Method for representing a distributed computing system by graph embedding

A device for representing a distributed computing system, the distributed computing system comprising a plurality of processing devices connected together in a predefined topology, the device comprises:

• at least one receiver, wherein the at least one receiver is configured to
• receive at least one piece of data from an activity log file relating to at least one processing device among the plurality of processing devices,
• receive at least one metric related to said at least one processing device among the plurality of processing devices,
• receive at least the predefined topology of the distributed computing system,
• at least one graph creator, wherein the at least one graph creator is configured
• construct a graph representative of a distributed computing system operation, the graph comprising the at least one piece of data extracted from the activity log file that is received, the at least one metric that is received, and the predefined topology that is received,
• at least one graph embedding network, wherein the at least one graph embedding network is configured to
• embed at least one part of the graph to obtain at least one state vector representing the at least one part of the graph that is embedded, the at least one state vector taking into account the predefined topology, the at least one metric and the activity log file.

A non-transitory computer-readable medium comprising instructions that, when software is executed by a computer, cause the computer to implement a method of representing a distributed computing system, the distributed computing system comprising a plurality of processing devices connected together in a predefined topology, the method comprising:

• receiving at least one piece of data from an activity log file relating to at least one processing device among the plurality of processing devices,
• receiving at least one metric related to said at least one processing device among the plurality of processing devices,
• receiving at least the predefined topology of the distributed computing system,
• constructing a graph representative of a distributed computing system operation, the graph comprising the at least one piece of data extracted from the activity log file that is received, the at least one metric that is received, and the predefined topology that is received,
• embedding at least one part of the graph to obtain at least one state vector representing the at least one part of the graph that is embedded, the at least one state vector taking into account the predefined topology, the at least one metric and the activity log file.