Machine learning based firmware version recommender

    公开(公告)号:US12166629B2

    公开(公告)日:2024-12-10

    申请号:US17949106

    申请日:2022-09-20

    Abstract: Examples of the presently disclosed technology provide automated firmware recommendation systems that inject the intelligence of machine learning into the firmware recommendation process. To accomplish this, examples train a machine learning model on troves of historical customer firmware update data on a dynamic basis (e.g., examples may train the machine learning model on weekly basis to predict accepted firmware updates made by a vendor's customers across the most recent 6 months). From this dynamic training, the machine learning model can learn to predict/recommend an optimal firmware version for a customer/network device cluster based on firmware-related features, recent customer preferences, and other customer-specific factors. Once trained, examples can deploy the machine learning model to make highly tailored firmware recommendations for individual network device clusters of individual customers taking the above described factors into account.

    VIRTUAL-TIME RATE FOR MANAGING QUEUES

    公开(公告)号:US20240406117A1

    公开(公告)日:2024-12-05

    申请号:US18498460

    申请日:2023-10-31

    Abstract: A system maintains a queue structure used for storing packets and comprising a plurality of sub-queues used to process the packets, wherein the packets in the queue structure are to be dequeued by a scheduler. The system computes a respective packet virtual time for a respective packet based on at least a packet virtual time of a previous packet processed by the same sub-queue. The system computes a global virtual time based on a packet virtual time of a packet being dequeued from the queue structure. The system measures a rate at which the global virtual time progresses based on the virtual time of packets dequeued from the queue structure. The system manages congestion in the sub-queues based on the rate at which the global virtual time progresses, a metric of a respective sub-queue, and an amount of a resource for the queue structure.

    DISTRIBUTED STATE STORE SUPPORTING MULTIPLE PROTOCOLS

    公开(公告)号:US20240403105A1

    公开(公告)日:2024-12-05

    申请号:US18800411

    申请日:2024-08-12

    Abstract: Examples described herein are generally directed to facilitating access to container state through multiple protocols. According to an example, a distributed state store is provided in which container state is accessible by multiple client containers via nodes of the distributed state store across which the container state is replicated. Responsive to receipt from a first client container of a storage request via a first application programming interface (API) method of the distributed state store that is associated with a first protocol, the container state is stored within the distributed state store. Responsive to receipt from a second client container of an access request via a second API method of the distributed state store that is associated with a second protocol, the container state is returned to the second client container via the second protocol.

    TENSORIZED INTEGRATED COHERENT ISING MACHINE

    公开(公告)号:US20240402572A1

    公开(公告)日:2024-12-05

    申请号:US18328555

    申请日:2023-06-02

    Abstract: Examples of the present technology provide “tensorized” integrated coherent Ising machines that improve scalability by leveraging a tensorized optical coupling matrix comprising layers of multi-wavelength photonic tensor-train (TT) cores cascaded together via passive optical cross-connects. A multi-wavelength photonic TT core may comprise a Mach Zehnder interferometer (MZI) mesh (i.e., a lattice/array of interconnected MZIs) that modulates the phase and/or amplitude of optical signals. Tensorized integrated CIMs of the present technology can achieve further scalability optimizations by implementing bistable Ising nodes via one or more multi-wavelength Ising node collections. A multi-wavelength Ising node collection may comprise a bistable Ising nodes implemented on a common MZI, where each bistable Ising node of the multi-wavelength Ising node collection is associated with a separate wavelength of light.

    OPTOELECTRONIC DEVICES COMPRISING BURIED WIDE BANDGAP HIGH THERMAL CONDUCTIVITY MATERIAL

    公开(公告)号:US20240388061A1

    公开(公告)日:2024-11-21

    申请号:US18320608

    申请日:2023-05-19

    Abstract: Optical devices and methods of fabricating the same are provided. An example of the disclosed optical devices includes an epitaxial mesa formed on a silicon substrate and a single crystal semiconductor material layer formed between the silicon substrate and the epitaxial mesa. The single crystal semiconductor material layer comprises a bandgap that is wider than a bandgap of the epitaxial mesa. The example optical device also includes a semiconductor device layer formed between the single crystal semiconductor material layer and the epitaxial mesa. Examples of the optical devices include vertical injection optical devices, which can include an optically active region. In these examples, the bandgap of the single crystal semiconductor material layer is wider than a bandgap of the optically active region.

    Securing a container ecosystem
    39.
    发明授权

    公开(公告)号:US12135826B2

    公开(公告)日:2024-11-05

    申请号:US17929814

    申请日:2022-09-06

    Abstract: Examples described herein relate to a security management system to secure a container ecosystem. In some examples, the security management system may protect one or more entities such as container management applications, container images, containers, and/or executable applications within the containers. The security management system may make use of digital cryptography to generate digital signatures corresponding to one or more of these entities and verify them during the execution so that any compromised entities can be blocked from execution and the container ecosystem may be safeguarded from any malicious network attacks.

    RETRY MECHANISM FOR ACCESS POINT MULTI-LINK DEVICE

    公开(公告)号:US20240365419A1

    公开(公告)日:2024-10-31

    申请号:US18308061

    申请日:2023-04-27

    CPC classification number: H04W76/19 H04W76/15 H04W88/08

    Abstract: In implementations of the present disclosure, a retry mechanism for access point multi-link device is provided. An access point (AP) multi-link device (MLD) detects a trigger condition for a retry on a first link. After detecting the trigger condition, the AP MLD further selects a second link from a plurality of links. The AP MLD then selects a retry mode from a plurality of retry modes for the second link, and transmits a retry packet on the second link using the selected retry mode. Implementations of the present disclosure can fully utilize the MLD properties to help speed up the transmissions of the retry frames, and can reduce the channel occupation and increase the channel utilization of the retry frames.

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