CN112702276A - Transmission control method and device, electronic equipment and computer storage medium - Google Patents
Transmission control method and device, electronic equipment and computer storage medium Download PDFInfo
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Abstract
The application provides a transmission control method and device, electronic equipment and a computer storage medium, and relates to the technical field of cloud. When a transmission performance adjustment request is triggered, acquiring historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period, and determining a current optimized congestion control parameter of the current transmission connection in the current preset period; and dividing the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter, and respectively performing transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and a preset reference congestion control parameter. According to the embodiment of the application, the difference between the historical optimized congestion control parameter and the transmission performance corresponding to the preset reference congestion control parameter is evaluated in real time, so that the transmission performance and robustness corresponding to the current transmission connection are further improved.
Description
Technical Field
The present application relates to the field of cloud technologies, and in particular, to a transmission control method and apparatus, an electronic device, and a computer storage medium.
Background
With the development of the internet, the server and the client communicate with each other based on a network transmission protocol, and meanwhile, the requirement of the user on the internet transmission performance is higher and higher.
At present, there are many factors affecting the transmission performance of the internet, for example, transmission delay and packet loss in the communication process caused by network congestion may cause a great influence on the transmission performance of the network. Therefore, in the prior art, developers usually set fixed congestion control parameters in the server to control the performance of the transmission connection between the server and the client, so as to improve the network transmission performance. However, when the server performs congestion control on a plurality of transmission connections with the client, fixed congestion control parameters are used, and the performance of the transmission connections between the server and the client cannot be adjusted in real time.
Disclosure of Invention
The embodiment of the application provides a transmission control method, a transmission control device, an electronic device and a computer-readable storage medium, which are used for evaluating the difference between the historical optimized congestion control parameter and the transmission performance corresponding to the preset reference congestion control parameter in real time and further improving the transmission performance and robustness corresponding to the current transmission connection.
In a first aspect, an embodiment of the present application provides a transmission control method, including:
when a transmission performance adjustment request is triggered, acquiring historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters;
determining a current optimized congestion control parameter of the current transmission connection in a current preset period based on the historical transmission performance difference information; the current transmission connection is a transmission connection established in the current preset period;
based on the current optimized congestion control parameter, dividing the current transmission connection into a transmission connection to be optimized and a target reference transmission connection;
and respectively carrying out transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and the preset reference congestion control parameter.
In a second aspect, an embodiment of the present application provides a transmission control apparatus, including:
the device comprises an acquisition unit, a transmission performance adjustment unit and a transmission performance adjustment unit, wherein the acquisition unit is used for acquiring historical transmission performance difference information between historical optimized transmission connection and historical benchmark transmission connection in a historical preset period when a transmission performance adjustment request is triggered; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters;
a determining unit, configured to determine, based on the historical transmission performance difference information, a current optimized congestion control parameter of a current transmission connection in a current preset period; the current transmission connection is a transmission connection established in the current preset period;
a dividing unit, configured to divide the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter;
and the control unit is used for respectively carrying out transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and the preset reference congestion control parameter.
In a third aspect, an embodiment of the present application provides an electronic device, including:
at least one processor; and
a memory communicatively coupled to the at least one processor; wherein,
the memory stores instructions executable by the at least one processor to enable the at least one processor to perform the transmission control method provided herein.
In a fourth aspect, an embodiment of the present application provides a computer-readable storage medium storing computer-executable instructions for executing the transmission control method provided in the present application.
The application has the beneficial effects that:
according to the method and the device, when the current optimized congestion control parameter of the current transmission connection in the current preset period is determined, the current optimized congestion control parameter is determined based on the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period; according to the embodiment of the application, the historical benchmark congestion control parameters are adopted for the historical benchmark transmission connection, the historical optimized transmission connection adopts the historical optimized congestion control parameters, the transmission performance corresponding to the historical optimized transmission connection adopting the historical optimized congestion control parameters can be compared with the transmission performance corresponding to the historical benchmark transmission connection adopting the preset benchmark congestion control parameters in real time, so that the performance difference caused in the data transmission process can be evaluated in real time, and the server can more reliably evaluate the difference between the optimized congestion control parameters and the transmission performance corresponding to the preset benchmark congestion control parameters. In addition, the server divides the current transmission connection into the transmission connection to be optimized and the target reference transmission connection based on the current optimized congestion control parameter, and respectively controls the transmission connection to be optimized and the target reference transmission connection to perform data transmission according to the current optimized congestion control parameter and the preset reference congestion control parameter, so that the transmission performance corresponding to the current transmission connection is further improved; meanwhile, the current transmission connection improves the robustness of data transmission by adopting the current optimized congestion control parameter and the preset reference congestion control parameter.
Drawings
Fig. 1 is a schematic diagram of an exemplary optional application scenario according to an embodiment of the present application;
fig. 2 is a schematic flowchart of a transmission control method according to an embodiment of the present application;
FIG. 3 is a schematic diagram of determining optimal control parameters according to an embodiment of the present disclosure;
fig. 4 is a flowchart illustrating an overall transmission control method according to an embodiment of the present application;
FIG. 5 is a schematic diagram of another exemplary application scenario according to an embodiment of the present application;
fig. 6 is a schematic flowchart of another transmission control method according to an embodiment of the present application;
fig. 7 is an overall flowchart of another transmission control method according to an embodiment of the present application;
FIG. 8 is a schematic diagram of another exemplary application scenario according to an embodiment of the present application;
fig. 9 is a schematic flowchart of another transmission control method according to an embodiment of the present application;
fig. 10 is a flowchart illustrating an overall transmission control method according to another embodiment of the present application;
fig. 11 is a flowchart of a transmission control method according to an embodiment of the present application;
fig. 12 is a schematic structural diagram of a transmission control apparatus according to an embodiment of the present application;
fig. 13 is a flowchart of another transmission control method according to an embodiment of the present application;
fig. 14 is a schematic structural diagram of another transmission control apparatus according to an embodiment of the present application;
fig. 15 is a schematic structural diagram of an electronic device in an embodiment of the present application;
fig. 16 is a schematic structural diagram of a computing device in an embodiment of the present application.
Detailed Description
In order to make the technical solutions disclosed in the present application better understood, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings.
It should be noted that the terms "first," "second," and the like in the description and claims of this application and in the drawings described above are used for distinguishing between similar elements and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used is interchangeable under appropriate circumstances such that the embodiments of the application described herein are capable of operation in sequences other than those illustrated or described herein. The embodiments described in the following exemplary embodiments do not represent all embodiments consistent with the present application. Rather, they are merely examples of apparatus and methods consistent with certain aspects of the present application, as detailed in the appended claims.
Some terms appearing herein are explained below:
1. and (3) a congestion control algorithm: within a certain period of time, the demand for resources (link capacity, cache and processors in the switching node, etc.) in the network is greater than the current available resources, which may cause congestion, and the congestion control algorithm is an algorithm that prevents too much data from being injected into the network, which may cause congestion so that the router or link is not overloaded.
2. Historical performance detection values: for measuring data transmission performance. The performance index related to the data transmission performance may be an average bandwidth, a bandwidth median, an average throughput, a median of throughputs, and the like.
3. Bayesian optimization: a Bayesian Optimization (BO) model is used for machine learning parameter adjustment in artificial intelligence, and the main idea is that an optimized business objective function (generalized function) is given, only input and output need to be specified, and the internal structure and mathematical properties do not need to be known), and posterior distribution of the business objective function is updated by continuously adding historical transmission performance difference information until the posterior distribution is basically fit with real distribution. In short, the information of the last parameter is taken into consideration, so that the current parameter can be better adjusted. The Bayesian optimization model can consider the previous parameter information, continuously updates prior distribution, and has less parameter iteration times and high speed.
4. Gaussian process: gaussian Process (GP), a type of stochastic Process in probability theory and mathematical statistics, is a combination of a series of random variables (random variables) that obey a normal distribution within an index set. To use bayesian optimization, we need an efficient way to model the distribution of the objective function. This is much simpler than modeling the true number directly, since we need only model f (x) with a distribution of confidence to find the optimal solution. If x contains a continuous hyperparameter, then there will be an infinite number of x's to model f (x), i.e., construct a distribution to the objective function. For this problem, the gaussian process actually generates a multidimensional gaussian distribution that is flexible enough to model any objective function.
5. The terminal equipment: also known as User Equipment (UE), Mobile Station (MS), Mobile Terminal (MT), etc., is a device that provides voice and/or data connectivity to a User, for example, a handheld device with a wireless connection function, a vehicle-mounted device, etc. Currently, some examples of terminal devices are: mobile phone (Mobile phone), tablet computer, notebook computer, palm computer, Mobile Internet Device (MID).
6. A client: the Application program may refer to a software Application (APP) or a terminal device. The system is provided with a visual display interface and can interact with a user; is corresponding to the server, and provides local service for the client. For software applications, except some applications that are only run locally, the software applications are generally installed on a common client terminal and need to be run in cooperation with a server terminal. After the internet has developed, more common applications include e-mail clients for e-mail receiving and sending, and instant messaging clients. For such applications, a corresponding server and a corresponding service program are required in the network to provide corresponding services, such as database services, configuration parameter services, and the like, so that a specific communication connection needs to be established between the client terminal and the server terminal to ensure the normal operation of the application program.
