Once something is working, Saturn turns it into a kubernetes production deployment. These can be dashboards, machine learning models, or scheduled workflows with Prefect.
All of this runs with the same environment, eliminating the “well it works on my computer” problem.
Dask DataFrames are just like Pandas DataFrames, except the data and computation are sharded on a cluster of machines.
Dask Delayed is a decorator you can apply to any function. Delayed functions can be chaiend together, and executed in parallel on a cluster. As long as you can write functions, we can parallelize your code.
GPUs are much faster than CPUs but traditionally they have been very hard to program. With RAPIDS and Numba, leveraging GPUs is easy. Combine that with Dask, and you can execute on multiple GPUs in parallel.
You use a CloudFormation template to create an IAM role which we use to deploy and manage an EKS (Kubernetes) cluster – roughly $6/day – into your AWS account. Because of this, all of the compute, data and code stays with you! This 7 day trial includes all Saturn features and is completely free (excludes cloud charges)