Attempt #2 MLCOMPUTE-1203 | Configure Spark driver pod memory and cores based on Spark args #4502

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Run time

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Job	Run time
k8s_itests	4m 10s
build_debs (bionic)	3m 47s
tox (py38-linux)	1m 30s
build_debs (jammy)	4m 54s
tox (docs)	1m 36s
build_debs (noble)	4m 29s
tox (mypy)	2m 0s
tox (tests)	2m 43s
tox (general_itests)	2m 10s
cut_release	8s
	27m 27s