7. A server: the cloud server may be an independent physical server, a server cluster or a distributed system formed by a plurality of physical servers, or a cloud server providing basic cloud computing services such as cloud service, a cloud database, cloud computing, a cloud function, cloud storage, Network service, cloud communication, middleware service, domain name service, security service, Content Delivery Network (CDN), big data and an artificial intelligence platform.
The following briefly introduces the design concept of the embodiments of the present application:
cloud technology refers to a hosting technology for unifying serial resources such as hardware, software, network and the like in a wide area network or a local area network to realize calculation, storage, processing and sharing of data.
Cloud technology (Cloud technology) is based on a general term of network technology, information technology, integration technology, management platform technology, application technology and the like applied in a Cloud computing business model, can form a resource pool, is used as required, and is flexible and convenient. Cloud computing technology will become an important support. Background services of the technical network system require a large amount of computing and storage resources, such as video websites, picture-like websites and more web portals. With the high development and application of the internet industry, each article may have its own identification mark and needs to be transmitted to a background system for logic processing, data in different levels are processed separately, and various industrial data need strong system background support and can only be realized through cloud computing.
Cloud computing (cloud computing) is a computing model that distributes computing tasks over a pool of resources formed by a large number of computers, enabling various application systems to obtain computing power, storage space, and information services as needed. The network that provides the resources is referred to as the "cloud". Resources in the "cloud" appear to the user as being infinitely expandable and available at any time, available on demand, expandable at any time, and paid for on-demand.
A distributed cloud storage system (hereinafter, referred to as a storage system) refers to a storage system that integrates a large number of storage devices (storage devices are also referred to as storage nodes) of different types in a network through application software or application interfaces to cooperatively work by using functions such as cluster application, grid technology, and a distributed storage file system, and provides a data storage function and a service access function to the outside. At present, a storage method of a storage system is as follows: logical volumes are created, and when created, each logical volume is allocated physical storage space, which may be the disk composition of a certain storage device or of several storage devices. The client stores data on a certain logical volume, that is, the data is stored on a file system, the file system divides the data into a plurality of parts, each part is an object, the object not only contains the data but also contains additional information such as data Identification (ID), the file system writes each object into a physical storage space of the logical volume, and the file system records storage location information of each object, so that when the client requests to access the data, the file system can allow the client to access the data according to the storage location information of each object.
A transmission control method, apparatus, electronic device and computer storage medium as disclosed herein, wherein a plurality of servers can be grouped into a blockchain, and the servers are nodes on the blockchain.
At present, when a server carries out congestion control on a plurality of transmission connections between the server and a client, fixed congestion control parameters are used, and the performance of the transmission connections between the server and the client cannot be adjusted in real time.
In view of this, in the embodiments of the present application, when a transmission performance adjustment request is triggered, historical transmission performance difference information between a historical optimized transmission connection and a historical reference transmission in a historical preset period is obtained; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters; determining a current optimized congestion control parameter of a current transmission connection in a current preset period based on historical transmission performance difference information; and dividing the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter, and respectively performing transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and a preset reference congestion control parameter. According to the method and the device, when the current optimized congestion control parameter of the current transmission connection in the current preset period is determined, the current optimized congestion control parameter is determined based on the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period; according to the embodiment of the application, the historical benchmark congestion control parameters are adopted for the historical benchmark transmission connection, the historical optimized transmission connection adopts the historical optimized congestion control parameters, the transmission performance corresponding to the historical optimized transmission connection adopting the historical optimized congestion control parameters can be compared with the transmission performance corresponding to the historical benchmark transmission connection adopting the preset benchmark congestion control parameters in real time, so that the performance difference caused in the data transmission process can be evaluated in real time, and the server can more reliably evaluate the difference between the optimized congestion control parameters and the transmission performance corresponding to the preset benchmark congestion control parameters. In addition, in the embodiment of the application, based on the current optimized congestion control parameter, the current transmission connection is divided into the transmission connection to be optimized and the target-based transmission connection, and the transmission performance corresponding to the current transmission connection is further improved by respectively controlling the transmission connection to be optimized and the target-based transmission connection to perform data transmission according to the current optimized congestion control parameter and the preset-based congestion control parameter.
It should be noted that, in the embodiment of the present application, the server that determines the current optimized congestion control parameter and controls the transport connection may be one physical server or a server cluster, or the server that determines the current optimized congestion control parameter and controls the transport connection may be completed by matching multiple physical servers or multiple server clusters.
After introducing the design concept of the embodiment of the present application, the following describes the above two implementations with reference to application scenarios, respectively, and it should be noted that the application scenarios described below are only used for describing the embodiment of the present application and are not limited. In a specific implementation process, the technical scheme provided by the embodiment of the application can be flexibly applied according to actual needs.
Example 1: the embodiment of the application determines that the current optimized congestion control parameter and the server controlling the transmission connection are a physical server or a server cluster.
Fig. 1 is a schematic diagram of an exemplary optional application scenario in the embodiment of the present application, and includes a terminal device 11 and a server 12; wherein, the terminal device 11 is installed with a client.
In the embodiment of the present application, a transmission connection is established between the server 12 and the client installed on the terminal device 11, and the server 12 and the client perform data communication by using a network transmission protocol. Wherein the network transport protocol provides for establishing a connection between the server 12 and the client to enable the transfer of data.
Network transport protocols may include, but are not limited to:
transmission Control Protocol (TCP), User Datagram Protocol (UDP), and Internet Protocol (IP).
When the server 12 triggers a transmission performance adjustment request, acquiring historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters;
the server 12 determines a current optimized congestion control parameter of the current transmission connection in a current preset period based on the historical transmission performance difference information; the current transmission connection is the transmission connection established in the current preset period;
the current congestion control parameters comprise optimized control parameters used for performing optimized congestion control on the current transmission connection and connection configuration proportion parameters corresponding to the current transmission connection;
the server 12 acquires a first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection; taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter corresponding to the current transmission connection;
the server 12 divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the connection configuration proportion parameter in the current optimized congestion control parameter;
the server 12 performs transmission control on the transmission connection to be optimized and the target reference transmission connection respectively according to the optimized control parameter in the current optimized congestion control parameter and the preset reference congestion control parameter.
The first historical performance detection value and the second historical performance detection value are used for measuring data transmission performance and are determined according to the historical performance data and the objective function. For example, the objective function may be a function corresponding to an average bandwidth, a median of the bandwidth, an average throughput, a median of the throughput, and the like, and the historical performance data is performance-related data of the collected historical optimized transmission connection and the historical reference transmission connection.
The input of the objective function is historical performance data, the output is historical performance detection values, and different historical performance detection values are generated according to different historical performance data and the objective function. In practical application, the objective function may be set according to a practical application scenario, which is not limited herein.
The server 12 and the client may be connected for data communication via a wireless network or a wired network.
In the following, in conjunction with the above-described optional application scenarios, the transmission control method provided in the exemplary embodiment of the present application is described with reference to fig. 2 to fig. 4. It should be noted that the above application scenarios are only presented to facilitate understanding of the spirit and principles of the present application, and the embodiments of the present application are not limited in this respect. Rather, embodiments of the present application may be applied to any scenario where applicable.
As shown in fig. 2, a schematic flow chart of a transmission control method provided in the embodiment of the present application is shown, where the method may include the following steps:
step S201, when a server triggers a transmission performance adjustment request, acquiring historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period;
the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical benchmark transmission connection is a historical transmission connection adopting preset benchmark congestion control parameters.
An optional implementation manner is that, in the embodiment of the present application, the server may trigger the transmission performance adjustment request according to the following manner:
acquiring a first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection; if the first historical performance detection value is less than the second historical performance detection value, a transmission performance adjustment request is triggered.
The first and second historical performance detection values may each be used to measure data transmission performance, for example, the first and second historical performance detection values may be detection values corresponding to an average bandwidth, a median bandwidth, an average throughput, a median throughput, and the like.
It should be noted that, in the embodiment of the present application, the server triggers the transmission performance adjustment request; the server judges whether the performance indexes of the historical optimized transmission connection and the historical benchmark transmission connection established in the historical preset period meet preset conditions or not, wherein the preset conditions are transmission performance corresponding to the historical optimized transmission connection and are superior to the transmission performance corresponding to the historical benchmark transmission connection; if the server determines that the performance indexes of the historical optimized transmission connection and the historical benchmark transmission connection established in the historical preset period do not accord with the preset conditions, the transmission performance corresponding to the historical optimized transmission connection is poorer than the transmission performance corresponding to the historical benchmark transmission connection, namely the first historical performance detection value is smaller than the second historical performance detection value, the fact that the historical optimized congestion control parameters adopted by the historical optimized transmission connection need to be adjusted is indicated, and a transmission performance adjustment request is triggered.
For example, the history preset period is 2T to 3T (e.g., T =40 minutes), and in the 2T to 3T period, the history optimized transmission connection established between the server and the client is, for example, the history optimized transmission connection 1, and the history optimized transmission connection 1 adopts the history optimized congestion control parameter a1(ii) a The historical reference transmission connection established between the server and the client takes the historical reference transmission connection 2 as an example, and the historical reference transmission connection 2 adopts a preset reference congestion control parameter B; history optimized transport connectionReceiving that 1 corresponding first historical performance detection value is U1(A1) The second historical performance detection value corresponding to the historical reference transmission connection 2 is U2(B) (ii) a If the server determines U1(A1) Less than U2(B) Then a transmission performance adjustment request is triggered.
