v0.6.1: Patch release

[hiyouga]

This patch mainly fixes #2983

In commit 9bec3c9, we built the optimizer and scheduler inside the trainers, which inadvertently introduced a bug: when DeepSpeed was enabled, the trainers in transformers would build an optimizer and scheduler before calling the create_optimizer_and_scheduler method [1], then the optimizer created by our method would overwrite the original one, while the scheduler would not. Consequently, the scheduler would no longer affect the learning rate in the optimizer, leading to a regression in the training result. We have fixed this bug in 3bcd41b and 8c77b10. Thank @HideLord for helping us identify this critical bug.

[1] https://github.com/huggingface/transformers/blob/v4.39.1/src/transformers/trainer.py#L1877-L1881

We have also fixed #2961 #2981 #2982 #2983 #2991 #3010

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This discussion was created from the release v0.6.1: Patch release.