HARDWARE ACCELERATION OF REINFORCEMENT LEARNING WITHIN NETWORK DEVICES

    公开(公告)号:US20230306082A1

    公开(公告)日:2023-09-28

    申请号:US17700944

    申请日:2022-03-22

    Abstract: A network interface device includes a memory to store configuration values associated with a reinforcement learning (RL) routine and a set of RL-related parameters associated with the RL routine, packet processing circuitry to receive network packets, and accelerator circuitry coupled to the memory and the packet processing circuitry. The accelerator circuitry is to: detect a network packet that includes a particular criterion; and execute the RL routine, using the configuration values and in response to detecting the network packet, to employ observation information derived from or associated with the network packet to perform an RL-related action.

    Pacing in a storage sub-system
    2.
    发明申请

    公开(公告)号:US20230052614A1

    公开(公告)日:2023-02-16

    申请号:US17505670

    申请日:2021-10-20

    Abstract: One embodiment includes data communication apparatus including a storage sub-system to be connected to storage devices, and processing circuitry to manage transfer of content with the storage devices over the storage sub-system responsively to content transfer requests, while pacing commencement of serving of respective ones of the content transfer requests responsively to availability of spare data capacity of the storage sub-system, find a malfunctioning storage device currently assigned a given data capacity of the storage sub-system and currently assigned to serve at least one content transfer request, and reallocate the given data capacity of the storage sub-system currently assigned to the malfunctioning storage device for use by at least another one of the storage devices while the at least one content transfer request assigned to be served by the malfunctioning storage device is still awaiting completion by the malfunctioning storage device.

    Pacing in a storage sub-system
    3.
    发明授权

    公开(公告)号:US11609700B2

    公开(公告)日:2023-03-21

    申请号:US17505670

    申请日:2021-10-20

    Abstract: One embodiment includes data communication apparatus including a storage sub-system to be connected to storage devices, and processing circuitry to manage transfer of content with the storage devices over the storage sub-system responsively to content transfer requests, while pacing commencement of serving of respective ones of the content transfer requests responsively to availability of spare data capacity of the storage sub-system, find a malfunctioning storage device currently assigned a given data capacity of the storage sub-system and currently assigned to serve at least one content transfer request, and reallocate the given data capacity of the storage sub-system currently assigned to the malfunctioning storage device for use by at least another one of the storage devices while the at least one content transfer request assigned to be served by the malfunctioning storage device is still awaiting completion by the malfunctioning storage device.

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