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DeepSpeed
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DeepSpeed
@DeepSpeedAI
Official account for DeepSpeed, a library that enables unprecedented scale and speed for deep learning training + inference. 日本語 : @DeepSpeedAI_JP
deepspeed.ai
Joined May 2020
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  • Pinned
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    DeepSpeed
    @DeepSpeedAI
    Jun 3
    We now have native support for all ZeRO stages 1/2/3 for Muon Optimizers, providing superior performance on LLM pre-training and post-training. Feel free to try it out, kudos to @PKUWZP Guokai Ma, Peng Du and Chi for the contribution!
    user avatar
    PyTorch
    @PyTorch
    Jun 3
    DeepSpeed now supports the Muon Optimizer. Optimized specifically for internal 2D weights within neural networks, Muon is gaining traction for its significant memory savings and strong convergence metrics during LLM training. In our latest blog post, the DeepSpeed team shares a
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    DeepSpeed
    @DeepSpeedAI
    Nov 3, 2023
    Introducing DeepSpeed-FastGen 🚀 Serve LLMs and generative AI models with - 2.3x higher throughput - 2x lower average latency - 4x lower tail latency w. Dynamic SplitFuse batching Auto TP, load balancing w. perfect linear scaling, plus easy-to-use API github.com/microsoft/Deep…
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    DeepSpeed
    @DeepSpeedAI
    Apr 11, 2023
    Want to train 10B+ ChatGPT-style models on a single GPU and 100B+ on multi-GPUs systems? Introducing DeepSpeed-Chat, an easy (single script), fast, and low-cost solution for training high-quality ChatGPT-style models with RLHF, 15x faster than SoTA. Blog: github.com/microsoft/Deep…
    DeepSpeed-Chat: Easy, Fast & Low-Cost Training of ChatGPT-like Models
    167K
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    DeepSpeed
    @DeepSpeedAI
    Jan 19, 2024
    Introducing Mixtral, Phi2, Falcon, and Qwen support in #DeepSpeed-FastGen! - Up to 2.5x faster LLM inference - Optimized SplitFuse and token sampling - Exciting new features like RESTful API and more! For more details: github.com/microsoft/Deep… #DeepSpeeed #AI
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    DeepSpeed
    @DeepSpeedAI
    Apr 22, 2023
    DeepSpeed-Chat aims to provide a highly efficient pipeline to help you explore RLHF training. Towards this aim we are releasing training logs and our experiences in a new tutorial: github.com/microsoft/Deep… (🧵 thread 1/3)
    50K
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    DeepSpeed
    @DeepSpeedAI
    Nov 6, 2023
    🚀 Announcing DeepSpeed ZeRO-Offload++ -6x Higher Training Throughput via Collaborative CPU/GPU Twin-Flow 🔥 -Systematic optimizations at no data precision loss -Performance gain maintains for both single and multi-node cases github.com/microsoft/Deep…
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    DeepSpeed
    @DeepSpeedAI
    Jul 17, 2023
    DeepSpeed v0.10.0 release! Includes our ZeRO++ release, H100 support, and many bug fixes/updates. Special thanks to our wonderful community of contributors! ZeRO++ paper: arxiv.org/pdf/2306.10209… ZeRO++ blog: microsoft.com/en-us/research… v0.10.0 details: github.com/microsoft/Deep…
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    DeepSpeed
    @DeepSpeedAI
    Jul 20, 2023
    We recently finished a long-awaited sync between microsoft/Megatron-DeepSpeed and NVIDIA/Megatron-LM 🚀🚀🚀 This resulted in a ~10% throughput gain, together with support for FlashAttention (both 1 and 2) and Rotary Positional Embedding (RoPE)! Details:
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    GitHub - deepspeedai/Megatron-DeepSpeed: Ongoing research training transformer language models at...
    From github.com
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    DeepSpeed
    @DeepSpeedAI
    Sep 12, 2023
    🚀Exciting new updates on #DeepSpeed ZeRO-Inference with 20X faster generation! - 4x lesser memory usage through 4-bit weight quantization with no code change needed. - 4x larger batch sizes through KV cache offloading. Available in DeepSpeed v0.10.3: aka.ms/z3-inference
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    DeepSpeed
    @DeepSpeedAI
    Aug 23, 2023
    Want to train 1 million token context lengths (all 7 of the Harry Potter books!📚) on a GPT-like model w. 64 GPUs? Announcing DeepSpeed-Ulysses🚀 This release enables highly efficient and scalable LLM training with extremely long sequence lengths🤯 github.com/microsoft/Deep…
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    DeepSpeed
    @DeepSpeedAI
    Oct 3, 2023
    🚀Introducing #DeepSpeed-VisualChat! 🖼📜 - Multi-image, multi-round #dialogues - Novel #MultiModal causal attention - Enriched training data via improved blending techniques - Unmatched #scalability (>70B params) Blog: github.com/microsoft/Deep… Paper: arxiv.org/abs/2309.14327
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    DeepSpeed
    @DeepSpeedAI
    Apr 13, 2023
    We've released v0.9.0 to pypi that includes support for DeepSpeed Chat. You can now `pip install deepspeed` for all your RLHF needs 🚀🚀 v0.9.0 also includes several bug fixes (eg Stable Diffusion fixes) and updates (eg dropping torch 1.8 support)
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    Release DeepSpeed v0.9.0 · deepspeedai/DeepSpeed
    From github.com
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    DeepSpeed
    @DeepSpeedAI
    Aug 31, 2023
    🚀 Exciting Updates for #DeepSpeedChat! 🤖 - Llama-2 Support: Enjoy 7.1x faster generation with DeepSpeed Hybrid Engine! - Improved efficiency and accessibility through MixZ++ and ZeRO-Offload. - Improved stability and software enhancements. Blog: github.com/microsoft/Deep…
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    DeepSpeed
    @DeepSpeedAI
    Jan 17, 2024
    🚀 Excited to announce our paper "ZeRO++: Extremely Efficient Collective Communication for Large Model Training" has been accepted at #ICLR2024! 🔍 ZeRO++ significantly reduces communication volume by 4x, achieving up to 3.3x speedup. microsoft.com/en-us/research… #DeepSpeed #AI
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    DeepSpeed ZeRO++: A leap in speed for LLM and chat model training
    From microsoft.com
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