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TransferQueue is an asynchronous, high-performance streaming data engine designed for post-training workflows. It separates data and control flow, enabling efficient data routing and minimizing task blocking. By acting as a transit port for data, TransferQueue supports dynamic scheduling and automatic pipelining in large model computing systems, offering improved resource utilization and communication efficiency.