from django.core.management.base import BaseCommand from django.contrib.auth.models import User from student.models import UserTestGroup import random import sys import datetime from textwrap import dedent import json from pytz import UTC def group_from_value(groups, v): ''' Given group: (('a',0.3),('b',0.4),('c',0.3)) And random value in [0,1], return the associated group (in the above case, return 'a' if v<0.3, 'b' if 0.3<=v<0.7, and 'c' if v>0.7 ''' sum = 0 for (g, p) in groups: sum = sum + p if sum > v: return g return g # For round-off errors class Command(BaseCommand): help = dedent("""\ Assign users to test groups. Takes a list of groups: a:0.3,b:0.4,c:0.3 file.txt "Testing something" Will assign each user to group a, b, or c with probability 0.3, 0.4, 0.3. Probabilities must add up to 1. Will log what happened to file.txt. """) def handle(self, *args, **options): if len(args) != 3: print "Invalid number of options" sys.exit(-1) # Extract groups from string group_strs = [x.split(':') for x in args[0].split(',')] groups = [(group, float(value)) for group, value in group_strs] print "Groups", groups ## Confirm group probabilities add up to 1 total = sum(zip(*groups)[1]) print "Total:", total if abs(total - 1) > 0.01: print "Total not 1" sys.exit(-1) ## Confirm groups don't already exist for group in dict(groups): if UserTestGroup.objects.filter(name=group).count() != 0: print group, "already exists!" sys.exit(-1) group_objects = {} f = open(args[1], "a+") ## Create groups for group in dict(groups): utg = UserTestGroup() utg.name = group utg.description = json.dumps({"description": args[2]}, {"time": datetime.datetime.now(UTC).isoformat()}) group_objects[group] = utg group_objects[group].save() ## Assign groups users = list(User.objects.all()) count = 0 for user in users: if count % 1000 == 0: print count count = count + 1 v = random.uniform(0, 1) group = group_from_value(groups, v) group_objects[group].users.add(user) f.write(u"Assigned user {name} ({id}) to {group}\n".format( name=user.username, id=user.id, group=group ).encode('utf-8')) ## Save groups for group in group_objects: group_objects[group].save() f.close() # python manage.py assigngroups summary_test:0.3,skip_summary_test:0.7 log.txt "Do previews of future materials help?" # python manage.py assigngroups skip_capacitor:0.3,capacitor:0.7 log.txt "Do we show capacitor in linearity tutorial?"