chore(core): sync the bundled SageMaker service model with botocore

Refreshes sagemaker-core's codegen input from the public botocore model and
regenerates the layers built from it. The model file is the upstream bytes
verbatim; everything else is the output of
``python -m sagemaker.core.tools.codegen``.

Model: 403 -> 409 operations, 3005 -> 3084 shapes.

What the refresh brings in
--------------------------

* Six new operations: AttachClusterNodeNetworkInterface, and the five
  training-session operations (Create, Describe, List, Stop, Delete).
* 79 new shapes, of which 19 belong to the training-session operations and 60
  to other parts of the API.
* 66 existing shapes whose definitions have moved upstream, spanning
  AIBenchmark, AIRecommendation, App and Cluster among others.
* NotebookInstance gains the PendingMaintenance and InMaintenance states.
* MlflowApp gains kms_key_id in the configuration schema.
* A TrainingSession resource, derived from the standard CRUD naming with no
  registration needed: create / get / get_all, and delete / refresh / stop /
  wait_for_delete / wait_for_status.

No caller is switched over to any newly generated resource here. This change
only brings the generated layer back in line with the model.

Notes for anyone regenerating
-----------------------------

Two things about the generator are worth knowing, since both produce a diff
that looks plausible but is wrong:

* ``codegen`` needs two passes to converge. ``generate_resources()`` reads the
  existing config_schema.py to decide which resources get a
  ``populate_inputs_decorator``, and the schema is regenerated after it, so a
  single pass emits new resources without one. Those resources then silently
  ignore sagemaker_config defaults. A third pass is a no-op, so two is enough.
* ``resources_extractor`` writes resource_plan.csv to the current working
  directory, so running the unit tests from sagemaker-core/ overwrites the
  tracked file with a partial plan. Regenerate before diffing, not after
  running tests.

Separately, codegen does not emit the module docstring at the top of
config_schema.py, which is not excluded from flake8 or docstyle. It is
preserved here.

