If you have the module with your tasks in the pythonpath of your tornado process a simple:
my_task.delay()
should work as long as celery is configured properly in your tornado instance. To do that when starting your server pass:
CELERY_CONFIG_MODULE=app.foo.celeryconfig
in the environment so when you do import celery, celery set up would know where your settings for this instance are.