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 | , , , , , |
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Format | Patent |
Language | Chinese 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 |
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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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DocumentTitleAlternate | 网络模型的混合精度量化方法、设备及计算机存储介质 |
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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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