Best NVIDIA cuDNN Alternatives in 2026

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

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

NVIDIA cuDNN 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
8TensorFlow7.1Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
9Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10MegEngine7.0Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
11NVIDIA TensorRT7.0Free planFreeLinux, self-hosted, Windows
12Ray Train7.0Free planFreeLinux, Mac, self-hosted, Windows
13HPE Morpheus VM Essentials Software6.9No$50/moLinux, self-hosted, Web
14DeepSpeed6.7Free planFreeLinux, Mac, self-hosted
15PyTorch6.5No—Android, API, iOS, Linux, Mac, self-hosted, Windows
16Valohai6.5No—API, Linux, self-hosted, Web
17Keras6.3No—Linux, Mac, Windows
18PaddlePaddle6.3No—API, Linux, Mac, self-hosted, Windows
19tinygrad6.1No—Linux, Mac, Windows, Web
20Apache SINGA6.0No—Linux, Windows, Mac
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Questions about NVIDIA cuDNN alternatives

What is the best alternative to NVIDIA cuDNN?

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 NVIDIA cuDNN?

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