fix: Fix image_uris.retrieve() function to return ValueError when framework is not allowed for an instance_type (#3716)

Author: knikure

src/sagemaker/image_uris.py

@@ -381,14 +381,23 @@ def _validate_instance_deprecation(framework, instance_type, version):
         )
 
 
-def _validate_for_suppported_frameworks_and_instance_type(framework, instace_type):
+def _validate_for_suppported_frameworks_and_instance_type(framework, instance_type):
     """Validate if framework is supported for the instance_type"""
+    # Validate for Trainium allowed frameworks
     if (
-        instace_type is not None
-        and "trn" in instace_type
+        instance_type is not None
+        and "trn" in instance_type
         and framework not in TRAINIUM_ALLOWED_FRAMEWORKS
     ):
-        _validate_framework(framework, TRAINIUM_ALLOWED_FRAMEWORKS, "framework")
+        _validate_framework(framework, TRAINIUM_ALLOWED_FRAMEWORKS, "framework", "Trainium")
+
+    # Validate for Graviton allowed frameowrks
+    if (
+        instance_type is not None
+        and _get_instance_type_family(instance_type) in GRAVITON_ALLOWED_TARGET_INSTANCE_FAMILY
+        and framework not in GRAVITON_ALLOWED_FRAMEWORKS
+    ):
+        _validate_framework(framework, GRAVITON_ALLOWED_FRAMEWORKS, "framework", "Graviton")
 
 
 def config_for_framework(framework):
@@ -572,12 +581,12 @@ def _validate_arg(arg, available_options, arg_name):
         )
 
 
-def _validate_framework(framework, allowed_frameworks, arg_name):
+def _validate_framework(framework, allowed_frameworks, arg_name, hardware_name):
     """Checks if the framework is in the allowed frameworks, and raises a ``ValueError`` if not."""
     if framework not in allowed_frameworks:
         raise ValueError(
             f"Unsupported {arg_name}: {framework}. "
-            f"Supported {arg_name}(s) for trainium instances: {allowed_frameworks}."
+            f"Supported {arg_name}(s) for {hardware_name} instances: {allowed_frameworks}."
         )
 
 

tests/unit/sagemaker/image_uris/test_graviton.py

@@ -14,6 +14,7 @@
 
 from sagemaker import image_uris
 from tests.unit.sagemaker.image_uris import expected_uris
+from sagemaker.fw_utils import GRAVITON_ALLOWED_FRAMEWORKS
 
 import pytest
 
@@ -90,6 +91,24 @@ def test_graviton_pytorch(graviton_pytorch_version):
     _test_graviton_framework_uris("pytorch", graviton_pytorch_version)
 
 
+def _test_graviton_unsupported_framework(framework, framework_version):
+    for region in GRAVITON_REGIONS:
+        for instance_type in GRAVITON_INSTANCE_TYPES:
+            with pytest.raises(ValueError) as error:
+                image_uris.retrieve(
+                    framework, region, version=framework_version, instance_type=instance_type
+                )
+            expectedErr = (
+                f"Unsupported framework: {framework}. Supported framework(s) for Graviton instances: "
+                f"{GRAVITON_ALLOWED_FRAMEWORKS}."
+            )
+            assert expectedErr in str(error)
+
+
+def test_graviton_unsupported_framework():
+    _test_graviton_unsupported_framework("autogluon", "0.6.1")
+
+
 def test_graviton_xgboost_instance_type_specified(graviton_xgboost_versions):
     for xgboost_version in graviton_xgboost_versions:
         for instance_type in GRAVITON_INSTANCE_TYPES:

tests/unit/sagemaker/image_uris/test_trainium.py

@@ -15,6 +15,8 @@
 from sagemaker import image_uris
 from tests.unit.sagemaker.image_uris import expected_uris
 
+import pytest
+
 ACCOUNTS = {
     "af-south-1": "626614931356",
     "ap-east-1": "871362719292",
@@ -45,6 +47,7 @@
 }
 
 TRAINIUM_REGIONS = ACCOUNTS.keys()
+TRAINIUM_ALLOWED_FRAMEWORKS = "pytorch"
 
 
 def _expected_trainium_framework_uri(
@@ -73,3 +76,20 @@ def _test_trainium_framework_uris(framework, version):
 
 def test_trainium_pytorch(pytorch_neuron_version):
     _test_trainium_framework_uris("pytorch", pytorch_neuron_version)
+
+
+def _test_trainium_unsupported_framework(framework, framework_version):
+    for region in TRAINIUM_REGIONS:
+        with pytest.raises(ValueError) as error:
+            image_uris.retrieve(
+                framework, region, version=framework_version, instance_type="ml.trn1.xlarge"
+            )
+        expectedErr = (
+            f"Unsupported framework: {framework}. Supported framework(s) for Trainium instances: "
+            f"{TRAINIUM_ALLOWED_FRAMEWORKS}."
+        )
+        assert expectedErr in str(error)
+
+
+def test_trainium_unsupported_framework():
+    _test_trainium_unsupported_framework("autogluon", "0.6.1")