Samsung Electronics Co., Ltd.

Lyve Minds, Inc.

Jian Liang

Ramaraj Pandian

Ronald Lee

Benixon Arul Dhas

James Edward Dykes

Jon Criswell

Rex Yik Chun Ching

Somnath Saha

Somnath Sara

Provided is a method including receiving object IOs for a target device, grouping the object IOs using a first plurality of input parameters, associating a tracking parameter with the first plurality of input parameters and a performance parameter corresponding to the first plurality of input parameters, storing a first data entry including the tracking parameter, the first plurality of input parameters, and the performance parameter in a database, extracting a plurality of data entries from the database, the plurality of data entries including the first data entry, training a training model using one or more of the plurality of data entries, cross-validating the training model to determine a degree of error reduction of the training model, performing a model check to compare the training model to an inferencing model, and updating the inferencing model based on the model check.

Performance optimization of object grouping schema in a network key-value storage device using adaptive regression

Provided is a method of completing object IOs, the method including receiving a first set of object IOs for a target storage device, dispatching the first set of object IOs to a first buffer of a first zone, the first buffer being configured to function as a first log buffer, concatenating the first set of object IOs to form a first object group in the first buffer, logging the first object group to a log device, modifying a function of the first buffer from the first log buffer to a first flush buffer, and transferring the first object group to the target storage device.

Grouping key value object IOs to improve IO performance for key-value storage devices

A non-transitory computer-readable storage medium may include instructions that cause a system to perform operations, the operations may include receiving an operation associated with data and managing storage of the data on a first storage medium of an electronic device and in a cache on a second storage medium of the electronic device based on the operation and a cache policy. The cache policy may be based on one or more characteristics of the data that include a duration since a previous access of the data.

Electronic device data distribution

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San Jose, CA, United States of America

Jian Liang