[cherry-pick] fix third_party cache bugs #35871
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betterpig
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PR types
Bug fixes
PR changes
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Describe
make whl-build task only reuse local third_party cache, since ci and whl-build task can't share the same cache, and whl-build task is not sensitive to build time.
move variable UPLOAD_TP_FILE to the beginning or it can't be initialized when running build-whl task