diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/llama-cpp-arm64.json b/sagemaker-core/src/sagemaker/core/image_uri_config/llama-cpp-arm64.json
new file mode 100644
index 0000000000..d1d3d314ca
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/llama-cpp-arm64.json
@@ -0,0 +1,98 @@
+{
+    "scope": [
+        "inference"
+    ],
+    "version_aliases": {
+        "latest": "1"
+    },
+    "versions": {
+        "1": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "llama-cpp-arm64",
+            "tag_prefix": "server-sagemaker-cpu-v1"
+        },
+        "1.0": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "llama-cpp-arm64",
+            "tag_prefix": "server-sagemaker-cpu-v1.0"
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/llama-cpp.json b/sagemaker-core/src/sagemaker/core/image_uri_config/llama-cpp.json
new file mode 100644
index 0000000000..dd0e5241ef
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/llama-cpp.json
@@ -0,0 +1,98 @@
+{
+    "scope": [
+        "inference"
+    ],
+    "version_aliases": {
+        "latest": "1"
+    },
+    "versions": {
+        "1": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "llama-cpp",
+            "tag_prefix": "server-sagemaker-cuda-v1"
+        },
+        "1.0": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "llama-cpp",
+            "tag_prefix": "server-sagemaker-cuda-v1.0"
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/pytorch-amzn2023.json b/sagemaker-core/src/sagemaker/core/image_uri_config/pytorch-amzn2023.json
new file mode 100644
index 0000000000..11c9402773
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/pytorch-amzn2023.json
@@ -0,0 +1,157 @@
+{
+    "training": {
+        "processors": [
+            "cpu",
+            "gpu"
+        ],
+        "version_aliases": {
+            "latest": "2.13"
+        },
+        "versions": {
+            "2.11": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-east-2": "975050140332",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "ap-southeast-5": "550225433462",
+                    "ap-southeast-6": "633930458069",
+                    "ap-southeast-7": "590183813437",
+                    "ca-central-1": "763104351884",
+                    "ca-west-1": "204538143572",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "il-central-1": "780543022126",
+                    "me-central-1": "914824155844",
+                    "me-south-1": "217643126080",
+                    "mx-central-1": "637423239942",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "pytorch",
+                "container_version": {
+                    "cpu": "cpu-amzn2023-sagemaker",
+                    "gpu": "cu130-amzn2023-sagemaker"
+                },
+                "processor_in_tag": false
+            },
+            "2.12": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-east-2": "975050140332",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "ap-southeast-5": "550225433462",
+                    "ap-southeast-6": "633930458069",
+                    "ap-southeast-7": "590183813437",
+                    "ca-central-1": "763104351884",
+                    "ca-west-1": "204538143572",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "il-central-1": "780543022126",
+                    "me-central-1": "914824155844",
+                    "me-south-1": "217643126080",
+                    "mx-central-1": "637423239942",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "pytorch",
+                "container_version": {
+                    "cpu": "cpu-amzn2023-sagemaker",
+                    "gpu": "cu130-amzn2023-sagemaker"
+                },
+                "processor_in_tag": false
+            },
+            "2.13": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-east-2": "975050140332",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "ap-southeast-5": "550225433462",
+                    "ap-southeast-6": "633930458069",
+                    "ap-southeast-7": "590183813437",
+                    "ca-central-1": "763104351884",
+                    "ca-west-1": "204538143572",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "il-central-1": "780543022126",
+                    "me-central-1": "914824155844",
+                    "me-south-1": "217643126080",
+                    "mx-central-1": "637423239942",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "pytorch",
+                "container_version": {
+                    "cpu": "cpu-amzn2023-sagemaker",
+                    "gpu": "cu133-amzn2023-sagemaker"
+                },
+                "processor_in_tag": false
+            }
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/pytorch.json b/sagemaker-core/src/sagemaker/core/image_uri_config/pytorch.json
index 8e55cbded3..127c183d4b 100644
--- a/sagemaker-core/src/sagemaker/core/image_uri_config/pytorch.json
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/pytorch.json
@@ -1738,7 +1738,9 @@
             "2.5": "2.5.1",
             "2.6": "2.6.0",
             "2.7": "2.7.1",
-            "2.8": "2.8.0"
+            "2.8": "2.8.0",
+            "2.9": "2.9.0",
+            "2.10": "2.10.0"
         },
