nzw921rx opened a new pull request, #12213:
URL: https://github.com/apache/seatunnel/pull/12213

   ## Purpose
   
   Refactor the English and Chinese Zeta benchmark guides into a clearer 
contributor-oriented structure.
   
   ## Changes
   
   - organize the guide around motivation, architecture, metrics, local 
execution, performance diagnostics and comparison, and research references
   - preserve the existing architecture diagrams and research citations
   - replace benchmark-class catalogs and pipeline-specific examples with 
reusable guidance
   - explain JMH and comparison-report metrics with concise tables
   - document each Benchmarks and Benchmarks Diagnostics workflow input
   - simplify local profiling commands and artifact interpretation
   - keep the English and Chinese guides structurally aligned
   
   ## Verification
   
   - `./mvnw spotless:apply`
   - `python3 -m unittest discover -s tools/benchmarks -p "test_*.py"` (31 
tests)
   - Markdown structure, code-fence, callout, diagram, citation, and bilingual 
parity checks


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