Created
May 7, 2014 10:18
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Djangoでgeventを使用する場合と使用しない場合の比較してみる。
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# coding: utf-8 | |
from __future__ import absolute_import, unicode_literals | |
import gevent | |
from django.db import models | |
from django.utils.functional import cached_property | |
class AppUser(models.Model): | |
id = models.CharField(max_length=100, primary_key=True) | |
name = models.CharField(max_length=100) | |
@classmethod | |
def get(cls, id): | |
return cls.objects.get(id=id) | |
@cached_property | |
def sum_app_data(self): | |
return sum([AppUserData.get_value(self.id, category) for category in APP_USER_DATA_CATEGORIES]) | |
@cached_property | |
def gevent_sum_app_data(self): | |
threads = [gevent.spawn(AppUserData.get_value, self.id, category) | |
for category in APP_USER_DATA_CATEGORIES] | |
gevent.joinall(threads) | |
return sum([thread.value for thread in threads]) | |
APP_USER_DATA_CATEGORIES = range(1000) | |
class AppUserData(models.Model): | |
user_id = models.CharField(max_length=100, db_index=True) | |
category = models.IntegerField(default=0) | |
value = models.IntegerField(default=0) | |
@classmethod | |
def get_value(cls, user_id, category): | |
try: | |
app_user_data = cls.objects.get(user_id=user_id, category=category) | |
return app_user_data.value | |
except cls.DoesNotExist: | |
return 0 |
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# coding: utf-8 | |
from __future__ import absolute_import, unicode_literals | |
from django.db import models | |
from django.utils.functional import cached_property | |
class Group(models.Model): | |
name = models.CharField(max_length=100) | |
@cached_property | |
def members(self): | |
return GroupMember.filter_by_group(self.id) | |
class GroupMember(models.Model): | |
group_id = models.IntegerField(db_index=True) | |
user_id = models.CharField(max_length=100, db_index=True) | |
@cached_property | |
def user(self): | |
from ..appuser.models import AppUser | |
return AppUser.get(self.user_id) | |
@classmethod | |
def filter_by_group(cls, group_id): | |
return list(cls.objects.filter(group_id=group_id)) |
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# coding: utf-8 | |
from __future__ import absolute_import, unicode_literals | |
import time | |
import random | |
from operator import attrgetter | |
import gevent | |
from django.db import connection | |
from django.test import TestCase | |
from ..group.models import Group, GroupMember | |
from .models import AppUser, AppUserData, APP_USER_DATA_CATEGORIES | |
def calc(member): | |
return (member.user.sum_app_data, member) | |
class ApplicationTest(TestCase): | |
def setUp(self): | |
app_users = [] | |
app_users_data = [] | |
for user_id in range(1000, 1101): | |
app_users.append( | |
AppUser(id=str(user_id), name="name:{}".format(user_id))) | |
for category in APP_USER_DATA_CATEGORIES: | |
app_users_data.append(AppUserData( | |
user_id=str(user_id), category=category, value=random.randint(100, 100000))) | |
AppUser.objects.bulk_create(app_users) | |
AppUserData.objects.bulk_create(app_users_data) | |
for i in range(1, len(app_users) / 25 + 1): | |
group = Group.objects.create(name="group:{}".format(i)) | |
members = [GroupMember(group_id=group.id, user_id=user.id) | |
for user in app_users[i * 25: i * 25 + 25]] | |
GroupMember.objects.bulk_create(members) | |
def tearDown(self): | |
AppUser.objects.all().delete() | |
AppUserData.objects.all().delete() | |
def main(self): | |
group = Group.objects.get(id=1) | |
start = time.time() | |
sorted(group.members, key=attrgetter("user.gevent_sum_app_data")) | |
print "end ..... {}".format(time.time() - start) | |
def gevent_main(self): | |
group = Group.objects.get(id=1) | |
start = time.time() | |
threads = [gevent.spawn(calc, member) for member in group.members] | |
gevent.joinall(threads) | |
print "join ..... {}".format(time.time() - start) | |
members = [member[1] for member in sorted( | |
[thread.value for thread in threads], key=lambda x: x[0])] | |
print "end ..... {}".format(time.time() - start) |
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not gevent : 44.7652320862s | |
gevent: 44.1778178215 |
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