It provides an artificial intelligence execution acceleration system and an artificial intelligence execution model setting method. The artificial intelligence execution acceleration system according to the embodiment analyzes the learning model including the weight file and the artificial intelligence model generated as a result of artificial intelligence learning, and calculates the data weight of the artificial intelligence learning model for accelerating the execution of artificial intelligence. Extraction module; Artificial intelligence that loads the learning model from the artificial intelligence learning server that calculates the learning model, converts the loaded learning model to a custom layer that can be used in the AI execution acceleration system, and then optimizes the custom layer to calculate the execution model. Intelligent acceleration execution file setting module; And an artificial intelligence execution acceleration module that receives the execution model and configures an execution environment corresponding to the execution model to accelerate the execution speed of artificial intelligence. Includes.
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