A hardware acceleration system and method based on 3D scene design

Abstract

The invention discloses a hardware acceleration system and method based on 3D scene design, including the acceleration device, a main processor and a main memory, and the acceleration device includes a cache module, a controller module, an embedding calculation module, a PE array module, A systolic array module, a scalar calculation module, an activation function module, and a softmax calculation module. The cache module includes an input cache module and an output cache module, which can effectively implement feature extraction for pictures and text, attention coding, and external knowledge base retrieval. Graph neural network reasoning and layout optimization can realize accelerated processing of high-precision real-time 3D scene design.

Description

Technical field [0001] The present invention relates to the computer field, specifically to a hardware acceleration system and method based on a 3D scene design. Background [0002] With the continuous improvement of people's living standards and the development of visual processing technology, the demand for 3D scene visualization services is constantly improving, there are currently a series of methods for 3D scene designers to provide scene design and layout, however, because the virtual 3D scene design in the calculation process, involving text processing, picture processing, attention calculation, knowledge base retrieval, graph neural network and other calculations, there is a problem of complex computing, storage resource consumption, in the team design or the user's independent scene construction The terminal device cannot quickly display and interact with the virtual 3D scene works designed in real time, resulting in a long design cycle, increased design costs, and poor ...

AI Technical Summary

Problems solved by technology

[0003] The technical problem to be solved by the present invention is that in the calculation process of the existing virtual 3D scene design, it involves calculations such as text processing, image processing, attention calculation, knowledge base retrieval, graph neural network, etc., and there are problems of complex calculation and large consumption of storage resources , in the team design or the user's own scene construction, the terminal device cannot quickly display and interact with the designed virtual 3D scene works in real time, resulting in long design cycle, high design cost and poor user experience

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