from django.core.management.base import BaseCommand from GaiaDBInterface.models import GaiaSource, CatalogFile from astropy.coordinates import SkyCoord import astropy_healpix as ah import numpy as np from datetime import datetime, timedelta def current_time(): return (datetime.now() + timedelta(hours=3)).strftime("%H:%M:%S") def update_catalog_file_status(catalog_file, status): #catalog file status updater catalog_file.status = status catalog_file.save() def healpix(nside): #NSIDE 2048, ORDER ring or nested for catalog_file in CatalogFile.objects.filter(status='INGESTED'): print(f'[{current_time()}] Loading sources from {catalog_file.name}...') sources = list(catalog_file.sources.all()) print(f'[{current_time()}] Sources ready. Forming ra & dec arrays...') if catalog_file.status == 'INDEX_IN_PROGRESS': sources.update(healpix_ring_index=None, healpix_nested_index=None) ra_list = np.array([source.ra for source in sources]) dec_list = np.array([source.dec for source in sources]) print(f'[{current_time()}] ra & dec arrays ready. Creating SkyCoord objects...') skycoord = SkyCoord(ra=ra_list, dec=dec_list, unit='deg', frame='fk5') print(f'[{current_time()}] SkyCoord objects ready. Calculating healpix indices...') ring_healpix = ah.HEALPix(nside=nside, order=ring, frame='fk5') ring_healpix_indices = healpix.skycoord_to_healpix(skycoord) print(f'[{current_time()}] Ring indices ready. Assigning indices to source instances...') for source, healpix_index in zip(sources, ring_healpix_indices): source.healpix_ring_index = healpix_index print(f'[{current_time()}] Instances ready.') nested_healpix = ah.HEALPix(nside=nside, order=nested, frame='fk5') nested_healpix_indices = healpix.skycoord_to_healpix(skycoord) print(f'[{current_time()}] Nested indices ready. Assigning indices to source instances...') for source, healpix_index in zip(sources, healpix_indices): source.healpix_nested_index = healpix_index print(f'[{current_time()}] Instances ready. Bulk updating the database...') update_catalog_file_status(catalog_file, 'INDEX_IN_PROGRESS') GaiaSource.objects.bulk_update(sources, ['healpix_ring_index', 'healpix_nested_index']) print(f'[{current_time()}] Database updated, sources nested-indexed successfully.') update_catalog_file_status(catalog_file, 'INDEXED') class Command(BaseCommand): help = 'Index sources using healpix.' def add_arguments(self, parser): parser.add_argument('nside', type=int, help='NSIDE parameter for HEALPix') def handle(self, *args, **options): nside = options['nside'] healpix(nside)