chore: bump spark

[tchow-zlai]

Summary

• Pull in a fix: https://issues.apache.org/jira/browse/SPARK-48428
• Need to match: https://cloud.google.com/dataproc/docs/release-notes#March_17_2025
• Will need to upgrade to the latest dataproc image version as well in tf cc @chewy-zlai

Checklist

• Added Unit Tests
• Covered by existing CI
• Integration tested
• Documentation update

Summary by CodeRabbit

• Chores
  • Upgraded multiple internal library dependencies to newer versions to ensure enhanced compatibility and performance.
  • Improved artifact integrity and security through updated dependencies.
  • Introduced an additional compatibility module to support a broader range of versions.
  • Streamlined dependency management by removing redundant components.

[coderabbitai]

Walkthrough

This pull request updates artifact versions and SHA sums in project configuration files. In maven_install.json, versions for artifacts such as io.airlift, org.apache.orc, and org.apache.spark are incremented, along with updates to their corresponding SHA sums. A new dependency is added for Scala compatibility, and an unused Hadoop client dependency is removed. Similarly, tools/.../maven_repository.bzl now sets Apache Spark artifact versions to 3.5.3 for both Scala 2.12 and 2.13.

Changes

File	Change Summary
maven_install.json	Updated SHA sums and versions: io.airlift (0.25→0.27), org.apache.orc (1.9.2→1.9.4), and various org.apache.spark artifacts (3.5.1→3.5.3). Added scala-collection-compat dependency; removed hadoop-client-api from orc-shims.
tools/.../maven_repository.bzl	Incremented Apache Spark artifacts (spark-sql, spark-hive, spark-streaming, spark-avro) from 3.5.1 to 3.5.3 for both Scala 2.12 and 2.13.

Possibly related PRs

• Revert "feat: bump spark to 3.5.4 (#392)" #395: Reverts Spark artifact versions to 3.5.1, indicating a direct relationship in modifying the same artifacts.
• chore: bump bqms and iceberg version #530: Updates artifact versions in maven_install.json, specifically for the org.apache.iceberg:iceberg-spark-runtime dependency.
• feat: bump spark to 3.5.4 #392: Updates version numbers of Apache Spark artifacts, contrasting with the current update to 3.5.3.

Suggested reviewers

• nikhil-zlai
• piyush-zlai
• chewy-zlai
• varant-zlai

Poem

In version updates we find our muse,
Artifacts renewed with every fuse.
SHA sums gleam in precise display,
Dependencies align in a neat array.
A commit of cheer in lines so true,
Code sings its tune — bright and new! 🎉

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📜 Recent review details

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Review profile: CHILL
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📥 Commits

Reviewing files that changed from the base of the PR and between a1631e4 and ed4c02b.

📒 Files selected for processing (2)

• maven_install.json (8 hunks)
• tools/build_rules/dependencies/maven_repository.bzl (1 hunks)

🚧 Files skipped from review as they are similar to previous changes (2)

• tools/build_rules/dependencies/maven_repository.bzl
• maven_install.json

⏰ Context from checks skipped due to timeout of 90000ms (1)

• GitHub Check: enforce_triggered_workflows

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