gemini-code-assist[bot] commented on PR #38039:
URL: https://github.com/apache/beam/pull/38039#issuecomment-4173417907

   ## Summary of Changes
   
   Hello, I'm Gemini Code Assist[^1]! I'm currently reviewing this pull request 
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   This pull request refactors the Iceberg AddFiles implementation to support 
high-volume data imports. By introducing an intermediate step that batches data 
files into Iceberg Manifest files before committing, the system avoids memory 
bottlenecks on the committing worker. This change improves stability and 
scalability for pipelines processing millions of files.
   
   ### Highlights
   
   * **Improved Scalability for Large Imports**: Replaced the single-worker 
commit approach with a two-stage batching process: first grouping data files 
into manifests, then grouping manifests for commit, preventing OOM errors 
during large imports.
   * **New Configuration Parameter**: Replaced 'appendBatchSize' with 
'manifestFileSize' to better reflect the new architecture of batching data 
files into manifests.
   * **Optimized Resource Usage**: Removed the 'ACTIVE_READERS' semaphore, as 
the new batching strategy inherently manages resource pressure more effectively.
   
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