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Best DeepSpeed Alternatives in 2026

Updated

20 platforms from deep learning software ranked against DeepSpeed on the same published basis.

  1. 1
    Lightning AI Studios Free plan apiWeb 7.6
    DeepSpeed vs Lightning AI Studios
  2. 2
    NVIDIA Triton Inference Server Free plan apiLinuxself-hostedWin $375/mo7.5
    DeepSpeed vs NVIDIA Triton Inference Server
  3. 3
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.5
    DeepSpeed vs ONNX Runtime
  4. 4
    Amazon SageMaker Autopilot Free trial apiWeb 7.4
    DeepSpeed vs Amazon SageMaker Autopilot
  5. 5
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.4
    DeepSpeed vs Paperspace Gradient
  6. 6
    Apache TVM Free plan AndroidapiiOSLinuxMac Free7.3
    DeepSpeed vs Apache TVM
  7. 7
    MATLAB Grader Free plan LinuxMacWebWin Free7.3
    DeepSpeed vs MATLAB Grader
  8. 8
    TensorFlow Free plan AndroidapiiOSLinuxMac Free7.1
    DeepSpeed vs TensorFlow
  9. 9
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
    DeepSpeed vs Trackio
  10. 10
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.0
    DeepSpeed vs MegEngine
  11. 11
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free7.0
    DeepSpeed vs NVIDIA TensorRT
  12. 12
    Ray Train Free plan LinuxMacself-hostedWin Free7.0
    DeepSpeed vs Ray Train
  13. 13
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo6.9
    DeepSpeed vs HPE Morpheus VM Essentials Software
  14. 15
    PyTorch AndroidapiiOSLinuxMac 6.5
    DeepSpeed vs PyTorch
  15. 16
    Valohai Free trial apiLinuxself-hostedWeb 6.5
    DeepSpeed vs Valohai
  16. 17
    Keras LinuxMacWin 6.3
    DeepSpeed vs Keras
  17. 18
    PaddlePaddle apiLinuxMacself-hostedWin 6.3
    DeepSpeed vs PaddlePaddle
  18. 19
    tinygrad LinuxMacWinWeb 6.1
    DeepSpeed vs tinygrad
  19. 20
    Apache SINGA LinuxWinMac 6.0
    DeepSpeed vs Apache SINGA
  20. 21
    Caffe LinuxMacWin 6.0
    DeepSpeed vs Caffe

DeepSpeed alternatives compared

#PlatformScoreFree planFromRuns on
1Lightning AI Studios7.6Free plan—API, Web
2NVIDIA Triton Inference Server7.5Free plan$375/moAPI, Linux, self-hosted, Windows
3ONNX Runtime7.5Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
4Amazon SageMaker Autopilot7.4No—API, Web
5Paperspace Gradient7.4Free plan$8/moAPI, Linux, Mac, Web, Windows
6Apache TVM7.3Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
7MATLAB Grader7.3Free planFreeLinux, Mac, Web, Windows
8TensorFlow7.1Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
9Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10MegEngine7.0Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
11NVIDIA TensorRT7.0Free planFreeLinux, self-hosted, Windows
12Ray Train7.0Free planFreeLinux, Mac, self-hosted, Windows
13HPE Morpheus VM Essentials Software6.9No$50/moLinux, self-hosted, Web
15PyTorch6.5No—Android, API, iOS, Linux, Mac, self-hosted, Windows
16Valohai6.5No—API, Linux, self-hosted, Web
17Keras6.3No—Linux, Mac, Windows
18PaddlePaddle6.3No—API, Linux, Mac, self-hosted, Windows
19tinygrad6.1No—Linux, Mac, Windows, Web
20Apache SINGA6.0No—Linux, Windows, Mac
21Caffe6.0No—Linux, Mac, Windows
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Questions about DeepSpeed alternatives

What is the best alternative to DeepSpeed?

Lightning AI Studios, number 1 in deep learning software with a score of 7.6 out of 10. The others here: NVIDIA Triton Inference Server, ONNX Runtime, Amazon SageMaker Autopilot and 16 more.

What is the best free alternative to DeepSpeed?

Lightning AI Studios is the best-ranked alternative with a free plan. 11 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.