Apparatus and method for optimizing artificial intelligence based model

A non-transitory computer-readable medium comprising a computer program, wherein when the computer program is executed by at least one processor, the computer program allows at least one processor to perform operations for optimizing an artificial intelligence based model, and the operations comprise:

• obtaining model information corresponding to the artificial intelligence based model, and obtaining target device information corresponding to a target device in which the model is to be executed;
• obtaining first blocks corresponding to the model by grouping first operators corresponding to the model in units of a block corresponding to a set of one or more operators based on the model information;
• obtaining second operators which are not supportable by the target device based on the target device information;
• changing the first blocks corresponding to the model to second blocks corresponding to the model and the target device, by changing an operator included in the second operators among the first operators to a replacement operator supportable by the target device;
• and
• performing optimization of the model to correspond to the target device based on the second blocks.

A computing device, comprising:

• at least one processor;
• and
• a memory,
• wherein the at least one processor is configured to perform:
• an operation of obtaining model information corresponding to an artificial intelligence based model, and obtaining target device information corresponding to a target device in which the model is to be executed;
• an operation of obtaining first blocks corresponding to the model by grouping first operators corresponding to the model in units of a block corresponding to a set of one or more operators based on the model information;
• an operation of obtaining second operators which are not supportable by the target device based on the target device information;
• an operation of changing the first blocks corresponding to the model to second blocks corresponding to the model and the target device by changing an operator included in the second operators among the first operators to a replacement operator supportable by the target device;
• and
• an operation of performing optimization of the model to correspond to the target device based on the second blocks.