Patents by Inventor Hongzhen LIU

Hongzhen LIU has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Interleaved data conversion to change data formats
    Patent number: 11907118
    Abstract: Method, systems and apparatuses may provide for technology that identifies first data and second data to be stored in a data storage. Each of the first data and the second data are in a first data format. Some technology may also interleave the first data with the second data. The interleaved first and second data are in a second data format. The second data format is different from the first data format.
    Type: Grant
    Filed: November 7, 2019
    Date of Patent: February 20, 2024
    Assignee: Intel Corporation
    Inventors: Yong Wu, Mohammad Haghighat, Zhong Cao, Feng Yuan, Hongzhen Liu
  • ACCELERATED SCALE-OUT PERFORMANCE OF DEEP LEARNING TRAINING WORKLOAD WITH EMBEDDING TABLES
    Publication number: 20240037378
    Abstract: Systems, apparatuses and methods may provide for technology that identifies an embedding table associated with a neural network. The neural network is associated with a plurality of compute nodes. The technology further identifies a number of entries of the embedding table, and determines whether to process gradients associated with the embedding table as dense gradients or sparse gradients based on the number of entries.
    Type: Application
    Filed: December 24, 2020
    Publication date: February 1, 2024
    Applicant: Intel Corporation
    Inventors: Guokai Ma, Jiong Gong, Dhiraj Kalamkar, Rachitha Prem Seelin, Hongzhen Liu, Akshay Jain, Liangang Zhang
  • INTERLEAVED DATA CONVERSION TO CHANGE DATA FORMATS
    Publication number: 20230153240
    Abstract: Method, systems and apparatuses may provide for technology that identifies first data and second data to be stored in a data storage. Each of the first data and the second data are in a first data format. Some technology may also interleave the first data with the second data. The interleaved first and second data are in a second data format. The second data format is different from the first data format.
    Type: Application
    Filed: November 7, 2019
    Publication date: May 18, 2023
    Applicant: Intel Corporation
    Inventors: Yong Wu, Mohammad Haghighat, Zhong Cao, Feng Yuan, Hongzhen Liu
  • TECHNOLOGY TO MINIMIZE THE NEGATIVE IMPACT OF CACHE CONFLICTS CAUSED BY INCOMPATIBLE LEADING DIMENSIONS IN MATRIX MULTIPLICATION AND CONVOLUTION KERNELS WITHOUT DIMENSION PADDING
    Publication number: 20220350863
    Abstract: Systems, apparatuses and methods may provide for technology that determines a ratio of floating point instructions to memory read instructions and controls a dimension size of a matrix kernel based at least in part on the ratio. In one example, the matrix kernel conducts an operation between a first matrix and a second matrix and the technology reuses elements of the first matrix for multiple vector lines of the second matrix.
    Type: Application
    Filed: December 16, 2019
    Publication date: November 3, 2022
    Inventors: Yong Wu, Xiaodong LIN, Zhong CAO, Feng YUAN, Hongzhen LIU