Author: Xichao Wang

sagemaker-core/resource_plan.csv

@@ -56,7 +56,7 @@ ModelQualityJobDefinition,resource,"['create', 'get', 'get_all']","['delete', 'r
 MonitoringAlert,resource,['get_all'],['update'],[],[],"['ListMonitoringAlerts', 'UpdateMonitoringAlert']",[],[]
 MonitoringExecution,resource,['get_all'],[],[],[],['ListMonitoringExecutions'],[],[]
 MonitoringSchedule,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'start', 'stop', 'update', 'wait_for_status']",[],[],"['CreateMonitoringSchedule', 'DeleteMonitoringSchedule', 'DescribeMonitoringSchedule', 'ListMonitoringSchedules', 'StartMonitoringSchedule', 'StopMonitoringSchedule', 'UpdateMonitoringSchedule']","[{'name': 'MonitoringScheduleStatus', 'shape_name': 'ScheduleStatus'}]","['Pending', 'Failed', 'Scheduled', 'Stopped']"
-NotebookInstance,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'start', 'stop', 'update', 'wait_for_delete', 'wait_for_status']",[],[],"['CreateNotebookInstance', 'DeleteNotebookInstance', 'DescribeNotebookInstance', 'ListNotebookInstances', 'StartNotebookInstance', 'StopNotebookInstance', 'UpdateNotebookInstance']","[{'name': 'NotebookInstanceStatus', 'shape_name': 'NotebookInstanceStatus'}]","['Pending', 'InService', 'Stopping', 'Stopped', 'Failed', 'Deleting', 'Updating']"
+NotebookInstance,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'start', 'stop', 'update', 'wait_for_delete', 'wait_for_status']",[],[],"['CreateNotebookInstance', 'DeleteNotebookInstance', 'DescribeNotebookInstance', 'ListNotebookInstances', 'StartNotebookInstance', 'StopNotebookInstance', 'UpdateNotebookInstance']","[{'name': 'NotebookInstanceStatus', 'shape_name': 'NotebookInstanceStatus'}]","['Pending', 'InService', 'Stopping', 'Stopped', 'Failed', 'Deleting', 'Updating', 'PendingMaintenance', 'InMaintenance']"
 NotebookInstanceLifecycleConfig,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'update']",[],[],"['CreateNotebookInstanceLifecycleConfig', 'DeleteNotebookInstanceLifecycleConfig', 'DescribeNotebookInstanceLifecycleConfig', 'ListNotebookInstanceLifecycleConfigs', 'UpdateNotebookInstanceLifecycleConfig']",[],[]
 OptimizationJob,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'stop', 'wait']",[],[],"['CreateOptimizationJob', 'DeleteOptimizationJob', 'DescribeOptimizationJob', 'ListOptimizationJobs', 'StopOptimizationJob']","[{'name': 'OptimizationJobStatus', 'shape_name': 'OptimizationJobStatus'}]","['INPROGRESS', 'COMPLETED', 'FAILED', 'STARTING', 'STOPPING', 'STOPPED']"
 PartnerApp,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'update', 'wait_for_delete', 'wait_for_status']",[],[],"['CreatePartnerApp', 'DeletePartnerApp', 'DescribePartnerApp', 'ListPartnerApps', 'UpdatePartnerApp']","[{'name': 'Status', 'shape_name': 'PartnerAppStatus'}]","['Creating', 'Updating', 'Deleting', 'Available', 'Failed', 'UpdateFailed', 'Deleted']"
@@ -77,6 +77,7 @@ SubscribedWorkteam,resource,"['get', 'get_all']",['refresh'],[],[],"['DescribeSu
 Tag,resource,['get_all'],[],[],[],['ListTags'],[],[]
 TrainingJob,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'stop', 'update', 'wait', 'wait_for_delete']",[],[],"['CreateTrainingJob', 'DeleteTrainingJob', 'DescribeTrainingJob', 'ListTrainingJobs', 'StopTrainingJob', 'UpdateTrainingJob']","[{'name': 'TrainingJobStatus', 'shape_name': 'TrainingJobStatus'}]","['InProgress', 'Completed', 'Failed', 'Stopping', 'Stopped', 'Deleting']"
 TrainingPlan,resource,"['create', 'get', 'get_all']","['refresh', 'wait_for_status']",[],['ExtendTrainingPlan'],"['CreateTrainingPlan', 'DescribeTrainingPlan', 'ExtendTrainingPlan', 'ListTrainingPlans']","[{'name': 'Status', 'shape_name': 'TrainingPlanStatus'}]","['Pending', 'Active', 'Scheduled', 'Expired', 'Failed']"
+TrainingSession,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'stop', 'wait_for_delete', 'wait_for_status']",[],[],"['CreateTrainingSession', 'DeleteTrainingSession', 'DescribeTrainingSession', 'ListTrainingSessions', 'StopTrainingSession']","[{'name': 'TrainingSessionDetail', 'shape_name': 'TrainingSessionDetail'}, {'name': 'TrainingSessionStatus', 'shape_name': 'TrainingSessionStatus'}]","['Created', 'Blocked', 'Running', 'Failed', 'Scheduled', 'Stopping', 'Stopped', 'Expired', 'Deleting', 'DeletionFailed']"
 TransformJob,resource,"['create', 'get', 'get_all']","['refresh', 'stop', 'wait']",['Model'],[],"['CreateTransformJob', 'DescribeTransformJob', 'ListTransformJobs', 'StopTransformJob']","[{'name': 'TransformJobStatus', 'shape_name': 'TransformJobStatus'}]","['InProgress', 'Completed', 'Failed', 'Stopping', 'Stopped']"
 Trial,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'update']",['Experiment'],[],"['CreateTrial', 'DeleteTrial', 'DescribeTrial', 'ListTrials', 'UpdateTrial']",[],[]
 TrialComponent,resource,"['create', 'get', 'get_all']","['delete', 'refresh', 'update', 'wait_for_status']",[],[],"['CreateTrialComponent', 'DeleteTrialComponent', 'DescribeTrialComponent', 'ListTrialComponents', 'UpdateTrialComponent']","[{'name': 'Status', 'shape_name': 'TrialComponentStatus'}, {'name': 'PrimaryStatus', 'shape_name': 'TrialComponentPrimaryStatus'}]","['InProgress', 'Completed', 'Failed', 'Stopping', 'Stopped']"