Release Triton v25.09 (#5398)

Co-authored-by: Andrew Song <songand@amazon.com>

Author: a-ys

available_images.md

@@ -181,7 +181,7 @@ instance_type="ml.g5.12xlarge"
 available_versions = list(image_uris.config_for_framework(triton_framework)['versions'].keys())
 image_uri = image_uris.retrieve(framework=triton_framework, region=region, instance_type=instance_type, version=available_versions[0])
 ```
-3. Available versions: `25.04`, `24.09`, `24.05`, `24.03`, `24.01`, `23.12`
+3. Available versions: `25.09`, `25.04`, `24.09`, `24.05`, `24.03`, `24.01`, `23.12`
 
 The Sagemaker Triton inference containers are built on top of the NGC containers with SageMaker support. To identify the python version and versions for other packages please refer to the corresponding official release notes for the specific version here: https://docs.nvidia.com/deeplearning/triton-inference-server/release-notes/index.html
 

release_images_inference.yml

@@ -17,13 +17,13 @@ release_images:
       # has already been published. Re-released image will have minor version incremented by 1.
   2:
     framework: "triton"
-    version: "25.04"
+    version: "25.09"
     arch_type: "x86"
     inference:
       device_types: [ "cpu", "gpu" ]
       python_versions: [ "py312" ]
       os_version: "ubuntu24.04"
-      cuda_version: "cu129"
+      cuda_version: "cu130"
       example: False        # [Default: False] Set to True to denote that this image is an Example image
       disable_sm_tag: True # [Default: False] Set to True to prevent SageMaker Abbreviated Tags from being attached
       # to images being published.