Los Angeles mayor Eric Garcetti has authorized his city to cut power and water to any home with a large house party during the pandemic. Hey, if you can't follow the rules, you're asking for trouble. That would probably be more effective than sending the police.
In California, the culprits seem to be in the 18-34 age group which have over a third of all infections. Those cases in LA County nearly tripled from June to July.