Title:
ACCELERATION SYSTEM AND METHOD BASED ON CONVOLUTIONAL NEURAL NETWORK, AND STORAGE MEDIUM
Document Type and Number:
WIPO Patent Application WO/2021/259098
Kind Code:
A1
Abstract:
Embodiments of the present application disclose an acceleration system and method based on a convolutional neural network, and a storage medium. The acceleration system comprises: a direct memory accessor, configured to store a computational graph, the computational graph comprising N layers of computing nodes; a data stream lake buffer region, comprising a first data stream lake buffer and a second data stream lake buffer, the first data stream lake buffer being configured to cache the computational graph; an arithmetic unit, configured to obtain the i-th layer of computing nodes of the computational graph from the first data stream lake buffer for computation to obtain the (i+1)-th layer of computing nodes; and a first fan-out device, configured to replicate the (i+1)-th layer of computing nodes and store same in the direct memory accessor and the second data stream lake buffer, separately, the arithmetic unit extracting the (i+1)-th layer of computing nodes from the second data stream lake buffer for computation to obtain the (i+2)-th layer of computing nodes, the above steps being repeated until the N-th layer of computing nodes is obtained, wherein 1≤i≤n-3, n≥4, i is a positive integer, and n is a positive integer.
Inventors:
ZENG CHENGLONG (CN)
LI YUANCHAO (CN)
TSOI KUEN HUNG (CN)
NIU XINYU (CN)
LI YUANCHAO (CN)
TSOI KUEN HUNG (CN)
NIU XINYU (CN)
Application Number:
PCT/CN2021/100236
Publication Date:
December 30, 2021
Filing Date:
June 16, 2021
Export Citation:
Assignee:
SHENZHEN CORERAIN TECH CO LTD (CN)
International Classes:
G06F13/28
Foreign References:
CN111752879A | 2020-10-09 | |||
CN111160545A | 2020-05-15 | |||
CN109542513A | 2019-03-29 | |||
CN109284817A | 2019-01-29 | |||
US20200167098A1 | 2020-05-28 |
Attorney, Agent or Firm:
BEYOND ATTORNEYS AT LAW (CN)
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