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Coding method, device, equipment and storage medium

A coding method and coding technology, applied in the coding field, can solve problems such as low model calculation efficiency

Pending Publication Date: 2021-03-19
LYNXI TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0004] The purpose of the embodiment of the present invention is to provide an encoding method, device, equipment and storage medium to solve the technical problem of low computational efficiency of the model

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  • Coding method, device, equipment and storage medium
  • Coding method, device, equipment and storage medium
  • Coding method, device, equipment and storage medium

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Embodiment Construction

[0026] The technical solutions in the embodiments of the present invention will be described below with reference to the drawings in the embodiments of the present invention.

[0027] The encoding method provided by the embodiment of the present invention is applicable to any situation where an analog value needs to be encoded into a pulse signal, and the present disclosure does not limit the applicable scenarios of the encoding method.

[0028] Hereinafter, the application scenario of this embodiment will be described by taking hybrid communication of an artificial neural network and a spike neural network as an example. In related technologies, the neurons of the artificial neural network transmit data through analog signals, and the neurons of the spiking neural network transmit data through pulse signals. By encoding the analog value output by the neurons of the artificial neural network into the target pulse signal that the spiking neural network can transmit and process,...

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Abstract

The invention discloses a coding method, device and equipment and a storage medium. The method comprises the following steps: acquiring a to-be-coded analog value; and encoding the analog value according to preset encoding information to obtain a target pulse signal at least comprising one spatial dimension. In the embodiment of the invention, the analog signal can be converted into the pulse signal only with the spatial dimension, namely the pulse signal with the pure spatial dimension, according to the preset encoding information; the analog signal can also be converted into a non-pure spatial dimension pulse signal, namely a multi-dimensional pulse signal including a time dimension and a space dimension. Therefore, an analog signal can be expressed in fewer time steps, high delay generated by the model is further reduced, and the calculation efficiency of the model is improved.

Description

technical field [0001] The present invention relates to the field of coding technology, in particular to a coding method, device, equipment and storage medium. Background technique [0002] The neurons of Spiking Neuron Networks (SNN) transmit data in the form of pulses. When the data to be processed by the spiking neural network is an analog value, the analog value can be converted into a pulse sequence of a certain time length for data transmission. [0003] However, in the related art, the calculation efficiency of the spiking neural network model is low due to converting the analog value into a pulse sequence of a certain time length. Contents of the invention [0004] The purpose of the embodiments of the present invention is to provide an encoding method, device, device and storage medium, so as to solve the technical problem of low model calculation efficiency. The specific technical scheme is as follows: [0005] In the first aspect of the embodiments of the pre...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N3/04G06N3/08
CPCG06N3/049G06N3/08G06N3/045
Inventor 吴臻志沈杨书
Owner LYNXI TECH CO LTD