weiqingy opened a new pull request, #29496:
URL: https://github.com/apache/flink/pull/29496

   This is the fourth and final PR of the FLIP-485 implementation, split into a 
stack of small, independently reviewable PRs under the umbrella issue 
[FLINK-38071](https://issues.apache.org/jira/browse/FLINK-38071). Landing order:
   
   | Step | Sub-task | Scope |
   |---|---|---|
   | PR-1 ✅ merged | 
[FLINK-40292](https://issues.apache.org/jira/browse/FLINK-40292) | `UdfMetrics` 
helper: registration, sampling, timing, exception counting 
([#28878](https://github.com/apache/flink/pull/28878)) |
   | PR-2 ✅ merged | 
[FLINK-40293](https://issues.apache.org/jira/browse/FLINK-40293) | Config 
options + sync scalar/table instrumentation 
([#28879](https://github.com/apache/flink/pull/28879)) |
   | PR-3 ✅ merged | 
[FLINK-40294](https://issues.apache.org/jira/browse/FLINK-40294) | Async 
scalar/table instrumentation 
([#29007](https://github.com/apache/flink/pull/29007)) |
   | **PR-4 (this PR)** | 
[FLINK-40295](https://issues.apache.org/jira/browse/FLINK-40295) | User-facing 
documentation |
   
   ## What is the purpose of the change
   
   Documents the UDF metrics added by PR-1 to PR-3 on the metrics page, so 
users can find the two metrics, turn them on, understand what sampling does to 
the numbers, and see which functions are not covered.
   
   ## Brief change log
   
   - Add a `UDF` subsection to the system metrics reference in 
`docs/ops/metrics.md`, listing `udfProcessingTime` (Histogram, nanoseconds) and 
`udfExceptionCount` (Counter) under the full identifier 
`<operator_name>.udf.<udf_name>.<metric>`.
   - Add a `UDF metrics` section after the state access latency and state size 
tracking sections, following their structure: how to enable it with 
`table.exec.udf-metric-enabled`, what `table.exec.udf-metric.sample-interval` 
controls, and the same performance warning.
   - State the coverage explicitly: scalar and table functions called directly 
by a query, sync and async. Not covered are process table functions, aggregate 
functions, functions registered through the deprecated `registerFunction` API, 
and the functions invoked internally by lookup joins, model prediction, and 
vector search. The last group matches the instrumentation in PR-2, where only 
the bridging call sites carry a metric name, and is asserted by 
`UdfMetricsITCase#testLookupJoinNotMetered`.
   - The Chinese page carries the same English text.
   
   The config option reference (`execution_config_configuration.html`) was 
already regenerated in PR-2.
   
   ## Verifying this change
   
   This change is documentation only and has no test coverage. Each statement 
was checked against the merged code: the option keys and the default of 100 
(`ExecutionConfigOptions`), the metric names, the `udf` group and the 
nanosecond unit (`UdfMetrics`), and the covered call sites 
(`BridgingSqlFunctionCallGen` and the async correlate entry in 
`BridgingFunctionGenUtil`).
   
   ## Does this pull request potentially affect one of the following parts:
   
     - Dependencies (does it add or upgrade a dependency): no
     - The public API, i.e., is any changed class annotated with 
`@Public(Evolving)`: no
     - The serializers: no
     - The runtime per-record code paths (performance sensitive): no
     - Anything that affects deployment or recovery: JobManager (and its 
components), Checkpointing, Kubernetes/Yarn, ZooKeeper: no
     - The S3 file system connector: no
   
   ## Documentation
   
     - Does this pull request introduce a new feature? no, it documents the 
feature added by PR-1 to PR-3
     - If yes, how is the feature documented? not applicable
   
   ---
   
   ##### Was generative AI tooling used to co-author this PR?
   
   - [X] Yes (please specify the tool below)
   
   Generated-by: GitHub Copilot CLI (Claude Opus 5.5)
   


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