Invention Grant
- Patent Title: Hybrid memory management of non-volatile memory (NVM) devices for use with recurrent neural networks
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Application No.: US17499588Application Date: 2021-10-12
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Publication No.: US11893244B2Publication Date: 2024-02-06
- Inventor: Daniel Joseph Linnen , Ariel Navon , Alexander Bazarsky , Ofir Pele
- Applicant: Western Digital Technologies, Inc.
- Applicant Address: US CA San Jose
- Assignee: Western Digital Technologies, Inc.
- Current Assignee: Western Digital Technologies, Inc.
- Current Assignee Address: US CA San Jose
- Agency: LOZA & LOZA, LLP
- Agent Gabriel Fitch
- Main IPC: G06F3/06
- IPC: G06F3/06 ; G06F11/10 ; G06N3/10

Abstract:
Recurrent Neural Networks (RNNs) wherein a non-volatile memory (NVM) array provides a memory bank for the RNN. The RNN may include a Neural Turning Machine (NTM) and the memory bank may be an NTM matrix stored in the NVM array. In some examples, a data storage device (DSD) that controls the NVM array includes both a data storage controller and a separate NTM controller. The separate NTM controller accesses the NTM matrix of the NVM array directly while bypassing flash translation layer (FTL) components of the data storage controller. Additionally, various majority wins error detection and correction procedures are described, as well as various disparity count-based procedures.
Public/Granted literature
- US20230116755A1 HYBRID MEMORY MANAGEMENT OF NON-VOLATILE MEMORY (NVM) DEVICES FOR USE WITH RECURRENT NEURAL NETWORKS Public/Granted day:2023-04-13
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