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Alina Y118 P5 Vlad Model Piesitos.avi 02 7d 22 Jul, 2016 p0 5d9 19 15 Apr, 2016 | More Details pm · Alina Y118 P5 Vlad Model Piesitos.aviQ:

Connecting to an RDS instance with sagemaker

I have built a simple ML pipeline using sagemaker that consists of 4 models and 1 optimizer. The pipeline works flawlessly using sagemaker’s Batch prediction but I want to be able to run it as a continuously iterative process. The pipeline is written in python and is a bit complicated, so here’s the summary of what I am trying to achieve:

An app connects to the RDS instance using boto3 and pulls all data from a table.
The data is prepared using pandas and preprocessed.
The models are applied and scores are calculated. The appropriate scores are stored in another table.
The scores are then used to determine the new training data.

For this to work, the data needs to be stored in RDS in a persistent way, similar to how it is stored in the RDS’s S3 database. I.e. the data does not get erased every time a new batch of data is generated.
The data is generated continuously, but cannot be streamed to RDS as it is compressed and zipped. If this could be worked out, I could update the data every few minutes and also train the models as and when the data arrives.
Can anyone please point me in the direction of how to connect to an RDS instance and store data in S3 that I can reference from my sagemaker client?
Thanks

A:

SageMaker supports the use of Amazon ElastiCache as a durable store for your data. Your best bet for using ElastiCache is to build your pipeline to store your data in ElastiCache, set up an ElastiCache endpoint in your SageMaker training script, and then have SageMaker use ElastiCache for its train, predict, and test operations. This way, your data persists as long as you are retaining the infrastructure. However, there is some technical work required to make this work as you described.
The first piece of work is setting up the ElastiCache endpoint. This is required on every SageMaker role in your system.
SageMaker provides an option for when it starts up. The parms entry
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