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Best Horovod Alternatives in 2026

Updated

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

  1. 1
    Lightning AI Studios Free plan apiWeb 7.6
    Horovod vs Lightning AI Studios
  2. 2
    NVIDIA Triton Inference Server Free plan apiLinuxself-hostedWin $375/mo7.5
    Horovod vs NVIDIA Triton Inference Server
  3. 3
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.5
    Horovod vs ONNX Runtime
  4. 4
    Amazon SageMaker Autopilot Free trial apiWeb 7.4
    Horovod vs Amazon SageMaker Autopilot
  5. 5
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.4
    Horovod vs Paperspace Gradient
  6. 6
    Apache TVM Free plan AndroidapiiOSLinuxMac Free7.3
    Horovod vs Apache TVM
  7. 7
    MATLAB Grader Free plan LinuxMacWebWin Free7.3
    Horovod vs MATLAB Grader
  8. 8
    tinygrad Free plan LinuxMacself-hostedWebWin Free7.2
    Horovod vs tinygrad
  9. 9
    OpenVINO Free plan LinuxMacWebWin Free7.1
    Horovod vs OpenVINO
  10. 10
    TensorFlow Free plan AndroidapiiOSLinuxMac Free7.1
    Horovod vs TensorFlow
  11. 11
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
    Horovod vs Trackio
  12. 12
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.0
    Horovod vs MegEngine
  13. 13
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free7.0
    Horovod vs NVIDIA TensorRT
  14. 14
    Ray Train Free plan LinuxMacself-hostedWin Free7.0
    Horovod vs Ray Train
  15. 15
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo6.9
    Horovod vs HPE Morpheus VM Essentials Software
  16. 16
    Apache SINGA Free plan LinuxMacself-hostedWin Free6.8
    Horovod vs Apache SINGA
  17. 17
    DeepSpeed Free plan LinuxMacself-hosted Free6.7
    Horovod vs DeepSpeed
  18. 18
    PyTorch AndroidapiiOSLinuxMac 6.5
    Horovod vs PyTorch
  19. 19
    Valohai Free trial apiLinuxself-hostedWeb 6.5
    Horovod vs Valohai
  20. 20
    Keras LinuxMacWin 6.3
    Horovod vs Keras

Horovod alternatives compared

#PlatformScoreFree planFromRuns on
1Lightning AI Studios7.6Free plan—API, Web
2NVIDIA Triton Inference Server7.5Free plan$375/moAPI, Linux, self-hosted, Windows
3ONNX Runtime7.5Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
4Amazon SageMaker Autopilot7.4No—API, Web
5Paperspace Gradient7.4Free plan$8/moAPI, Linux, Mac, Web, Windows
6Apache TVM7.3Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
7MATLAB Grader7.3Free planFreeLinux, Mac, Web, Windows
8tinygrad7.2Free planFreeLinux, Mac, self-hosted, Web, Windows
9OpenVINO7.1Free planFreeLinux, Mac, Web, Windows
10TensorFlow7.1Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
11Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
12MegEngine7.0Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
13NVIDIA TensorRT7.0Free planFreeLinux, self-hosted, Windows
14Ray Train7.0Free planFreeLinux, Mac, self-hosted, Windows
15HPE Morpheus VM Essentials Software6.9No$50/moLinux, self-hosted, Web
16Apache SINGA6.8Free planFreeLinux, Mac, self-hosted, Windows
17DeepSpeed6.7Free planFreeLinux, Mac, self-hosted
18PyTorch6.5No—Android, API, iOS, Linux, Mac, self-hosted, Windows
19Valohai6.5No—API, Linux, self-hosted, Web
20Keras6.3No—Linux, Mac, Windows
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Questions about Horovod alternatives

What is the best alternative to Horovod?

Lightning AI Studios, number 1 in deep learning software with a score of 7.6 out of 10. The others here: NVIDIA Triton Inference Server, ONNX Runtime, Amazon SageMaker Autopilot and 16 more.

What is the best free alternative to Horovod?

Lightning AI Studios is the best-ranked alternative with a free plan. 15 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.