Patent ID: 11972361
Assignee: SAMSUNG ELECTRONICS CO., LTD.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 12:
13. A system comprising:
a target comprising a memory cache, the target being configured to:
receive a first object input/output (IO) for a target device;
group the first object IO with one or more other object IOs using a first input parameter;
associate a tracking parameter with the first input parameter and a performance parameter corresponding to the first input parameter, and
transmit a first data entry comprising the tracking parameter, the first input parameter, and the performance parameter to a database;

a training circuit configured to:
extract the first data entry,
train a training model using the first data entry,
perform a model check to compare the training model to an inferencing model,
determine that the training model is more accurate than the inferencing model based on a comparison of a performance of the training model to a performance of the inferencing model, and
update the inferencing model by performing an inference with the training model; and

an inferencing circuit configured to infer a second input parameter for grouping a second object IO in response to the target determining that the performance parameter is outside an expected range.