JackieTien97 opened a new pull request, #17897:
URL: https://github.com/apache/iotdb/pull/17897

   ## Summary
   - Replace raw log and exception message strings with locale-backed message 
constants across `iotdb-core`, selected Java client modules, and 
`external-service-impl`.
   - Add matching English and Chinese i18n constants, including helper and 
verification-style exception messages.
   - Keep message constant structures aligned between English and Chinese 
source sets.
   
   ## Validation
   - Custom i18n scan: `log=0`, `new_exception_or_error=0`, `setMessage=0`, 
`super_string=0`, `static_message_in_exception_file=0`, `helper_message=0`, 
`i18n_pair_or_constant_errors=0`, `missing_message_refs=0`.
   - `mvn spotless:apply -pl 
iotdb-core/calc-commons,iotdb-core/confignode,iotdb-core/consensus,iotdb-core/datanode,iotdb-core/metrics/core,iotdb-core/metrics/interface,iotdb-core/node-commons,iotdb-client/cli,iotdb-client/isession,iotdb-client/jdbc,iotdb-client/service-rpc,iotdb-client/session,iotdb-client/subscription,external-service-impl/mqtt,external-service-impl/rest`
   - `git diff --check -- iotdb-core iotdb-client external-service-impl 
distribution`
   - `mvn clean package -pl distribution -am -DskipTests`


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