US 2026/0010451 A1Published application

Graph Embeddings for Drift Identification

AssigneeDell Products L.P.

InventorsVinay Sawal, Jason Liu, Chris Atkinson, Kirk Frey, Elie Antoun Jreij, Amihai Savir, Jacob R. Hutcheson

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Abstract

A system can create a first graph that represents first values of current configurations of a computer hardware as first nodes and first dependencies of the current configurations as first links. The system can create first embedding vectors based on the first graph. The system can input the first embedding vectors to a graph isomorphism network to produce modified first embedding vectors. The system can identify specified configurations for the computer hardware. The system can create a second graph that represents second values of the specified configurations. The system can create second embedding vectors based on the second graph. The system can input the second embedding vectors to the graph isomorphism network to produce modified second embedding vectors. The system can perform a graph isomorphism evaluation on the modified first embedding vectors and the modified second embedding vectors to determine an amount of difference.

Claims20

Dependent claims

A system, comprising:

at least one processor;
and
at least one memory that stores executable instructions that, when executed by the at least one processor, facilitate performance of operations, comprising:
identifying current configurations of a computer hardware system;
creating a first graph that represents first values of the current configurations as first nodes and first dependencies of the current configurations as first links;
creating first embedding vectors based on the first graph;
processing the first embedding vectors comprising inputting the first embedding vectors to a graph isomorphism network to produce modified first embedding vectors;
identifying specified configurations for the computer hardware system;
creating a second graph that represents second values of the specified configurations as second nodes and second dependencies of the current configurations as second links;
creating second embedding vectors based on the second graph;
processing the second embedding vectors comprising inputting the second embedding vectors to the graph isomorphism network to produce modified second embedding vectors;
performing a graph isomorphism evaluation on the modified first embedding vectors and the modified second embedding vectors to determine an amount of difference between the current configurations and the specified configurations;
and
in response to the amount of difference being determined to satisfy a similarity criterion, storing an indication that the current configurations satisfy a configuration criterion.

11 more elements

A non-transitory computer-readable medium comprising instructions that, in response to execution, cause a system comprising at least one processor to perform operations, comprising:

creating first embedding vectors based on a first graph that represents a current configuration of computer hardware;
processing the first embedding vectors according to a graph isomorphism network to produce modified first embedding vectors;
creating second embedding vectors based on a second graph that represents a different configuration of the computer hardware;
processing the second embedding vectors according to the graph isomorphism network to produce modified second embedding vectors;
applying a graph isomorphism evaluation to the modified first embedding vectors and the modified second embedding vectors comprising determining an amount of difference between the current configuration and the different configuration;
and
based on the amount of difference being determined to satisfy a similarity criterion, determining that the current configuration satisfies a configuration condition.

4 more elements

Dependencies are inferred from the claim text.