet.core.utils.CachedDataFrame class method) load_image() (in module mergernet.core.utils) load_jpg() (in module mergernet.data.preprocessing) load_jpg_with_label() (in module mergernet.data.preprocessing) load_model() (in module mergernet.model.utils) load_png() (in module mergernet.data.preprocessing) load_png_with_label() (in module mergernet.data.preprocessing) load_table() (in module mergernet.core.utils) local_exp_path (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) local_shared_path (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) LS10_TRAIN_224_PNG (mergernet.data.dataset_config.DatasetRegistry attribute) LS10S_BLIND_PNG (mergernet.data.dataset_config.DatasetRegistry attribute) lupton (mergernet.services.splus.ImageType attribute) LuptonRGB (class in mergernet.data.image) M mag_class_distribution() (in module mergernet.visualization.plot) MAG_R (mergernet.data.schemas.GZDecals5 attribute) make_trilogy_fits() (mergernet.data.rgb.RGB method) MakeImg (class in mergernet.data.trilogy) meanstd() (in module mergernet.data.trilogy) mergernet.core module mergernet.core.constants module mergernet.core.experiment module mergernet.core.hp module mergernet.core.logging module mergernet.core.utils module mergernet.data module mergernet.data.dataset module mergernet.data.dataset_config module mergernet.data.image module mergernet.data.kfold module mergernet.data.match module mergernet.data.preprocessing module mergernet.data.rgb module mergernet.data.sanitization module mergernet.data.schemas module mergernet.data.trilogy module mergernet.estimators module mergernet.estimators.automl module mergernet.estimators.base module mergernet.estimators.decals module mergernet.estimators.parametric module mergernet.jobs module mergernet.jobs.j001 module mergernet.jobs.j002 module mergernet.jobs.j005 module mergernet.jobs.j006 module mergernet.jobs.j007 module mergernet.jobs.j008 module mergernet.jobs.j009 module mergernet.jobs.j010 module mergernet.jobs.j011 module mergernet.jobs.j021 module mergernet.jobs.j022 module mergernet.jobs.j023 module mergernet.jobs.j024 module mergernet.jobs.j025 module mergernet.jobs.j026 module mergernet.jobs.j027 module mergernet.jobs.j028 module mergernet.jobs.j029 module mergernet.jobs.j030 module mergernet.model module mergernet.model.automl module mergernet.model.baseline module mergernet.model.callbacks module mergernet.model.inference module mergernet.model.utils module mergernet.services module mergernet.services.github module mergernet.services.google module mergernet.services.imaging module mergernet.services.legacy module mergernet.services.sciserver module mergernet.services.sdss module mergernet.services.splus module mergernet.services.tap module mergernet.services.tensorboard module mergernet.services.utils module mergernet.visualization module mergernet.visualization.plot module MERGING_MAJOR_DISTURBANCE (mergernet.data.schemas.GZDecals5 attribute) MERGING_MAJOR_DISTURBANCE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) MERGING_MAJOR_DISTURBANCE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) MERGING_MERGER (mergernet.data.schemas.GZDecals5 attribute) MERGING_MERGER_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) MERGING_MERGER_FRACTION (mergernet.data.schemas.GZDecals5 attribute) MERGING_MINOR_DISTURBANCE (mergernet.data.schemas.GZDecals5 attribute) MERGING_MINOR_DISTURBANCE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) MERGING_MINOR_DISTURBANCE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) MERGING_NONE (mergernet.data.schemas.GZDecals5 attribute) MERGING_NONE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) MERGING_NONE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) MERGING_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) MESD_LEGACY_128 (mergernet.data.dataset_config.DatasetRegistry attribute) MESD_SDSS_128 (mergernet.data.dataset_config.DatasetRegistry attribute) MODELMAG_G (mergernet.data.schemas.GZ1 attribute) MODELMAG_I (mergernet.data.schemas.GZ1 