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πŸ’‘ What: This change introduces a fast path in the HashJoinExec operator for cases where the build-side input consists of a single RecordBatch.

🎯 Why: Previously, the build-side logic would unconditionally call concat_batches, even if there was only one batch. This incurred unnecessary overhead from memory allocation and data copying. By bypassing this operation for the common single-batch case, we can make the join more efficient.

πŸ“Š Impact: This optimization improves the performance of hash joins by reducing memory allocation and CPU usage, especially in scenarios involving small dimension tables or when a CoalesceBatchesExec has been applied upstream.

πŸ”¬ Measurement: The performance improvement can be measured by running benchmarks (like TPC-H) where joins have a single-batch build side and observing the reduction in execution time and peak memory usage.


PR created automatically by Jules for task 18365902574244747359 started by @Dandandan

Adds a fast path to the `collect_left_input` function in the hash join implementation. When the build side consists of a single `RecordBatch`, this optimization avoids the expensive `concat_batches` operation, reducing memory allocation and CPU usage.

The previous implementation would unconditionally concatenate batches, even when there was only one, leading to unnecessary overhead. This change checks for the single-batch case and processes it directly, falling back to the original logic for zero or multiple batches.
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