Dell Products Inc.

Emc IP Holding Company LLC

Cherry Dai

Amber Jing Li

Arthur Fangbin Zhou

En Shi

Methods, system, and non-transitory processor-readable storage medium for a tuning system are provided herein. An example method includes providing, by a tuning module, a tuning action based on a state associated with a test case, executing, by a tuning agent, the test case using the tuning action, assessing, by a tuning assessment module, the tuning action with respect to a long-term reward, and determining a similarity between a subsequent execution of the test case and the assessment of the tuning action on at least one previous execution of the test case to tune the tuning action.

Autonomous software testing robot aims at storage product defect detection

Management of a storage device is disclosed. A method for managing a storage device includes acquiring evaluation information for a candidate fitting model in candidate fitting models. The evaluation information indicates at least a historical fitting degree between the candidate fitting model and historical data. A model selection strategy is determined based on the evaluation information. The model selection strategy indicates at least a probability that the candidate fitting models is selected for fitting target data. The target data indicates a storage state of the storage device over a first time period. Further, based on the model selection strategy, a target fitting model is determined from the candidate fitting models for use in determining a storage state of the storage device over a second time period. In this manner, the fitting model suitable for actual business data can be determined more efficiently, and additional system overhead can be avoided.

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Chengdu, China

Cherry Dai