warn parallel
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**Parallel** Nodes and Flows let you run multiple **Async** Nodes and Flows **concurrently**—for example, summarizing multiple texts at once. This can improve performance by overlapping I/O and compute.
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> Because of Python’s GIL, parallel nodes and flows can’t truly parallelize CPU-bound tasks (e.g., heavy numerical computations). However, they excel at overlapping I/O-bound work—like LLM calls, database queries, API requests, or file I/O.
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{: .warning }
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## AsyncParallelBatchNode
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Like **AsyncBatchNode**, but run `exec_async()` in **parallel**:
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@@ -45,10 +48,6 @@ parallel_flow = SummarizeMultipleFiles(start=sub_flow)
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await parallel_flow.run_async(shared)
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```
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> Because of Python’s GIL, parallel nodes and flows can’t truly parallelize CPU-bound tasks (e.g., heavy numerical computations).
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>
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> However, they excel at overlapping I/O-bound work—like LLM calls, database queries, API requests, or file I/O.
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{: .warning }
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## Best Practices
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