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CUDA Version Matrix

Image tags = R versions

Topmost entry = Tag latest

R Python SAGA1 CUDA cuBLAS cuDNN NCCL TensorRT2 Linux distro
4.6.0 3.14.4 9.3.1 13.2.1 13.4.0.1 9.21.1.3 2.30.4 n/a Ubuntu 24.04
4.5.3 3.13.11 9.3.1 13.2.1 13.4.0.1 9.21.1.3 2.30.4 n/a Ubuntu 24.04
4.5.2 3.13.11 9.3.1 13.1.1 13.2.0.9 9.19.1.2 2.29.3 n/a Ubuntu 24.04
4.5.1 3.13.9 9.3.1 13.0.1 13.0.2.14 9.14.0.64 2.28.3 n/a Ubuntu 24.04
4.5.0 3.12.11 7.3.0 12.9.0 12.9.0.13 8.9.7.29 2.26.5 10.11.0.33/
10.3.0.26
Ubuntu 22.04
4.4.3 3.12.10 7.3.0 12.8.1 12.8.4.1 8.9.7.29 2.25.1 10.9.0.34/
10.3.0.26
Ubuntu 22.04
4.4.2 3.12.9 7.3.0 12.8.0 12.8.3.14 8.9.7.29 2.25.1 10.8.0.43/
10.3.0.26
Ubuntu 22.04
4.4.1 3.12.7 7.3.0 12.6.2 12.6.3.3 8.9.7.29 2.23.4 10.6.0.26/
10.3.0.26
Ubuntu 22.04
4.4.0 3.12.4 7.3.0 12.5.0 12.5.2.13 8.9.7.29 2.21.5 10.0.1.6 Ubuntu 22.04
4.3.3 3.11.9 7.3.0 11.8.0 11.11.3.6 8.9.6.50 2.15.5 8.5.33 Ubuntu 22.04
4.3.2 3.11.8 7.3.0 11.8.0 11.11.3.6 8.9.6.50 2.15.5 8.5.33 Ubuntu 22.04
4.3.1 3.11.6 7.3.0 11.8.0 11.11.3.6 8.9.0.131 2.15.5 8.5.33 Ubuntu 22.04
4.3.0 3.11.4 7.3.0 11.8.0 11.11.3.6 8.9.0.131 2.15.5 8.5.33 Ubuntu 22.04
4.2.3 3.10.11 n/a 11.8.0 11.11.3.6 8.7.0.84 2.15.5 8.5.33 Ubuntu 22.04
4.2.2 3.10.10 n/a 11.8.0 11.11.3.6 8.7.0.84 2.16.2 8.5.3 Ubuntu 20.04

Breaking changes

PyTorch/TensorFlow compatibility

Python CUDA PyTorch4 TensorFlow5
3.14 13.2 version ≥ 2.9 n/a
3.13 13.2 version ≥ 2.9 n/a
3.13 13.1 version ≥ 2.9 n/a
3.13 13.0 version ≥ 2.9 n/a
3.12 12.9 version ≥ 2.4 2.18 > version ≥ 2.16
3.12 12.8 version ≥ 2.4 2.18 > version ≥ 2.16
3.12 12.6 version ≥ 2.4 2.18 > version ≥ 2.16
3.12 12.5 version ≥ 2.4 2.18 > version ≥ 2.16
3.11 11.8 version ≥ 2.0 2.16 > version ≥ 2.12
3.10 11.8 version ≥ 1.12 2.16 > version ≥ 2.9

Recommended NVIDIA driver (NFB/PB)

CUDA Linux driver version Windows driver version6
13.2.1 ≥ 595.58.03 n/a
13.2.0 ≥ 595.45.04 n/a
13.1.1 ≥ 590.48.01 n/a
13.0.1 ≥ 580.82.07 n/a
12.9.0 ≥ 575.51.03 ≥ 576.02
12.8.1 ≥ 570.124.06 ≥ 572.61
12.8.0 ≥ 570.117 ≥ 572.30
12.6.2 ≥ 560.35.03 ≥ 560.94
12.5.0 ≥ 555.42.02 ≥ 555.85
11.8.0 ≥ 520.61.05 ≥ 520.06

Supported NVIDIA drivers (LTSB)

Only works with NVIDIA Data Center GPUs or select NGC-Ready NVIDIA RTX boards.

CUDA Driver version 5807 Driver version 5358 Driver version 4709
13.2.1 🟢 🔵 🔴
13.2.0 🟢 🔵 🔴
13.1.1 🟢 🔵 🔴
13.0.1 🟢 🔵 🔴
12.9.0 🟡 🟢 🔵
12.8.1 🟡 🟢 🔵
12.8.0 🟡 🟢 🔵
12.6.2 🟡 🟢 🔵
12.5.0 🟡 🟢 🔵
11.8.0 🟡 🟡 🟢

🔴: Not supported
🔵: Supported with the CUDA forward compat package only
🟢: Supported due to minor-version compatibility
🟡: Supported due to backward compatibility

Footnotes

  1. qgisprocess image

  2. amd64/arm64

  3. amd64 only 2 3 4 5

  4. Installs its own CUDA dependencies

  5. The expected TensorRT version is symlinked to the installed TensorRT version.
    ❗️ This relies on backwards compatibility of TensorRT, which may not always be given.

  6. GPU support in Docker Desktop | Docker Docs
    Nvidia GPU Support for Windows · Issue #19005 · containers/podman

  7. EOL: August 2028

  8. EOL: June 2026

  9. EOL: July 2024