nzw921rx opened a new pull request, #12214:
URL: https://github.com/apache/seatunnel/pull/12214

   ## Purpose
   
   Add a focused bilingual guide for turning an already discovered performance 
problem into a reproducible benchmark and a verifiable optimization.
   
   ## What Changed
   
   - add matching English and Chinese performance contribution guides;
   - add the guide next to the Transform-V2 contribution guide in Developer 
navigation;
   - link the guide from the general contribution path;
   - define the validation path as:
   
   > Discover an anomaly → suspect a production path → reproduce it under 
control → confirm or reject
   
   The guide treats OOM, checkpoint timeouts, saturated CPU, throughput loss, 
latency growth, and stalled threads as examples of already discovered 
anomalies, not as a monitoring checklist. Logs, metrics, thread stacks, and 
profiles support or reject a specific suspicion. A benchmark then reproduces 
the suspected production path under controlled conditions.
   
   It also documents why the benchmark and optimization should be submitted 
separately: the benchmark must merge into `dev` first so Baseline and Candidate 
can run the same benchmark, fixture, parameters, and JDK.
   
   ## Scope
   
   This PR changes documentation and navigation only. It does not modify 
benchmark implementations, workflows, or runtime behavior.
   
   ## Verification
   
   - [x] English and Chinese heading, table, code-block, and callout parity 
checked
   - [x] Documentation links and sidebar target checked
   - [x] Markdown diff check passed
   - [ ] Full Maven verify was not run because this is a documentation-only 
change
   


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