Best PyTorch Alternatives in 2026

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

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

PyTorch alternatives compared

#AppScoreFree planFromRuns on
1ONNX Runtime7.5Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
2TensorFlow7.4Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
3Apache TVM7.3Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
4Paperspace Gradient7.3Free plan$8/moAPI, Linux, Mac, Web, Windows
5MATLAB Grader7.2Free planFreeLinux, Mac, Web, Windows
6MegEngine7.2Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
7Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
8Lightning AI Studios6.9Free plan—API, Web
9NVIDIA TensorRT6.9Free planFreeLinux, self-hosted, Windows
10Ray Train6.9Free planFreeLinux, Mac, self-hosted, Windows
11DeepSpeed6.8Free planFreeLinux, Mac, self-hosted
12NVIDIA Triton Inference Server6.8Free plan$375/moAPI, Linux, self-hosted, Windows
14Amazon SageMaker Autopilot6.7No—API, Web
15Keras6.5No—Linux, Mac, Windows
16PaddlePaddle6.5No—API, Linux, Mac, self-hosted, Windows
17HPE Morpheus VM Essentials Software6.3No$50/moLinux, self-hosted, Web
18tinygrad6.1No—Linux, Mac, Windows, Web
19Apache SINGA6.0No—Linux, Windows, Mac
20Caffe6.0No—Linux, Mac, Windows
21Deeplearning4j6.0No—Windows, Mac, Linux
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Questions about PyTorch alternatives

What is the best alternative to PyTorch?

ONNX Runtime, number 1 in deep learning software with a score of 7.5 out of 10. The others here: TensorFlow, Apache TVM, Paperspace Gradient and 16 more.

What is the best free alternative to PyTorch?

ONNX Runtime is the best-ranked alternative with a free plan. 12 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on what each maker publishes: documentation depth, a free tier and the platforms it runs on.