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 def current_time(): return (datetime.now() + timedelta(hours=3)).strftime("%H:%M:%S") def healpix(): NSIDE=2048 ORDER='ring' for catalog_file in CatalogFile.objects.all(): sources = list(catalog_file.sources.all()) print(f'[{current_time()}] Sources ready. Forming ra & dec arrays...') 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...') healpix = ah.HEALPix(nside=NSIDE, order=ORDER, frame='fk5') healpix_indices = healpix.skycoord_to_healpix(skycoord) print(f'[{current_time()}] Indices ready. Assigning indices to source instances...') for source, healpix_index in zip(sources, healpix_indices): source.healpix_ring_index = healpix_index print(f'[{current_time()}] Instances ready. Bulk updating the database...') GaiaSource.objects.bulk_update(sources, ['healpix_ring_index']) print(f'[{current_time()}] Database updated, sources indexed successfully.') class Command(BaseCommand): help = 'Index sources using healpix.' def handle(self, *args, **options): healpix()