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utils.py
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utils.py
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from django.contrib.auth.models import AnonymousUser
from django.conf import settings
from django.db import IntegrityError
from experiments.models import Enrollment, CONTROL_GROUP, ENABLED_STATE, CONTROL_STATE, Experiment
from experiments.counters import counter_increment
from experiments.manager import experiment_manager
from gargoyle.manager import gargoyle
from experiments import signals
import re
PARTICIPANT_KEY = '%s:%s:participant'
GOAL_KEY = '%s:%s:%s:goal'
# Known bots user agents to drop from experiments
BOT_REGEX = re.compile("(Baidu|Gigabot|Googlebot|YandexBot|AhrefsBot|TVersity|libwww-perl|Yeti|lwp-trivial|msnbot|bingbot|facebookexternalhit|Twitterbot|Twitmunin|SiteUptime|TwitterFeed|Slurp|WordPress|ZIBB|ZyBorg)", re.IGNORECASE)
def record_goal(request, goal_name):
experiment_user = WebUser(request)
experiment_user.record_goal(goal_name)
def sync_experiments(sender, request, user, **kwargs):
"""
Syncs experiment data between the session and the db
Attached to user_logged_in signal.
"""
# get session data
sessions_experiments = request.session.get('experiments_enrollments', {})
# if non anon, get db data
try:
db_experiments = {enrollment.experiment.name: (enrollment.alternative, enrollment.goals) for enrollment in Enrollment.objects.filter(user=user)}
except Enrollment.DoesNotExist:
db_experiments = {}
# return here if they're the same and no updating needs to be done
if sessions_experiments == db_experiments:
return
# merge data - settings define whether recent or db entries get priority. Should depend on how you store sessions. Persistent sessions between login/out are best for this (Cookies ideal as preserve between browser sessions)
synced_experiments = {}
if getattr(settings, 'EXPERIMENTS_PRIORITY', 'db') == 'db':
synced_experiments = dict(sessions_experiments.items() + db_experiments.items())
# TODO decide if there is a use case for this - think not in reality
elif getattr(settings, 'EXPERIMENTS_PRIORITY', 'db') == 'recent':
# iterate merged list of db and sessions experiments
for key, (alternative, goals, date) in sessions_experiments.iteritems() + db_experiments.iteritems():
# add to dict if not already in, otherwise compare dates
if key not in synced_experiments:
synced_experiments[key] = (alternative, goals, date)
else:
_alternative, _goals, _date = synced_experiments[key]
if date > _date:
synced_experiments[key] = (alternative, goals, date)
# save to session - doesn't work anymore as not attached to WebUser
#self.session['experiments_enrollments'] = synced_experiments
# save to db
for key, (alternative, goals) in synced_experiments.iteritems():
try:
enrollment, _ = Enrollment.objects.get_or_create(user=user, experiment=Experiment.objects.get(name=key), defaults={'alternative':alternative, 'goals':goals})
except IntegrityError, exc:
# Already registered (db race condition under high load)
continue
# Update alternative if it doesn't match
if enrollment.alternative != alternative:
enrollment.alternative = alternative
enrollment.save()
class WebUser(object):
"""
Wrapper class that implements an 'ExperimentUser' object from a web request.
"""
def __init__(self, request):
self.request = request
self.user = request.user
self.session = request.session
def is_anonymous(self):
return self.user.is_anonymous()
def get_registered_user(self):
if self.is_anonymous():
return None
return self.user
def is_bot(self):
return bool(BOT_REGEX.search(self.request.META.get("HTTP_USER_AGENT","")))
def is_verified_human(self):
if getattr(settings, 'EXPERIMENTS_VERIFY_HUMAN', True):
return self.session.get('experiments_verified_human', False)
else:
return True
def increment_participant_count(self, experiment, alternative_name):
# Increment experiment_name:alternative:participant counter
counter_key = PARTICIPANT_KEY % (experiment.name, alternative_name)
count = counter_increment(counter_key)
signals.experiment_incr_participant.send(
sender=self,
request=self.request,
experiment=experiment,
alternative=alternative_name,
user=self.user,
participants=count,
)
def increment_goal_count(self, experiment, alternative_name, goal_name):
# Increment experiment_name:alternative:participant counter
counter_key = GOAL_KEY % (experiment.name, alternative_name, goal_name)
count = counter_increment(counter_key)
signals.goal_hit.send(
sender=self,
request=self.request,
experiment=experiment,
alternative=alternative_name,
goal=goal_name,
user=self.user,
hits=count,
)
def confirm_human(self):
self.session['experiments_verified_human'] = True
signals.user_confirmed_human.send(
sender=self,
request=self.request,
user=self.user,
)
enrollments = self.session.get('experiments_enrollments', None)
if not enrollments:
return
