GitLab

* Fixed the bug related to saving DeepSpeed models.

* Add information about training SD models using DeepSpeed to the README.

* Apply suggestions from code review

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Co-authored-by: mhh001 <mahonghao1@huawei.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>