Abstract: A system and related method identify a weakness of a workflow in a complex system. The method collects runtime data about the complex system. The complex system comprises a plurality of subcomponents, and the method identifies an abnormal operation in the complex system. The method constructs a multi-dimensional cause-and-effect relation matrix among the plurality of subcomponents, and filters one or more related operations using the multi-dimensional cause-and-effect relation matrix.

Abstract: A method, computer system, and a computer program product for workload scheduling is provided. The present invention may include determining a spare resource on each of a plurality of hosts for a plurality of workloads. The present invention may include obtaining an average resource consumption on the plurality of hosts based on a historical resource consumption association with the plurality of workloads. The present invention may include determining a boost action based on the spare resource and the average resource consumption, the boost action comprising a number of tasks among the plurality of tasks assigned to a respective one of the plurality of hosts. The present invention may include dispatching the number of tasks to the respective one of the plurality of hosts based on the boost action.

Abstract: Methods, apparatus, computer program products for resource scheduling are provided. The method comprises: receiving a workload request; publishing the information of the workload to a workload billboard accessible to a plurality of computer hosts, each of the plurality of computer hosts being associated with a corresponding proxy configured to manage the resource scheduling of the computer host; receiving a request to schedule at least a portion of the workload from a proxy; and sending the portion of the workload to the computer host associated with the proxy.

Abstract: A system and related method identify a weakness of a workflow in a complex system. The method collects runtime data about the complex system. The complex system comprises a plurality of subcomponents, and the method identifies an abnormal operation in the complex system. The method constructs a multi-dimensional cause-and-effect relation matrix among the plurality of subcomponents, and filters one or more related operations using the multi-dimensional cause-and-effect relation matrix.

Abstract: Methods, apparatus, computer program products for resource scheduling are provided. The method comprises: receiving a workload request; publishing the information of the workload to a workload billboard accessible to a plurality of computer hosts, each of the plurality of computer hosts being associated with a corresponding proxy configured to manage the resource scheduling of the computer host; receiving a request to schedule at least a portion of the workload from a proxy; and sending the portion of the workload to the computer host associated with the proxy.