Hardware boost method and hardware boost system

A hardware boost system comprising:

• a processor;
• and
• a graphic processing unit (GPU) coupled to the processor, wherein the processor
• initializes a status table, wherein the status table comprises multiple statuses, each of the statuses corresponds to a first action and a second action, and each of the statuses comprises a frame per second (FPS) information;
• and
• in an episode:
• determines that a system status belongs to a first status among the statuses;
• executes one of the first action and the second action according to a value corresponding to the first status and the first action and a value corresponding to the first status and the second action to enter a second status among the statuses and obtain a reward value;
• and
• refreshes the value corresponding to the first status and the one of the first action and the second action according to the reward value,
• wherein when the FPS information of the second status is in a predetermined FPS interval, the reward value is a positive value, and when the FPS information of the second status is greater than the predetermined FPS interval, the reward value is a negative value,
• wherein when the FPS information of the second status is less than the predetermined FPS interval, it is determined whether the FPS information of the second status is greater than the FPS information of the first status, and when the FPS information of the second status is greater than the FPS information of the first status, the reward value is the positive value, and when the FPS information of the second status is not greater than the FPS information of the first status, the reward value is zero.