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[Backport 1.8.latest] Update the spark version to the current version (#1055) #2954

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[Backport 1.8.latest] Update the spark version to the current version (#1055)

[Backport 1.8.latest] Update the spark version to the current version (#1055) #2954

Run time

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Job Run time
build packages
17s
code-quality
1m 29s
unit test / python 3.9
1m 12s
unit test / python 3.10
1m 3s
unit test / python 3.11
57s
verify packages / python 3.9 / ubuntu-latest
32s
verify packages / python 3.10 / ubuntu-latest
28s
verify packages / python 3.11 / ubuntu-latest
25s
verify packages / python 3.9 / macos-12
43s
verify packages / python 3.10 / macos-12
43s
verify packages / python 3.11 / macos-12
39s
verify packages / python 3.9 / windows-latest
1m 28s
verify packages / python 3.10 / windows-latest
2m 17s
verify packages / python 3.11 / windows-latest
1m 26s
13m 39s