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The following commit(s) were added to refs/heads/master by this push:
     new ddc1f6b2a466 [SPARK-48106][INFRA] Use `Python 3.11` in `pyspark` tests 
of `build_and_test.yml`
ddc1f6b2a466 is described below

commit ddc1f6b2a466892110ea0010c36f83847b9dc36e
Author: Dongjoon Hyun <dh...@apple.com>
AuthorDate: Thu May 2 23:34:47 2024 -0700

    [SPARK-48106][INFRA] Use `Python 3.11` in `pyspark` tests of 
`build_and_test.yml`
    
    ### What changes were proposed in this pull request?
    
    This PR aims to use Python `3.11` instead of `3.9` in `pyspark` tests of 
`build_and_test.yml`.
    
    ### Why are the changes needed?
    
    To reduce GitHub Action usage to meet ASF INFRA policy.
    - https://infra.apache.org/github-actions-policy.html
    
        > The average number of minutes a project uses in any consecutive 
five-day period MUST NOT exceed the equivalent of 30 full-time runners (216,000 
minutes, or 3,600 hours).
    
    `Python 3.11` is faster in general.
    - https://docs.python.org/3/whatsnew/3.11.html#summary-release-highlights
    
        > Python 3.11 is between 10-60% faster than Python 3.10. On average, we 
measured a 1.25x speedup on the standard benchmark suite.
    
    ### Does this PR introduce _any_ user-facing change?
    
    No.
    
    ### How was this patch tested?
    
    Pass the CIs.
    
    ### Was this patch authored or co-authored using generative AI tooling?
    
    No.
    
    Closes #46353 from dongjoon-hyun/SPARK-48106.
    
    Authored-by: Dongjoon Hyun <dh...@apple.com>
    Signed-off-by: Dongjoon Hyun <dh...@apple.com>
---
 .github/workflows/build_and_test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build_and_test.yml 
b/.github/workflows/build_and_test.yml
index 56516c95dcb8..3bb37e74805f 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -366,7 +366,7 @@ jobs:
             pyspark-pandas-connect-part3
     env:
       MODULES_TO_TEST: ${{ matrix.modules }}
-      PYTHON_TO_TEST: 'python3.9'
+      PYTHON_TO_TEST: 'python3.11'
       HADOOP_PROFILE: ${{ inputs.hadoop }}
       HIVE_PROFILE: hive2.3
       GITHUB_PREV_SHA: ${{ github.event.before }}


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