Migrate Celery Tasks from Redis to RabbitMQ

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I'm changing my Celery backend from redis to rabbitmq. I can get the new broker working with changing my BROKER_URL. However I'm wondering how to migrate existing scheduled tasks from redis to rabbitmq broker?

I would like to do this by Python script if possible.

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