TRAINING APPARATUS AND METHOD FOR NEURAL NETWORK MODEL, AND RELATED DEVICE

    公开(公告)号:US20230087642A1

    公开(公告)日:2023-03-23

    申请号:US17991683

    申请日:2022-11-21

    Abstract: A training apparatus used for model training on a neural network in the field of artificial intelligence (AI) is disclosed. The training apparatus includes a plurality of accelerators. In a parallel processing process in which the training apparatus trains a neural network model using the plurality of accelerators, a complete weight coefficient of the neural network model is stored in the plurality of accelerators in the training apparatus in a distributed manner. Weight coefficients of the plurality of accelerators are subsequently added to obtain the complete weight coefficient. The neural network model is further trained on each accelerator based on different input data and the complete weight coefficient. Thus, the complete weight coefficient is stored in the plurality of accelerators in the training apparatus in a distributed manner, to reduce video random access memory (RAM) consumption of the training apparatus in a training process of the neural network model.

    FLOW ENTRY GENERATING METHOD AND APPARATUS
    2.
    发明申请
    FLOW ENTRY GENERATING METHOD AND APPARATUS 审中-公开
    流入生成方法和装置

    公开(公告)号:US20160359642A1

    公开(公告)日:2016-12-08

    申请号:US15242243

    申请日:2016-08-19

    Abstract: This application discloses a flow entry generating method and apparatus. The method includes: receiving a service path establishment request, where the service path establishment request includes a constraint, a source device, and a target device; finding, in a data transmission network according to a cross-layer information model, a service path that meets the constraint and is from the source device to the target device, where the cross-layer information model is a model that describes, at a same layer, an overall topology relationship between an IP layer and an optical layer; and generating a respective corresponding flow entry for each forwarding device in the service path, and sending the flow entry to a corresponding forwarding device. This application can greatly reduce time complexity of computing the service path, and improve efficiency of computing the service path, thereby improving efficiency of generating a flow entry.

    Abstract translation: 本申请公开了一种流入口生成方法和装置。 该方法包括:接收服务路径建立请求,其中服务路径建立请求包括约束,源设备和目标设备; 在根据跨层信息模型的数据传输网络中,发现满足约束并且从源设备到目标设备的服务路径,其中跨层信息模型是同一描述的模型 层,IP层和光层之间的整体拓扑关系; 并为业务路径中的每个转发设备生成相应的相应流项,并将流条目发送到对应的转发设备。 该应用可以大大减少计算业务路径的时间复杂度,提高计算业务路径的效率,提高生成流入口的效率。

    Flow entry generating method and apparatus

    公开(公告)号:US10341141B2

    公开(公告)日:2019-07-02

    申请号:US15242243

    申请日:2016-08-19

    Abstract: This application discloses a flow entry generating method and apparatus. The method includes: receiving a service path establishment request, where the service path establishment request includes a constraint, a source device, and a target device; finding, in a data transmission network according to a cross-layer information model, a service path that meets the constraint and is from the source device to the target device, where the cross-layer information model is a model that describes, at a same layer, an overall topology relationship between an IP layer and an optical layer; and generating a respective corresponding flow entry for each forwarding device in the service path, and sending the flow entry to a corresponding forwarding device. This application can greatly reduce time complexity of computing the service path, and improve efficiency of computing the service path, thereby improving efficiency of generating a flow entry.

    Data transmission cable and related device

    公开(公告)号:US12217886B2

    公开(公告)日:2025-02-04

    申请号:US17985333

    申请日:2022-11-11

    Abstract: A data transmission cable (100) includes: a signal bundle (110), where the signal bundle (110) includes at least three signal cables, the at least three signal cables are disposed at intervals, pairwise signal cables form a differential pair signal cable, and the differential pair signal cable is used to transmit a differential data signal; a ground cable (120), where the ground cable (120) encircles and covers the signal bundle (110), and the ground cable (120) is used to transmit a ground signal and isolate the signal bundle (110) from a signal bundle (110) of another data transmission cable (100); and a filling medium (130), where the filling medium (130) is disposed in space on an inner side of the ground cable (120) except the signal cable, so that a problem that a MIPI bus has poor transmission quality and a short transmission distance can be resolved.

    Flow entry generating method and apparatus

    公开(公告)号:US11082262B2

    公开(公告)日:2021-08-03

    申请号:US16423056

    申请日:2019-05-27

    Abstract: This application discloses a flow entry generating method and apparatus. The method includes: receiving a service path establishment request, where the service path establishment request includes a constraint, a source device, and a target device; finding, in a data transmission network according to a cross-layer information model, a service path that meets the constraint and is from the source device to the target device, where the cross-layer information model is a model that describes, at a same layer, an overall topology relationship between an IP layer and an optical layer; and generating a respective corresponding flow entry for each forwarding device in the service path, and sending the flow entry to a corresponding forwarding device. This application can greatly reduce time complexity of computing the service path, and improve efficiency of computing the service path, thereby improving efficiency of generating a flow entry.

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