Address review comments in dmlc/xgboost#11046 #17

Job	Run time
Build CI containers (xgb-ci.clang_tidy)	1s
Build CI containers (xgb-ci.clang_tidy)	2m 55s
Build CI containers (xgb-ci.cpu)	10m 35s
Build CI containers (xgb-ci.cpu)	10m 35s
Build CI containers (xgb-ci.gpu)	8m 37s
Build CI containers (xgb-ci.gpu)	8m 37s
Build CI containers (xgb-ci.gpu_build_r_rockylinux8)	11m 42s
Build CI containers (xgb-ci.gpu_build_r_rockylinux8)	11m 42s
Build CI containers (xgb-ci.gpu_build_rockylinux8)	1s
Build CI containers (xgb-ci.gpu_build_rockylinux8)	11m 3s
Build CI containers (xgb-ci.gpu_build_rockylinux8_dev_ver)	10m 28s
Build CI containers (xgb-ci.gpu_build_rockylinux8_dev_ver)	10m 28s
Build CI containers (xgb-ci.jvm)	3m 7s
Build CI containers (xgb-ci.jvm)	3m 7s
Build CI containers (xgb-ci.jvm_gpu_build)	5m 1s
Build CI containers (xgb-ci.jvm_gpu_build)	5m 1s
Build CI containers (xgb-ci.manylinux_2_28_x86_64)	40s
Build CI containers (xgb-ci.manylinux_2_28_x86_64)	40s
Build CI containers (xgb-ci.manylinux2014_x86_64)	1m 23s
Build CI containers (xgb-ci.manylinux2014_x86_64)	1m 23s
Build CI containers (xgb-ci.aarch64)	5m 12s
Build CI containers (xgb-ci.aarch64)	5m 12s
Build CI containers (xgb-ci.manylinux2014_aarch64)	1m 11s
Build CI containers (xgb-ci.manylinux2014_aarch64)	1m 11s
	2h 9m 52s

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