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Best PyTorch Alternatives in 2026

Updated

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

  1. 1
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.8
    PyTorch vs ONNX Runtime
  2. 2
    Apache TVM Free plan AndroidapiiOSLinuxMac Free7.6
    PyTorch vs Apache TVM
  3. 3
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.6
    PyTorch vs Paperspace Gradient
  4. 4
    MATLAB Grader Free plan LinuxMacWebWin Free7.5
    PyTorch vs MATLAB Grader
  5. 5
    TensorFlow Free plan AndroidapiiOSLinuxMac Free7.5
    PyTorch vs TensorFlow
  6. 6
    Lightning AI Studios Free plan apiWeb 7.3
    PyTorch vs Lightning AI Studios
  7. 7
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.3
    PyTorch vs MegEngine
  8. 8
    NVIDIA Triton Inference Server Free plan apiLinuxself-hostedWin $375/mo7.2
    PyTorch vs NVIDIA Triton Inference Server
  9. 9
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.2
    PyTorch vs Trackio
  10. 10
    Amazon SageMaker Autopilot Free trial apiWeb 7.1
    PyTorch vs Amazon SageMaker Autopilot
  11. 11
    Ray Train Free plan LinuxMacself-hostedWin Free7.1
    PyTorch vs Ray Train
  12. 12
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo7.0
    PyTorch vs HPE Morpheus VM Essentials Software
  13. 13
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free7.0
    PyTorch vs NVIDIA TensorRT
  14. 15
    DeepSpeed Free plan LinuxMacself-hosted Free6.8
    PyTorch vs DeepSpeed
  15. 16
    Keras LinuxMacWin 6.7
    PyTorch vs Keras
  16. 17
    PaddlePaddle apiLinuxMacself-hostedWin 6.7
    PyTorch vs PaddlePaddle
  17. 18
    Valohai Free trial apiLinuxself-hostedWeb 6.6
    PyTorch vs Valohai
  18. 19
    tinygrad LinuxMacWinWeb 6.4
    PyTorch vs tinygrad
  19. 20
    Apache SINGA LinuxWinMac 6.2
    PyTorch vs Apache SINGA
  20. 21
    Caffe LinuxMacWin 6.2
    PyTorch vs Caffe

PyTorch alternatives compared

#ToolScoreFree planFromRuns on
1ONNX Runtime7.8Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
2Apache TVM7.6Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
3Paperspace Gradient7.6Free plan$8/moAPI, Linux, Mac, Web, Windows
4MATLAB Grader7.5Free planFreeLinux, Mac, Web, Windows
5TensorFlow7.5Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
6Lightning AI Studios7.3Free plan—API, Web
7MegEngine7.3Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
8NVIDIA Triton Inference Server7.2Free plan$375/moAPI, Linux, self-hosted, Windows
9Trackio7.2Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10Amazon SageMaker Autopilot7.1No—API, Web
11Ray Train7.1Free planFreeLinux, Mac, self-hosted, Windows
12HPE Morpheus VM Essentials Software7.0No$50/moLinux, self-hosted, Web
13NVIDIA TensorRT7.0Free planFreeLinux, self-hosted, Windows
15DeepSpeed6.8Free planFreeLinux, Mac, self-hosted
16Keras6.7No—Linux, Mac, Windows
17PaddlePaddle6.7No—API, Linux, Mac, self-hosted, Windows
18Valohai6.6No—API, Linux, self-hosted, Web
19tinygrad6.4No—Linux, Mac, Windows, Web
20Apache SINGA6.2No—Linux, Windows, Mac
21Caffe6.2No—Linux, Mac, Windows
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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 7.8 out of 10. The others here: Apache TVM, Paperspace Gradient, MATLAB Grader 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, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.