attribute) MODELMAG_R (mergernet.data.schemas.GZ1 attribute) MODELMAG_U (mergernet.data.schemas.GZ1 attribute) MODELMAG_Z (mergernet.data.schemas.GZ1 attribute) module mergernet.core mergernet.core.constants mergernet.core.experiment mergernet.core.hp mergernet.core.logging mergernet.core.utils mergernet.data mergernet.data.dataset mergernet.data.dataset_config mergernet.data.image mergernet.data.kfold mergernet.data.match mergernet.data.preprocessing mergernet.data.rgb mergernet.data.sanitization mergernet.data.schemas mergernet.data.trilogy mergernet.estimators mergernet.estimators.automl mergernet.estimators.base mergernet.estimators.decals mergernet.estimators.parametric mergernet.jobs mergernet.jobs.j001 mergernet.jobs.j002 mergernet.jobs.j005 mergernet.jobs.j006 mergernet.jobs.j007 mergernet.jobs.j008 mergernet.jobs.j009 mergernet.jobs.j010 mergernet.jobs.j011 mergernet.jobs.j021 mergernet.jobs.j022 mergernet.jobs.j023 mergernet.jobs.j024 mergernet.jobs.j025 mergernet.jobs.j026 mergernet.jobs.j027 mergernet.jobs.j028 mergernet.jobs.j029 mergernet.jobs.j030 mergernet.model mergernet.model.automl mergernet.model.baseline mergernet.model.callbacks mergernet.model.inference mergernet.model.utils mergernet.services mergernet.services.github mergernet.services.google mergernet.services.imaging mergernet.services.legacy mergernet.services.sciserver mergernet.services.sdss mergernet.services.splus mergernet.services.tap mergernet.services.tensorboard mergernet.services.utils mergernet.visualization mergernet.visualization.plot move() (mergernet.services.google.GDrive method) mro() (mergernet.core.utils.SingletonMeta method) N normalize_rgb() (in module mergernet.data.preprocessing) not_in() (in module mergernet.core.utils) notes (mergernet.core.experiment.Experiment attribute) (mergernet.jobs.j001.Job attribute) (mergernet.jobs.j002.Job attribute) (mergernet.jobs.j005.Job attribute) (mergernet.jobs.j006.Job attribute) (mergernet.jobs.j007.Job attribute) (mergernet.jobs.j008.Job attribute) (mergernet.jobs.j009.Job attribute) (mergernet.jobs.j010.Job attribute) (mergernet.jobs.j011.Job attribute) (mergernet.jobs.j021.Job attribute) (mergernet.jobs.j022.Job attribute) (mergernet.jobs.j023.Job attribute) (mergernet.jobs.j024.Job attribute) (mergernet.jobs.j025.Job attribute) (mergernet.jobs.j026.Job attribute) (mergernet.jobs.j027.Job attribute) (mergernet.jobs.j028.Job attribute) (mergernet.jobs.j029.Job attribute) (mergernet.jobs.j030.Job attribute) num() (mergernet.core.hp.HP static method) O OBJ (mergernet.data.schemas.GZ1 attribute) object_position() (in module mergernet.visualization.plot) on_batch_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_batch_end() (mergernet.data.image.ChannelAverage method) (mergernet.data.image.Crop method) (mergernet.data.image.ImagePipeline method) (mergernet.data.image.ImageTransform method) (mergernet.data.image.LegacyRGB method) (mergernet.data.image.LuptonRGB method) (mergernet.data.image.TensorToImage method) (mergernet.data.image.TensorToShards method) (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_epoch_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_epoch_end() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_predict_batch_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_predict_batch_end() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_predict_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_predict_end() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_test_batch_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_test_batch_end() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_test_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_test_end() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_train_batch_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_train_batch_end() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_train_begin() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) on_train_end() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) one_hot_factory() (in