CUDA images: Update CUDA to v12.9.0

- CUDA images: Update cuDNN to v9.10.0.56

Author: benz0li

CUDA.md

@@ -216,7 +216,7 @@ docker run -it --rm \
 **What makes this project different:**
 
 1. Multi-arch: `linux/amd64`, `linux/arm64/v8`
-1. Derived from [`nvidia/cuda:12.8.1-devel-ubuntu22.04`](https://hub.docker.com/r/nvidia/cuda/tags?page=1&name=12.8.1-devel-ubuntu22.04)
+1. Derived from [`nvidia/cuda:12.9.0-devel-ubuntu22.04`](https://hub.docker.com/r/nvidia/cuda/tags?page=1&name=12.9.0-devel-ubuntu22.04)
     * including development libraries and headers
 1. TensortRT and TensorRT plugin libraries
     * including development libraries and headers

CUDA_VERSION_MATRIX.md

@@ -6,7 +6,7 @@ Topmost entry = Tag `latest`
 
 | Python     | CUDA   | cuBLAS    | cuDNN     | NCCL   | TensorRT[^2]            | Linux distro |
 |:-----------|:-------|:----------|:----------|:-------|:------------------------|:-------------|
-| 3.13.3     | 12.8.1 | 12.8.4.1  | 9.9.0.52  | 2.25.1 | n/a                     | Ubuntu 22.04 |
+| 3.13.3     | 12.9.0 | 12.9.0.13 | 9.10.0.56 | 2.26.5 | n/a                     | Ubuntu 22.04 |
 | 3.12.10    | 12.8.1 | 12.8.4.1  | 8.9.7.29  | 2.25.1 | 10.8.0.43/<br>10.3.0.26 | Ubuntu 22.04 |
 | 3.13.2     | 12.8.1 | 12.8.4.1  | 9.8.0.87  | 2.25.1 | n/a                     | Ubuntu 22.04 |
 | 3.12.9     | 12.8.1 | 12.8.4.1  | 8.9.7.29  | 2.25.1 | 10.8.0.43/<br>10.3.0.26 | Ubuntu 22.04 |
@@ -49,15 +49,16 @@ Topmost entry = Tag `latest`
 
 | Python | CUDA | PyTorch[^4]                  | TensorFlow[^5]                   |
 |:-------|:-----|:-----------------------------|:---------------------------------|
-| 3.13   | 12.8 | version ≥ 2.6 (experimental) | n/a                              |
-| 3.13   | 12.6 | version ≥ 2.6 (experimental) | n/a                              |
-| 3.12   | 12.6 | version ≥ 2.2                | 2.18 > version ≥ 2.16            |
-| 3.12   | 12.5 | version ≥ 2.2                | 2.18 > version ≥ 2.16            |
-| 3.12   | 11.8 | version ≥ 2.2                | 2.18 > version ≥ 2.16 (CPU-only) |
+| 3.13   | 12.9 | version ≥ 2.5 (experimental) | n/a                              |
+| 3.13   | 12.8 | version ≥ 2.5 (experimental) | n/a                              |
+| 3.13   | 12.6 | version ≥ 2.5 (experimental) | n/a                              |
+| 3.12   | 12.6 | version ≥ 2.4                | 2.18 > version ≥ 2.16            |
+| 3.12   | 12.5 | version ≥ 2.4                | 2.18 > version ≥ 2.16            |
+| 3.12   | 11.8 | version ≥ 2.4                | 2.18 > version ≥ 2.16 (CPU-only) |
 | 3.11   | 11.8 | version ≥ 2.0                | 2.16 > version ≥ 2.12            |
 | 3.10   | 11.8 | version ≥ 1.12               | 2.16 > version ≥ 2.9             |
 
-[^4]: Installs its own CUDA binaries
+[^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
@@ -67,6 +68,7 @@ given.
 
 | CUDA   | Linux driver version | Windows driver version[^6] |
 |:-------|:---------------------|:---------------------------|
+| 12.9.0 | ≥ 575.51.03          | ≥ 576.02                   |
 | 12.8.1 | ≥ 570.124.06         | ≥ 572.61                   |
 | 12.8.0 | ≥ 570.117            | ≥ 572.30                   |
 | 12.6.3 | ≥ 560.35.05          | ≥ 561.17                   |
@@ -87,6 +89,7 @@ Only works with
 
 | CUDA   | Driver version 535[^7] | Driver version 470[^8] |
 |:-------|:----------------------:|:----------------------:|
+| 12.9.0 | 🟢                      | 🔵                      |
 | 12.8.1 | 🟢                      | 🔵                      |
 | 12.8.0 | 🟢                      | 🔵                      |
 | 12.6.3 | 🟢                      | 🔵                      |