Patent · US Active

Deep neural network accelerator for optimized data processing, and control method of the deep neural network accelerator

US12124879B2 · kind B2 · utility

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19Claims
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Key dates

Filing dateMar 29, 2023
Grant dateOct 22, 2024
Priority date
Expiry dateApr 26, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N3/063
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Provided is a control method of a deep neural network (DNN) accelerator for optimized data processing. The control method includes, based on a dataflow and a hardware mapping value of neural network data allocated to a first-level memory, calculating a plurality of offsets representing start components of a plurality of data tiles of the neural network data, based on receiving an update request for the neural network data from a second-level memory, identifying a data type of an update data tile corresponding to the received update request among the plurality of data tiles, identifying one or more components of the update data tile, based on the data type of the update data tile and an offset of the update data tile among the calculated plurality of offsets, and updating neural network data of the identified one or more components between the first-level memory and the second-level memory.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.