I had the exact same problem with a very specific setup:
Jupyter Notebook loaded from OneDrive
I had a Jupyter Notebook opened which was located in my local OneDrive folder. Every time I started the DataSpell session with this tap opened, my ram increased until it was full.
Solution:
I opened another project where this tap is not loaded on startup and then opened all my files I needed again. I moved all the project files away from my OneDrive-Folder. (I had more OneDrive and Jetbrains IDE related problems in the past)
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