发明申请
WO2021108031A1 SYSTEMS AND METHODS FOR IMPLEMENTING OPERATIONAL TRANSFORMATIONS FOR RESTRICTED COMPUTATIONS OF A MIXED-SIGNAL INTEGRATED CIRCUIT
审中-公开
基本信息:
- 专利标题： SYSTEMS AND METHODS FOR IMPLEMENTING OPERATIONAL TRANSFORMATIONS FOR RESTRICTED COMPUTATIONS OF A MIXED-SIGNAL INTEGRATED CIRCUIT
- 申请号：PCT/US2020/053692 申请日：2020-10-01
- 公开(公告)号：WO2021108031A1 公开(公告)日：2021-06-03
- 发明人： MORTEN, Andrew , STOTZER, Eric , WU, Pei-Ci , TZOUFRAS, Michail , FICK, David
- 申请人： MYTHIC, INC.
- 申请人地址： 1905-A Kramer Ln., Suite 200
- 专利权人： MYTHIC, INC.
- 当前专利权人： MYTHIC, INC.
- 当前专利权人地址： 1905-A Kramer Ln., Suite 200
- 代理机构： ALCE, Padowithz
- 优先权： US62/940,487 2019-11-26
- 主分类号： G06F30/30
- IPC分类号： G06F30/30 ; G06F30/373 ; G06F30/38 ; G06F30/398 ; G06N3/02 ; G01R31/307 ; G01R31/26
摘要：
Systems and methods for improving a computational performance of a mixed-signal integrated circuit includes identifying a suboptimal graph component of a computation graph of a subject application, wherein: (i) the computation graph comprises a plurality of graphical nodes representing computational operations and a plurality of graphical edges representing data dependencies between the graphical nodes, and (ii) the suboptimal graph component comprises a subset of the plurality of graphical nodes and the plurality of graphical edges that do not satisfy an optimal operation threshold; at compile time, selectively applying an optimizing transformation to the suboptimal graph component based on attributes of a first activation function within the suboptimal graph component, wherein the optimization transformation, when applied, transforms the suboptimal graph component to an optimal graph component that satisfies the optimal operation threshold; and reconstructing the computation graph using the optimal graph component in a place of the suboptimal graph component.