Method And Computing Device For Visualizing Artificial Intelligence Model

A non-transitory computer-readable storage medium storing a computer program, wherein the computer program, when executed by a user terminal, causes the user terminal to perform a method for providing a user interface (UI) for visualization of an artificial intelligence model, the method comprising:

• receiving a first artificial intelligence model to be a target of visualization;
• generating a second artificial intelligence model derived from the first artificial intelligence model;
• generating a first topology of a graph format that visually represents an abstracted structure of the first artificial intelligence model and generating a second topology of a graph format that visually represents an abstracted structure of the second artificial intelligence model, wherein the graph format includes a node representing an operation unit of an artificial intelligence model and an edge connecting nodes;
• and
• rendering the first topology and the second topology to be visually comparable on the user interface by rendering the first topology on a first area of the user interface and rendering the second topology on a second area of the user interface,
• wherein the rendering the first topology and the second topology to be visually comparable on the user interface includes:
• identifying a differential node representing a difference between the first artificial intelligence model and the second artificial intelligence model;
• and
• rendering the first topology and the second topology to be visually comparable on the user interface in a manner that the differential node is displayed to be visually distinguished from common nodes commonly existing in the first topology and the second topology by applying a predefined visual attribute to the differential node.

A user terminal providing a user interface (UI) for visualization of an artificial intelligence model, the user terminal comprising:

• at least one processor, wherein the processor performs:
• receiving a first artificial intelligence model to be a target of visualization;
• generating a second artificial intelligence model derived from the first artificial intelligence model;
• generating a first topology of a graph format that visually represents an abstracted structure of the first artificial intelligence model and generating a second topology of a graph format that visually represents an abstracted structure of the second artificial intelligence model, wherein the graph format includes a node representing an operation unit of an artificial intelligence model and an edge connecting nodes;
• and
• rendering the first topology and the second topology to be visually comparable on the user interface by rendering the first topology on a first area of the user interface and rendering the second topology on a second area of the user interface,
• wherein the rendering the first topology and the second topology to be visually comparable on the user interface includes:
• identifying a differential node representing a difference between the first artificial intelligence model and the second artificial intelligence model;
• and
• rendering the first topology and the second topology to be visually comparable on the user interface in a manner that the differential node is displayed to be visually distinguished from common nodes commonly existing in the first topology and the second topology by applying a predefined visual attribute to the differential node.