Thank you for this article, it was of great assistance.
A couple of notes, to get up and running found I needed to pip install langchain_experimental and PyAthena libraries as well as needing to specify the region_name argument as either us-east-1 or us-east-2 as the ai21.j2-ultra-v1 model only seems to be available in those two regions currently.
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