Large model debugging method, reasoning method, device and system, computer program product and storage medium

The embodiment of the invention provides a large model debugging method, device and system, a reasoning method, device and system, a computer program product and a storage medium. Under the condition that the target large model needs to be debugged continuously, a training sample in a specialized field can be obtained, and a local image is generated for a sample image in the training sample. Moreover, a visual prompt corresponding to the training sample can be constructed based on the sample image and the local image, and the target large model is debugged by using the visual prompt. Therefore, the embodiment of the invention provides a comprehensive and efficient large model debugging normal form, a visual prompt project involved in the debugging process is designed and optimized, and the local image corresponding to the sample image is introduced into the visual prompt; the image details contained in the local image can be introduced into the continuous debugging process of the target large model, so that m