# Promote experiments
for experiment_name, data in enrollments.items():
alternative, goals = data
# Increment experiment_name:alternative:participant counter
self.increment_participant_count(experiment_manager[experiment_name], alternative)
@property
def experiments(self):
# Bot/Spider, so send back control group
if self.is_bot():
return {}
# Registered User
elif not self.is_anonymous():
try:
db_experiments = {enrollment.experiment.name: (enrollment.alternative, enrollment.goals, enrollment.enrollment_date) for enrollment in Enrollment.objects.filter(user=self.get_registered_user())}
except Enrollment.DoesNotExist:
db_experiments = {}
return db_experiments
# Not registered, use sessions
else:
return self.session['experiments_enrollments']
def get_enrollment(self, experiment):
if self.is_bot():
# Bot/Spider, so send back control group
return CONTROL_GROUP
if not self.is_anonymous():
# Registered User
try:
return Enrollment.objects.get(user=self.get_registered_user(), experiment=experiment).alternative
except Enrollment.DoesNotExist:
return None
else:
# Not registered, use Sessions
enrollments = self.session.get('experiments_enrollments', None)
if enrollments and experiment.name in enrollments:
alternative, goals = enrollments.get(experiment.name, None)
return alternative
return None
def set_enrollment(self, experiment, alternative):
if self.is_bot():
# Bot/Spider, so don't enroll
return
if not self.is_anonymous():
# Registered User
try:
enrollment, _ = Enrollment.objects.get_or_create(user=self.get_registered_user(), experiment=experiment, defaults={'alternative':alternative})
except IntegrityError, exc:
# Already registered (db race condition under high load)
return
# Update alternative if it doesn't match
if enrollment.alternative != alternative:
enrollment.alternative = alternative
enrollment.save()
# Increment experiment_name:alternative:participant counter
self.increment_participant_count(experiment, alternative)
else:
# Not registered use Sessions
enrollments = self.session.get('experiments_enrollments', {})
enrollments[experiment.name] = (alternative, [])
self.session['experiments_enrollments'] = enrollments
# Only Increment participant count for verified users
if self.is_verified_human():
# Increment experiment_name:alternative:participant counter
self.increment_participant_count(experiment, alternative)
signals.experiment_user_added.send(
sender=self,
request=self.request,
experiment=experiment,
user=self.user,
alternative=alternative,
)
def should_increment(self, enrollment_dict, goal_name):
# Increments goal if enabled+gargoyle switch conditions met or just enabled
# Goal uniquely incremented for all enrollments at once
if enrollment_dict['experiment'].state == CONTROL_STATE:
# Control state, experiment not running
return False
elif enrollment_dict['experiment'].state == ENABLED_STATE and enrollment_dict['experiment'].switch_key:
# Gargoyle state only increment actives.
if gargoyle.is_active(enrollment_dict['experiment'].switch_key, self.request):
if goal_name not in enrollment_dict['goals']: # Check if already recorded for this enrollment
return True
if goal_name not in enrollment_dict['goals']: # Check if already recorded for this enrollment
return True
return False
# Checks if the goal should be incremented
def check_and_increment(self, enrollment_dict, goal_name):
if self.should_increment(enrollment_dict, goal_name):
self.increment_goal_count(enrollment_dict['experiment'], enrollment_dict['alternative'], goal_name)
enrollment_dict['goals'].append(goal_name)
return enrollment_dict
return enrollment_dict
def record_goal(self, goal_name):
# Bots don't register goals
if self.is_bot():
return
# If the user is registered
if not self.is_anonymous():
enrollments = Enrollment.objects.filter(user=self.get_registered_user())
if not enrollments:
return
for enrollment in enrollments: # Looks up by PK so no point caching.
enrollment_dict = self.check_and_increment(enrollment.to_dict(), goal_name)
enrollment.goals = enrollment_dict["goals"]
enrollment.save()
return
# If confirmed human
if self.is_verified_human():
enrollments = self.session.get('experiments_enrollments', None)
new_enrollments = enrollments
if not enrollments:
return
for experiment_name, data in enrollments.items():
alternative, goals = data
enrollment_dict = {
"experiment": experiment_manager[experiment_name],
"alternative": alternative,
"goals": goals,
}
new_enrollment_dict = self.check_and_increment(enrollment_dict, goal_name)
new_enrollments[experiment_name] = (new_enrollment_dict['alternative'], new_enrollment_dict['goals'])
self.session['experiments_enrollments'] = new_enrollments
return
else:
# TODO: store temp goals and convert later when is_human is triggered
# if verify human is called quick enough this should rarely happen.
pass
class StaticUser(WebUser):
def __init__(self):
self.request = None
self.user = AnonymousUser()
self.session = {}