         "versions": {
             "0.4.0": {
@@ -3095,6 +3097,98 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "pytorch-training"
+            },
+            "2.9.0": {
+                "py_versions": [
+                    "py312"
+                ],
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-east-2": "975050140332",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "ap-southeast-5": "550225433462",
+                    "ap-southeast-6": "633930458069",
+                    "ap-southeast-7": "590183813437",
+                    "ca-central-1": "763104351884",
+                    "ca-west-1": "204538143572",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "il-central-1": "780543022126",
+                    "me-central-1": "914824155844",
+                    "me-south-1": "217643126080",
+                    "mx-central-1": "637423239942",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "pytorch-training"
+            },
+            "2.10.0": {
+                "py_versions": [
+                    "py313"
+                ],
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-east-2": "975050140332",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "ap-southeast-5": "550225433462",
+                    "ap-southeast-6": "633930458069",
+                    "ap-southeast-7": "590183813437",
+                    "ca-central-1": "763104351884",
+                    "ca-west-1": "204538143572",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "il-central-1": "780543022126",
+                    "me-central-1": "914824155844",
+                    "me-south-1": "217643126080",
+                    "mx-central-1": "637423239942",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "pytorch-training"
             }
         }
     }
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/ray-serve.json b/sagemaker-core/src/sagemaker/core/image_uri_config/ray-serve.json
new file mode 100644
index 0000000000..6fa72b8cb3
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/ray-serve.json
@@ -0,0 +1,98 @@
+{
+    "scope": [
+        "inference"
+    ],
+    "version_aliases": {
+        "latest": "1"
+    },
+    "versions": {
+        "1": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "ray",
+            "tag_prefix": "serve-ml-sagemaker-cuda-v1"
+        },
+        "1.4": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "ray",
+            "tag_prefix": "serve-ml-sagemaker-cuda-v1.4"
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/sglang-server.json b/sagemaker-core/src/sagemaker/core/image_uri_config/sglang-server.json
new file mode 100644
index 0000000000..6e006a07a9
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/sglang-server.json
@@ -0,0 +1,98 @@
+{
+    "scope": [
+        "inference"
+    ],
+    "version_aliases": {
+        "latest": "1"
+    },
+    "versions": {
+        "1": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "sglang",
+            "tag_prefix": "server-sagemaker-cuda-v1"
+        },
+        "1.3": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "sglang",
+            "tag_prefix": "server-sagemaker-cuda-v1.3"
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/vllm-omni.json b/sagemaker-core/src/sagemaker/core/image_uri_config/vllm-omni.json
new file mode 100644
index 0000000000..2d5f913f15
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/vllm-omni.json
@@ -0,0 +1,98 @@
+{
+    "scope": [
+        "inference"
+    ],
+    "version_aliases": {
+        "latest": "1"
+    },
+    "versions": {
+        "1": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "vllm",
+            "tag_prefix": "omni-sagemaker-cuda-v1"
+        },
+        "1.6": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "vllm",
+            "tag_prefix": "omni-sagemaker-cuda-v1.6"
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/vllm-server.json b/sagemaker-core/src/sagemaker/core/image_uri_config/vllm-server.json
new file mode 100644
index 0000000000..54a10f604b
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/vllm-server.json
@@ -0,0 +1,98 @@
+{
+    "scope": [
+        "inference"
+    ],
+    "version_aliases": {
+        "latest": "2"
+    },
+    "versions": {
+        "2": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "vllm",
+            "tag_prefix": "server-sagemaker-cuda-v2"
+        },
+        "2.4": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "vllm",
+            "tag_prefix": "server-sagemaker-cuda-v2.4"
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/whisperx.json b/sagemaker-core/src/sagemaker/core/image_uri_config/whisperx.json
new file mode 100644
index 0000000000..62ea0640af
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/whisperx.json
@@ -0,0 +1,54 @@
+{
+    "scope": [
+        "inference"
+    ],
+    "version_aliases": {
+        "latest": "3.8"
+    },
+    "versions": {
+        "3.8": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "ap-east-1": "871362719292",
+                "ap-east-2": "975050140332",
+                "ap-northeast-1": "763104351884",
+                "ap-northeast-2": "763104351884",
+                "ap-northeast-3": "364406365360",
+                "ap-south-1": "763104351884",
