[bugfix] Add deployment delete request to edges when deployment fails

python/fedml/computing/scheduler/model_scheduler/master_job_runner.py

@@ -9,6 +9,7 @@
 from multiprocessing import Queue
 
 import fedml
+from .device_model_msg_object import FedMLModelMsgObject
 from fedml.core.mlops import MLOpsRuntimeLog, MLOpsConfigs
 from fedml.core.mlops.mlops_runtime_log import MLOpsFormatter
 from .device_client_constants import ClientConstants
@@ -274,10 +275,14 @@ def process_deployment_result_message(self, topic=None, payload=None):
 
             # Avoid endless loop, if the rollback also failed, we should report the failure to the MLOps
             if self.replica_controller.under_rollback or self.is_fresh_endpoint:
+                logging.info(f"process deploy result, under_rollback {self.replica_controller.under_rollback}, is_fresh_endpoint {self.is_fresh_endpoint}")
                 self.send_deployment_status(
                     end_point_id, end_point_name, payload_json["model_name"], "",
                     ServerConstants.MSG_MODELOPS_DEPLOYMENT_STATUS_FAILED,
                     message_center=self.message_center)
+                # when report failed to the MLOps, need to delete the replica has successfully deployed and release the gpu
+                model_msg_object = FedMLModelMsgObject(topic, payload)
+                self.send_deployment_delete_request_to_edges(payload, model_msg_object, message_center=self.message_center)
                 return
 
             # Failure handler, send the rollback message to the worker devices only if it has not been rollback

python/fedml/core/mlops/mlops_device_perfs.py

@@ -128,8 +128,7 @@ def setup_realtime_stats_process(self, sys_args):
                 self.monitor_run_master_process.start()
 
     def report_device_realtime_stats_entry(self, sys_event, role, is_client=False):
-        logging.info(f"Report device realtime stats, role {role}, is_client {is_client}, process id {os.getpid()}")
-
+        # logging.info(f"Report device realtime stats, role {role}, process id {os.getpid()}")
         self.device_realtime_stats_event = sys_event
         mqtt_mgr = MqttManager(
             self.args.mqtt_config_path["BROKER_HOST"],