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  • GitHub - deepspeedai DeepSpeed: DeepSpeed is a deep learning . . .
    DeepSpeed was an important part of Microsoft’s AI at Scale initiative to enable next-generation AI capabilities at scale, where you can find more information here
  • 大模型训练工具之Deepspeed - 知乎
    什么是deepspeed?大模型火了之后,大模型的分布式训练自然而然成为了一个研究热点,其中 deepspeed 无疑是 最火爆的开源分布式训练框架之一。
  • DeepSpeed 入门 - DeepSpeed 深度学习库
    DeepSpeed 模型训练通过 DeepSpeed 引擎完成。 该引擎可以封装任意 torch nn module 类型的模型,并提供最少的 API 集用于训练和检查点保存模型。
  • Getting Started - DeepSpeed
    DeepSpeed model training is accomplished using the DeepSpeed engine The engine can wrap any arbitrary model of type torch nn module and has a minimal set of APIs for training and checkpointing the model
  • [LLM]大模型训练DeepSpeed (一)-原理介绍-CSDN博客
    DeepSpeed是一个由微软开发的分布式训练工具,它通过ZeRO技术优化内存占用,支持更大规模的模型训练。 ZeRO通过分片模型参数、优化器状态和梯度来减少显存需求,分为多个阶段,如Stage1、2和3,每个阶段逐步增加内存优化程度。
  • 一文读懂deepSpeed:深度学习训练的并行化-阿里云开发者社区
    DeepSpeed是一个开源的深度学习优化库,它由微软开发并维护,旨在提高大规模模型训练的效率和可扩展性。 通过创新的算法和技术,DeepSpeed能够降低训练超大规模模型的复杂性和资源需求,让深度学习训练变得更快、更高效。
  • DeepSpeed README. md at master · deepspeedai DeepSpeed · GitHub
    DeepSpeed offers a confluence of system innovations, that has made large scale DL training effective, and efficient, greatly improved ease of use, and redefined the DL training landscape in terms of scale that is possible
  • DeepSpeed - Microsoft Research
    DeepSpeed, part of Microsoft AI at Scale, is a deep learning optimization library that makes distributed training easy, efficient, and effective




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