Asynchronous Pipeline Parallelization for LLM Pretraining Feasible under Gradient Staleness30. June 2026AI ModelsAsynchronous pipeline parallelization with PipeDream-2BW and newer optimizers overcomes the gradient staleness problem and enables efficient pretraining of large language models without GPU idle time. Share on:
