srg/astrobasis/management/commands/00_astrobasis_vlass_healpix.py
2024-04-26 12:43:00 +03:00

77 lines
2.8 KiB
Python

from django.core.management.base import BaseCommand, CommandError
from django.core.paginator import Paginator
from datetime import date
from heasarc.models import INPUT_DATA_DIR
import datetime
from django.utils import timezone
import astropy
from astropy.io import ascii
import pandas as pd
import pymysql
from sqlalchemy import create_engine
import numpy.ma as ma
from astrobasis.models import VLASS
from astropy_healpix import HEALPix
from astropy.coordinates import SkyCoord # High-level coordinates
from astropy.coordinates import ICRS, Galactic, FK4, FK5 # Low-level frames
from astropy.coordinates import Angle, Latitude, Longitude # Angles
import astropy.units as u
from heasarc.models import NSIDE_SOURCES, ORDER
import os
import glob
import logging
import time
class Command(BaseCommand):
help = 'Initiates healpix for Gaia'
def handle(self, *args, **options):
start_time = time.time()
hp = HEALPix(nside=NSIDE_SOURCES, order=ORDER, frame=FK5)
#srcs = VLASS.objects.all().filter(healpix__gt=0)[:50]
#for src in srcs:
# crd = SkyCoord(src.ra, src.dec, frame="fk5", unit="deg")
# heal = hp.skycoord_to_healpix(crd)
# print(src.ra,src.dec,src.healpix,heal)
#return
srcs = VLASS.objects.all()#.filter(healpix__exact=0)
paginator = Paginator(srcs, 50000)
for page_idx in range(1, paginator.num_pages):
start_time0 = time.time()
ra=paginator.page(page_idx).object_list.values_list('ra', flat=True)
dec=paginator.page(page_idx).object_list.values_list('dec', flat=True)
crd = SkyCoord(ra, dec, frame="fk5", unit="deg")
lon = crd.galactic.l.value
lat = crd.galactic.b.value
heal = hp.skycoord_to_healpix(crd)
index=0
updates=[]
for src in paginator.page(page_idx).object_list:
# here you can do what you want with the row
#crd = SkyCoord(src.ra, src.dec, frame="fk5", unit="deg")
#lon = crd.galactic.l.value
#lat = crd.galactic.b.value
#heal = hp.skycoord_to_healpix(crd)
src.healpix=heal[index]
src.glon=lon[index]
src.glat=lat[index]
#src.save()
updates.append(src)
#print(src.ra,src.dec,heal)
index=index+1
VLASS.objects.bulk_update(updates, ["healpix","glon","glat"], batch_size=200)
elapsed = time.time() - start_time0
estimated = (elapsed*(paginator.num_pages-page_idx))/60/60
print("Page {}/{} for {:.2f} sec, est. {:.2f} hours".format(page_idx,paginator.num_pages,elapsed,estimated))
print("--- {:.2f} hours ---".format((time.time() - start_time)/60/60))