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RL is so sensitive to numerics, last time torch compile was making some run crash now vllm v1

12.8. klo 11.23
moving from vllm v0 to v1 made our async rl training crash! read how we fixed it
we recently migrated from v0 to v1 as part of a larger refactor of prime-rl to make it easier-to-use, more performant and naturally async. we confirmed correct training dynamics on many smaller-scale runs, but hit a wall when trying to reproduce a larger scale run that ran without problems prior to the refactor. Specifically, training DeepSeek-R1-Distill-Qwen-1.5B on single-turn math problems from our INTELLECT-2 math dataset at 8k context with two-step off-policy delay would crash fatally roughly 400 steps into the training

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