JumpStart CuratedHub Launch

src/sagemaker/accept_types.py

@@ -24,6 +24,7 @@ def retrieve_options(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     tolerate_vulnerable_model: bool = False,
     tolerate_deprecated_model: bool = False,
     sagemaker_session: Session = DEFAULT_JUMPSTART_SAGEMAKER_SESSION,
@@ -37,6 +38,8 @@ def retrieve_options(
             retrieve the supported accept types. (Default: None).
         model_version (str): The version of the model for which to retrieve the
             supported accept types. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (Default: None).
         tolerate_vulnerable_model (bool): True if vulnerable versions of model
             specifications should be tolerated (exception not raised). If False, raises an
             exception if the script used by this version of the model has dependencies with known
@@ -60,11 +63,12 @@ def retrieve_options(
         )
 
     return artifacts._retrieve_supported_accept_types(
-        model_id,
-        model_version,
-        region,
-        tolerate_vulnerable_model,
-        tolerate_deprecated_model,
+        model_id=model_id,
+        model_version=model_version,
+        hub_arn=hub_arn,
+        region=region,
+        tolerate_vulnerable_model=tolerate_vulnerable_model,
+        tolerate_deprecated_model=tolerate_deprecated_model,
         sagemaker_session=sagemaker_session,
     )
 
@@ -73,6 +77,7 @@ def retrieve_default(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     tolerate_vulnerable_model: bool = False,
     tolerate_deprecated_model: bool = False,
     sagemaker_session: Session = DEFAULT_JUMPSTART_SAGEMAKER_SESSION,
@@ -87,6 +92,8 @@ def retrieve_default(
             retrieve the default accept type. (Default: None).
         model_version (str): The version of the model for which to retrieve the
             default accept type. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (Default: None).
         tolerate_vulnerable_model (bool): True if vulnerable versions of model
             specifications should be tolerated (exception not raised). If False, raises an
             exception if the script used by this version of the model has dependencies with known
@@ -110,11 +117,11 @@ def retrieve_default(
         )
 
     return artifacts._retrieve_default_accept_type(
-        model_id,
-        model_version,
-        region,
-        tolerate_vulnerable_model,
-        tolerate_deprecated_model,
+        model_id=model_id,
+        model_version=model_version,
+        hub_arn=hub_arn,
+        region=region,
+        tolerate_vulnerable_model=tolerate_vulnerable_model,
+        tolerate_deprecated_model=tolerate_deprecated_model,
         sagemaker_session=sagemaker_session,
-        model_type=model_type,
     )

src/sagemaker/chainer/model.py

@@ -282,6 +282,7 @@ def prepare_container_def(
         accelerator_type=None,
         serverless_inference_config=None,
         accept_eula=None,
+        model_reference_arn=None,
     ):
         """Return a container definition with framework configuration set in model environment.
 
@@ -333,6 +334,7 @@ def prepare_container_def(
             self.model_data,
             deploy_env,
             accept_eula=accept_eula,
+            model_reference_arn=model_reference_arn,
         )
 
     def serving_image_uri(

src/sagemaker/content_types.py

@@ -24,6 +24,7 @@ def retrieve_options(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     tolerate_vulnerable_model: bool = False,
     tolerate_deprecated_model: bool = False,
     sagemaker_session: Session = DEFAULT_JUMPSTART_SAGEMAKER_SESSION,
@@ -37,6 +38,8 @@ def retrieve_options(
             retrieve the supported content types. (Default: None).
         model_version (str): The version of the model for which to retrieve the
             supported content types. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (Default: None).
         tolerate_vulnerable_model (bool): True if vulnerable versions of model
             specifications should be tolerated (exception not raised). If False, raises an
             exception if the script used by this version of the model has dependencies with known
@@ -60,11 +63,12 @@ def retrieve_options(
         )
 
     return artifacts._retrieve_supported_content_types(
-        model_id,
-        model_version,
-        region,
-        tolerate_vulnerable_model,
-        tolerate_deprecated_model,
+        model_id=model_id,
+        model_version=model_version,
+        hub_arn=hub_arn,
+        region=region,
+        tolerate_vulnerable_model=tolerate_vulnerable_model,
+        tolerate_deprecated_model=tolerate_deprecated_model,
         sagemaker_session=sagemaker_session,
     )
 
