Artificial intelligence algorithm operation acceleration processor and method, system and readable medium
A technology to accelerate processors and artificial intelligence, applied in transmission systems, electrical digital data processing, input/output processes of data processing, etc., can solve problems such as different calculation volumes and poor utilization of arithmetic units
Pending Publication Date: 2022-07-29
GENESYS LOGIC INC
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At the same time, the key point of efficient convolution operation is to improve the traditional convolution operation method into several stages, and the amount of calculation required in these stages is different, which in turn results in the use of the same operator in different stages. Problem with poor utility rate
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[0067] The technical terms in this specification refer to the common terms in the technical field. If some terms are described or defined in this specification, the interpretation of this part of the terms is subject to the descriptions or definitions in this specification. Each embodiment of the present disclosure has one or more technical features. Under the premise of possible implementation, those skilled in the art can selectively implement some or all of the technical features in any embodiment, or selectively combine some or all of the technical features in these embodiments.
[0068] Please refer to figure 1 , which shows a functional block diagram of the computer system 100 according to an embodiment of the present application. The computer system 100 includes: a memory unit 110, a memory read-write controller 115, and an artificial intelligence algorithm operation acceleration processor 120. The memory read / write controller 115 is coupled to the memory unit 110 and...
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The invention provides an artificial intelligence (AI) algorithm operation acceleration processor and method, a computer system and a non-transitory computer readable medium. The artificial intelligence algorithm operation acceleration processor includes: a first temporary storage area which temporarily stores a first portion of the input data, the first temporary storage area having a predetermined data length; the second temporary storage area is used for temporarily storing the first part of the description data; the third temporary storage area is used for temporarily storing the first part of the weight data; the first arithmetic unit is used for operating the first part of the input data and the first part of the weight data to generate a first operation result; the fourth temporary storage area is used for temporarily storing the first operation result; the fifth temporary storage area is used for temporarily storing a second part of the weight data; and the second arithmetic unit is used for operating the first operation result and the second part of the weight data to generate a second operation result. When the fourth temporary storage area is full of the preset data volume, the second arithmetic unit is triggered to operate the first operation result and the second part of the weight data;
Description
technical field [0001] The present invention relates to an artificial intelligence (AI) algorithm calculation acceleration processor and method thereof, a computer system and a non-transitory computer-readable medium. Background technique [0002] Edge computing is a network computing architecture where the computing process is as close to the data source as possible to reduce latency and bandwidth usage. The goal is to reduce the amount of computation performed in a centralized remote location (such as the "cloud"), thereby minimizing the amount of communication between remote clients and servers. In recent years, the rapid development of technology has made the practicality of edge computing more feasible. [0003] In edge computing, user terminal devices (such as, but not limited to, smart phones, etc.) can speed up data processing and transmission and reduce delays. Edge computing can rely on the AI hardware accelerator of the user terminal device to complete. [00...
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IPC IPC(8): G06N3/063G06N3/04
CPCG06N3/063G06N3/048G06N3/045G06F3/0655G06F3/0604
Inventor 林文翔郑师尧林金岷
Owner GENESYS LOGIC INC