Method and apparatus with neural network data quantizing

    公开(公告)号:US12106219B2

    公开(公告)日:2024-10-01

    申请号:US15931362

    申请日:2020-05-13

    CPC classification number: G06N3/084 G06N3/04 G06N3/0495

    Abstract: A neural network data quantizing method includes: obtaining local quantization data by firstly quantizing, based on a local maximum value for each output channel of a current layer of a neural network, global recovery data obtained by recovering output data of an operation of the current layer based on a global maximum value corresponding to a previous layer of the neural network; storing the local quantization data in a memory to perform an operation of a next layer of the neural network; obtaining global quantization data by secondarily quantizing, based on a global maximum value corresponding to the current layer, local recovery data obtained by recovering the local quantization data based on the local maximum value for each output channel of the current layer; and providing the global quantization data as input data for the operation of the next layer.

    METHOD AND APPARATUS WITH NEURAL NETWORK DATA QUANTIZING

    公开(公告)号:US20210110270A1

    公开(公告)日:2021-04-15

    申请号:US15931362

    申请日:2020-05-13

    Abstract: A neural network data quantizing method includes: obtaining local quantization data by firstly quantizing, based on a local maximum value for each output channel of a current layer of a neural network, global recovery data obtained by recovering output data of an operation of the current layer based on a global maximum value corresponding to a previous layer of the neural network; storing the local quantization data in a memory to perform an operation of a next layer of the neural network; obtaining global quantization data by secondarily quantizing, based on a global maximum value corresponding to the current layer, local recovery data obtained by recovering the local quantization data based on the local maximum value for each output channel of the current layer; and providing the global quantization data as input data for the operation of the next layer.

    Data signal receiver, transceiver system and method of receiving data signal
    5.
    发明授权
    Data signal receiver, transceiver system and method of receiving data signal 有权
    数据信号接收机,收发机系统和接收数据信号的方法

    公开(公告)号:US09136830B1

    公开(公告)日:2015-09-15

    申请号:US14666988

    申请日:2015-03-24

    Abstract: A data signal receiver includes a clock signal filter, a falling pulse signal generator, a mixing block, and a sampler. The clock signal filter generates a first filtered clock signal and a second filtered clock signal by filtering a clock signal. The falling pulse signal generator generates a falling pulse signal based on the first filtered clock signal. The mixing block generates a mixed data signal by mixing a data signal and the falling pulse signal. The sampler generates a recovered data signal by sampling the mixed data signal in response to the second filtered clock signal.

    Abstract translation: 数据信号接收器包括时钟信号滤波器,下降脉冲信号发生器,混合块和采样器。 时钟信号滤波器通过对时钟信号进行滤波来产生第一滤波时钟信号和第二滤波时钟信号。 下降脉冲信号发生器基于第一滤波时钟信号产生下降脉冲信号。 混合块通过混合数据信号和下降脉冲信号来产生混合数据信号。 采样器通过响应于第二滤波时钟信号对混合数据信号进行采样而产生恢复的数据信号。

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