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What changes were proposed in this pull request?

  • intermediateStorageLevel everywhere
  • remove rdd.cache from AM
  • selecting required columns in Pregel

Why are the changes needed?

Close #696
Close #667
Close #219

- intermediateStorageLevel everywhere
- remove rdd.cache from AM
- selecting required columns in Pregel
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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 86.19%. Comparing base (931513e) to head (a54d965).
⚠️ Report is 5 commits behind head on master.
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Additional details and impacted files
@@            Coverage Diff             @@
##           master     #698      +/-   ##
==========================================
- Coverage   87.58%   86.19%   -1.40%     
==========================================
  Files          61       62       +1     
  Lines        2691     2775      +84     
  Branches      287      307      +20     
==========================================
+ Hits         2357     2392      +35     
- Misses        334      383      +49     

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lgtm

@SemyonSinchenko SemyonSinchenko merged commit 670d50b into graphframes:master Sep 22, 2025
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@SemyonSinchenko SemyonSinchenko deleted the 696-pregel-performance branch September 22, 2025 05:06
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