Amazon SageMaker Service Update: Amazon SageMaker now supports deleting training and processing jobs in a terminal status.

Author: AWS

.changes/next-release/feature-AmazonSageMakerService-6b05824.json

@@ -0,0 +1,6 @@
+{
+    "type": "feature",
+    "category": "Amazon SageMaker Service",
+    "contributor": "",
+    "description": "Amazon SageMaker now supports deleting training and processing jobs in a terminal status."
+}

services/sagemaker/src/main/resources/codegen-resources/service-2.json

@@ -1542,6 +1542,19 @@
       ],
       "documentation":"<p>Deletes a pipeline if there are no running instances of the pipeline. To delete a pipeline, you must stop all running instances of the pipeline using the <code>StopPipelineExecution</code> API. When you delete a pipeline, all instances of the pipeline are deleted.</p>"
     },
+    "DeleteProcessingJob":{
+      "name":"DeleteProcessingJob",
+      "http":{
+        "method":"POST",
+        "requestUri":"/"
+      },
+      "input":{"shape":"DeleteProcessingJobRequest"},
+      "errors":[
+        {"shape":"ResourceNotFound"},
+        {"shape":"ResourceInUse"}
+      ],
+      "documentation":"<p>Deletes a processing job. After Amazon SageMaker deletes a processing job, all of the metadata for the processing job is lost. You can delete only processing jobs that are in a terminal state (<code>Stopped</code>, <code>Failed</code>, or <code>Completed</code>). You cannot delete a job that is in the <code>InProgress</code> or <code>Stopping</code> state. After deleting the job, you can reuse its name to create another processing job.</p>"
+    },
     "DeleteProject":{
       "name":"DeleteProject",
       "http":{
@@ -1590,6 +1603,19 @@
       "output":{"shape":"DeleteTagsOutput"},
       "documentation":"<p>Deletes the specified tags from an SageMaker resource.</p> <p>To list a resource's tags, use the <code>ListTags</code> API. </p> <note> <p>When you call this API to delete tags from a hyperparameter tuning job, the deleted tags are not removed from training jobs that the hyperparameter tuning job launched before you called this API.</p> </note> <note> <p>When you call this API to delete tags from a SageMaker Domain or User Profile, the deleted tags are not removed from Apps that the SageMaker Domain or User Profile launched before you called this API.</p> </note>"
     },
+    "DeleteTrainingJob":{
+      "name":"DeleteTrainingJob",
+      "http":{
+        "method":"POST",
+        "requestUri":"/"
+      },
+      "input":{"shape":"DeleteTrainingJobRequest"},
+      "errors":[
+        {"shape":"ResourceNotFound"},
+        {"shape":"ResourceInUse"}
+      ],
+      "documentation":"<p>Deletes a training job. After SageMaker deletes a training job, all of the metadata for the training job is lost. You can delete only training jobs that are in a terminal state (<code>Stopped</code>, <code>Failed</code>, or <code>Completed</code>) and don't retain an <code>Available</code> <a href=\"https://docs.aws.amazon.com/sagemaker/latest/dg/train-warm-pools.html\">managed warm pool</a>. You cannot delete a job that is in the <code>InProgress</code> or <code>Stopping</code> state. After deleting the job, you can reuse its name to create another training job.</p>"
+    },
     "DeleteTrial":{
       "name":"DeleteTrial",
       "http":{
@@ -14682,6 +14708,16 @@
         }
       }
     },
+    "DeleteProcessingJobRequest":{
+      "type":"structure",
+      "required":["ProcessingJobName"],
+      "members":{
+        "ProcessingJobName":{
+          "shape":"ProcessingJobName",
+          "documentation":"<p>The name of the processing job to delete.</p>"
+        }
+      }
+    },
     "DeleteProjectInput":{
       "type":"structure",
       "required":["ProjectName"],
@@ -14740,6 +14776,16 @@
       "type":"structure",
       "members":{}
     },
+    "DeleteTrainingJobRequest":{
+      "type":"structure",
+      "required":["TrainingJobName"],
+      "members":{
+        "TrainingJobName":{
+          "shape":"TrainingJobName",
+          "documentation":"<p>The name of the training job to delete.</p>"
+        }
+      }
+    },
     "DeleteTrialComponentRequest":{
       "type":"structure",
       "required":["TrialComponentName"],
@@ -42006,7 +42052,8 @@
         "Completed",
         "Failed",
         "Stopping",
-        "Stopped"
+        "Stopped",
+        "Deleting"
       ]
     },
     "TrainingJobStatusCounter":{