module mergernet.data.preprocessing) optuna_train() (in module mergernet.model.automl) OptunaEstimator (class in mergernet.estimators.automl) P P_ACW (mergernet.data.schemas.GZ1 attribute) P_CS (mergernet.data.schemas.GZ1 attribute) P_CS_DEBIASED (mergernet.data.schemas.GZ1 attribute) P_CW (mergernet.data.schemas.GZ1 attribute) P_DK (mergernet.data.schemas.GZ1 attribute) P_EDGE (mergernet.data.schemas.GZ1 attribute) P_EL (mergernet.data.schemas.GZ1 attribute) P_EL_DEBIASED (mergernet.data.schemas.GZ1 attribute) P_MG (mergernet.data.schemas.GZ1 attribute) pair_match() (mergernet.data.match.CrossMatch method) parallel_function_executor() (in module mergernet.services.utils) ParametricEstimator (class in mergernet.estimators.parametric) PATH (mergernet.data.schemas.GZ1 attribute) (mergernet.data.schemas.GZDecals5 attribute) pca() (mergernet.estimators.decals.ZoobotEstimator method) PETRO_TH50 (mergernet.data.schemas.GZDecals5 attribute) PETRO_TH90 (mergernet.data.schemas.GZDecals5 attribute) PETRO_THETA (mergernet.data.schemas.GZDecals5 attribute) PETROMAG_G (mergernet.data.schemas.GZ1 attribute) PETROMAG_I (mergernet.data.schemas.GZ1 attribute) PETROMAG_R (mergernet.data.schemas.GZ1 attribute) PETROMAG_U (mergernet.data.schemas.GZ1 attribute) PETROMAG_Z (mergernet.data.schemas.GZ1 attribute) plot() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) PNG_LOC (mergernet.data.schemas.GZDecals5 attribute) predict() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) (mergernet.model.inference.Predictor method) Predictor (class in mergernet.model.inference) prepare_data() (mergernet.data.dataset.Dataset method) primary_idx (mergernet.data.match.CrossMatchResult attribute) PruneCallback (class in mergernet.model.callbacks) Q query() (mergernet.services.splus.SplusService method) R RA (mergernet.data.schemas.GZ1 attribute) (mergernet.data.schemas.GZDecals5 attribute) REDSHIFT (mergernet.data.schemas.GZDecals5 attribute) register_artifact() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) registry (mergernet.data.dataset.Dataset attribute) (mergernet.estimators.automl.OptunaEstimator attribute) (mergernet.estimators.base.Estimator attribute) (mergernet.estimators.decals.ZoobotEstimator attribute) (mergernet.estimators.parametric.ParametricEstimator attribute) RERUN (mergernet.data.schemas.GZ1 attribute) RGB (class in mergernet.data.rgb) RGB2im() (in module mergernet.data.trilogy) rms() (in module mergernet.data.trilogy) roc() (in module mergernet.visualization.plot) RUN (mergernet.data.schemas.GZ1 attribute) run() (mergernet.core.experiment.Experiment method) (mergernet.jobs.j001.Job method) (mergernet.jobs.j002.Job method) (mergernet.jobs.j005.Job method) (mergernet.jobs.j006.Job method) (mergernet.jobs.j007.Job method) (mergernet.jobs.j008.Job method) (mergernet.jobs.j009.Job method) (mergernet.jobs.j010.Job method) (mergernet.jobs.j011.Job method) (mergernet.jobs.j021.Job method) (mergernet.jobs.j022.Job method) (mergernet.jobs.j023.Job method) (mergernet.jobs.j024.Job method) (mergernet.jobs.j025.Job method) (mergernet.jobs.j026.Job method) (mergernet.jobs.j027.Job method) (mergernet.jobs.j028.Job method) (mergernet.jobs.j029.Job method) (mergernet.jobs.j030.Job method) S sample() (mergernet.data.sanitization.DatasetSanitization method) sanitize() (mergernet.data.sanitization.DatasetSanitization method) satK2m() (in module mergernet.data.trilogy) save_image() (in module mergernet.core.utils) save_table() (in module mergernet.core.utils) SaveBestTrialCallback (class in mergernet.model.callbacks) savefig() (mergernet.data.trilogy.MakeImg method) SciServer (class in mergernet.services.sciserver) secondary_idx (mergernet.data.match.CrossMatchResult attribute) send() (mergernet.services.google.GDrive method) send_dir() (mergernet.services.google.GDrive method) serialize() (in module mergernet.core.utils) Serie (class in mergernet.visualization.plot) SERSIC_NMGY_R (mergernet.data.schemas.GZDecals5 