Artificial intelligence convolution processing method, device, readable storage medium, and terminal
A technology of artificial intelligence and processing methods, applied in the field of artificial intelligence, can solve the problems of insufficient pipeline level of artificial intelligence algorithms
Active Publication Date: 2022-03-15
SHENZHEN CORERAIN TECH CO LTD
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Problems solved by technology
[0005] In view of the shortcomings of the prior art described above, the purpose of the present invention is to provide an artificial intelligence convolution processing method and an artificial intelligence processing device, which are used to solve technical problems such as insufficient pipeline level of artificial intelligence algorithms in the prior art.
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[0046] Embodiments of the present invention are described below through specific examples, and those skilled in the art can easily understand other advantages and effects of the present invention from the content disclosed in this specification. The present invention can also be implemented or applied through other different specific implementation modes, and various modifications or changes can be made to the details in this specification based on different viewpoints and applications without departing from the spirit of the present invention. It should be noted that, in the case of no conflict, the following embodiments and features in the embodiments can be combined with each other.
[0047] It should be noted that the diagrams provided in the following embodiments are only schematically illustrating the basic ideas of the present invention, and only the components related to the present invention are shown in the diagrams rather than the number, shape and shape of component...
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The present invention provides an artificial intelligence convolution processing method, which is applied to a processing module. The method includes: adding multiple columns of invalid data to the head end of the first data matrix to be processed stored in the first cache module to form a second A data matrix to be processed; wherein, the number of columns of the second data matrix to be processed is an integer multiple of the data transmission parallelism; the data transmission module transfers the second data matrix to be processed from the first cache according to a preset method The module is taken out to the convolution module for convolution operation. The present invention adds multiple columns of invalid data to the data matrix to be processed, so that the number of matrix columns after the addition of invalid data is a multiple of the parallelism of data transmission, so that the number of output convolution calculation result values is unified into pv, so it can be realized The pipeline processing of artificial intelligence convolution greatly improves the operating efficiency of artificial intelligence convolution calculation and greatly improves the performance of convolution calculation.
Description
technical field [0001] The present invention relates to the field of artificial intelligence, in particular to an artificial intelligence convolution processing method, device, readable storage medium, and terminal. Background technique [0002] Artificial Intelligence (Artificial Intelligence), the English abbreviation is AI. It is a new technical science that studies and develops theories, methods, technologies and application systems for simulating, extending and expanding human intelligence. [0003] The artificial intelligence algorithm is a neural network model algorithm that simulates the human brain, and its calculation volume is very huge. AlphaGo, which also uses the artificial intelligence algorithm, needs to use thousands of traditional processors (CPU) and hundreds of graphics processing units (GPU). ;Obviously, as artificial intelligence ushers in a new wave of revival today, traditional processors are becoming a bottleneck hindering the popularization of arti...
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IPC IPC(8): G06N3/04G06N3/063G06N3/08
CPCG06N3/063G06N3/08G06N3/045
Inventor 肖梦秋
Owner SHENZHEN CORERAIN TECH CO LTD