Best PyTorch Alternatives in 2026
Updated
20 apps from deep learning software ranked against PyTorch on the same published basis.
- 1PyTorch vs ONNX Runtime
- 2PyTorch vs TensorFlow
- 3PyTorch vs Apache TVM
- 4PyTorch vs Paperspace Gradient
- 5PyTorch vs MATLAB Grader
- 6PyTorch vs MegEngine
- 7PyTorch vs Trackio
- 8PyTorch vs Lightning AI Studios
- 9PyTorch vs NVIDIA TensorRT
- 10PyTorch vs Ray Train
- 11PyTorch vs DeepSpeed
- 12PyTorch vs NVIDIA Triton Inference Server
- 14PyTorch vs Amazon SageMaker Autopilot
- 15PyTorch vs Keras
- 16PyTorch vs PaddlePaddle
- 17PyTorch vs HPE Morpheus VM Essentials Software
- 18PyTorch vs tinygrad
- 19PyTorch vs Apache SINGA
- 20PyTorch vs Caffe
- 21PyTorch vs Deeplearning4j
PyTorch alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | ONNX Runtime | 7.5 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | TensorFlow | 7.4 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | Apache TVM | 7.3 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 4 | Paperspace Gradient | 7.3 | Free plan | $8/mo | API, Linux, Mac, Web, Windows |
| 5 | MATLAB Grader | 7.2 | Free plan | Free | Linux, Mac, Web, Windows |
| 6 | MegEngine | 7.2 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Windows |
| 7 | Trackio | 7.1 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | Lightning AI Studios | 6.9 | Free plan | — | API, Web |
| 9 | NVIDIA TensorRT | 6.9 | Free plan | Free | Linux, self-hosted, Windows |
| 10 | Ray Train | 6.9 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 11 | DeepSpeed | 6.8 | Free plan | Free | Linux, Mac, self-hosted |
| 12 | NVIDIA Triton Inference Server | 6.8 | Free plan | $375/mo | API, Linux, self-hosted, Windows |
| 14 | Amazon SageMaker Autopilot | 6.7 | No | — | API, Web |
| 15 | Keras | 6.5 | No | — | Linux, Mac, Windows |
| 16 | PaddlePaddle | 6.5 | No | — | API, Linux, Mac, self-hosted, Windows |
| 17 | HPE Morpheus VM Essentials Software | 6.3 | No | $50/mo | Linux, self-hosted, Web |
| 18 | tinygrad | 6.1 | No | — | Linux, Mac, Windows, Web |
| 19 | Apache SINGA | 6.0 | No | — | Linux, Windows, Mac |
| 20 | Caffe | 6.0 | No | — | Linux, Mac, Windows |
| 21 | Deeplearning4j | 6.0 | No | — | 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.



















