公开(公告)号：US20250005353A1

公开(公告)日：2025-01-02

申请号：US18695316

申请日：2021-12-28

Applicant: TSINGHUA UNIVERSITY

Inventor： Huaqiang WU ,  Ruihua YU ,  Peng YAO ,  Dabin WU ,  Bin GAO ,  Hu HE ,  Jianshi TANG ,  He QIAN

IPC: G06N3/08

Abstract: A data processing apparatus and a data processing method. The data processing apparatus includes: a bidirectional data processing module, including at least one storage and computing integration computing array; a controlling module, configured to switch a working mode of the bidirectional data processing module to an inference working mode to perform an inference computing task, and to switch the working mode of the bidirectional data processing module to a training working mode to perform a training computing task; a parameter management module, configured to set a weight parameter of the bidirectional data processing module; and an inputting and outputting module, configured to generate a computing inputting signal according to inputting data of the computing task, provide the computing inputting signal to the bidirectional data processing module, and receive a computing outputting signal from the bidirectional data processing module and generate outputting data according to the computing outputting signal.

公开(公告)号：US20220137941A1

公开(公告)日：2022-05-05

申请号：US17517096

申请日：2021-11-02

Applicant: TSINGHUA UNIVERSITY

Inventor： Huaqiang WU ,  Ruihua YU ,  Yilong GUO ,  Jianshi TANG ,  Bin GAO ,  He QIAN

IPC: G06F8/41 ,  G06N3/10 ,  G06F17/16

Abstract: A compilation method, a compilation apparatus suitable for an In-Memory Computing apparatus, a computing device and a storage medium. The compilation method includes: acquiring calculation information of an algorithm to be compiled; converting the algorithm to be compiled into the first intermediate representation according to the calculation information; mapping the first intermediate representation to the second intermediate representation; and compiling the algorithm to be compiled into instruction information recognized by the In-Memory Computing apparatus according to the hardware information, to make the In-Memory Computing apparatus execute the instruction information. The compilation method may compile the calculation information into instructions that may be directly executed by the In-Memory Computing apparatus, so as to realize the effect of accelerating the operations of various algorithms by using the In-Memory Computing apparatus.