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Build base image CI is failing because of 'fs' package of R #55246

@gaogaotiantian

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@gaogaotiantian

https://github.com/apache/spark/actions/runs/24085837266/job/70258879666

This is a placeholder for people who are confused about the CI failure. The cause and fix is in #55233 .

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