@@ -73,6 +77,7 @@ def retrieve_default(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     tolerate_vulnerable_model: bool = False,
     tolerate_deprecated_model: bool = False,
     sagemaker_session: Session = DEFAULT_JUMPSTART_SAGEMAKER_SESSION,
@@ -87,6 +92,8 @@ def retrieve_default(
             retrieve the default content type. (Default: None).
         model_version (str): The version of the model for which to retrieve the
             default content type. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (default: None).
         tolerate_vulnerable_model (bool): True if vulnerable versions of model
             specifications should be tolerated (exception not raised). If False, raises an
             exception if the script used by this version of the model has dependencies with known
@@ -110,11 +117,12 @@ def retrieve_default(
         )
 
     return artifacts._retrieve_default_content_type(
-        model_id,
-        model_version,
-        region,
-        tolerate_vulnerable_model,
-        tolerate_deprecated_model,
+        model_id=model_id,
+        model_version=model_version,
+        hub_arn=hub_arn,
+        region=region,
+        tolerate_vulnerable_model=tolerate_vulnerable_model,
+        tolerate_deprecated_model=tolerate_deprecated_model,
         sagemaker_session=sagemaker_session,
         model_type=model_type,
     )

src/sagemaker/deserializers.py

@@ -43,6 +43,7 @@ def retrieve_options(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     tolerate_vulnerable_model: bool = False,
     tolerate_deprecated_model: bool = False,
     sagemaker_session: Session = DEFAULT_JUMPSTART_SAGEMAKER_SESSION,
@@ -56,6 +57,8 @@ def retrieve_options(
             retrieve the supported deserializers. (Default: None).
         model_version (str): The version of the model for which to retrieve the
             supported deserializers. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (Default: None).
         tolerate_vulnerable_model (bool): True if vulnerable versions of model
             specifications should be tolerated (exception not raised). If False, raises an
             exception if the script used by this version of the model has dependencies with known
@@ -80,11 +83,12 @@ def retrieve_options(
         )
 
     return artifacts._retrieve_deserializer_options(
-        model_id,
-        model_version,
-        region,
-        tolerate_vulnerable_model,
-        tolerate_deprecated_model,
+        model_id=model_id,
+        model_version=model_version,
+        hub_arn=hub_arn,
+        region=region,
+        tolerate_vulnerable_model=tolerate_vulnerable_model,
+        tolerate_deprecated_model=tolerate_deprecated_model,
         sagemaker_session=sagemaker_session,
     )
 
@@ -93,6 +97,7 @@ def retrieve_default(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     tolerate_vulnerable_model: bool = False,
     tolerate_deprecated_model: bool = False,
     sagemaker_session: Session = DEFAULT_JUMPSTART_SAGEMAKER_SESSION,
@@ -107,6 +112,8 @@ def retrieve_default(
             retrieve the default deserializer. (Default: None).
         model_version (str): The version of the model for which to retrieve the
             default deserializer. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (Default: None).
         tolerate_vulnerable_model (bool): True if vulnerable versions of model
             specifications should be tolerated (exception not raised). If False, raises an
             exception if the script used by this version of the model has dependencies with known
@@ -131,11 +138,12 @@ def retrieve_default(
         )
 
     return artifacts._retrieve_default_deserializer(
-        model_id,
-        model_version,
-        region,
-        tolerate_vulnerable_model,
-        tolerate_deprecated_model,
+        model_id=model_id,
+        model_version=model_version,
+        hub_arn=hub_arn,
+        region=region,
+        tolerate_vulnerable_model=tolerate_vulnerable_model,
+        tolerate_deprecated_model=tolerate_deprecated_model,
         sagemaker_session=sagemaker_session,
         model_type=model_type,
     )

src/sagemaker/djl_inference/model.py

@@ -732,6 +732,7 @@ def prepare_container_def(
         accelerator_type=None,
         serverless_inference_config=None,
         accept_eula=None,
+        model_reference_arn=None,
     ):  # pylint: disable=unused-argument
         """A container definition with framework configuration set in model environment variables.
 