It should be noted that, if at least two historical optimized transmission connections or at least two historical standard transmission connections are established within a historical preset period, a first historical performance detection value corresponding to the historical optimized transmission connection and a second historical performance detection value corresponding to the historical standard transmission connection are obtained, where the first historical performance detection value or the second historical performance detection value is an average value of the first historical performance detection values corresponding to the at least two historical optimized transmission connections or an average value of the second historical performance detection values corresponding to the at least two historical standard transmission connections.
The average value is used for representing the average transmission performance corresponding to each historical optimized transmission connection adopting the historical optimized congestion control parameters, or is used for representing the average transmission performance corresponding to each historical benchmark transmission connection adopting the preset benchmark congestion control parameters.
It should be noted that, in the embodiment of the present application, the server triggers the transmission performance adjustment request; the server judges whether the performance indexes of the historical optimized transmission connection and the historical benchmark transmission connection established in the historical period meet preset conditions, wherein the preset conditions are average transmission performance corresponding to each historical optimized transmission connection in the historical optimized transmission connection and are superior to the average transmission performance corresponding to each historical benchmark transmission connection in the historical benchmark transmission connection; if the server determines that the performance indexes of the historical optimized transmission connection and the historical benchmark transmission connection established in the historical preset period do not meet the preset conditions, the average transmission performance corresponding to each historical optimized transmission connection in the historical optimized transmission connection is poorer than the average transmission performance corresponding to each historical benchmark transmission connection in the historical benchmark transmission connection, which indicates that the historical optimized congestion control parameters adopted by the historical optimized transmission connection need to be adjusted, and then a transmission performance adjustment request is triggered.
For example, the historical preset period is 2T-3T, in the 2T-3T period, the historical optimized transmission connection established between the server and the client is, for example, the historical optimized transmission connection 1, the historical optimized transmission connection 2, and the historical optimized transmission connection 3, and the historical optimized transmission connection 1, the historical optimized transmission connection 2, and the historical optimized transmission connection 3 adopt the historical optimized congestion control parameter a2(ii) a The historical reference transmission connection established between the server and the client is exemplified by a historical reference transmission connection 4 and a historical reference transmission connection 5, and the historical reference transmission connection 4 and the historical reference transmission connection 5 adopt a preset reference congestion control parameter B; the historical performance detection value corresponding to the historical optimized transmission connection 1 is U1(A2) The historical performance detection value corresponding to the historical optimized transmission connection 2 is U2(A2) The historical performance detection value corresponding to the historical optimized transmission connection 3 is U3(A2) The historical performance detection value corresponding to the historical transmission connection 4 is U4(B) The historical performance detection value corresponding to the historical transmission connection 5 is U5(B) (ii) a Server determination U1(A2)、U2(A2)、U3(A2) Has an average value of X1,U4(B)、U5(B) Has an average value of X2If the server determines X1Less than X2Then a transmission performance adjustment request is triggered.
It should be noted that, if a history preset period corresponds to multiple history preset periods, the server obtains a first history performance detection value corresponding to a history optimized transmission connection in a previous history preset period of the current preset period and a second history performance detection value corresponding to a history reference transmission connection, and if the first history performance detection value is smaller than the second history performance detection value, a transmission performance adjustment request is triggered; the time periods corresponding to the plurality of historical preset periods are time periods between the ending time of the historical preset period which triggers the transmission performance adjustment request last time and the starting time of the current preset period. For example, the historical preset period of the last trigger transmission performance adjustment request is 0-T, and the end time corresponds to the time point T1Current presetThe period is 3T-4T, and the starting time corresponds to the time point T2If the time period corresponding to the two historical preset periods T-2T and 2T-3T is T1~t2。
After triggering the performance adjustment request, the server in the embodiment of the application needs to acquire historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
The historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical benchmark transmission connection is a historical transmission connection adopting preset benchmark congestion control parameters.
In some embodiments, the server according to the embodiments of the present application may obtain historical transmission performance difference information between the historical optimized transmission connection and the historical reference transmission connection in the historical preset period according to the following manner:
determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to the first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and the second historical performance detection value corresponding to the historical benchmark transmission connection;
and generating performance difference information containing the performance difference value and the historical optimized congestion control parameter adopted by the historical optimized transmission connection, wherein the performance difference information is used as the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
It should be noted that the performance difference value may be represented by a difference between the first historical performance detection value and the second historical performance detection value, or by a quotient between the first historical performance detection value and the second historical performance detection value, or the like.
It should be noted that, if the historical optimized transmission connection and the historical standard transmission connection are established in the historical preset period, the performance difference value between the first historical performance detection value and the second historical performance detection value is determined according to the first historical performance detection value corresponding to the historical optimized transmission connection and the second historical performance detection value corresponding to the historical standard transmission connection in the historical preset period.
For example, in a history preset period of 2T-3T, the history optimized congestion control parameter A adopted by the history optimized transmission connection 1 acquired by the server3And a corresponding first historical performance detection value U1(A3) (ii) a Second historical performance detection value U corresponding to historical reference transmission connection 22(B) (ii) a The server determines a first historical performance detection value U1(A3) And a second historical performance measurement value U2(B) The difference in performance between is diff (U)1(A3),U2(B) For example diff (U)1(A3),U2(B) Can be used to represent U1(A3) And U2(B) The difference between or can be used to represent U1(A3) And U2(B) Quotient of each other, etc.
The embodiment of the application determines the performance difference value diff (U) between the first historical performance detection value and the second historical performance detection value1(A3),U2(B) After that, a difference value diff (U) containing the performance is generated1(A3),U2(B) History optimized congestion control parameter A adopted by history optimized transmission connection3Performance difference information of { A }3,diff(U1(A3),U2(B) In the historical transmission performance difference information, the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period are used as the historical transmission performance difference information.
It should be noted that, if at least two historical optimized transmission connections or at least two historical benchmark transmission connections are established in a historical preset period, a performance difference value between a first historical performance detection value and a second historical performance detection value is determined according to a first historical performance detection value corresponding to each historical optimized transmission connection or a second historical performance detection value corresponding to each historical benchmark transmission connection in the historical preset period; the system comprises at least two historical optimized transmission connections, at least two historical reference transmission connections and at least two data transmission connections, wherein the at least two historical optimized transmission connections adopt the same historical optimized congestion control parameters, and the at least two historical reference transmission connections adopt the same preset reference congestion control parameters; the first historical performance detection value or the second historical performance detection value is an average of first historical performance detection values of at least two historical optimized transmission connections or an average of second historical performance detection values of at least two historical baseline optimized transmission connections.
For example, in a history preset period of 2T-3T, a history optimized transmission connection established between the server and the client is, for example, a history optimized transmission connection 1 and a history optimized transmission connection 2, and a first history performance detection value U corresponding to the history optimized transmission connection 1 acquired by the server is obtained by the server1(A4) A first historical performance detection value U corresponding to the historical optimized transmission connection2(A4) The history optimized transmission connection 1 and the history optimized transmission connection 2 adopt the same history optimized congestion control parameter A4(ii) a The historical reference transmission connection established between the server and the client is the historical reference transmission connection 3 as an example, and the server acquires a second historical performance detection value U corresponding to the historical reference transmission connection 33(B) (ii) a The server determines a first historical performance detection value U1(A4) And a first historical performance measurement value U2(A4) The average value between is U (A)4) (ii) a Server determines U (A)4) And a second historical performance measurement value U3(B) The difference in performance between is diff (U (A)4),U3(B) For example, diff (U (A)4),U3(B) Can be used to represent U (A)4) And U3(B) The difference between them, or can be used to represent U (A)4) And U3(B) Quotient of each other, etc.
The embodiment of the application determines the performance difference value diff (U (A) between the first historical performance detection value and the second historical performance detection value4),U3(B) After that, a difference value diff (U (A)) containing the performance is generated4),U3(B) History optimized congestion control parameter A adopted by history optimized transmission connection4Performance difference information of { A }4,diff(U(A4),U3(B) ) as a history between the historically optimized transmission connection and the historically benchmark transmission connection within a historical preset periodAnd transmitting the performance difference information.
It should be noted that, if the history preset period corresponds to a plurality of history preset periods, the server performs the following operations for each history preset period respectively:
aiming at one historical preset period in a plurality of historical preset periods, determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to a first historical performance detection value corresponding to a historical optimized transmission connection in the historical preset period and the second historical performance detection value corresponding to a historical benchmark transmission connection; and generating performance difference information containing the performance difference value and the historical optimized congestion control parameter adopted by the historical optimized transmission connection, wherein the performance difference information is used as the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
It should be noted that, if the historical optimized transmission connection and the historical standard transmission connection are established in each historical preset period, the performance difference value between the first historical performance detection value and the second historical performance detection value is determined according to the first historical performance detection value corresponding to the historical optimized transmission connection and the second historical performance detection value corresponding to the historical standard transmission connection in each historical preset period.
