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Jul 07, 2021 · Fault Tolerance and Elastic Training: As distributed XGBoost jobs use more data and workers, the probability of machine failures also increases. As most distributed execution engines including Spark are stateless, common fault-tolerance mechanisms using frequent checkpointing still require external orchestration and trigger data reloads on workers..