Best NVIDIA cuDNN Alternatives in 2026

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

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

NVIDIA cuDNN 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
9OpenVINO7.2Free planFreeLinux, Mac, Web, Windows
10Trackio7.2Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
11Amazon SageMaker Autopilot7.1No—API, Web
12Ray Train7.1Free planFreeLinux, Mac, self-hosted, Windows
13HPE Morpheus VM Essentials Software7.0No$50/moLinux, self-hosted, Web
14NVIDIA TensorRT7.0Free planFreeLinux, self-hosted, Windows
15PyTorch7.0No—Android, API, iOS, Linux, Mac, self-hosted, Windows
16DeepSpeed6.8Free planFreeLinux, Mac, self-hosted
17Keras6.7No—Linux, Mac, Windows
18PaddlePaddle6.7No—API, Linux, Mac, self-hosted, Windows
19Valohai6.6No—API, Linux, self-hosted, Web
20tinygrad6.4Free planFreeLinux, Mac, self-hosted, Web, Windows
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Questions about NVIDIA cuDNN alternatives

What is the best alternative to NVIDIA cuDNN?

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 NVIDIA cuDNN?

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, 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.