For example, the historical preset period corresponds to 2T-3T and 3T-4T; in a history preset period of 2T-3T, obtaining a history optimization congestion control parameter A adopted by a history optimization transmission connection 1 by a server5And a corresponding first historical performance detection value U1(A5) (ii) a Second historical performance detection value U corresponding to historical reference transmission connection 22(B) (ii) a The server determines a first historical performance detection value U1(A5) And a second historical performance measurement value U2(B) The difference in performance between is diff (U)1(A5),U2(B) For example diff (U)1(A5),U2(B) Can be used to represent U1(A5) And U2(B) The difference between or can be used to represent U1(A5) And U2(B)Quotient between, etc.; in a history preset period of 3T-4T, obtaining a history optimization congestion control parameter A adopted by a history optimization transmission connection 3 by a server5And a corresponding first historical performance detection value U3(A5) (ii) a Second historical performance detection value U corresponding to historical reference transmission connection 44(B) (ii) a The server determines a first historical performance detection value U3(A5) And a second historical performance measurement value U4(B) The difference in performance between is diff (U)3(A5),U4(B) For example diff (U)3(A5),U4(B) Can be used to represent U3(A5) And U4(B) The difference between or can be used to represent U3(A5) And U4(B) Quotient between, etc.;
assuming 2T-3T as the 3 rd historical preset period, the method can be usedRepresenting history optimization congestion control parameters adopted in a 2T-3T history preset period, wherein a performance difference value between a first history performance detection value and a second history performance detection value can be diff3(U1(),U2(B) Is expressed, generates a diff value containing the difference in performance3(U1(),U2(B) History optimized congestion control parameters employed by historically optimized transport connectionsInformation of performance difference,diff3(U1(),U2(B) The historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection within a historical preset period of 2T-3T is used as the information; if 3T-4T is the 4 th history preset period, the method can be usedRepresenting history optimization congestion control parameters adopted in a 3T-4T history preset period, wherein a performance difference value between a first history performance detection value and a second history performance detection value can be diff4(U3(),U4(B) Is expressed, generates a diff value containing the difference in performance4(U3(),U4(B) History optimized congestion control parameters employed by historically optimized transport connectionsInformation of performance difference,diff4(U3(),U4(B) And) is used as historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection within a historical preset period of 3T-4T.
It should be noted that if the transmission performance adjustment request is not triggered by the server within the history preset periods 2T to 3T and 3T to 4T, the history optimized congestion control parameters that can be adopted by the history optimized transmission connection within 2T to 3T and 3T to 4T are the same and are the history optimized congestion control parameter a5。
It should be noted that, if at least two history optimized transmission connections or at least two history reference transmission connections are established in each history preset period, a performance difference value between a first history performance detection value and a second history performance detection value is determined according to a first history performance detection value corresponding to each history optimized transmission connection or a second history performance detection value corresponding to each history reference transmission connection in each history preset period; the system comprises at least two historical optimized transmission connections, at least two historical reference transmission connections and at least two data transmission connections, wherein the at least two historical optimized transmission connections adopt the same historical optimized congestion control parameters, and the at least two historical reference transmission connections adopt the same preset reference congestion control parameters; the first historical performance detection value or the second historical performance detection value is an average of first historical performance detection values of at least two historical optimized transmission connections or an average of second historical performance detection values of at least two historical baseline optimized transmission connections.
For example, the history preset period corresponds to 2T-3T and 3T-4T, in the history preset period 2T-3T, the history optimized transmission connection established between the server and the client is, for example, the history optimized transmission connection 1 and the history optimized transmission connection 2, and the history optimized congestion control parameter a adopted by the history optimized transmission connection 1 acquired by the server is the history optimized congestion control parameter a adopted by the history optimized transmission connection 16And a corresponding first historical performance detection value U1(A6) History optimized congestion control parameter A for use with a history optimized transport connection 26And a corresponding first historical performance detection value U2(A6) (ii) a The historical reference transmission connection established between the server and the client is the historical reference transmission connection 3 as an example, and the server acquires a second historical performance detection value U corresponding to the historical reference transmission connection 33(B) (ii) a The server determines a first historical performance detection value U1(A6) And a first historical performance measurement value U2(A6) The average value between is U (A)6) (ii) a Server determines U (A)6) And a second historical performance measurement value U3(B) The difference in performance between is diff (U (A)6),U3(B) For example, diff (U (A)6),U3(B) Can be used to represent U (A)6) And U3(B) BetweenOr may be used to represent U (a)6) And U3(B) Quotient between, etc.;
in a history preset period of 3T-4T, obtaining a history optimization congestion control parameter A adopted by a history optimization transmission connection 4 acquired by a server6And a corresponding first historical performance detection value U4(A6) (ii) a The historical reference transmission connection established between the server and the client is the historical reference transmission connection 5 and the historical reference transmission connection 6 as examples, and the server acquires the second historical performance detection value U corresponding to the historical reference transmission connection 55(B) A second historical performance detection value U corresponding to the historical reference transmission connection 66(B) (ii) a The server determines a second historical performance detection value U5(B) And a second historical performance measurement value U6(B) The average value between is U (B); server determination U4(A6) The difference in performance between U and B is diff (U)4(A6) U (B)), e.g. diff (U)4(A6) U (B) may be used to denote U4(A6) The difference between U and U (B), or can be used to represent U4(A6) Quotient with U (B), etc.;
assuming 2T-3T as the 3 rd historical preset period, the method can be usedRepresenting history optimization congestion control parameters adopted in a 2T-3T history preset period, wherein a performance difference value between a first history performance detection value and a second history performance detection value can be diff3(U(),U3(B) Is expressed, generates a diff value containing the difference in performance3(U(),U3(B) History optimized congestion control parameters employed by historically optimized transport connectionsInformation of performance difference,diff3(U(),U3(B) The historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection within a historical preset period of 2T-3T is used as the information; if 3T-4T is the 4 th history preset period, the method can be usedRepresenting history optimization congestion control parameters adopted in a 3T-4T history preset period, wherein a performance difference value between a first history performance detection value and a second history performance detection value can be diff4(U4() U (B)) represents that a difference value diff including the performance is generated4(U4() U (b), history optimized congestion control parameter a used by history optimized transmission connection4 6Information of performance difference,diff4(U4() And U (B)) as historical transmission performance difference information between the historical optimized transmission connection and the historical reference transmission connection within a historical preset period of 3T-4T.
It should be noted that one historical preset period corresponds to one historical transmission performance difference information.
When determining historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period, if a first historical performance detection value corresponding to the historical optimized transmission connection in the historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection are not obtained, the historical transmission performance difference information can be obtained according to the following modes in the embodiment of the application:
determining a relevant server corresponding to the server; the association server and the server belong to the same data center, and the service types of the association server and the server are the same; acquiring a third historical performance detection value corresponding to the reference optimized transmission connection and a fourth historical performance detection value corresponding to the reference standard transmission connection in a historical preset period; and determining a reference performance difference value between the third historical performance detection value and the fourth historical performance detection value; and generating performance difference information containing a reference performance difference value and a reference optimized congestion control parameter adopted by the reference optimized transmission connection as historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
The reference optimized transmission connection is a transmission connection which is corresponding to the associated server and adopts a reference optimized congestion control parameter, and the reference standard transmission connection is a transmission connection which is corresponding to the associated server and adopts a preset standard congestion control parameter. The association server and the server are servers with the same designated characteristics; for example, the same specified characteristics may be attributed to the same data center and the same traffic type; or the same specified features of the embodiments of the present application may also be other specified features, and are not limited herein.
For example, if the specified characteristics are that the servers belong to the same data center (may be located in the same machine room), and the service types are the same, the machine room identifier of the server is 00001, and the service type is to process the client bidding service, then the other servers that are located in the machine room 00001 and the service type is to process the client bidding service are taken as the associated servers of the server.
It should be noted that, in the embodiment of the present application, the historical optimized congestion control parameter or the preset reference congestion control parameter, and the corresponding first historical performance detection value or the second historical performance detection value are shared by the associated server and the server, so that a problem that, in an initial stage, the optimal current optimized congestion control parameter cannot be determined quickly due to a small amount of data or no data of the historical optimized congestion control parameter used for the historical optimized transmission connection, the corresponding first historical performance detection value, the preset reference congestion control parameter used for the historical reference transmission connection, and the corresponding second historical performance detection value is avoided.
It should be noted that, in the embodiment of the present application, according to the third historical performance detection value corresponding to the reference-optimized transmission connection and the fourth historical performance detection value corresponding to the reference-optimized transmission connection within the obtained historical preset period, a manner of determining the reference performance difference value between the third historical performance detection value and the fourth historical performance detection value is the same as a manner of determining the performance difference value between the first historical performance detection value and the second historical performance detection value by the server according to the first historical performance detection value corresponding to the historical-optimized transmission connection and the second historical performance detection value corresponding to the historical-benchmark transmission connection within the obtained historical preset period.
In addition, in the embodiment of the present application, a manner in which the server generates the performance difference information including the reference performance difference value and the reference optimized congestion control parameter used for the reference optimized transmission connection is the same as the manner in which the server generates the performance difference information including the performance difference value and the historical optimized congestion control parameter used for the historical optimized transmission connection, and the specific implementation manner may refer to the description above, and details are not repeated here.
Step S202, the server determines the current optimized congestion control parameter of the current transmission connection in the current preset period based on the historical transmission performance difference information;
the current transmission connection is the transmission connection established in the current preset period; the transmission connection comprises an active transmission connection and an inactive transmission connection, wherein the active transmission connection is a successfully established transmission connection and the inactive transmission connection is an unsuccessfully established transmission connection.
