Methods and systems for optimizing distributed computing network configuration

A system comprising:

• at least one programmable processor;
• and
• a non-transitory machine-readable medium storing instructions that, when executed by the at least one programmable processor, cause the at least one programmable processor to perform operations comprising:
• receiving, by least one processor, first data characterizing one or more constituent devices of the distributed computing network, each of the one or more constituent devices configured with a configuration structure comprising one or more configuration layers;
• determining, using the at least one processor, a subset of the one or more constituent devices based on the received first data;
• determining, using the at least one processor, second data characterizing at least one configuration discrepancy between each of the one or more constituent devices included in the determined subset, the second data determined by tokenizing one or more commands included in each of the one or more configuration layers used to configure each of the one or more constituent devices included in the determined subset and identifying the at least one configuration discrepancy based on the tokenized one or more commands;
• determining, using the at least one processor and based on the tokenized commands, third data characterizing a predominant configuration profile across each of the one or more constituent devices included in the determined subset;
• determining, using the at least one processor and based on the second data and third data, one or more modifications to at least one of the one or more configuration layers of the one or more constituent devices;
• determining, using the at least one processor and based on the determined one or more modifications, fourth data characterizing a revised configuration of the one or more constituent devices;
• and
• providing, by the at least one processor, the fourth data to a network configuration device to cause the revised configuration to be applied to the one or more constituent devices.

A computer program product comprising a non-transitory machine-readable medium storing instructions that, when executed by at least one programmable processor, cause the at least one programmable processor to perform operations comprising:

• receiving, by least one processor, first data characterizing one or more constituent devices of the distributed computing network, each of the one or more constituent devices configured with a configuration structure comprising one or more configuration layers;
• determining, using the at least one processor, a subset of the one or more constituent devices based on the received first data;
• determining, using the at least one processor, second data characterizing at least one configuration discrepancy between each of the one or more constituent devices included in the determined subset, the second data determined by tokenizing one or more commands included in each of one or more configuration layers used to configure each of the one or more constituent devices included in the determined subset and identifying the at least one configuration discrepancy based on the tokenized one or more commands;
• determining, using the at least one processor and based on the tokenized commands, third data characterizing a predominant configuration profile across each of the one or more constituent devices included in the determined subset;
• determining, using the at least one processor and based on the second data and third data, one or more modifications to at least one of the one or more configuration layers of the one or more constituent devices;
• determining, using the at least one processor and based on the determined one or more modifications, fourth data characterizing a revised configuration of the one or more constituent devices;
• and
• providing, by the at least one processor, the fourth data to a network configuration device to cause the revised configuration to be applied to the one or more constituent devices.