defined tag support while creating model (#1122)

Author: qiuosier

ads/aqua/app.py

@@ -225,6 +225,7 @@ def create_model_catalog(
         model_taxonomy_metadata: Union[ModelTaxonomyMetadata, Dict],
         compartment_id: str,
         project_id: str,
+        defined_tags: Dict = None,
         **kwargs,
     ) -> DataScienceModel:
         model = (
@@ -237,7 +238,7 @@ def create_model_catalog(
             .with_custom_metadata_list(model_custom_metadata)
             .with_defined_metadata_list(model_taxonomy_metadata)
             .with_provenance_metadata(ModelProvenanceMetadata(training_id=UNKNOWN))
-            # TODO: decide what parameters will be needed
+            .with_defined_tags(**(defined_tags or {})) # Create defined tags when a model is created.
             .create(
                 **kwargs,
             )

ads/aqua/finetuning/finetuning.py

@@ -263,6 +263,7 @@ def create(
             compartment_id=target_compartment,
             project_id=target_project,
             model_by_reference=True,
+            defined_tags=create_fine_tuning_details.defined_tags
         )
 
         ft_job_freeform_tags = {
@@ -382,14 +383,12 @@ def create(
             Tags.AQUA_FINE_TUNED_MODEL_TAG: f"{source.id}#{source.display_name}",
             **(create_fine_tuning_details.freeform_tags or {}),
         }
-        model_defined_tags = create_fine_tuning_details.defined_tags or {}
 
         self.update_model(
             model_id=ft_model.id,
             update_model_details=UpdateModelDetails(
                 custom_metadata_list=updated_custom_metadata_list,
                 freeform_tags=model_freeform_tags,
-                defined_tags=model_defined_tags,
             ),
         )
         logger.debug(
@@ -490,7 +489,7 @@ def create(
                 "finetuning_source": source.id,
                 "finetuning_experiment_id": experiment_model_version_set_id,
                 **model_freeform_tags,
-                **model_defined_tags,
+                **(create_fine_tuning_details.defined_tags or {}),
             },
             parameters=ft_parameters,
         )