diff --git a/src/sagemaker/jumpstart/cache.py b/src/sagemaker/jumpstart/cache.py
index f862d4702a..29a903e00b 100644
--- a/src/sagemaker/jumpstart/cache.py
+++ b/src/sagemaker/jumpstart/cache.py
@@ -552,6 +552,12 @@ def _select_version(
                 )
             return version_str if version_str in available_versions else None
 
+        if version_str[-1] == "*":
+            # major or minor version is pinned, e.g 1.* or 1.0.*
+            return utils.get_latest_version(
+                [version for version in available_versions if version.startswith(version_str[:-1])]
+            )
+
         try:
             spec = SpecifierSet(f"=={version_str}")
         except InvalidSpecifier:
diff --git a/tests/unit/sagemaker/jumpstart/constants.py b/tests/unit/sagemaker/jumpstart/constants.py
index 83e8a44a32..2eb7469e21 100644
--- a/tests/unit/sagemaker/jumpstart/constants.py
+++ b/tests/unit/sagemaker/jumpstart/constants.py
@@ -15990,6 +15990,18 @@
         "spec_key": "community_models_specs/tensorflow-ic-"
         "imagenet-inception-v3-classification-4/specs_v3.0.0.json",
     },
+    {
+        "model_id": "meta-textgeneration-llama-2-7b",
+        "version": "4.9.0",
+        "min_version": "2.49.0",
+        "spec_key": "community_models/meta-textgeneration-llama-2-7b/specs_v4.9.0.json",
+    },
+    {
+        "model_id": "meta-textgeneration-llama-2-7b",
+        "version": "4.13.0",
+        "min_version": "2.49.0",
+        "spec_key": "community_models/meta-textgeneration-llama-2-7b/specs_v4.13.0.json",
+    },
 ]
 
 BASE_PROPRIETARY_HEADER = {
diff --git a/tests/unit/sagemaker/jumpstart/test_cache.py b/tests/unit/sagemaker/jumpstart/test_cache.py
index b7edc124d3..17996f4f15 100644
--- a/tests/unit/sagemaker/jumpstart/test_cache.py
+++ b/tests/unit/sagemaker/jumpstart/test_cache.py
@@ -184,6 +184,30 @@ def test_jumpstart_cache_get_header():
         semantic_version_str="1.0.*",
     )
 
+    assert JumpStartModelHeader(
+        {
+            "model_id": "meta-textgeneration-llama-2-7b",
+            "version": "4.13.0",
+            "min_version": "2.49.0",
+            "spec_key": "community_models/meta-textgeneration-llama-2-7b/specs_v4.13.0.json",
+        }
+    ) == cache.get_header(
+        model_id="meta-textgeneration-llama-2-7b",
+        semantic_version_str="*",
+    )
+
+    assert JumpStartModelHeader(
+        {
+            "model_id": "meta-textgeneration-llama-2-7b",
+            "version": "4.13.0",
+            "min_version": "2.49.0",
+            "spec_key": "community_models/meta-textgeneration-llama-2-7b/specs_v4.13.0.json",
+        }
+    ) == cache.get_header(
+        model_id="meta-textgeneration-llama-2-7b",
+        semantic_version_str="4.*",
+    )
+
     assert JumpStartModelHeader(
         {
             "model_id": "ai21-summarization",