src/sagemaker/environment_variables.py

@@ -30,6 +30,7 @@ def retrieve_default(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     tolerate_vulnerable_model: bool = False,
     tolerate_deprecated_model: bool = False,
     include_aws_sdk_env_vars: bool = True,
@@ -46,6 +47,7 @@ def retrieve_default(
             retrieve the default environment variables. (Default: None).
         model_version (str): Optional. The version of the model for which to retrieve the
             default environment variables. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve model details from. (Default: None).
         tolerate_vulnerable_model (bool): True if vulnerable versions of model
             specifications should be tolerated (exception not raised). If False, raises an
             exception if the script used by this version of the model has dependencies with known
@@ -78,12 +80,13 @@ def retrieve_default(
         )
 
     return artifacts._retrieve_default_environment_variables(
-        model_id,
-        model_version,
-        region,
-        tolerate_vulnerable_model,
-        tolerate_deprecated_model,
-        include_aws_sdk_env_vars,
+        model_id=model_id,
+        model_version=model_version,
+        hub_arn=hub_arn,
+        region=region,
+        tolerate_vulnerable_model=tolerate_vulnerable_model,
+        tolerate_deprecated_model=tolerate_deprecated_model,
+        include_aws_sdk_env_vars=include_aws_sdk_env_vars,
         sagemaker_session=sagemaker_session,
         instance_type=instance_type,
         script=script,

src/sagemaker/huggingface/model.py

@@ -479,6 +479,7 @@ def prepare_container_def(
         serverless_inference_config=None,
         inference_tool=None,
         accept_eula=None,
+        model_reference_arn=None,
     ):
         """A container definition with framework configuration set in model environment variables.
 
@@ -533,6 +534,7 @@ def prepare_container_def(
             self.repacked_model_data or self.model_data,
             deploy_env,
             accept_eula=accept_eula,
+            model_reference_arn=model_reference_arn,
         )
 
     def serving_image_uri(

src/sagemaker/hyperparameters.py

@@ -31,6 +31,7 @@ def retrieve_default(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
     model_version: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     instance_type: Optional[str] = None,
     include_container_hyperparameters: bool = False,
     tolerate_vulnerable_model: bool = False,
@@ -46,6 +47,8 @@ def retrieve_default(
             retrieve the default hyperparameters. (Default: None).
         model_version (str): The version of the model for which to retrieve the
             default hyperparameters. (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (default: None).
         instance_type (str): An instance type to optionally supply in order to get hyperparameters
             specific for the instance type.
         include_container_hyperparameters (bool): ``True`` if the container hyperparameters
@@ -80,6 +83,7 @@ def retrieve_default(
     return artifacts._retrieve_default_hyperparameters(
         model_id=model_id,
         model_version=model_version,
+        hub_arn=hub_arn,
         instance_type=instance_type,
         region=region,
         include_container_hyperparameters=include_container_hyperparameters,
@@ -92,6 +96,7 @@ def retrieve_default(
 def validate(
     region: Optional[str] = None,
     model_id: Optional[str] = None,
+    hub_arn: Optional[str] = None,
     model_version: Optional[str] = None,
     hyperparameters: Optional[dict] = None,
     validation_mode: HyperparameterValidationMode = HyperparameterValidationMode.VALIDATE_PROVIDED,
@@ -107,6 +112,8 @@ def validate(
             (Default: None).
         model_version (str): The version of the model for which to validate hyperparameters.
             (Default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (default: None).
         hyperparameters (dict): Hyperparameters to validate.
             (Default: None).
         validation_mode (HyperparameterValidationMode): Method of validation to use with
@@ -148,6 +155,7 @@ def validate(
     return validate_hyperparameters(
         model_id=model_id,
         model_version=model_version,
+        hub_arn=hub_arn,
         hyperparameters=hyperparameters,
         validation_mode=validation_mode,
         region=region,

src/sagemaker/image_uris.py

@@ -64,6 +64,7 @@ def retrieve(
     training_compiler_config=None,
     model_id=None,
     model_version=None,
+    hub_arn=None,
     tolerate_vulnerable_model=False,
     tolerate_deprecated_model=False,
     sdk_version=None,
@@ -104,6 +105,8 @@ def retrieve(
             (default: None).
         model_version (str): The version of the JumpStart model for which to retrieve the
             image URI (default: None).
+        hub_arn (str): The arn of the SageMaker Hub for which to retrieve
+            model details from. (Default: None).
         tolerate_vulnerable_model (bool): ``True`` if vulnerable versions of model specifications
             should be tolerated without an exception raised. If ``False``, raises an exception if
             the script used by this version of the model has dependencies with known security
@@ -149,6 +152,7 @@ def retrieve(
             model_id,
             model_version,
             image_scope,
+            hub_arn,
             framework,
             region,
             version,