o Ďi'@sdZddlmZddlmZddlmZddlmZeZ e Z eZ e e e e fZdedeedeed ed ed ef d d Zdeedee deedeedeede ded ed ed eefddZdeedee deedeeded ed ed efddZdS)zGeofence-related utility functions. Provides functions for checking geofencing rules and rolling up classification labels based on geographic restrictions and taxonomic levels. )Optional)Classification)get_ancestor_at_level)get_full_class_stringlabelcountry admin1_region geofence_mapenable_geofencereturnc Cs|sdS|sdSt|}||vrdS||d}|r/||vr!dS||}|r/|r/||vr/dS||d}|rL||vrL||} | sDdS|rL|| vrLdSdS)aChecks whether to geofence animal prediction in a country or admin1_region. Args: label: Animal label to check geofence rules for. country: Country (in ISO 3166-1 alpha-3 format) to check geofence rules for. Optional. admin1_region: First-level administrative division (in ISO 3166-2 format) to check geofence rules for. Optional. geofence_map: Dictionary mapping full class strings to geofence rules. enable_geofence: Whether geofencing is enabled. Returns: A boolean indicating whether to geofence given animal prediction. FallowTblock)rget) rrrr r full_class_stringallow_countriesallow_admin1_regionsblock_countriesblock_admin1_regionsrU/home/jeff/fluffinator/venv/lib/python3.10/site-packages/speciesnet/geofence_utils.py%should_geofence_animal_classification"s6 rlabelsscorestarget_taxonomy_levelsnon_blank_threshold taxonomy_mapc Cshd} t|| } | rtd| d| d|D]P} i} t||D]\} }t| | |d}|r<| |d|}|| |<q#d}d}| D]\}}||krYt|||||sY|}|}qE||krj|rj||d| fSqdS) aRolls up prediction labels to the first taxonomy level above given threshold. Args: labels: List of classification labels. scores: List of classification scores. country: Country (in ISO 3166-1 alpha-3 format) associated with prediction. Optional. admin1_region: First-level administrative division (in ISO 3166-2 format) associated with prediction. Optional. target_taxonomy_levels: Ordered list of taxonomy levels at which to roll up classification labels and check if the cumulative score passes the given threshold. Levels must be a subset of: "species", "genus", "family", "order", "class", "kingdom". non_blank_threshold: Min threshold at which the cumulative score is good enough to consider the rollup successful. taxonomy_map: Dictionary mapping taxa to labels. geofence_map: Dictionary mapping full class strings to geofence rules. enable_geofence: Whether geofencing is enabled. Returns: A tuple of describing the first taxonomy level at which the cumulative score passes the given threshold. If no such level exists, return `None`. Raises: ValueError: If the taxonomy level if not one of: "species", "genus", "family", "order", "class", "kingdom". >classgenusorderfamilykingdomspeciesz%Unexpected target taxonomy level(s): z%. Expected only levels from the set: .)rtaxonomy_levelrgNzclassifier+rollup_to_)set difference ValueErrorziprritemsr)rrrrrrrr r expected_target_taxonomy_levelsunknown_target_taxonomy_levelsr#accumulated_scoresrscore rollup_label new_scoremax_rollup_labelmax_rollup_score rollup_scorerrr&roll_up_labels_to_first_matching_leveljsP2  r2c Cst|d||||r9t||||gd|dd|||d }|r1|\}} } || d| tddfStj|ddfS|d|dd fS) aGeofences animal prediction in a country or admin1_region. Under the hood, this also rolls up the labels every time it encounters a geofenced label. Args: labels: List of classification labels. scores: List of classification scores. country: Country (in ISO 3166-1 alpha-3 format) associated with prediction. Optional. admin1_region: First-level administrative division (in ISO 3166-2 format) associated with prediction. Optional. taxonomy_map: Dictionary mapping taxa to labels. geofence_map: Dictionary mapping full class strings to geofence rules. enable_geofence: Whether geofencing is enabled. Returns: A tuple of describing the result of the combined geofence and rollup operations. r)rrrr g|=) rrrrrrrr r zclassifier+geofence+z classifier+Nz!classifier+geofence+rollup_failed classifier)rr2lenrUNKNOWN) rrrrrr r rollupr-r1 rollup_sourcerrrgeofence_animal_classifications2&   r8N)__doc__typingrspeciesnet.constantsrspeciesnet.taxonomy_utilsrrstrPredictionLabelTypefloatPredictionScoreTypePredictionSourceTypetuplePredictionTypedictboolrlistr2r8rrrrsx     H  e