gemini-code-assist[bot] commented on PR #37054:
URL: https://github.com/apache/beam/pull/37054#issuecomment-3629457900

   ## Summary of Changes
   
   Hello @gpshead, I'm Gemini Code Assist[^1]! I'm currently reviewing this 
pull request and will post my feedback shortly. In the meantime, here's a 
summary to help you and other reviewers quickly get up to speed!
   
   This pull request primarily focuses on a significant dependency upgrade and 
refactoring effort across the Apache Beam project. The core objective is to 
enhance compatibility with newer versions of critical libraries like NumPy (now 
supporting up to 2.4.x) and Apache Iceberg (upgraded to 1.9.2). This involves 
updating numerous build configurations, adjusting dependency declarations, and 
restructuring modules, particularly for Iceberg-related components which now 
require Java 11+. The changes also include various other version bumps, minor 
bug fixes, and improvements across the Java, Python, Go, and TypeScript SDKs to 
ensure the project remains current and functional with its ecosystem.
   
   ### Highlights
   
   * **NumPy 2.3.x/2.4.x Compatibility**: The Python SDK's dependency 
constraints for NumPy have been updated to allow versions up to 2.4.0, ensuring 
broader compatibility with newer NumPy releases.
   * **Apache Iceberg Upgrade and Refactoring**: The Apache Iceberg dependency 
has been upgraded to version 1.9.2. This upgrade necessitates Java 11+ for 
Iceberg-related modules and the IO expansion service, leading to significant 
restructuring of Iceberg examples and SQL integration into dedicated modules.
   * **Core Dependency Version Bumps**: Multiple core dependencies across the 
Java, Python, Go, and TypeScript SDKs have been updated, including Hadoop 
(3.4.1 to 3.4.2), Jetty (9.4.54 to 9.4.57), Netty (4.1.51 to 4.1.110), and 
internal Beam versions.
   * **Python SDK Enhancements**: The `PartitionFn` in the Python SDK now 
correctly handles NumPy integer types, and the detection logic for named tuples 
has been made more robust. Additionally, a temporary fix for JDBC logical types 
has been implemented.
   * **Java SDK Improvements**: Error messages for union types in the Java SDK 
have been improved for clarity, and the Java expansion service now explicitly 
includes and forces Avro 1.12.0 to resolve dependency conflicts.
   
   
   
   <details>
   <summary><b>Ignored Files</b></summary>
   
   *   **Ignored by pattern:** `.github/workflows/**` (1)
       *   .github/workflows/build_wheels_manual.yml
   </details>
   
   
   
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