+                "ap-south-2": "772153158452",
+                "ap-southeast-1": "763104351884",
+                "ap-southeast-2": "763104351884",
+                "ap-southeast-3": "907027046896",
+                "ap-southeast-4": "457447274322",
+                "ap-southeast-5": "550225433462",
+                "ap-southeast-6": "633930458069",
+                "ap-southeast-7": "590183813437",
+                "ca-central-1": "763104351884",
+                "ca-west-1": "204538143572",
+                "cn-north-1": "727897471807",
+                "cn-northwest-1": "727897471807",
+                "eu-central-1": "763104351884",
+                "eu-central-2": "380420809688",
+                "eu-north-1": "763104351884",
+                "eu-south-1": "692866216735",
+                "eu-south-2": "503227376785",
+                "eu-west-1": "763104351884",
+                "eu-west-2": "763104351884",
+                "eu-west-3": "763104351884",
+                "il-central-1": "780543022126",
+                "me-central-1": "914824155844",
+                "me-south-1": "217643126080",
+                "mx-central-1": "637423239942",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-gov-east-1": "446045086412",
+                "us-gov-west-1": "442386744353",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "whisperx",
+            "tag_prefix": "3.8-cu128-amzn2023-sagemaker"
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uris.py b/sagemaker-core/src/sagemaker/core/image_uris.py
index 2f3ee0add5..2b9bfdcc02 100644
--- a/sagemaker-core/src/sagemaker/core/image_uris.py
+++ b/sagemaker-core/src/sagemaker/core/image_uris.py
@@ -279,6 +279,15 @@ def retrieve(
 
     if repo == f"{framework}-inference-graviton":
         container_version = f"{container_version}-sagemaker"
+
+    # Some images encode the accelerator directly in the tag (e.g. the amzn2023
+    # "<version>-cu133-amzn2023-sagemaker" tag has no "gpu" token), so the standard
+    # cpu/gpu processor token must not be appended. The processor is still used
+    # above to select the container_version; drop it from the tag when the version
+    # config opts out via "processor_in_tag": false.
+    if not version_config.get("processor_in_tag", True):
+        processor = None
+
     _validate_instance_deprecation(framework, instance_type, version)
 
     tag = _get_image_tag(
diff --git a/sagemaker-core/tests/unit/image_uris/test_dlc_serving_frameworks.py b/sagemaker-core/tests/unit/image_uris/test_dlc_serving_frameworks.py
new file mode 100644
index 0000000000..9f9909bec7
--- /dev/null
+++ b/sagemaker-core/tests/unit/image_uris/test_dlc_serving_frameworks.py
@@ -0,0 +1,73 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"). You
+# may not use this file except in compliance with the License. A copy of
+# the License is located at
+#
+#     http://aws.amazon.com/apache2.0/
+#
+# or in the "license" file accompanying this file. This file is
+# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
+# ANY KIND, either express or implied. See the License for the specific
+# language governing permissions and limitations under the License.
+from __future__ import absolute_import
+
+import pytest
+
+from sagemaker.core import image_uris
+
+# GPU instance; these configs omit "processors", so the processor slot is dropped
+# and the whole tag is taken verbatim from tag_prefix (instance type is ignored).
+INSTANCE_TYPE = "ml.g5.2xlarge"
+
+# DLC serving-framework configs that use the whole-tag (djl-lmi style) pattern:
+# each version's tag_prefix is the full image tag (channel or amzn2023), with no
+# processor/py/container_version tokens appended.
+SERVING_CONFIG_FILES = [
+    "vllm-server.json",
+    "vllm-omni.json",
+    "sglang-server.json",
+    "llama-cpp.json",
+    "llama-cpp-arm64.json",
+    "ray-serve.json",
+    "whisperx.json",
+]
+
+
+@pytest.mark.parametrize("load_config_and_file_name", SERVING_CONFIG_FILES, indirect=True)
+def test_serving_framework_uris(load_config_and_file_name):
+    """Every (version, region) resolves to the expected repo:tag verbatim."""
+    config, file_name = load_config_and_file_name
+    framework = file_name[: -len(".json")]
+    for version, version_config in config["versions"].items():
+        repo = version_config["repository"]
+        tag = version_config["tag_prefix"]
+        for region, account in version_config["registries"].items():
+            uri = image_uris.retrieve(
+                framework=framework,
+                region=region,
+                version=version,
+                image_scope="inference",
+                instance_type=INSTANCE_TYPE,
+            )
+            # account (registry), region, repository and tag are config-controlled;
+            # the domain suffix is resolved by botocore.
+            assert uri.startswith(f"{account}.dkr.ecr.{region}."), uri
+            assert uri.endswith(f"/{repo}:{tag}"), uri
+
+
+@pytest.mark.parametrize("load_config_and_file_name", SERVING_CONFIG_FILES, indirect=True)
+def test_serving_framework_latest_alias(load_config_and_file_name):
+    """The 'latest' alias resolves to its target version's tag."""
