I was also surprised by the discussion of stronger isolation in the paper. The paper claims snapshot isolation hasn’t been implemented in distributed systems yet, because it strictly requires a centralized global counter to serialize transactions. This is flagged as a fatal bottleneck and single point of failure.
The application module that contains the main() function - I call it the Entrypoint module - should be used to connect modules together, so other modules don’t need to know how to wire up modules they depend on. In most cases, it would mean using some kind of Dependency Injection framework, though such a framework is not strictly required (e.g. Golang does just fine without it). The Entrypoint can also be used to provide cross-cutting concerns (authorization, observability, etc) to other modules.，详情可参考PDF资料
If you'd like to do GRPO, it works in Unsloth if you disable fast vLLM inference and use Unsloth inference instead. Follow our Vision RL notebook examples.，这一点在17c 一起草官网中也有详细论述
Follow topics & set alerts with myFT。关于这个话题，雷电模拟器官方版本下载提供了深入分析