公开(公告)号：US20220343135A1

公开(公告)日：2022-10-27

申请号：US17860031

申请日：2022-07-07

Applicant: Apple Inc.

Inventor： Saman NADERIPARIZI ,  Mohammad RASTEGARI ,  Sayyed Karen KHATAMIFARD

IPC: G06N3/02 ,  G06F3/06 ,  G06N3/04

Abstract: In one embodiment, a computing device includes an input sensor providing an input data; a programmable logic device (PLD) implementing a convolutional neural network (CNN), wherein: each compute block of the PLD corresponds to one of a multiple of convolutional layers of the CNN, each compute block of the PLD is placed in proximity to at least two memory blocks, a first one of the memory blocks serves as a buffer for the corresponding layer of the CNN, and a second one of the memory blocks stores model-specific parameters for the corresponding layer of the CNN.

公开(公告)号：US20240273335A1

公开(公告)日：2024-08-15

申请号：US18582487

申请日：2024-02-20

Applicant: Apple Inc.

Inventor： Saman NADERIPARIZI ,  Mohammad RASTEGARI ,  Sayyed Karen KHATAMIFARD

IPC: G06N3/02 ,  G06F3/06 ,  G06N3/045 ,  G06N3/063

CPC classification number: G06N3/02 ,  G06F3/0604 ,  G06F3/0676 ,  G06F3/0677 ,  G06N3/045 ,  G06N3/063

Abstract: In one embodiment, a computing device includes an input sensor providing an input data; a programmable logic device (PLD) implementing a convolutional neural network (CNN), wherein: each compute block of the PLD corresponds to one of a multiple of convolutional layers of the CNN, each compute block of the PLD is placed in proximity to at least two memory blocks, a first one of the memory blocks serves as a buffer for the corresponding layer of the CNN, and a second one of the memory blocks stores model-specific parameters for the corresponding layer of the CNN.