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Best Horovod Alternatives in 2026

Updated

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

  1. 1
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.5
    Horovod vs ONNX Runtime
  2. 2
    TensorFlow Free plan AndroidapiiOSLinuxMac Free7.4
    Horovod vs TensorFlow
  3. 3
    Apache TVM Free plan AndroidapiiOSLinuxMac Free7.3
    Horovod vs Apache TVM
  4. 4
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.3
    Horovod vs Paperspace Gradient
  5. 5
    MATLAB Grader Free plan LinuxMacWebWin Free7.2
    Horovod vs MATLAB Grader
  6. 6
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.2
    Horovod vs MegEngine
  7. 7
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
    Horovod vs Trackio
  8. 8
    OpenVINO Free plan LinuxMacWebWin Free7.0
    Horovod vs OpenVINO
  9. 9
    Lightning AI Studios Free plan apiWeb 6.9
    Horovod vs Lightning AI Studios
  10. 10
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free6.9
    Horovod vs NVIDIA TensorRT
  11. 11
    Ray Train Free plan LinuxMacself-hostedWin Free6.9
    Horovod vs Ray Train
  12. 12
    DeepSpeed Free plan LinuxMacself-hosted Free6.8
    Horovod vs DeepSpeed
  13. 13
    NVIDIA Triton Inference Server Free plan apiLinuxself-hostedWin $375/mo6.8
    Horovod vs NVIDIA Triton Inference Server
  14. 14
    PyTorch AndroidapiiOSLinuxMac 6.8
    Horovod vs PyTorch
  15. 15
    Amazon SageMaker Autopilot Free trial apiWeb 6.7
    Horovod vs Amazon SageMaker Autopilot
  16. 16
    Keras LinuxMacWin 6.5
    Horovod vs Keras
  17. 17
    PaddlePaddle apiLinuxMacself-hostedWin 6.5
    Horovod vs PaddlePaddle
  18. 18
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo6.3
    Horovod vs HPE Morpheus VM Essentials Software
  19. 19
    tinygrad Free plan LinuxMacself-hostedWebWin Free6.1
    Horovod vs tinygrad
  20. 20
    Apache SINGA LinuxWinMac 6.0
    Horovod vs Apache SINGA

Horovod 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
8OpenVINO7.0Free planFreeLinux, Mac, Web, Windows
9Lightning AI Studios6.9Free plan—API, Web
10NVIDIA TensorRT6.9Free planFreeLinux, self-hosted, Windows
11Ray Train6.9Free planFreeLinux, Mac, self-hosted, Windows
12DeepSpeed6.8Free planFreeLinux, Mac, self-hosted
13NVIDIA Triton Inference Server6.8Free plan$375/moAPI, Linux, self-hosted, Windows
14PyTorch6.8No—Android, API, iOS, Linux, Mac, self-hosted, Windows
15Amazon SageMaker Autopilot6.7No—API, Web
16Keras6.5No—Linux, Mac, Windows
17PaddlePaddle6.5No—API, Linux, Mac, self-hosted, Windows
18HPE Morpheus VM Essentials Software6.3No$50/moLinux, self-hosted, Web
19tinygrad6.1Free planFreeLinux, Mac, self-hosted, Web, Windows
20Apache SINGA6.0No—Linux, Windows, Mac
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Questions about Horovod alternatives

What is the best alternative to Horovod?

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 Horovod?

ONNX Runtime is the best-ranked alternative with a free plan. 14 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.