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⚡ Bolt: Add fast path for single batch joins#260

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Dandandan wants to merge 1 commit intomainfrom
bolt-fast-path-join-16903533260806947696
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⚡ Bolt: Add fast path for single batch joins#260
Dandandan wants to merge 1 commit intomainfrom
bolt-fast-path-join-16903533260806947696

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@Dandandan
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💡 What: Added a fast path to the hash join build-side logic to optimize for inputs that consist of a single RecordBatch.

🎯 Why: The existing implementation unconditionally used concat_batches on the build side. This operation is expensive in terms of memory allocation and CPU usage, as it copies all data into a new buffer, even when there's only one batch and no concatenation is needed.

📊 Impact: This optimization improves the performance of hash joins where the build side is a single batch by reducing memory overhead and CPU cycles.

🔬 Measurement: Performance improvements can be verified by running benchmarks where the hash join's build-side input is guaranteed to be a single batch (e.g., by placing a CoalesceBatchesExec operator before it).


PR created automatically by Jules for task 16903533260806947696 started by @Dandandan

Adds a fast path to `collect_left_input` to optimize the common case where the build side of a hash join consists of a single `RecordBatch`.

This change avoids the expensive `concat_batches` operation in this scenario, reducing unnecessary memory allocation and CPU overhead. The existing logic for handling multiple batches is preserved.

Co-authored-by: Dandandan <163737+Dandandan@users.noreply.github.com>
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