In implementation, the current congestion control parameter includes an optimized control parameter for performing optimized congestion control on the current transmission connection, and a connection configuration ratio parameter corresponding to the current transmission connection.
It should be noted that, within a certain period of time, the resource demand in the network is greater than the current available resource, which may cause congestion, the congestion control algorithm is an algorithm for preventing congestion caused by injecting excessive data into the network, so that a router or a link is not overloaded, and different congestion control algorithms correspond to different congestion control parameters.
The following embodiments respectively describe the determination manners of two parameters included in the current congestion control parameter.
1. And determining the optimized control parameters in the current congestion control parameters.
Constructing a fitting function corresponding to a preset proxy model based on a performance difference value contained in the historical transmission performance difference information, a historical optimization congestion control parameter adopted by the historical optimization transmission connection and the preset proxy model; determining a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function, and screening out a target performance difference value from the confidence interval; and determining an optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and taking the optimization control parameter corresponding to the target performance difference value as the optimization control parameter in the current optimization congestion control parameter.
The fitting function is used for representing the mapping relation between the optimization control parameter and the performance difference value, and the target performance difference value is not smaller than the maximum value of the performance difference value in the historical transmission performance difference information.
It should be noted that, when the server determines the optimization control parameter based on the historical transmission performance difference information, a bayesian optimization model may be used. A Bayesian optimization algorithm is used for machine learning parameter adjustment in an artificial intelligence technology, and the main idea is that an optimized business objective function (generalized function, only input and output need to be specified, and the internal structure and mathematical properties do not need to be known) is given, and the posterior distribution of the business objective function is updated by continuously adding historical transmission performance difference information until the posterior distribution is basically fit with the real distribution. In short, the information of the last parameter is considered, so that the current parameter is better adjusted.
Optionally, when the bayesian optimization model is used to determine the optimized control parameters, the following formula may be used:
wherein, X*In order to optimize the control parameters, X is a historical optimized congestion control parameter, R is a selection range of the historical optimized congestion control parameter, and U is a historical performance detection value.
The server in the embodiment of the application can determine the optimization control parameters according to the following modes:
(1) and the server constructs a fitting function corresponding to a preset proxy model based on the performance difference value contained in the historical transmission performance difference information, the historical optimization congestion control parameter adopted by the historical optimization transmission connection and the preset proxy model.
It should be noted that the preset proxy model may adopt a gaussian model or other models, and is not limited herein. In order to use a bayesian optimization model, an efficient way to model the distribution of the business objective function is needed. The gaussian process generates a multidimensional gaussian distribution that is sufficiently flexible to model any business objective function.
The expression of the service objective function in the embodiment of the application is not clear, only the input independent variable is X, and the output function value is XThe business objective function is approximated by a gaussian process.
Optionally, the server combines the historical transmission performance difference information with a gaussian model to construct a fitting function g (x) corresponding to the gaussian model, where the fitting function is used to represent a mapping relationship between the optimization control parameter and the performance difference value.
Fig. 3 is a schematic diagram for determining an optimized control parameter according to an embodiment of the present application. Curve 1 in fig. 3 is the constructed fitting function g (x).
Optionally, when determining the optimized control parameter in the embodiment of the present application, the following formula may be adopted:
wherein, X*And f (.) is a preset extraction function for optimizing the control parameters, X is the historical optimized congestion control parameters, and R is the selection range of the historical optimized congestion control parameters.
(2) And the server determines a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function, and screens out a target performance difference value from the confidence interval.
And the target performance difference value is not less than the maximum value of the performance difference values in the historical transmission performance difference information.
The preset extraction function may use an upper confidence boundary function (UCB) to determine a confidence interval of the performance difference value in the fitting function, that is, an area where the service objective function is most likely to be located, where the confidence interval is shown as an area formed between a dashed line 1 and a dashed line 2 in fig. 3.
After determining the confidence interval corresponding to the performance difference value in the fitting function, the server determines the maximum performance difference value diff based on the performance difference value contained in the historical transmission performance difference informationmaxAnd a horizontal line is drawn at the position corresponding to the maximum performance difference value in fig. 3, and the next search point should be larger than diffmaxLarge or at least equal, i.e. the next explored point should lie above the horizontal line. Thus, the next sample is at diffmaxAnd between confidence intervals, assume diffmaxThe following samples are availableTo be discarded, the viewing area is reduced. The server is in diffmaxAnd searching for the next point between confidence intervals, e.g., as shown in FIG. 3, the performance difference value corresponding to the next point is diff1And the server iterates the process until the maximum value of the performance difference value is searched, and the target performance difference value is determined.
(3) And the server determines the optimization control parameters corresponding to the target performance difference values according to the fitting function and the target performance difference values, and takes the optimization control parameters corresponding to the target performance difference values as the optimization control parameters in the current optimization congestion control parameters.
And substituting the screened target performance difference value into a fitting function by the server to determine the optimized control parameter corresponding to the target performance difference value.
2. And determining a connection configuration proportion parameter in the current congestion control parameters.
An optional implementation manner is that, in the embodiment of the present application, the server may determine the connection configuration ratio parameter corresponding to the current transmission connection according to the following manner:
and taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter.
It should be noted that, the larger the value of the historical performance detection value, the better the transmission performance is.
For example, in a historical preset period of 2T-3T, a first historical performance detection value corresponding to a historical optimized transmission connection 1 established between a server and a client is U1(A7) The second historical performance detection value corresponding to the historical reference transmission connection 2 is U2(B) (ii) a The server sends U1(A7) And U2(B) Ratio of between U and1(A7)/U2(B) as a connection configuration ratio parameter.
It should be noted that, if at least two historical optimized transmission connections or at least two historical standard transmission connections are established within a historical preset period, a first historical performance detection value corresponding to the historical optimized transmission connection and a second historical performance detection value corresponding to the historical standard transmission connection are obtained, where the first historical performance detection value or the second historical performance detection value is an average value of the first historical performance detection values corresponding to the at least two historical optimized transmission connections or an average value of the second historical performance detection values corresponding to the at least two historical standard transmission connections.
For example, in a history preset period, history optimized transmission connections established by the server and the client are, for example, the history optimized transmission connection 3, the history optimized transmission connection 4, and the history optimized transmission connection 5, and first history performance detection results corresponding to the history optimized transmission connection 3, the history optimized transmission connection 4, and the history optimized transmission connection 5 are respectively U3(A8)、U4(A8)、U5(A8) (ii) a The historical reference congestion control parameters established between the server and the client are the historical reference transmission connection 6 and the historical reference transmission connection 7 as examples, and the second historical performance detection results corresponding to the historical reference transmission connection 6 and the historical reference transmission connection 7 are respectively U6(B)、U7(B) (ii) a Server determination U3(A8)、U4(A8)、U5(A8) Mean value therebetween is X1,U6(B)、U7(B) Mean value therebetween is X2Server sends X1And X2Ratio X between1/X2As a connection configuration ratio parameter.
It should be noted that, the server may also determine the connection configuration proportion parameter first, then determine the optimization control parameter, or execute the optimization control parameter in parallel, and therefore, the execution sequence of determining the optimization control parameter and the connection configuration proportion parameter by the server is not limited.
Another optional implementation manner is that, in the embodiment of the present application, the server may use a preset parameter configuration ratio as a connection configuration ratio parameter corresponding to the current transmission connection.
Step S203, the server divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter;
the server divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on a connection configuration proportion parameter in the current optimized congestion control parameter.
The connection configuration proportion parameter is used for expressing the proportion between the number of the transmission connections to be optimized in the current transmission connection and the number of the target reference transmission connection.
Specifically, the server determines a first number of transmission connections to be optimized in the current transmission connections and a second number of target reference transmission connections according to the connection configuration proportion parameter and the number of the current transmission connections in the current preset period; a first number of transport connections in the current transport connections are taken as transport connections to be optimized and a second number of transport connections are taken as target reference transport connections.
The transmission connection to be optimized is a transmission connection adopting an optimized control parameter, and the target reference transmission connection is a transmission connection adopting a preset reference congestion control parameter.
For example, if the connection configuration ratio parameter is 1:2 and the number of the current transmission connections is 36, it is determined that the first number of the transmission connections to be optimized in the current transmission connections is 12 and the second number of the target reference transmission connections is 24.
And step S204, the server respectively carries out transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and the preset reference congestion control parameter.
The server respectively performs transmission control on the transmission connection to be optimized and the target reference transmission connection according to the optimized control parameter in the current optimized congestion control parameter and the preset reference congestion control parameter.
Specifically, a first number of transmission connections to be optimized are subjected to congestion control by adopting an optimization control parameter, and a second number of target reference transmission connections are subjected to congestion control by adopting a preset reference congestion control parameter.
For example, if the server determines that the first number of the to-be-optimized transmission connections in the current transmission connections is 12 and the second number of the target reference transmission connections in the current transmission connections is 24, the server performs congestion control on the 12 to-be-optimized transmission connections by using the optimization control parameters, and performs congestion control on the 24 entry reference transmission connections by using the preset reference congestion control parameters.
In addition, it should be noted that all the embodiments described above may be applied to a Content Delivery Network (CDN), a video call scenario, or other application scenarios that use a transmission connection for data transmission, and are not limited herein.
