Methods for assisting optimization of target unstructured log data processing and devices thereof

An apparatus, comprising memory comprising programmed instructions stored in the memory and one or more processors configured to be capable of executing the programmed instructions stored in the memory to:

• receive a query from a log processing device configured to process target unstructured log data, the target unstructured log data comprising information describing events that have occurred in a network, a network application, or a network device;
• retrieve, responsive to the received query, one or more entries stored in a log catalog storage, wherein the one or more entries resulted from actions including:
• extracting, from training log data, one or more templates and corresponding parameters,
• prompting a natural language processing model with the one or more templates and parameters to generate a log type template structure descriptor and a log schema parameter specification, and
• storing the log type template structure descriptor and the log schema parameter specification as the one or more entries in the log catalog storage;
• and
• transmit the one or more retrieved entries to the log processing device.

A non-transitory computer readable medium having stored thereon instructions, comprising executable code which when executed by one or more processors, causes the one or more processors to:

• receive a query from a log processing device configured to process target unstructured log data, the target unstructured log data comprising information describing events that have occurred in a network, a network application, or a network device;
• retrieve, responsive to the received query, one or more entries stored in a log catalog storage, wherein the one or more entries resulted from actions including:
• extracting, from training log data, one or more templates and corresponding parameters,
• prompting a natural language processing model with the one or more templates and parameters to generate a log type template structure descriptor and a log schema parameter specification, and
• storing the log type template structure descriptor and the log schema parameter specification as the one or more entries in the log catalog storage;
• and
• transmit the one or more retrieved entries to the log processing device.

A network traffic management system, comprising one or more traffic management apparatuses, server devices, or client devices, the network traffic management system comprising memory comprising programmed instructions stored thereon and one or more processors configured to be capable of executing the stored programmed instructions to:

• receive a query from a log processing device configured to process target unstructured log data, the target unstructured log data comprising information describing events that have occurred in a network, a network application, or a network device;
• retrieve, responsive to the received query, one or more entries stored in a log catalog storage, wherein the one or more entries resulted from actions including:
• extracting, from training log data, one or more templates and corresponding parameters,
• prompting a natural language processing model with the one or more templates and parameters to generate a log type template structure descriptor and a log schema parameter specification, and
• storing the log type template structure descriptor and the log schema parameter specification as the one or more entries in the log catalog storage;
• and
• transmit the retrieved one or more entries to the log processing device.