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  • DeepSpeed - Microsoft Research
    DeepSpeed is an easy-to-use deep learning optimization software suite that enables unprecedented scale and speed for DL Training and Inference Visit us at deepspeed ai (opens in new tab) or our Github repo (opens in new tab)
  • DeepSpeed4Science Overview and Tutorial - DeepSpeed
    In line with Microsoft’s mission to solve humanity’s most pressing challenges, the DeepSpeed team at Microsoft is responding to this opportunity by launching a new initiative called DeepSpeed4Science, aiming to build unique capabilities through AI system technology innovations to help domain experts to unlock today’s biggest science
  • Distributed GPU training guide (SDK v2) - Azure Machine Learning
    DeepSpeed Azure Machine Learning supports DeepSpeed as a first-class citizen to run distributed jobs with near linear scalability in terms of: Increase in model size; Increase in number of GPUs; DeepSpeed can be enabled using either PyTorch distribution or MPI for running distributed training
  • Unlocking the Power of Large-Scale Training in AI | Microsoft Community Hub
    Microsoft’s DeepSpeed library is integrated with Azure, providing state-of-the-art optimizations for large model training DeepSpeed’s memory and computation optimizations, like the ZeRO Optimizer, allow you to train larger models more efficiently, reducing memory requirements and improving training speed
  • Deepspeed of Microsoft - arXiv. org
    This paper introduces DeepSpeed-Chat, a novel system that democratizes RLHF train-ing, making it accessible to the AI community DeepSpeed-Chat offers three key ca-pabilities: an easy-to-use training and inference experience for ChatGPT-like models, a DeepSpeed-RLHF pipeline that replicates the training pipeline from InstructGPT, and
  • DeepSpeed: Accelerating large-scale model inference and training via . . .
    DeepSpeed Inference offers inference kernels for Transformer blocks with two innovative optimizations that address these challenges to achieve significant latency reduction and throughput improvement
  • DeepSpeed docs index. md at master · deepspeedai DeepSpeed
    DeepSpeed empowers ChatGPT-like model training with a single click, offering 15x speedup over SOTA RLHF systems with unprecedented cost reduction at all scales; learn how DeepSpeed enables world's most powerful language models like MT-530B and BLOOM
  • DeepSpeed: Extreme-scale model training for everyone - Microsoft Research
    In February, we announced DeepSpeed, an open-source deep learning training optimization library, and ZeRO (Zero Redundancy Optimizer), a novel memory optimization technology in the library, which vastly advances large model training by improving scale, speed, cost, and usability
  • Announcing the DeepSpeed4Science Initiative: Enabling large-scale . . .
    By leveraging DeepSpeed’s current technology pillars (training, inference and compression) as base technology enablers, DeepSpeed4Science will create a new set of AI system technologies tailored for accelerating scientific discoveries by addressing their unique complexity beyond the common technical approaches used for accelerating generic
  • DeepSpeed - Microsoft Research: Publications
    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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