Best DeepSpeed Alternatives in 2026

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

  1. 1DeepSpeed vs ONNX Runtime
  2. 2DeepSpeed vs Apache TVM
  3. 3DeepSpeed vs Paperspace Gradient
  4. 4DeepSpeed vs TensorFlow
  5. 5DeepSpeed vs MATLAB Grader
  6. 6DeepSpeed vs MegEngine
  7. 7DeepSpeed vs Ray Train
  8. 8DeepSpeed vs Trackio
  9. 10DeepSpeed vs NVIDIA Triton Inference Server
  10. 11DeepSpeed vs Amazon SageMaker Autopilot
  11. 12DeepSpeed vs Lightning AI Studios
  12. 13DeepSpeed vs PyTorch
  13. 14DeepSpeed vs Keras
  14. 15DeepSpeed vs PaddlePaddle
  15. 16DeepSpeed vs tinygrad
  16. 17DeepSpeed vs Apache SINGA
  17. 18DeepSpeed vs Caffe
  18. 19DeepSpeed vs Deeplearning4j
  19. 20DeepSpeed vs Determined
  20. 21DeepSpeed vs fastai

DeepSpeed alternatives compared

#AppScoreFree planFromRuns on
1ONNX Runtime6.8Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
2Apache TVM6.7Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
3Paperspace Gradient6.7Free plan$8/moAPI, Linux, Mac, Web, Windows
4TensorFlow6.7Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
5MATLAB Grader6.6Free planFreeLinux, Mac, Web, Windows
6MegEngine6.6Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
7Ray Train6.5Free planFreeLinux, Mac, self-hosted, Windows
8Trackio6.5Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10NVIDIA Triton Inference Server6.4Free plan$375/moAPI, Linux, self-hosted, Windows
11Amazon SageMaker Autopilot6.3No—API, Web
12Lightning AI Studios6.3Free plan—API, Web
13PyTorch5.7No—Android, API, iOS, Linux, Mac, self-hosted, Windows
14Keras5.6No—Linux, Mac, Windows
15PaddlePaddle5.6No—API, Linux, Mac, self-hosted, Windows
16tinygrad5.4No—Linux, Mac, Windows, Web
17Apache SINGA5.3No—Linux, Windows, Mac
18Caffe5.3No—Linux, Mac, Windows
19Deeplearning4j5.3No—Windows, Mac, Linux
20Determined5.3No—Linux, Web
21fastai5.3No—Linux, Windows, Mac
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Questions about DeepSpeed alternatives

What is the best alternative to DeepSpeed?

ONNX Runtime, number 1 in deep learning software with a score of 6.8 out of 10. The others here: Apache TVM, Paperspace Gradient, TensorFlow and 16 more.

What is the best free alternative to DeepSpeed?

ONNX Runtime is the best-ranked alternative with a free plan. 10 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.