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Computing method, device and related products

A technology for running equipment and generating operations, applied in the field of information processing, can solve problems such as low processing efficiency, large power consumption, and increased model scale, and achieve the effects of low error probability, low material cost, and high processing efficiency.

Active Publication Date: 2021-02-09
CAMBRICON TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, due to the increasing complexity of neural network algorithms, the size of its model continues to increase
A large-scale neural network model based on a Graphics Processing Unit (GPU for short) and a Central Processing Unit (CPU for short) takes a lot of computing time and consumes a lot of power.
In related technologies, the way of accelerating the processing speed of neural network models has problems such as inability to cross-platform processing, low processing efficiency, high development cost, and error-prone.

Method used

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  • Computing method, device and related products
  • Computing method, device and related products
  • Computing method, device and related products

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Embodiment Construction

[0036] Various exemplary embodiments, features, and aspects of the present disclosure will be described in detail below with reference to the accompanying drawings. The same reference numbers in the figures indicate functionally identical or similar elements. While various aspects of the embodiments are shown in drawings, the drawings are not necessarily drawn to scale unless specifically indicated.

[0037] The word "exemplary" is used exclusively herein to mean "serving as an example, embodiment, or illustration." Any embodiment described herein as "exemplary" is not necessarily to be construed as superior or better than other embodiments.

[0038] In addition, in order to better illustrate the present disclosure, numerous specific details are given in the following specific implementation manners. It will be understood by those skilled in the art that the present disclosure may be practiced without some of the specific details. In some instances, methods, means, componen...

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Abstract

The disclosure relates to a computing method, device and related products. The device includes a device determining module and an instruction generating module. The device determining module is used to determine the operating device for executing the matrix-vector computing macro-command according to the received matrix-vector computing macro-command. The instruction generating module is used to calculate macro instructions and operating devices according to the matrix vector, and generate operating instructions. The computing method, device and related products provided by the embodiments of the present disclosure can be used across platforms, have good applicability, fast instruction conversion, high processing efficiency, low error probability, and low manpower and material cost for development.

Description

technical field [0001] The present disclosure relates to the technical field of information processing, and in particular to a method, device and related products for generating matrix and vector calculation instructions. Background technique [0002] With the continuous development of technology, the use of neural network algorithms is becoming more and more extensive. It has been well applied in image recognition, speech recognition, natural language processing and other fields. However, due to the increasing complexity of neural network algorithms, the size of its model continues to increase. A large-scale neural network model based on a Graphics Processing Unit (GPU for short) and a Central Processing Unit (CPU for short) takes a lot of computing time and consumes a lot of power. In related technologies, the way of speeding up the processing speed of the neural network model has problems such as incapability of cross-platform processing, low processing efficiency, high...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F9/30G06N3/063
CPCG06F9/30036G06F9/3017G06N3/063
Inventor 不公告发明人
Owner CAMBRICON TECH CO LTD