[k8s] On-demand single-host TPU support on GKE #17594

Job	Run time
python-test (3.8, tests/unit_tests)	6m 26s
python-test (3.8, tests/test_api.py)	4m 20s
python-test (3.8, tests/test_cli.py)	4m 17s
python-test (3.8, tests/test_config.py)	4m 11s
python-test (3.8, tests/test_global_user_state.py)	4m 29s
python-test (3.8, tests/test_jobs.py)	3m 56s
python-test (3.8, tests/test_list_accelerators.py)	4m 28s
python-test (3.8, tests/test_optimizer_dryruns.py)	5m 26s
python-test (3.8, tests/test_optimizer_random_dag.py)	4m 32s
python-test (3.8, tests/test_storage.py)	3m 45s
python-test (3.8, tests/test_wheels.py)	3m 58s
python-test (3.8, tests/test_jobs_and_serve.py)	4m 0s
python-test (3.8, tests/test_yaml_parser.py)	3m 49s
	57m 37s

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