As shown in fig. 4, an overall flowchart of a transmission control method provided in the embodiment of the present application includes the following steps:
step S401, a plurality of transmission connections are established between a client and a server;
step S402, when a server triggers a transmission performance adjustment request, determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to a first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and the second historical performance detection value corresponding to a historical reference transmission connection;
step S403, the server generates performance difference information containing a performance difference value and a history optimized congestion control parameter adopted by the history optimized transmission connection, and the performance difference information is used as the history transmission performance difference information between the history optimized transmission connection and the history reference transmission connection in a history preset period;
step S404, the server constructs a fitting function corresponding to a preset proxy model based on a performance difference value contained in the historical transmission performance difference information, a historical optimization congestion control parameter adopted by the historical optimization transmission connection and the preset proxy model;
s405, the server determines a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function, and screens out a target performance difference value from the confidence interval;
step S406, the server determines an optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and takes the optimization control parameter corresponding to the target performance difference value as an optimization control parameter in the current optimization congestion control parameter;
step S407, the server takes the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter corresponding to the current transmission connection;
the server may also determine the connection configuration proportion parameter corresponding to the current transmission connection, and then determine the optimization control parameter, or execute in parallel, so that the execution sequence of the server for determining the optimization control parameter and the connection configuration proportion parameter is not limited;
step S408, the server divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the connection configuration proportion parameter;
and step S409, the server respectively performs transmission control on the transmission connection to be optimized and the target reference transmission connection according to the optimization control parameter and the preset reference congestion control parameter.
The following describes a transmission control method according to an embodiment of the present application with reference to a specific embodiment.
After triggering a transmission performance adjustment request, the server acquires historical transmission performance difference information (A, 100) between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period; the server determines an optimized control parameter X corresponding to the current transmission connection based on the historical transmission performance difference information (A, 100); the server determines that the connection configuration proportion parameter corresponding to the current transmission connection is 1: 2;
if 12 current transmission connections are established between the server and the client in the current preset period, the server determines that 4 to-be-optimized transmission connections adopt an optimized control parameter X according to a connection configuration proportion parameter 1:2 corresponding to the current transmission connections, and 8 entry mark reference transmission connections adopt a preset reference congestion control parameter B;
the server performs congestion control on 4 to-be-optimized transmission connections by adopting an optimization control parameter X, and performs congestion control on 8 standard transmission connections by adopting a preset standard congestion control parameter B.
Example 2: the method and the device for determining the current optimized congestion control parameters and controlling the transmission connection are completed by matching a plurality of physical servers or a plurality of server clusters.
For example, the flow of determining the current optimized congestion control parameters and controlling the transport connection is completed by the cooperation of the transport server, the optimization server and the log server.
Fig. 5 is a schematic diagram of an exemplary optional application scenario according to an embodiment of the present application, and includes a terminal device 51, a transmission server 52, an optimization server 53, and a log server 54; wherein the terminal device 51 has a client installed thereon.
In the embodiment of the present application, a plurality of transmission connections are established between the transmission server 52 and the client installed on the terminal device 51, and the transmission server 52 and the client perform data communication by using a network transmission protocol. Wherein the network transport protocol provides that a connection is established between the transport server 52 and the client to enable the transport of data.
Network transport protocols may include, but are not limited to:
transmission control protocol, user data packet protocol, internet protocol.
When determining that the transmission performance of the current transmission connection established between the transmission server 52 and the client in the current preset period needs to be adjusted, the transmission server 52 sends a transmission performance adjustment request to the optimization server 53;
the optimization server 53 acquires a first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection from the log server 54, and determines a performance difference value between the first historical performance detection value and the second historical performance detection value; the optimization server 53 generates performance difference information including a performance difference value and a history optimized congestion control parameter adopted by the history optimized transmission connection as history transmission performance difference information between the history optimized transmission connection and the history reference transmission connection in a history preset period; the optimization server 53 determines a current optimized congestion control parameter of the current transmission connection in the current preset period based on the historical transmission performance difference information;
the current congestion control parameters comprise optimized control parameters used for performing optimized congestion control on the current transmission connection and connection configuration proportion parameters corresponding to the current transmission connection;
the optimization server 53 determines a connection configuration proportion parameter corresponding to the current transmission connection according to the acquired first historical performance detection value corresponding to the historical optimized transmission connection in the historical preset period and the acquired second historical performance detection value corresponding to the historical reference transmission connection;
the optimization server 53 sends the determined current optimized congestion control parameter to the transmission server 52; the transport server 52 receives the current optimized congestion control parameters sent by the optimization server; the transport server 52 divides the current transport connection into a transport connection to be optimized and a target reference transport connection based on the connection configuration ratio parameter in the current optimized congestion control parameter; the transmission server 52 performs transmission control on the transmission connection to be optimized and the target reference transmission connection according to the optimized control parameter in the current optimized congestion control parameter and the preset reference congestion control parameter.
The optimization server 53 may be a cloud server providing cloud storage and cloud computing, and stores, in a cloud storage manner, a historical optimized congestion control parameter and a corresponding first historical performance detection value, a preset reference congestion control parameter and a corresponding second historical performance detection value, which are used for a summarized historical optimized transmission connection and uploaded by the log server 54, and historical transmission performance difference information between the historical optimized transmission connection and the historical reference transmission connection in a historical preset period; and determining the current optimized congestion control parameter corresponding to the current transmission connection in a cloud computing mode.
The first historical performance detection value and the second historical performance detection value are used for measuring data transmission performance and are determined according to the historical performance data and the objective function. For example, the objective function may be a function corresponding to an average bandwidth, a median of the bandwidth, an average throughput, a median of the throughput, and the like, and the historical performance data is performance-related data of the collected historical optimized transmission connection and the historical reference transmission connection.
The input of the objective function is historical performance data, the output is historical performance detection values, and different historical performance detection values are generated according to different historical performance data and the objective function. In practical application, the objective function may be set according to a practical application scenario, which is not limited herein.
The log server 54 is configured to receive the history optimized congestion control parameter and the corresponding first history performance detection value adopted by the history optimized transmission connection periodically uploaded by the transmission server 52 or the client, the preset reference congestion control parameter and the corresponding second history performance detection value adopted by the history reference transmission connection, and report the summarized history optimized congestion control parameter and the corresponding first history performance detection value adopted by the history optimized transmission connection, the preset reference congestion control parameter and the corresponding second history performance detection value adopted by the history reference transmission connection to the optimization server 53.
It should be noted that the log server may be integrated in the terminal device, may also be integrated in the transmission server, or may be a separate device; the optimization server 53 may be integrated in the transmission server 52 or the log server 54, or may be a device independent of the transmission server 52 and the log server 54, and the arrangement of the transmission server 52, the optimization server 53, and the log server 54 is not limited in this embodiment.
The transmission server 52 and the client in the embodiment of the present application may be connected to each other through a wireless network or a wired network for data communication.
In the following, with reference to fig. 6 to fig. 7, a transmission control method provided in an exemplary embodiment of the present application is described in conjunction with the optional application scenarios described above. It should be noted that the above application scenarios are only presented to facilitate understanding of the spirit and principles of the present application, and the embodiments of the present application are not limited in this respect. Rather, embodiments of the present application may be applied to any scenario where applicable.
As shown in fig. 6, a schematic flow chart of a transmission control method provided in the embodiment of the present application is shown, where the method may include the following steps:
step S601, when the transmission server determines that the transmission performance of the current transmission connection in the current preset period needs to be adjusted in the current preset period, the transmission server sends a transmission performance adjustment request to an optimization server;
the current transmission connection is the transmission connection established in the current preset period; the transmission connection comprises an active transmission connection and an inactive transmission connection, wherein the active transmission connection is a successfully established transmission connection and the inactive transmission connection is an unsuccessfully established transmission connection.
The transmission performance adjustment request includes server information of the transmission server, where the server information may include but is not limited to:
the IP address of the transmission server and the information of the machine room to which the transmission server belongs.
It should be noted that, in the embodiment of the present application, a manner in which the transmission server determines that the transmission performance of the current transmission connection needs to be adjusted is the same as the manner in which the server triggers the transmission performance adjustment request in embodiment 1, and for a specific implementation, reference may be made to the description above, and details are not described here again.
Step S602, after receiving a transmission performance adjustment request sent by a transmission server in a current preset period, an optimization server acquires historical transmission performance difference information between historical optimized transmission connection and historical benchmark transmission connection in a historical preset period;
the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters.
After receiving a transmission performance adjustment request sent by a transmission server in a current preset period, an optimization server in the embodiment of the application needs to obtain historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period.
In some embodiments, the optimization server according to the embodiments of the present application may obtain historical transmission performance difference information according to the following ways:
determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to the first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and the second historical performance detection value corresponding to the historical benchmark transmission connection;
and generating performance difference information containing the performance difference value and the historical optimized congestion control parameter adopted by the historical optimized transmission connection, wherein the performance difference information is used as the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
It should be noted that the performance difference value may be represented by a difference between the first historical performance detection value and the second historical performance detection value, or by a quotient between the first historical performance detection value and the second historical performance detection value, or the like.
In the embodiment of the application, before obtaining the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period, the optimization server needs to obtain the historical optimized congestion control parameter and the corresponding first historical performance detection value adopted by the historical optimized transmission connection in the historical preset period, and obtain the historical benchmark congestion control parameter and the corresponding second historical performance detection value adopted by the historical benchmark transmission connection in the historical preset period.