+    config, file_name = load_config_and_file_name
+    framework = file_name[: -len(".json")]
+    target = config["version_aliases"]["latest"]
+    expected = config["versions"][target]
+    uri = image_uris.retrieve(
+        framework=framework,
+        region="us-west-2",
+        version="latest",
+        image_scope="inference",
+        instance_type=INSTANCE_TYPE,
+    )
+    assert uri.endswith(f"/{expected['repository']}:{expected['tag_prefix']}"), uri
diff --git a/sagemaker-core/tests/unit/image_uris/test_pytorch_amzn2023.py b/sagemaker-core/tests/unit/image_uris/test_pytorch_amzn2023.py
new file mode 100644
index 0000000000..328cf84880
--- /dev/null
+++ b/sagemaker-core/tests/unit/image_uris/test_pytorch_amzn2023.py
@@ -0,0 +1,93 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"). You
+# may not use this file except in compliance with the License. A copy of
+# the License is located at
+#
+#     http://aws.amazon.com/apache2.0/
+#
+# or in the "license" file accompanying this file. This file is
+# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
+# ANY KIND, either express or implied. See the License for the specific
+# language governing permissions and limitations under the License.
+from __future__ import absolute_import
+
+import pytest
+
+from sagemaker.core import image_uris
+from sagemaker.core.common_utils import ALTERNATE_DOMAINS
+
+GPU_INSTANCE = "ml.g5.2xlarge"
+CPU_INSTANCE = "ml.m5.xlarge"
+DEFAULT_DOMAIN = "amazonaws.com"
+
+# The amzn2023 unified `pytorch` repo (framework "pytorch-amzn2023"). Its GPU tag
+# encodes CUDA directly (e.g. 2.13-cu133-amzn2023-sagemaker) with no "gpu" token,
+# so these versions set "processor_in_tag": false and bake the accelerator into
+# container_version.
+AMZN2023_VERSIONS = ["2.11", "2.12", "2.13"]
+
+
+@pytest.mark.parametrize("load_config", ["pytorch-amzn2023.json"], indirect=True)
+def test_pytorch_amzn2023_training_uris(load_config):
+    """pytorch-amzn2023 resolves both cpu and gpu; the gpu tag carries cuNNN, not "gpu"."""
+    training = load_config["training"]
+    assert sorted(training["versions"]) == sorted(AMZN2023_VERSIONS)
+    for version in AMZN2023_VERSIONS:
+        version_config = training["versions"][version]
+        assert version_config["repository"] == "pytorch"
+        assert version_config["processor_in_tag"] is False
+        container_version = version_config["container_version"]
+        for region, account in version_config["registries"].items():
+            domain = ALTERNATE_DOMAINS.get(region, DEFAULT_DOMAIN)
+
+            gpu_uri = image_uris.retrieve(
+                framework="pytorch-amzn2023",
+                region=region,
+                version=version,
+                image_scope="training",
+                instance_type=GPU_INSTANCE,
+            )
+            assert gpu_uri == (
+                f"{account}.dkr.ecr.{region}.{domain}"
+                f"/pytorch:{version}-{container_version['gpu']}"
+            )
+            assert "-gpu-" not in gpu_uri
+
+            cpu_uri = image_uris.retrieve(
+                framework="pytorch-amzn2023",
+                region=region,
+                version=version,
+                image_scope="training",
+                instance_type=CPU_INSTANCE,
+            )
+            assert cpu_uri == (
+                f"{account}.dkr.ecr.{region}.{domain}"
+                f"/pytorch:{version}-{container_version['cpu']}"
+            )
+
+
+def test_pytorch_training_default_stays_ubuntu():
+    """The `pytorch` (Ubuntu) training default must NOT move onto the amzn2023 repo:
+    with no version, retrieve() resolves to a pytorch-training image, not `pytorch`."""
+    uri = image_uris.retrieve(
+        framework="pytorch",
+        region="us-west-2",
+        image_scope="training",
+        instance_type=GPU_INSTANCE,
+    )
+    assert "/pytorch-training:" in uri
+    assert "-amzn2023-" not in uri
+
+
+def test_pytorch_training_new_ubuntu_versions():
+    """The newly added Ubuntu training versions resolve on pytorch-training."""
+    for version, py in [("2.8.0", "py312"), ("2.9.0", "py312"), ("2.10.0", "py313")]:
+        uri = image_uris.retrieve(
+            framework="pytorch",
+            region="us-west-2",
+            version=version,
+            image_scope="training",
+            instance_type=GPU_INSTANCE,
+        )
+        assert uri.endswith(f"/pytorch-training:{version}-gpu-{py}")