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[SPARK-31484][CORE][FLOLLOWUP] Use taskAttemptId in checkpoint filename
### What changes were proposed in this pull request?
As suggested by #28255 (comment), this patch proposes to use taskAttemptId in checkpoint filename, instead of stageAttemptNumber + attemptNumber.
### Why are the changes needed?
To simplify checkpoint simplified and unique.
### Does this PR introduce any user-facing change?
No
### How was this patch tested?
Existing tests.
Closes#28289 from viirya/SPARK-31484-followup.
Authored-by: Liang-Chi Hsieh <viirya@gmail.com>
Signed-off-by: HyukjinKwon <gurwls223@apache.org>
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