SocketIO emit from Asynchronous Celery worker is not working
You can run Celery in multiprocessing or eventlet mode.
By default, Celery uses multiprocessing to set up a new process for a new worker. Eventlet uses threads, which I believe is what you want to use in this scenario since you want shared memory.
You may find this documentation useful.