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Your memcached.sock file is very likely not in that location. You can see where it is with this command:

netstat -an | grep memcached.sock

If you don't see any results then your memcached server is either not running, or its listening on a TCP port. Check if it's listening on TCP with:

netstat -an | grep 11211

If you see a result there then you'll need to change your settings to:

CACHES = {
  'default': {
    'BACKEND': 'django.core.cache.backends.memcached.MemcachedCache',
    'LOCATION': '127.0.0.1:11211',
    'TIMEOUT': 18000,
    'KEY_PREFIX': 'askbot',
  }
}
CACHE_TIMEOUT = 18000
CACHE_MIDDLEWARE_ANONYMOUS_ONLY = True