diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-sglang.json b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-sglang.json
new file mode 100644
index 0000000000..85aa710b4b
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-sglang.json
@@ -0,0 +1,66 @@
+{
+    "inference": {
+        "processors": [
+            "gpu"
+        ],
+        "version_aliases": {
+            "0.5": "0.5.8"
+        },
+        "versions": {
+            "0.5.8": {
+                "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-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-isof-east-1": "303241398832",
+                    "us-isof-south-1": "454834333376",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "tag_prefix": "0.5.8-transformers4.57.3",
+                "repository": "huggingface-sglang",
+                "container_version": {
+                    "gpu": "cu129-ubuntu24.04"
+                }
+            }
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-vllm-omni.json b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-vllm-omni.json
new file mode 100644
index 0000000000..99a0138de7
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-vllm-omni.json
@@ -0,0 +1,66 @@
+{
+    "inference": {
+        "processors": [
+            "gpu"
+        ],
+        "version_aliases": {
+            "0.20": "0.20.0"
+        },
+        "versions": {
+            "0.20.0": {
+                "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-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-isof-east-1": "303241398832",
+                    "us-isof-south-1": "454834333376",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "tag_prefix": "0.20.0-transformers5.8.1",
+                "repository": "huggingface-vllm-omni",
+                "container_version": {
+                    "gpu": "cu130-amzn2023"
+                }
+            }
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-vllm.json b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-vllm.json
new file mode 100644
index 0000000000..c03be6a2e8
--- /dev/null
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface-vllm.json
@@ -0,0 +1,176 @@
+{
+    "inference": {
+        "processors": [
+            "gpu"
+        ],
+        "version_aliases": {
+            "0.14": "0.14.0",
+            "0.17": "0.17.0",
+            "0.21": "0.21.0"
+        },
+        "versions": {
+            "0.14.0": {
+                "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-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-isof-east-1": "303241398832",
+                    "us-isof-south-1": "454834333376",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "tag_prefix": "0.14.0-transformers4.57.3",
+                "repository": "huggingface-vllm",
+                "container_version": {
+                    "gpu": "cu129-ubuntu22.04"
+                }
+            },
+            "0.17.0": {
+                "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-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-isof-east-1": "303241398832",
+                    "us-isof-south-1": "454834333376",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "tag_prefix": "0.17.0-transformers4.57.5",
+                "repository": "huggingface-vllm",
+                "container_version": {
+                    "gpu": "cu129-ubuntu22.04"
+                }
+            },
+            "0.21.0": {
+                "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-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-isof-east-1": "303241398832",
+                    "us-isof-south-1": "454834333376",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "tag_prefix": "0.21.0-transformers5.8.1",
+                "repository": "huggingface-vllm",
+                "container_version": {
+                    "gpu": "cu130-ubuntu22.04"
+                }
+            }
+        }
+    }
+}
diff --git a/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface.json b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface.json
index dc3987a8d8..26625217b5 100644
--- a/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface.json
+++ b/sagemaker-core/src/sagemaker/core/image_uri_config/huggingface.json
@@ -18,7 +18,8 @@
             "4.48": "4.48.0",
             "4.49": "4.49.0",
             "4.55": "4.55.0",
-            "4.56": "4.56.2"
+            "4.56": "4.56.2",
+            "5.3": "5.3.0"
         },
         "versions": {
             "4.4.2": {
@@ -1258,6 +1259,53 @@
                         "gpu": "cu129-ubuntu22.04"
                     }
                 }
+            },
+            "5.3.0": {
+                "version_aliases": {
+                    "pytorch2.9": "pytorch2.9.0"
+                },
+                "pytorch2.9.0": {
+                    "py_versions": [
+                        "py312"
+                    ],
+                    "registries": {
+                        "af-south-1": "626614931356",
+                        "il-central-1": "780543022126",
+                        "ap-east-1": "871362719292",
+                        "ap-northeast-1": "763104351884",
+                        "ap-northeast-2": "763104351884",
+                        "ap-northeast-3": "364406365360",
+                        "ap-south-1": "763104351884",
+                        "ap-southeast-1": "763104351884",
+                        "ap-southeast-2": "763104351884",
+                        "ap-southeast-3": "907027046896",
+                        "ca-central-1": "763104351884",
+                        "cn-north-1": "727897471807",
+                        "cn-northwest-1": "727897471807",
+                        "eu-central-1": "763104351884",
+                        "eu-north-1": "763104351884",
+                        "eu-west-1": "763104351884",
+                        "eu-west-2": "763104351884",
+                        "eu-west-3": "763104351884",
+                        "eu-south-1": "692866216735",
+                        "me-south-1": "217643126080",
+                        "me-central-1": "914824155844",
+                        "sa-east-1": "763104351884",
+                        "us-east-1": "763104351884",
+                        "us-east-2": "763104351884",
+                        "us-gov-east-1": "446045086412",
+                        "us-gov-west-1": "442386744353",
+                        "us-iso-east-1": "886529160074",
+                        "us-isob-east-1": "094389454867",
+                        "us-west-1": "763104351884",
+                        "us-west-2": "763104351884",
+                        "ca-west-1": "204538143572"
+                    },
+                    "repository": "huggingface-pytorch-training",
+                    "container_version": {
+                        "gpu": "cu130-ubuntu22.04"
+                    }
+                }
             }
         }
     },
@@ -1276,7 +1324,8 @@
             "4.28": "4.28.1",
             "4.37": "4.37.0",
             "4.49": "4.49.0",
-            "4.51": "4.51.3"
+            "4.51": "4.51.3",
+            "5.5": "5.5.3"
         },
         "versions": {
             "4.6.1": {
@@ -2281,6 +2330,58 @@
                         "cpu": "ubuntu22.04"
                     }
                 }
+            },
+            "5.5.3": {
+                "version_aliases": {
+                    "pytorch2.6": "pytorch2.6.0"
+                },
+                "pytorch2.6.0": {
+                    "py_versions": [
+                        "py312"
+                    ],
+                    "registries": {
+                        "af-south-1": "626614931356",
+                        "il-central-1": "780543022126",
+                        "ap-east-1": "871362719292",
+                        "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",
+                        "ca-central-1": "763104351884",
+                        "cn-north-1": "727897471807",
+                        "cn-northwest-1": "727897471807",
+                        "eu-central-1": "763104351884",
+                        "eu-central-2": "380420809688",
+                        "eu-north-1": "763104351884",
+                        "eu-west-1": "763104351884",
+                        "eu-west-2": "763104351884",
+                        "eu-west-3": "763104351884",
+                        "eu-south-1": "692866216735",
+                        "eu-south-2": "503227376785",
+                        "me-south-1": "217643126080",
+                        "me-central-1": "914824155844",
+                        "sa-east-1": "763104351884",
+                        "us-east-1": "763104351884",
+                        "us-east-2": "763104351884",
+                        "us-gov-east-1": "446045086412",
+                        "us-gov-west-1": "442386744353",
+                        "us-iso-east-1": "886529160074",
+                        "us-isob-east-1": "094389454867",
+                        "us-west-1": "763104351884",
+                        "us-west-2": "763104351884",
+                        "ca-west-1": "204538143572"
+                    },
+                    "repository": "huggingface-pytorch-inference",
+                    "container_version": {
+                        "gpu": "cu124-ubuntu22.04",
+                        "cpu": "ubuntu22.04"
+                    }
+                }
             }
         }
     }