According to the embodiment of the application, the optimization server can acquire the historical optimized congestion control parameter and the corresponding first historical performance detection value adopted by the historical optimized transmission connection in the historical preset period, and the historical benchmark congestion control parameter and the corresponding second historical performance detection value adopted by the historical benchmark transmission connection in the historical preset period according to the following modes:
in the method 1, the optimization server pulls, according to the received transmission performance adjustment request, a history optimized congestion control parameter and a corresponding first history performance detection value which are adopted by the history optimized transmission connection in a history preset period, and pulls a history reference congestion control parameter and a corresponding second history performance detection value which are adopted by the history reference transmission connection in the history preset period from the log server.
In implementation, the optimization server sends a data request message containing a historical preset period to the log server according to the received transmission performance adjustment request; when the log server receives a data request message of the optimization server, the history optimization congestion control parameters and the corresponding first history performance detection values adopted by the history optimization transmission connection in the history preset period, the history benchmark congestion control parameters and the corresponding second history performance detection values adopted by the history benchmark transmission connection in the history preset period are collected and sent to the optimization server.
It should be noted that, when receiving the transmission performance adjustment request, the optimization server pulls the required congestion control parameter and the corresponding historical performance detection value from the log server, thereby reducing the storage space occupied by the optimization server.
If a history optimized transmission connection and a history reference transmission connection are established between the client and the transmission server in a history preset period, the optimization server acquires a history optimized congestion control parameter and a corresponding first history performance detection value adopted by the history optimized transmission connection, a history reference congestion control parameter and a corresponding second history performance detection value adopted by the history reference transmission connection in the history preset period from the log server;
for example, the history-optimized transport connection 1 established between the client and the transport server uses the history-optimized congestion control parameter a1And the corresponding first historical performance detection value is U1(A1) The historical reference transmission connection 2 adopts a preset reference congestion control parameter B and the corresponding second historical performance detection value is U2(B)。
The historical optimized congestion control parameters adopted by the historical optimized transmission connection in the historical preset period in the log server and the corresponding first historical performance detection values, the historical benchmark congestion control parameters adopted by the historical benchmark transmission connection and the corresponding second historical performance detection values can be stored in a database table structure mode.
For example, the database table structure of the embodiment of the present application may be as shown in table 1:
TABLE 1
If at least two historical optimized transmission connections or at least two historical benchmark transmission connections are established between the client and the transmission server in the historical preset period, the optimization server acquires the historical optimized congestion control parameters adopted by each historical optimized transmission connection and the corresponding first historical performance detection value from the log server, or acquires the preset benchmark congestion control parameters adopted by each historical benchmark transmission connection and the corresponding second historical performance detection value.
For example, the history-optimized transport connection 1 established between the client and the transport server uses the history-optimized congestion control parameter a1And the corresponding first historical performance detection value is U1(A1) The history optimized transmission connection 2 adopts history optimized congestion control parameter A1And the corresponding first historical performance detection value is U2(A1) The historical reference transmission connection 3 adopts a preset reference congestion control parameter B and the corresponding second historical performance detection value is U3(B)。
The history optimized congestion control parameter and the corresponding first history performance detection value adopted by each history optimized transmission connection in the log server, or the preset reference congestion control parameter and the corresponding second history performance detection value adopted by each history reference transmission connection can be stored in a database table structure mode.
For example, the database table structure of the embodiment of the present application can be as shown in table 2:
TABLE 2
It should be noted that, if at least two history optimized transmission connections or at least two history reference transmission connections are established between the client and the transmission server, for the at least two history optimized transmission connections, a set of history optimized congestion control parameters and corresponding first history performance detection values are obtained from the log server, or for the at least two history reference transmission connections, a set of preset reference congestion control parameters and corresponding second history performance detection values are obtained from the log server; wherein the first historical performance detection value is an average of first historical performance detection values of the at least two historical optimized transmission connections, or the second historical performance detection value is an average of second historical performance detection values of the at least two historical reference transmission connections.
For example, the history optimized transmission connection 1 and the history optimized transmission connection 2 established by the transmission server and the client use the same history optimized congestion control parameter A1Then the congestion control parameter a is optimized for the history1Obtaining a history optimized congestion control parameter a from a log server1The average of the corresponding first historical performance detection values, i.e. the first historical performance detection values corresponding to the historical optimized transmission connection 1 and the historical optimized transmission connection 2, is assumed to be U (a)1) (ii) a If the historical reference transmission connection 3 and the historical reference transmission connection 4 established between the transmission server and the client use the same preset reference congestion control parameter B, acquiring a second historical performance detection value corresponding to the preset reference congestion control parameter B from the log server for the two historical reference transmission connections of the preset reference congestion control parameter B, namely an average value of the second historical performance detection values corresponding to the historical reference transmission connection 3 and the historical reference transmission connection 4, which is assumed to be u (B).
A group of historical optimized congestion control parameters and corresponding first historical performance detection values in the log server, or a group of preset benchmark congestion control parameters and corresponding second historical performance detection values may be stored in a database table structure.
For example, the database table structure of the embodiment of the present application can be as shown in table 3:
TABLE 3
In the method 2, when receiving the transmission performance adjustment request, the optimization server directly obtains the history optimized congestion control parameter and the corresponding first history performance detection value used for the history optimized transmission connection in the history preset period, the history reference congestion control parameter and the corresponding second history performance detection value used for the history reference transmission connection in the history preset period from the locally stored history optimized congestion control parameter and the corresponding first history performance detection value used for the history optimized transmission connection in the history preset period, and the history reference congestion control parameter and the corresponding second history performance detection value used for the history reference transmission connection in the history preset period.
The historical optimized congestion control parameters adopted by the historical optimized transmission connection and stored locally by the optimization server and the corresponding first historical performance detection values, the historical benchmark congestion control parameters adopted by the historical benchmark transmission connection in the historical preset period and the corresponding second historical performance detection values are periodically uploaded by the log server according to a second preset time length.
In practical application, the second preset time duration may be set according to a practical application scenario, for example, the second preset time duration may be set to 20 minutes, which is not limited herein.
If the historical optimized transmission connection and the historical benchmark transmission connection are established between the client and the transmission server in the historical preset period, the optimization server locally acquires the historical optimized congestion control parameter adopted by the historical optimized transmission connection and the corresponding first historical performance detection value, and the historical benchmark congestion control parameter adopted by the historical benchmark transmission connection in the historical preset period and the corresponding second historical performance detection value.
And the log server periodically uploads the historical optimized congestion control parameter adopted by the historical optimized transmission connection and the corresponding first historical performance detection value, the historical benchmark congestion control parameter adopted by the historical benchmark transmission connection in a historical preset period and the corresponding second historical performance detection value in a database table structure mode.
For example, the database table structure of the embodiment of the present application can be as shown in table 4:
TABLE 4
If at least two historical optimized transmission connections or at least two historical benchmark transmission connections are established between the client and the transmission server in the historical preset period, the optimization server locally acquires the historical optimized congestion control parameters adopted by each historical optimized transmission connection and the corresponding first historical performance detection value, or acquires the preset benchmark congestion control parameters adopted by each historical benchmark transmission connection and the corresponding second historical performance detection value.
And the log server periodically uploads the historical optimized congestion control parameter and the corresponding first historical performance detection value adopted by each historical optimized transmission connection or the preset reference congestion control parameter and the corresponding second historical performance detection value adopted by each historical reference transmission connection in a database table structure mode.
For example, the database table structure of the embodiment of the present application can be as shown in table 5:
TABLE 5
It should be noted that, if at least two historical optimized transmission connections or at least two historical benchmark transmission connections are established between the client and the transmission server, for at least two historical optimized transmission connections, a set of historical optimized congestion control parameters and corresponding first historical performance detection values are locally obtained from the optimization server, or for at least two historical benchmark transmission connections, a set of preset benchmark congestion control parameters and corresponding second historical performance detection values are obtained from the log server; wherein the first historical performance detection value is an average of first historical performance detection values of the at least two historical optimized transmission connections, or the second historical performance detection value is an average of second historical performance detection values of the at least two historical reference transmission connections.
And uploading a group of historical optimized congestion control parameters and corresponding first historical performance detection values or a group of preset reference congestion control parameters and corresponding second historical performance detection values by the log server in a database table structure mode.
For example, the database table structure of the embodiment of the present application can be as shown in table 6:
TABLE 6
The historical optimized congestion control parameters adopted by the historical optimized transmission connection and the corresponding first historical performance detection values stored in the log server, the historical benchmark congestion control parameters adopted by the historical benchmark transmission connection in the historical preset period and the corresponding second historical performance detection values are periodically uploaded to the log server by the transmission server or the client according to the first preset time length.
In practical application, the first preset time duration may be set according to a practical application scenario, for example, the first preset time duration is 10 minutes, which is not limited herein.
In the embodiment of the application, the optimization server obtains, by any one of the obtaining manners, a history optimized congestion control parameter and a corresponding first history performance detection value adopted by the history optimized transmission connection in the history preset period, and a history reference congestion control parameter and a corresponding second history performance detection value adopted by the history reference transmission connection in the history preset period.
It should be noted that, in the embodiment of the present application, a manner of determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to an acquired first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection is the same as a manner of determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to an acquired first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection by a server in embodiment 1.
