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AI Summary: Replace the minimal usage of `numba.cuda` in Dask-CUDA with `cudart` to reduce dependencies. This involves refactoring code sections responsible for CUDA context management and memory allocation, ensuring functionality remains unchanged.

Complexity: 4/5
good first issue python 0 - Backlog improvement non-breaking

Utilities for Dask and CUDA interactions

Python