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Operation data quantification method and related products

A technology for computing data and quantifying methods, applied in the field of neural networks, which can solve the problems of large amount of calculation and high power consumption

Pending Publication Date: 2020-10-27
SHANGHAI CAMBRICON INFORMATION TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The operation of the existing neural network is based on the CPU (Central Processing Unit, central processing unit) or GPU (English: Graphics Processing Unit, graphics processing unit) to realize the reasoning (ie forward operation) of the neural network. large, high power consumption

Method used

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  • Operation data quantification method and related products
  • Operation data quantification method and related products
  • Operation data quantification method and related products

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Embodiment Construction

[0073] In order to enable those skilled in the art to better understand the present disclosure, the technical solutions in the embodiments of the present disclosure will be clearly and completely described below in conjunction with the drawings in the embodiments of the present disclosure. Obviously, the described embodiments are only It is a part of the embodiments of the present disclosure, but not all of them. Based on the embodiments in the present disclosure, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present disclosure.

[0074] The quantification method of computing data provided in the present application can run in a processor, and the above-mentioned processor can be a general-purpose processor, such as a central processing unit CPU, or a dedicated processor, such as a graphics processing unit GPU. Implemented within the AI ​​processor. The present application does not limit...

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Abstract

The invention provides an operation data quantification method and a related product, the method comprises the steps of executing quantification processing on data operated by a neural network and operating the processed data, and the technical scheme provided by the invention has the advantages of small calculation amount, high calculation efficiency and low energy consumption.

Description

technical field [0001] The present disclosure relates to the field of neural networks, and in particular to a method for quantifying computing data and related products. Background technique [0002] Artificial Neural Network (ANN) is a research hotspot in the field of artificial intelligence since the 1980s. It abstracts the human brain neuron network from the perspective of information processing, establishes a simple model, and forms different networks according to different connection methods. In engineering and academia, it is often referred to directly as a neural network or a neural network. A neural network is an operational model consisting of a large number of nodes (or neurons) connected to each other. The operation of the existing neural network is based on the CPU (Central Processing Unit, central processing unit) or GPU (English: Graphics Processing Unit, graphics processing unit) to realize the reasoning (ie forward operation) of the neural network. Large, ...

Claims

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Application Information

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IPC IPC(8): G06N3/063G06N3/08
CPCG06N3/063G06N3/084
Inventor 不公告发明人
Owner SHANGHAI CAMBRICON INFORMATION TECH CO LTD
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