DYNAMIC RESOURCES ALLOCATION METHOD AND SYSTEM FOR GUARANTEEING TAIL LATENCY SLO OF LATENCY-SENSITIVE APPLICATION

    公开(公告)号:US20230128059A1

    公开(公告)日:2023-04-27

    申请号:US17908495

    申请日:2020-07-06

    Abstract: The present invention proposes a dynamic resources allocation method and system for guaranteeing tail latency SLO of latency-sensitive applications. A plurality of request queues is created in a storage server node of a distributed storage system with different types of requests located in different queues, and thread groups are allocated to the request queues according to logical thread resources of the service node and target tail latency requirements, and thread resources are dynamically allocated in real time, and the thread group of each request queue is bound to physical CPU resources of the storage server node. The client sends an application's requests to the storage server node; the storage server node stores the request in a request queue corresponding to its type, uses the thread group allocated for the current queue to process the application's requests, and sends responses to the client.

    TMB classification method and system and TMB analysis device based on pathological image

    公开(公告)号:US11468565B2

    公开(公告)日:2022-10-11

    申请号:US17596127

    申请日:2019-10-28

    Abstract: The invention relates to a TMB classification method and system and a TMB analysis device based on a pathological image, comprising: performing TMB classification and marking and pre-processing on a known pathological image to construct a training set; training a convolutional neural network by means of the training set to construct a classification model; pre-processing a target pathological image of a target case to obtain a plurality of target image blocks; classifying the target image blocks by means of the classification model to acquire an image block TMB classification result of the target case; and acquiring an image TMB classification result of the target case by means of classification voting using all the image block TMB classification results. The invention further relates to a TMB analysis device based on a pathological image. The TMB classification method of the invention has advantages of accuracy, a low cost and fast rapid.

    TMB CLASSIFICATION METHOD AND SYSTEM AND TMB ANALYSIS DEVICE BASED ON PATHOLOGICAL IMAGE

    公开(公告)号:US20220207726A1

    公开(公告)日:2022-06-30

    申请号:US17596127

    申请日:2019-10-28

    Abstract: The invention relates to a TMB classification method and system and a TMB analysis device based on a pathological image, comprising: performing TMB classification and marking and pre-processing on a known pathological image to construct a training set; training a convolutional neural network by means of the training set to construct a classification model; pre-processing a target pathological image of a target case to obtain a plurality of target image blocks; classifying the target image blocks by means of the classification model to acquire an image block TMB classification result of the target case; and acquiring an image TMB classification result of the target case by means of classification voting using all the image block TMB classification results. The invention further relates to a TMB analysis device based on a pathological image. The TMB classification method of the invention has advantages of accuracy, a low cost and fast rapid.

    WEIGHT DATA STORAGE METHOD AND NEURAL NETWORK PROCESSOR BASED ON THE METHOD

    公开(公告)号:US20210182666A1

    公开(公告)日:2021-06-17

    申请号:US16762810

    申请日:2018-02-28

    Abstract: Disclosed are a weight data storage method and a convolution computation method that may be implemented in a neural network. The weight data storage method comprises searching for effective weights in a weight convolution kernel matrix and acquiring an index of effective weights. The effective weights are non-zero weights, and the index of effective weights is used to mark the position of the effective weights in the weight convolution kernel matrix. The weight data storage method further comprises storing the effective weights and the index of effective weights. According to the weight data storage method and the convolution computation method of the present disclosure, storage space can be saved, and computation efficiency can be improved.

    Method and device for on-chip repetitive addressing

    公开(公告)号:US10684946B2

    公开(公告)日:2020-06-16

    申请号:US16070735

    申请日:2016-08-09

    Abstract: A method may include: partitioning data on an on-chip and/or an off-chip storage medium into different data blocks according to a pre-determined data partitioning principle, wherein data with a reuse distance less than a pre-determined distance threshold value is partitioned into the same data block; and a data indexing step for successively loading different data blocks to at least one on-chip processing unit according a pre-determined ordinal relation of a replacement policy, wherein the repeated data in a loaded data block being subjected to on-chip repetitive addressing. Data with a reuse distance less than a pre-determined distance threshold value is partitioned into the same data block, and the data partitioned into the same data block can be loaded on a chip once for storage, and is then used as many times as possible, so that the access is more efficient.

