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Speed up parquet import #3401

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Speed up parquet import

Speed up parquet import #3401

Run time

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Job Run time
Build and test on macos-latest (python 3.12)
13m 42s
Build and test on ubuntu-latest (python 3.12)
12m 29s
Build and test on ubuntu-latest (python 3.14)
10m 44s
Build and test on ubuntu-latest (numpy 1.26)
10m 31s
Build and test on windows-latest (python 3.12)
19m 40s
1h 7m 6s