attribute) set_attr() (mergernet.core.hp.CategoricalHyperParameter method) (mergernet.core.hp.ConstantHyperParameter method) (mergernet.core.hp.FloatHyperParameter method) (mergernet.core.hp.HyperParameter method) (mergernet.core.hp.IntHyperParameter method) set_model() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) set_params() (mergernet.model.callbacks.DeltaStopping method) (mergernet.model.callbacks.PruneCallback method) (mergernet.model.callbacks.SaveBestTrialCallback method) (mergernet.model.callbacks.TFKerasPruningCallback method) (mergernet.model.callbacks.WandbGraphicsCallback method) set_trainable() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) set_trainable_state() (in module mergernet.model.utils) set_trial() (mergernet.core.hp.CategoricalHyperParameter method) (mergernet.core.hp.ConstantHyperParameter method) (mergernet.core.hp.FloatHyperParameter method) (mergernet.core.hp.HyperParameter method) (mergernet.core.hp.HyperParameterSet method) (mergernet.core.hp.IntHyperParameter method) setLevel() (in module mergernet.data.trilogy) setter() (mergernet.core.utils.classproperty method) setup_seeds() (in module mergernet.model.utils) SingletonMeta (class in mergernet.core.utils) SloanService (class in mergernet.services.sdss) SMOOTH_OR_FEATURED_ARTIFACT (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_ARTIFACT_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_ARTIFACT_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_FEATURED_OR_DISK (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_FEATURED_OR_DISK_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_FEATURED_OR_DISK_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_SMOOTH (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_SMOOTH_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_SMOOTH_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SMOOTH_OR_FEATURED_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) SPECOBJID (mergernet.data.schemas.GZ1 attribute) SPIRAL (mergernet.data.schemas.GZ1 attribute) SPIRAL_ARM_COUNT_1 (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_1_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_1_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_2 (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_2_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_2_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_3 (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_3_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_3_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_4 (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_4_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_4_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_CANT_TELL (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_CANT_TELL_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_CANT_TELL_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_MORE_THAN_4 (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_MORE_THAN_4_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_MORE_THAN_4_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_ARM_COUNT_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_LOOSE (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_LOOSE_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_LOOSE_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_MEDIUM (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_MEDIUM_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_MEDIUM_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_TIGHT (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_TIGHT_DEBIASED (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_TIGHT_FRACTION (mergernet.data.schemas.GZDecals5 attribute) SPIRAL_WINDING_TOTAL_VOTES (mergernet.data.schemas.GZDecals5 attribute) split() (mergernet.data.kfold.DistributionKFold method) split_all() (mergernet.data.kfold.StratifiedDistributionKFold method) split_ids() (mergernet.data.kfold.StratifiedDistributionKFold