Add warning for online deployment create operation to suggest the use of bigger SKU (Azure#28490)

Author: nancy-mejia

sdk/ml/azure-ai-ml/azure/ai/ml/constants/_deployment.py

@@ -23,3 +23,5 @@ class EndpointDeploymentLogContainerType(object):
     INFERENCE_SERVER_REST = "InferenceServer"
     INFERENCE_SERVER = "inference-server"
     STORAGE_INITIALIZER = "storage-initializer"
+
+SmallSKUs = ["standard_ds1_v2", "standard_ds2_v2"]

sdk/ml/azure-ai-ml/azure/ai/ml/operations/_online_deployment_operations.py

@@ -27,7 +27,7 @@
 from azure.ai.ml._utils._endpoint_utils import upload_dependencies, validate_scoring_script
 from azure.ai.ml._utils._logger_utils import OpsLogger
 from azure.ai.ml.constants._common import ARM_ID_PREFIX, AzureMLResourceType, LROConfigurations
-from azure.ai.ml.constants._deployment import EndpointDeploymentLogContainerType
+from azure.ai.ml.constants._deployment import EndpointDeploymentLogContainerType, SmallSKUs
 from azure.ai.ml.entities import OnlineDeployment
 from azure.ai.ml.exceptions import (
     ErrorCategory,
@@ -126,6 +126,13 @@ def begin_create_or_update(
                     deployment=deployment,
                     local_endpoint_mode=self._get_local_endpoint_mode(vscode_debug),
                 )
+            if (deployment and deployment.instance_type and deployment.instance_type.lower() in SmallSKUs):
+                module_logger.warning(
+                    "Instance type %s may be too small for compute resources. " # pylint: disable=line-too-long
+                    "Minimum recommended compute SKU is Standard_DS3_v2 for general purpose endpoints. Learn more about SKUs here: " # pylint: disable=line-too-long
+                    "https://learn.microsoft.com/en-us/azure/machine-learning/referencemanaged-online-endpoints-vm-sku-list",
+                    deployment.instance_type # pylint: disable=line-too-long
+                )
             if (
                 not skip_script_validation
                 and deployment