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Operation method and device and related product

A technology for running equipment and generating operations, applied in the field of information processing, can solve the problems of low processing efficiency, large power consumption, and high complexity of neural network algorithms, and achieve the effects of high processing efficiency, low material cost, and low error probability.

Active Publication Date: 2020-04-28
CAMBRICON TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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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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  • Operation method and device and related product
  • Operation method and device and related product
  • Operation method and device and related product

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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 invention relates to an operation method and device and a related product. The device comprises an equipment determination module and an instruction generation module, and the equipment determination module is used for calculating a macro instruction according to a received matrix vector and determining operation equipment for executing the matrix vector calculation macro instruction. The instruction generation module is used for calculating a macro instruction and operation equipment according to the matrix vector and generating an operation instruction. The operation method, the operation device and the related product provided by the embodiment of the invention can be used in a cross-platform manner, and are good in applicability, high in instruction conversion speed, high in processing efficiency, low in error probability and low in developed manpower and material resource cost.

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