title: DeepSpeed
email: deepspeed@microsoft.com
description: >-
  DeepSpeed is a deep learning optimization library that makes distributed
  training easy, efficient, and effective.

locale : "en-US"
logo: /assets/images/deepspeed-logo-uppercase-bold-white-1.15.svg

repository: microsoft/DeepSpeed
baseurl: "/" # the subpath of your site, e.g. /blog
url: "https://www.deepspeed.ai" # the base hostname & protocol for your site, e.g. http://example.com

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      - getting-started.md
      - azure.md
      - automatic-tensor-parallelism.md
      - bert-finetuning.md
      - bert-pretraining.md
      - cifar-10.md
      - curriculum-learning.md
      - data-efficiency.md
      - flops-profiler.md
      - pytorch-profiler.md
      - autotuning.md
      - gan.md
      - lrrt.md
      - megatron.md
      - mixture-of-experts.md
      - mixture-of-experts-nlg.md
      - mixture-of-experts-inference.md
      - model-compression.md
      - monitor.md
      - comms-logging.md
      - one-cycle.md
      - onebit-adam.md
      - zero-one-adam.md
      - onebit-lamb.md
      - pipeline.md
      - progressive_layer_dropping.md
      - sparse-attention.md
      - transformer_kernel.md
      - zero-offload.md
      - zero.md

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timezone: America/Los_Angeles
breadcrumbs: true

press_release_v3: https://www.microsoft.com/en-us/research/blog/deepspeed-extreme-scale-model-training-for-everyone/
press_release_v5: https://www.microsoft.com/en-us/research/blog/deepspeed-powers-8x-larger-moe-model-training-with-high-performance/
press_release_v6: https://www.microsoft.com/en-us/research/blog/deepspeed-advancing-moe-inference-and-training-to-power-next-generation-ai-scale/