method) SplusService (class in mergernet.services.splus) standardize_rgb() (in module mergernet.data.preprocessing) start() (mergernet.core.utils.Timming method) StratifiedDistributionKFold (class in mergernet.data.kfold) suggest() (mergernet.core.hp.CategoricalHyperParameter method) (mergernet.core.hp.ConstantHyperParameter method) (mergernet.core.hp.FloatHyperParameter method) (mergernet.core.hp.HyperParameter method) (mergernet.core.hp.IntHyperParameter method) sync_query() (mergernet.services.tap.TapService method) T table (mergernet.data.match.CrossMatchResult attribute) TapService (class in mergernet.services.tap) TensorboardService (class in mergernet.services.tensorboard) TensorToImage (class in mergernet.data.image) TensorToShards (class in mergernet.data.image) tf_model (mergernet.estimators.automl.OptunaEstimator property) (mergernet.estimators.base.Estimator property) (mergernet.estimators.decals.ZoobotEstimator property) (mergernet.estimators.parametric.ParametricEstimator property) TFKerasPruningCallback (class in mergernet.model.callbacks) TFRDataset (class in mergernet.data.dataset) Timming (class in mergernet.core.utils) to_df() (mergernet.data.match.XTable method) to_dict() (mergernet.core.hp.CategoricalHyperParameter method) (mergernet.core.hp.ConstantHyperParameter method) (mergernet.core.hp.FloatHyperParameter method) (mergernet.core.hp.HyperParameter method) (mergernet.core.hp.IntHyperParameter method) to_values_dict() (mergernet.core.hp.HyperParameterSet method) train() (mergernet.estimators.automl.OptunaEstimator method) (mergernet.estimators.base.Estimator method) (mergernet.estimators.decals.ZoobotEstimator method) (mergernet.estimators.parametric.ParametricEstimator method) train_metrics() (in module mergernet.visualization.plot) transform() (mergernet.data.image.ChannelAverage method) (mergernet.data.image.Crop method) (mergernet.data.image.ImagePipeline method) (mergernet.data.image.ImageTransform method) (mergernet.data.image.LegacyRGB method) (mergernet.data.image.LuptonRGB method) (mergernet.data.image.TensorToImage method) (mergernet.data.image.TensorToShards method) trilogy (mergernet.services.splus.ImageType attribute) trilogy_fits_to_png() (mergernet.data.rgb.RGB method) U UNCERTAIN (mergernet.data.schemas.GZ1 attribute) unique() (mergernet.data.match.CrossMatch method) unique_path() (in module mergernet.core.utils) update_authorization() (in module mergernet.services.splus) update_token() (mergernet.services.splus.SplusService method) upload_assets() (mergernet.services.tensorboard.TensorboardService method) upload_file_gd() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) UPLOAD_GROUP (mergernet.data.schemas.GZDecals5 attribute) upload_registered_artifacts() (mergernet.core.experiment.Experiment class method) (mergernet.jobs.j001.Job class method) (mergernet.jobs.j002.Job class method) (mergernet.jobs.j005.Job class method) (mergernet.jobs.j006.Job class method) (mergernet.jobs.j007.Job class method) (mergernet.jobs.j008.Job class method) (mergernet.jobs.j009.Job class method) (mergernet.jobs.j010.Job class method) (mergernet.jobs.j011.Job class method) (mergernet.jobs.j021.Job class method) (mergernet.jobs.j022.Job class method) (mergernet.jobs.j023.Job class method) (mergernet.jobs.j024.Job class method) (mergernet.jobs.j025.Job class method) (mergernet.jobs.j026.Job class method) (mergernet.jobs.j027.Job class method) (mergernet.jobs.j028.Job class method) (mergernet.jobs.j029.Job class method) (mergernet.jobs.j030.Job class method) W WandbGraphicsCallback (class in mergernet.model.callbacks) WRONG_SIZE_STATISTIC (mergernet.data.schemas.GZDecals5 attribute) WRONG_SIZE_WARNING (mergernet.data.schemas.GZDecals5 attribute) X XTable (class in mergernet.data.match) Z Z (mergernet.data.schemas.GZ1 attribute) ZOOBOT_GREYSCALE (mergernet.estimators.base.EstimatorRegistry attribute) ZOOBOT_RGB (mergernet.estimators.base.EstimatorRegistry attribute) ZoobotEstimator (class in mergernet.estimators.decals)