DeepSpeed

Inference & Compute · Free + paid

Deep learning optimization library by Microsoft

At a glance

Made by
Microsoft (AI at Scale initiative)
Korean
None (English and a few others only)
API
Yes
Open source
Apache 2.0
GitHub
43,229 stars · Apache-2.0

What is DeepSpeed?

DeepSpeed is a library that makes large-scale deep learning training effective and efficient through system innovations such as ZeRO, 3D parallelism, DeepSpeed-MoE, and ZeRO-Infinity. It states that it was used to train large language models such as MT-530B and BLOOM. It is integrated with popular open-source frameworks including Transformers, Accelerate, Lightning, and MosaicML, and is a core part of Microsoft's AI at Scale initiative. Beyond training, it also has inference-related tutorials (MoE inference, automatic tensor parallelism).

  • ZeRO, ZeRO++, and ZeRO-Offload memory optimization
  • Pipeline parallelism
  • Automatic tensor parallelism (training and inference)
  • DeepSpeed MoE (mixture of experts)
  • Autotuning
  • Flops profiler
  • Long-sequence training with millions of tokens (ALST)

Who uses DeepSpeed and for what

  • Training language models with billions to hundreds of billions of parameters
  • Combining DeepSpeed with Hugging Face Transformers and Lightning training

Pricing

Open source (free)

Apache 2.0 오픈소스 학습 최적화 라이브러리(PyPI), 요금 표기 없음

공식 페이지 확인 2026-10-14(산출 규칙 2026-10-15)

AI tools similar to DeepSpeed (alternatives)

DeepSpeed vs. alternatives at a glance

AIPricingCombos on the mapConnected toolsFreeCheapest monthlyKorean
DeepSpeedFree + paid04——No
HorovodFree + paid04——No
Megatron-LMFree + paid04———
NanotronFree04———

0 of these 4 tools have a free plan.

Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.

DeepSpeed on AI Galaxy Map

  • One of 43 AI tools in the Inference & Compute field.
  • Connected to 4 other tools — #39 in its field.

Frequently asked questions

Can I use DeepSpeed for free?

Open source (free). Prices can change, so check the official site before paying.

What AI can I use instead of DeepSpeed?

Tools that do the same job, such as Horovod, Megatron-LM, Nanotron, FSDP, are connected to it on the map.

Can I use DeepSpeed in Korean?

None (English and a few others only)

Sources (official pages)

Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.

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