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Address review comments in dmlc/xgboost#11046 #13

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Address review comments in dmlc/xgboost#11046

Address review comments in dmlc/xgboost#11046 #13

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Job Run time
Build CI containers (xgb-ci.clang_tidy)
2m 46s
Build CI containers (xgb-ci.cpu)
5m 43s
Build CI containers (xgb-ci.gpu)
5m 40s
Build CI containers (xgb-ci.gpu_build_r_rockylinux8)
4m 52s
Build CI containers (xgb-ci.gpu_build_rockylinux8)
5m 41s
Build CI containers (xgb-ci.gpu_build_rockylinux8_dev_ver)
5m 39s
Build CI containers (xgb-ci.jvm)
3m 9s
Build CI containers (xgb-ci.jvm_gpu_build)
4m 59s
Build CI containers (xgb-ci.manylinux_2_28_x86_64)
42s
Build CI containers (xgb-ci.manylinux2014_x86_64)
2m 56s
Build CI containers (xgb-ci.aarch64)
3m 49s
Build CI containers (xgb-ci.manylinux2014_aarch64)
1m 4s
47m 0s