System

A system comprising:

• a communication interface coupled to a packet-switched network;
• a processor;
• a random access memory;
• and
• a non-volatile storage device storing a processing program, a generative information processing model, and a task allocation program, wherein the processor executes the processing program loaded into the random access memory to:
• construct a communication topology in which a plurality of information processing devices function as nodes that are mutually connected via the packet-switched network on the basis of address information and connection information;
• receive, from a client terminal via the communication interface, a processing request comprising a prompt sentence, analyze a computational processing structure of the generative information processing model, and generate a task graph representing a plurality of subtasks and dependency relationships among the plurality of subtasks;
• collect resource state information from each node via the communication interface, calculate a load index for each node, and dynamically assign the plurality of subtasks to the nodes on the basis of the load index;
• receive partial processing result data from the nodes, combine the partial processing result data according to an integration order to generate integrated intermediate information, generate final-generation instruction information on the basis of the prompt sentence and the integrated intermediate information, and receive final output information from the generative information processing model;
• apply encryption processing and authentication processing to data transmitted among the plurality of nodes, monitor states of the plurality of nodes, detect a node failure, and reassign subtask data to another node;
• and
• transmit the final output information to the client terminal via the communication interface.

A method performed by circuitry of a system, the method comprising:

• constructing, via a communication interface coupled to a packet-switched network, a communication topology in which a plurality of information processing devices function as nodes that are mutually connected on the basis of address information and connection information assigned to each node;
• receiving, from a client terminal via the packet-switched network, a processing request comprising a prompt sentence for a generative information processing model, analyzing input information included in the processing request, and generating a task graph representing a plurality of subtasks and dependency relationships among the plurality of subtasks;
• collecting resource state information from each node via the packet-switched network, calculating a load index for each node on the basis of the resource state information, and determining an allocation destination node for each of the plurality of subtasks on the basis of the load index;
• transmitting subtask data to the allocation destination nodes, receiving partial processing result data from the nodes, and combining the partial processing result data according to an integration order to generate integrated intermediate information;
• generating final-generation instruction information comprising the prompt sentence and constraint conditions on the basis of the integrated intermediate information, inputting the final-generation instruction information into the generative information processing model, and receiving final output information from the generative information processing model;
• applying encryption processing and authentication processing to data transmitted among the plurality of nodes, monitoring states of the plurality of nodes, detecting a node failure, and reassigning subtask data assigned to a failed node to another node;
• and
• transmitting the final output information to the client terminal via the packet-switched network.