0lai0 opened a new pull request, #4225:
URL: https://github.com/apache/datafusion-comet/pull/4225

   ## Which issue does this PR close?
   
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   Closes #4172 
   
   ## Rationale for this change
   
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    Why are you proposing this change? If this is already explained clearly in 
the issue then this section is not needed.
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   `JVMClasses::with_env` attaches native worker threads to the JVM and then 
runs JNI call-site closures directly. Executor worker threads can stay attached 
for the JVM lifetime, so JNI local references created inside those closures may 
accumulate instead of being released at each call boundary.
   
   Wrapping each `with_env` closure in a JNI local frame gives all existing 
call sites a consistent push/pop boundary and prevents long-running executor 
threads from retaining local references across batches.
   
   ## What changes are included in this PR?
   
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sometimes worth providing a summary of the individual changes in this PR.
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   - Wrap `JVMClasses::with_env` closures with `Env::with_local_frame`.
     - Preserve the existing `E: From<CometError>` caller contract by adapting 
local-frame JNI errors internally.
     - Document that callers must not return JNI local references from 
`with_env`.
     - Audited existing callers: scan, shuffle scan, scalar subquery, memory 
pools, and parquet encryption convert JNI values to Rust-owned values before 
returning.
   
   ## How are these changes tested?
   
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   - `cargo fmt -p datafusion-comet-jni-bridge`
   - `cargo check -p datafusion-comet-jni-bridge`
   - `cargo test -p datafusion-comet-jni-bridge`
   - `cargo check -p datafusion-comet --all-targets`
   - `cargo clippy -p datafusion-comet-jni-bridge --all-targets -- -D warnings`
   - `cargo clippy -p datafusion-comet --lib -- -D warnings`
   - `JAVA_TOOL_OPTIONS="-Xcheck:jni" ./mvnw test -Dtest=none 
-Dsuites="org.apache.comet.exec.CometNativeShuffleSuite" -Pspark-3.5`


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