ReemaAlzaid opened a new pull request, #12812:
URL: https://github.com/apache/gluten/pull/12812

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   ## What changes are proposed in this pull request?
   
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   With cuDF enabled, broadcast hash joins run as CudfHashJoin, which builds 
its own GPU hash table from the build-side value stream and cannot consume the 
prebuilt CPU OpaqueHashTable created by the build-once-per-executor 
optimization. Feeding it Iterator.empty silently produced empty join results.
   
   Skip the prebuilt-table path and stream the broadcast relation batches when 
cuDF is enabled, the same path shuffle joins use on GPU. Skipping the CPU cache 
build also keeps hybrid mode correct: a CPU-fallback join finds no cached table 
and builds from the stream as usual.
   
   ## How was this patch tested?
   Adds a CudfTest-tagged regression suite. The tag is excluded in CI, which 
has no GPU test runners; run on a GPU host with -DtagsToExclude=None.
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