Enable Removal of Parameters and Artifacts via SDK

Author: yzhu0

src/smexperiments/trial_component.py

@@ -40,6 +40,9 @@ class TrialComponent(_base_types.Record):
         input_artiacts (dict): Dictionary of input artifacts.
         output_artiacts (dict): Dictionary of output artifacts.
         metrics (obj): Aggregated metrics for the job.
+        parameters_to_remove (list): The hyperparameters to remove from the component.
+        input_artifacts_to_remove (list): The input artifacts to remove from the component.
+        output_artifacts_to_remove (list): The output artifacts to remove from the component.
     """
 
     trial_component_name = None
@@ -57,6 +60,9 @@ class TrialComponent(_base_types.Record):
     input_artifacts = None
     output_artifacts = None
     metrics = None
+    parameters_to_remove = None
+    input_artifacts_to_remove = None
+    output_artifacts_to_remove = None
 
     _boto_load_method = "describe_trial_component"
     _boto_create_method = "create_trial_component"
@@ -81,6 +87,9 @@ class TrialComponent(_base_types.Record):
         "parameters",
         "input_artifacts",
         "output_artifacts",
+        "parameters_to_remove",
+        "input_artifacts_to_remove",
+        "output_artifacts_to_remove",
     ]
     _boto_delete_members = ["trial_component_name"]
 

tests/integ/test_trial_component.py

@@ -30,11 +30,17 @@ def test_save(trial_component_obj, sagemaker_boto_client):
     trial_component_obj.end_time = datetime.datetime.now(datetime.timezone.utc)
     trial_component_obj.parameters = {"foo": "bar", "whizz": 100.1}
     trial_component_obj.input_artifacts = {
-        "snizz": api_types.TrialComponentArtifact(value="s3:/foo/bar", media_type="text/plain")
+        "snizz": api_types.TrialComponentArtifact(value="s3:/foo/bar", media_type="text/plain"),
+        "snizz1": api_types.TrialComponentArtifact(value="s3:/foo/bar2", media_type="text/plain2"),
     }
     trial_component_obj.output_artifacts = {
-        "fly": api_types.TrialComponentArtifact(value="s3:/sky/far", media_type="away/tomorrow")
+        "fly": api_types.TrialComponentArtifact(value="s3:/sky/far", media_type="away/tomorrow"),
+        "fly2": api_types.TrialComponentArtifact(value="s3:/sky/far2", media_type="away/tomorrow2"),
     }
+    trial_component_obj.parameters_to_remove = ["foo"]
+    trial_component_obj.input_artifacts_to_remove = ["snizz"]
+    trial_component_obj.output_artifacts_to_remove = ["fly2"]
+
     trial_component_obj.save()
 
     loaded = trial_component.TrialComponent.load(
@@ -47,9 +53,13 @@ def test_save(trial_component_obj, sagemaker_boto_client):
     assert trial_component_obj.start_time - loaded.start_time < datetime.timedelta(seconds=1)
     assert trial_component_obj.end_time - loaded.end_time < datetime.timedelta(seconds=1)
 
-    assert trial_component_obj.parameters == loaded.parameters
-    assert trial_component_obj.input_artifacts == loaded.input_artifacts
-    assert trial_component_obj.output_artifacts == loaded.output_artifacts
+    assert loaded.parameters == {"whizz": 100.1}
+    assert loaded.input_artifacts == {
+        "snizz1": api_types.TrialComponentArtifact(value="s3:/foo/bar2", media_type="text/plain2")
+    }
+    assert loaded.output_artifacts == {
+        "fly": api_types.TrialComponentArtifact(value="s3:/sky/far", media_type="away/tomorrow")
+    }
 
 
 def test_load(trial_component_obj, sagemaker_boto_client):

tests/unit/test_trial_component.py

@@ -213,10 +213,24 @@ def test_search(sagemaker_boto_client):
 
 
 def test_save(sagemaker_boto_client):
-    obj = trial_component.TrialComponent(sagemaker_boto_client, trial_component_name="foo", display_name="bar")
+    obj = trial_component.TrialComponent(
+        sagemaker_boto_client,
+        trial_component_name="foo",
+        display_name="bar",
+        parameters_to_remove=["E"],
+        input_artifacts_to_remove=["F"],
+        output_artifacts_to_remove=["G"],
+    )
     sagemaker_boto_client.update_trial_component.return_value = {}
     obj.save()
-    sagemaker_boto_client.update_trial_component.assert_called_with(TrialComponentName="foo", DisplayName="bar")
+
+    sagemaker_boto_client.update_trial_component.assert_called_with(
+        TrialComponentName="foo",
+        DisplayName="bar",
+        ParametersToRemove=["E"],
+        InputArtifactsToRemove=["F"],
+        OutputArtifactsToRemove=["G"],
+    )
 
 
 def test_delete(sagemaker_boto_client):