diff --git a/src/sagemaker/image_uri_config/djl-deepspeed.json b/src/sagemaker/image_uri_config/djl-deepspeed.json
new file mode 100644
index 0000000000..504f7960ef
--- /dev/null
+++ b/src/sagemaker/image_uri_config/djl-deepspeed.json
@@ -0,0 +1,65 @@
+{
+    "scope": ["inference"],
+    "versions": {
+        "0.20.0": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "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",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "djl-inference",
+            "tag_prefix": "0.20.0-deepspeed0.7.5-cu116"
+        },
+        "0.19.0": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "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",
+                "sa-east-1": "763104351884",
+                "us-east-1": "763104351884",
+                "us-east-2": "763104351884",
+                "us-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "djl-inference",
+            "tag_prefix": "0.19.0-deepspeed0.7.3-cu113"
+        }
+    }
+}
diff --git a/tests/unit/sagemaker/image_uris/expected_uris.py b/tests/unit/sagemaker/image_uris/expected_uris.py
index a38ca2c8bf..2729d7db51 100644
--- a/tests/unit/sagemaker/image_uris/expected_uris.py
+++ b/tests/unit/sagemaker/image_uris/expected_uris.py
@@ -72,3 +72,9 @@ def graviton_framework_uri(
     tag = "-".join(x for x in (fw_version, processor, py_version, container_version) if x)
 
     return IMAGE_URI_FORMAT.format(account, region, domain, repo, tag)
+
+
+def djl_framework_uri(repo, account, djl_version, primary_framework, region=REGION):
+    domain = ALTERNATE_DOMAINS.get(region, DOMAIN)
+    tag = f"{djl_version}-{primary_framework}"
+    return IMAGE_URI_FORMAT.format(account, region, domain, repo, tag)
diff --git a/tests/unit/sagemaker/image_uris/test_djl.py b/tests/unit/sagemaker/image_uris/test_djl.py
new file mode 100644
index 0000000000..27a680e752
--- /dev/null
+++ b/tests/unit/sagemaker/image_uris/test_djl.py
@@ -0,0 +1,64 @@
+# 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 import image_uris
+from tests.unit.sagemaker.image_uris import expected_uris
+
+ACCOUNTS = {
+    "af-south-1": "626614931356",
+    "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",
+    "sa-east-1": "763104351884",
+    "us-east-1": "763104351884",
+    "us-east-2": "763104351884",
+    "us-west-1": "763104351884",
+    "us-west-2": "763104351884",
+}
+VERSIONS = ["0.20.0", "0.19.0"]
+DJL_FRAMEWORKS = ["djl-deepspeed"]
+DJL_VERSIONS_TO_FRAMEWORK = {
+    "0.19.0": {"djl-deepspeed": "deepspeed0.7.3-cu113"},
+    "0.20.0": {"djl-deepspeed": "deepspeed0.7.5-cu116"},
+}
+
+
+@pytest.mark.parametrize("region", ACCOUNTS.keys())
+@pytest.mark.parametrize("version", VERSIONS)
+@pytest.mark.parametrize("djl_framework", DJL_FRAMEWORKS)
+def test_djl_uris(region, version, djl_framework):
+    uri = image_uris.retrieve(framework=djl_framework, region=region, version=version)
+    expected = expected_uris.djl_framework_uri(
+        "djl-inference",
+        ACCOUNTS[region],
+        version,
+        DJL_VERSIONS_TO_FRAMEWORK[version][djl_framework],
+        region,
+    )
+    assert expected == uri