    Data accumulation apparatus and method, and digital signal processing device

    公开(公告)号:US10379816B2

    公开(公告)日:2019-08-13

    申请号:US15773973

    申请日:2016-06-17

    Abstract: The present disclosure provides a data accumulation device and method, and a digital signal processing device. The device comprises: an accumulation tree module for accumulating input data in the form of a binary tree structure and outputting accumulated result data; a register module including a plurality of groups of registers and used for registering intermediate data generated by the accumulation tree module during an accumulation process and the accumulated result data; and a control circuit for generating a data gating signal to control the accumulation tree module to filter the input data not required to be accumulated, and generating a flag signal to perform the following control: selecting a result obtained after adding one or more of intermediate data stored in the register to the accumulated result as output data, or directly selecting the accumulated result as output data. Thus, a plurality of groups of input data can be rapidly accumulated to a group of sums in a clock cycle. At the same time, the accumulation device can flexibly select to simultaneously accumulate some data of the plurality of input data by means of a control signal.

    ON-CHIP DATA PARTITIONING READ-WRITE METHOD, SYSTEM, AND DEVICE

    公开(公告)号:US20190026246A1

    公开(公告)日:2019-01-24

    申请号:US16071458

    申请日:2016-08-09

    Abstract: The present invention is directed to the storage technical field and discloses an on-chip data partitioning read-write method, the method comprises: a data partitioning step for storing on-chip data in different areas, and storing the on-chip data in an on-chip storage medium and an off-chip storage medium respectively, based on a data partitioning strategy; a pre-operation step for performing an operational processing of an on-chip address index of the on-chip storage data in advance when implementing data splicing; and a data splicing step, for splicing the on-chip storage data and the off-chip input data to obtain a representation of the original data based on a data splicing strategy. Also provided are a corresponding on-chip data partitioning read-write system and device. Thus, read and write of repeated data can be efficiently realized, reducing memory access bandwidth requirements while providing good flexibility, thus reducing on-chip storage overhead.

    DATA ACCUMULATION APPARATUS AND METHOD, AND DIGITAL SIGNAL PROCESSING DEVICE

    公开(公告)号:US20180321912A1

    公开(公告)日:2018-11-08

    申请号:US15773973

    申请日:2016-06-17

    CPC classification number: G06F7/5095 G06F7/50 G06F16/2246

    Abstract: The present disclosure provides a data accumulation device and method, and a digital signal processing device. The device comprises: an accumulation tree module for accumulating input data in the form of a binary tree structure and outputting accumulated result data; a register module including a plurality of groups of registers and used for registering intermediate data generated by the accumulation tree module during an accumulation process and the accumulated result data; and a control circuit for generating a data gating signal to control the accumulation tree module to filter the input data not required to be accumulated, and generating a flag signal to perform the following control: selecting a result obtained after adding one or more of intermediate data stored in the register to the accumulated result as output data, or directly selecting the accumulated result as output data. Thus, a plurality of groups of input data can be rapidly accumulated to a group of sums in a clock cycle. At the same time, the accumulation device can flexibly select to simultaneously accumulate some data of the plurality of of input data by means of a control signal.

    WHITE LIST-BASED CONTENT LOCK FIREWALL METHOD AND SYSTEM

    公开(公告)号:US20250133060A1

    公开(公告)日:2025-04-24

    申请号:US17773166

    申请日:2021-06-04

    Abstract: A content lock firewall method based on a white list includes performing semantic parsing on the payload of a data packet received by a website to obtain parsed texts of the received data packet, and matching the parsed texts of the data packet received by the website with a text pattern library to decide whether to forward or intercept the received data packet, the text pattern library comprising a plurality of text patterns, and each text pattern includes a sequence of keywords and a value range of each keyword. For the website with a relatively fixed function, through deployment of the firewall, known and new network attacks may be effectively defended, and the website may run with vulnerability under the condition of ensuring normal functions, without expensive upgrading.

    INFORMATION PROCESSING METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM

    公开(公告)号:US20250124012A1

    公开(公告)日:2025-04-17

    申请号:US18793745

    申请日:2024-08-02

    Abstract: The embodiments of the present disclosure provide an information processing method, an information processing apparatus, an electronic device, and a storage medium. The method is applied to a key-value storage system for key-value separation, a storage unit in the key-value storage system includes a key partition used for storing LSMT information and a plurality of storage partitions used for storing key-value information, and the method includes: selecting, according to the LSMT information in the key partition, a target storage partition with a highest invalid information rate from the storage partitions; detecting validity information corresponding to each key-value information in the target storage partition, and screening out valid key-value information according to the validity information corresponding to each key-value information; and transferring and storing the valid key-value information to a first storage partition except for the target storage partition, and erasing multiple key-value information stored in the target storage partition.

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