feat: optimum 0.0.21 (#4577)

* feat: optimum 0.0.21

* minor update

Author: haixiw

src/sagemaker/image_uri_config/huggingface-llm-neuronx.json

@@ -151,6 +151,35 @@
                 "container_version": {
                     "inf2": "ubuntu22.04"
                 }
+            },
+            "0.0.21": {
+                "py_versions": [
+                    "py310"
+                ],
+                "registries": {
+                    "ap-northeast-1": "763104351884",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-4": "457447274322",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "il-central-1": "780543022126",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-west-2": "763104351884",
+                    "ca-west-1": "204538143572"
+                },
+                "tag_prefix": "1.13.1-optimum0.0.21",
+                "repository": "huggingface-pytorch-tgi-inference",
+                "container_version": {
+                    "inf2": "ubuntu22.04"
+                }
             }
         }
     }

tests/unit/sagemaker/image_uris/test_huggingface_llm.py

@@ -38,6 +38,7 @@
         "0.0.18": "1.13.1-optimum0.0.18-neuronx-py310-ubuntu22.04",
         "0.0.19": "1.13.1-optimum0.0.19-neuronx-py310-ubuntu22.04",
         "0.0.20": "1.13.1-optimum0.0.20-neuronx-py310-ubuntu22.04",
+        "0.0.21": "1.13.1-optimum0.0.21-neuronx-py310-ubuntu22.04",
     },
 }