Mixing precision quantification method of network model, equipment and computer storage medium

The embodiment of the invention provides a mixing precision quantification method of a network model, equipment and a computer storage medium. The method comprises the steps: acquiring a network model and a configured network model corresponding to the network model, wherein data of network layers i...

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Main Authors LYU NIQI, KANG RUIPENG, YOU LIANG, LONG XIN, CHENG WENHUA, FANG MINQUAN
Format Patent
LanguageChinese
English
Published 28.09.2021
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Abstract The embodiment of the invention provides a mixing precision quantification method of a network model, equipment and a computer storage medium. The method comprises the steps: acquiring a network model and a configured network model corresponding to the network model, wherein data of network layers in the network model are of a first data type, data of at least one network layer in the configured network model are of a second data type, and the data processing precision corresponding to the second data type is lower than the data processing precision corresponding to the first data type; generating calibration data corresponding to the network model; processing the calibration data by using a network model to obtain a first processing result; processing the calibration data by using the configured network model to obtain a second processing result; and determining the sensitivity corresponding to at least one network layer in the network model based on the first processing result and the second processing resu
AbstractList The embodiment of the invention provides a mixing precision quantification method of a network model, equipment and a computer storage medium. The method comprises the steps: acquiring a network model and a configured network model corresponding to the network model, wherein data of network layers in the network model are of a first data type, data of at least one network layer in the configured network model are of a second data type, and the data processing precision corresponding to the second data type is lower than the data processing precision corresponding to the first data type; generating calibration data corresponding to the network model; processing the calibration data by using a network model to obtain a first processing result; processing the calibration data by using the configured network model to obtain a second processing result; and determining the sensitivity corresponding to at least one network layer in the network model based on the first processing result and the second processing resu
Author KANG RUIPENG
YOU LIANG
CHENG WENHUA
LYU NIQI
LONG XIN
FANG MINQUAN
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Snippet The embodiment of the invention provides a mixing precision quantification method of a network model, equipment and a computer storage medium. The method...
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SubjectTerms CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
Title Mixing precision quantification method of network model, equipment and computer storage medium
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