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fix: resolve distributed stability issues, LoRA weight sync, and recovery crash#438

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Wangxiaoxiaoa wants to merge 1 commit intoalibaba:mainfrom
Wangxiaoxiaoa:fix/dist_stability_lora
Open

fix: resolve distributed stability issues, LoRA weight sync, and recovery crash#438
Wangxiaoxiaoa wants to merge 1 commit intoalibaba:mainfrom
Wangxiaoxiaoa:fix/dist_stability_lora