Abstract: A method and device for predicting faults in a distributed heterogeneous IT system (100), the method comprising: creating a local checkpoint (19) in an explorer node (10) of said system (100), said local checkpoint (19) reflecting the state of said explorer node (10); running a path exploration engine (14) on said local checkpoint (19) in order to predict faults, wherein a plurality of possible inputs (71) are used by said exploration engine (14) in order to explore different paths, wherein path exploration comprises sending messages to remote client nodes (20), and receiving messages from said remote clients (20); wherein said received messages do not reveal checkpoints of said other nodes, so as to avoid leakage of any confidential information.

Abstract: Systems, methods, and apparatus for managing resources assigned to an application or service. A resource manager maintains a set of workload classes and classifies workloads using workload signatures. In specific embodiments, the resource manager minimizes or reduces resource management costs by identifying a relatively small set of workload classes during a learning phase, determining preferred resource allocations for each workload class, and then during a monitoring phase, classifying workloads and allocating resources based on the preferred resource allocation for the classified workload. In some embodiments, interference is accounted for by estimating and using an “interference index”.