CUDA images: Update CUDA to v12.6.3

- CUDA images (amd64): Update TensorRT to v10.7.0.23

CUDA.md

@@ -224,7 +224,7 @@ docker run -it --rm \
 **What makes this project different:**
 
 1. Multi-arch: `linux/amd64`, `linux/arm64/v8`
-1. Derived from [`nvidia/cuda:12.6.2-devel-ubuntu22.04`](https://hub.docker.com/r/nvidia/cuda/tags?page=1&name=12.6.2-devel-ubuntu22.04)
+1. Derived from [`nvidia/cuda:12.6.3-devel-ubuntu22.04`](https://hub.docker.com/r/nvidia/cuda/tags?page=1&name=12.6.3-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`
 
 | R     | Python  | SAGA[^1] | CUDA   | cuBLAS    | cuDNN     | NCCL   | TensorRT[^2]            | Linux distro |
 |:------|:--------|:---------|:-------|:----------|:----------|:-------|:------------------------|:-------------|
-| 4.4.2 | 3.12.7  | 7.3.0    | 12.6.2 | 12.6.3.3  | 8.9.7.29  | 2.23.4 | 10.6.0.26/<br>10.3.0.26 | Ubuntu 22.04 |
+| 4.4.2 | 3.12.7  | 7.3.0    | 12.6.3 | 12.6.4.1  | 8.9.7.29  | 2.23.4 | 10.7.0.23/<br>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/<br>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 | 8.5.3[^3]               | Ubuntu 22.04 |
@@ -39,6 +39,7 @@ given.
 
 | CUDA   | Linux driver version | Windows driver version[^6] |
 |:-------|:---------------------|:---------------------------|
+| 12.6.3 | ≥ 560.35.05          | ≥ 561.17                   |
 | 12.6.2 | ≥ 560.35.03          | ≥ 560.94                   |
 | 12.5.0 | ≥ 555.42.02          | ≥ 555.85                   |
 | 11.8.0 | ≥ 520.61.05          | ≥ 520.06                   |
@@ -54,6 +55,7 @@ Only works with
 
 | CUDA   | Driver version 535[^7] | Driver version 470[^8] |
 |:-------|:----------------------:|:----------------------:|
+| 12.6.3 | 🟢                      | 🔵                      |
 | 12.6.2 | 🟢                      | 🔵                      |
 | 12.5.0 | 🟢                      | 🔵                      |
 | 11.8.0 | 🟡                      | 🟢                      |