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Address review comments in dmlc/xgboost#11046 #12

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Address review comments in dmlc/xgboost#11046

Address review comments in dmlc/xgboost#11046 #12

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Job Run time
Build CI containers (xgb-ci.clang_tidy)
3m 0s
Build CI containers (xgb-ci.cpu)
5m 33s
Build CI containers (xgb-ci.gpu)
5m 33s
Build CI containers (xgb-ci.gpu_build_r_rockylinux8)
5m 26s
Build CI containers (xgb-ci.gpu_build_rockylinux8)
5m 33s
Build CI containers (xgb-ci.gpu_build_rockylinux8_dev_ver)
5m 31s
Build CI containers (xgb-ci.jvm)
3m 32s
Build CI containers (xgb-ci.jvm_gpu_build)
4m 34s
Build CI containers (xgb-ci.manylinux_2_28_x86_64)
41s
Build CI containers (xgb-ci.manylinux2014_x86_64)
3m 1s
Build CI containers (xgb-ci.aarch64)
4m 18s
Build CI containers (xgb-ci.manylinux2014_aarch64)
1m 3s
47m 45s