In addition, after determining the performance difference value between the first historical performance detection value and the second historical performance detection value, the optimization server in the embodiment of the present application generates historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period in the same manner as the server generates the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period in the embodiment 1, and the specific implementation manner may refer to the description above, and details are not repeated here.
When determining historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period, if a first historical performance detection value corresponding to the historical optimized transmission connection in the historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection are not obtained, the optimization server in the embodiment of the application can determine the historical transmission performance difference information according to the following modes:
determining an associated transmission server corresponding to the transmission server; acquiring a third historical performance detection value corresponding to the reference optimized transmission connection and a fourth historical performance detection value corresponding to the reference standard transmission connection in a historical preset period; and determining a reference performance difference value between the third historical performance detection value and the fourth historical performance detection value; and generating performance difference information containing a reference performance difference value and a reference optimized congestion control parameter adopted by the reference optimized transmission connection as historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
The reference optimized transmission connection is a transmission connection which is corresponding to the associated transmission server and adopts reference optimized congestion control parameters, and the reference standard transmission connection is a transmission connection which is corresponding to the associated transmission server and adopts preset standard congestion control parameters.
The related transmission server and the transmission server are servers with the same designated characteristics; for example, the same specified characteristics may be attributed to the same data center and the same traffic type; or the same specified features of the embodiments of the present application may also be other specified features, and are not limited herein.
For example, if the specified characteristics are that the specified characteristics belong to the same data center (may be located in the same machine room), the service types are the same, the machine room identifier of the transmission server is 00001, and the service type is to process the client bidding service, then the other servers that are located in the machine room 00001 and the service type is to process the client bidding service are taken as the associated transmission servers of the transmission server.
It should be noted that, in the embodiment of the present application, the associated transmission server and the transmission server share the historical optimized congestion control parameter or the preset reference congestion control parameter, and the corresponding first historical performance detection value or the second historical performance detection value, so that a problem that, in an initial stage, the historical optimized congestion control parameter and the corresponding first historical performance detection value used for the historical optimized transmission connection, the preset reference congestion control parameter used for the historical reference transmission connection, and the corresponding second historical performance detection value are less or do not exist, so that the optimal current optimized congestion control parameter cannot be determined quickly is avoided.
It should be noted that, in the embodiment of the present application, a manner of determining a reference performance difference value between a third historical performance detection value and a fourth historical performance detection value according to a third historical performance detection value corresponding to the reference optimized transmission connection and a fourth historical performance detection value corresponding to the reference transmission connection in an obtained historical preset period by the optimization server is the same as a manner of determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to a first historical performance detection value corresponding to the historical optimized transmission connection and a second historical performance detection value corresponding to the historical reference transmission connection in the obtained historical preset period by the server in embodiment 1.
In addition, the manner in which the optimization server generates the performance difference information including the reference performance difference value and the reference optimized congestion control parameter used for the reference optimized transmission connection in the embodiment of the present application is the same as the manner in which the server generates the performance difference information including the performance difference value and the historical optimized congestion control parameter used for the historical optimized transmission connection in embodiment 1, and the specific implementation manner may refer to the description above, and details are not repeated here.
Step S603, the optimization server determines the current optimized congestion control parameter of the current transmission connection based on the historical transmission performance difference information;
in implementation, the current congestion control parameter includes an optimized control parameter for performing optimized congestion control on the current transmission connection, and a connection configuration ratio parameter corresponding to the current transmission connection.
The following embodiments respectively describe the determination manners of two parameters included in the current congestion control parameter.
1. And determining the optimized control parameters in the current congestion control parameters.
Constructing a fitting function corresponding to a preset proxy model based on a performance difference value contained in the historical transmission performance difference information, a historical optimization congestion control parameter adopted by the historical optimization transmission connection and the preset proxy model; determining a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function, and screening out a target performance difference value from the confidence interval; and determining an optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and taking the optimization control parameter corresponding to the target performance difference value as the optimization control parameter in the current optimization congestion control parameter.
The fitting function is used for representing the mapping relation between the optimization control parameter and the performance difference value, and the target performance difference value is not smaller than the maximum value of the performance difference value in the historical transmission performance difference information.
It should be noted that, in the embodiment of the present application, a manner of determining, by the optimization server, the optimized control parameter in the current optimized congestion control parameter based on the historical transmission performance difference information is the same as a manner of determining, by the server in embodiment 1, the optimized control parameter in the current optimized congestion control parameter based on the historical transmission performance difference information, and specific implementation manners may refer to the description above, and details are not repeated here.
2. And determining a connection configuration proportion parameter in the current congestion control parameters.
In the embodiment of the application, after acquiring the first historical performance detection value corresponding to the historical optimized transmission connection and the second historical performance detection value corresponding to the historical benchmark transmission connection in the historical preset period, the optimization server may determine the connection configuration proportion parameter corresponding to the current transmission connection according to the following manner:
and taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter.
Wherein, the larger the value of the historical performance detection value is, the better the transmission performance is.
It should be noted that, in the embodiment of the present application, a manner of determining, by the optimization server, the connection configuration ratio parameter corresponding to the current transmission connection is the same as the manner of determining, by the server, the connection configuration ratio parameter corresponding to the current transmission connection in embodiment 1 above, and for a specific implementation, reference may be made to the description above, and details are not described here again.
It should be noted that, the optimization server may also determine the connection configuration proportion parameter first, then determine the optimization control parameter, or execute the optimization control parameter in parallel, and therefore, the execution sequence of determining the optimization control parameter and the connection configuration proportion parameter by the optimization server is not limited.
Step S604, the optimization server sends the current optimization congestion control parameter to the transmission server;
step S605, the transmission server receives the current optimized congestion control parameter sent by the optimization server, and divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter;
the transmission server divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the connection configuration proportion parameter in the current optimized congestion control parameter.
The connection configuration proportion parameter is used for expressing the proportion between the number of the transmission connections to be optimized in the current transmission connection and the number of the target reference transmission connection.
Specifically, the transmission server determines a first number of transmission connections to be optimized in the current transmission connections and a second number of target reference transmission connections according to connection configuration proportion parameters corresponding to the current transmission connections and the number of the current transmission connections in a current preset period; a first number of transport connections in the current transport connections are taken as transport connections to be optimized and a second number of transport connections are taken as target reference transport connections.
The transmission connection to be optimized is a transmission connection adopting an optimized control parameter, and the target reference transmission connection is a transmission connection adopting a preset reference congestion control parameter.
For example, if the connection configuration ratio parameter is 1:3 and the number of the current transmission connections is 36, it is determined that the first number of the transmission connections to be optimized in the current transmission connections is 9 and the second number of the target reference transmission connections is 27.
Step S606, the transmission server respectively carries out transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and the preset reference congestion control parameter.
The transmission server respectively performs transmission control on the transmission connection to be optimized and the target reference transmission connection according to the optimized control parameter in the current optimized congestion control parameter and the preset reference congestion control parameter.
Specifically, a first number of transmission connections to be optimized are subjected to congestion control by adopting an optimization control parameter, and a second number of target reference transmission connections are subjected to congestion control by adopting a preset reference congestion control parameter.
For example, if the transmission server determines that the first number of the to-be-optimized transmission connections in the current transmission connections is 9 and the second number of the target reference transmission connections in the current transmission connections is 27, the server performs congestion control on the 9 to-be-optimized transmission connections by using the optimized control parameters, and performs congestion control on the 27 entry-labeled reference transmission connections by using the preset reference congestion control parameters.
In addition, it should be noted that all the embodiments described above may be applied to a content distribution network, may also be applied to a video call scenario, and may also be applied to other application scenarios that use a transmission connection for data transmission, which is not limited herein.
As shown in fig. 7, an overall flowchart of a transmission control method provided in the embodiment of the present application includes the following steps:
step S701, a client establishes a plurality of transmission connections with a transmission server;
step S702, when determining that the transmission performance of the current transmission connection in the current preset period needs to be adjusted, the transmission server sends a transmission performance adjustment request to the optimization server;
step S703, after receiving the transmission performance adjustment request sent by the transmission server in the current preset period, the optimization server sends a data request message containing a historical preset period to the log server;
step S704, after receiving a data request message sent by an optimization server, a log server acquires a first historical performance detection value corresponding to a historical optimization transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection, and sends the first historical performance detection value and the second historical performance detection value to the optimization server;
step S705, the optimization server determines a performance difference value between a first historical performance detection value and a second historical performance detection value according to the first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and the second historical performance detection value corresponding to the historical benchmark transmission connection;
step S706, the optimization server generates performance difference information containing a performance difference value and a history optimization congestion control parameter adopted by the history optimization transmission connection, and the performance difference information is used as the history transmission performance difference information between the history optimization transmission connection and the history reference transmission connection in a history preset period;
step S707, the optimization server constructs a fitting function corresponding to a preset proxy model based on a performance difference value contained in the historical transmission performance difference information, a historical optimization congestion control parameter adopted by the historical optimization transmission connection, and the preset proxy model;
step S708, the optimization server determines a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function, and screens out a target performance difference value from the confidence interval;
step S709, the optimization server determines an optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and takes the optimization control parameter corresponding to the target performance difference value as an optimization control parameter in the current optimization congestion control parameter;
step S710, the optimization server takes the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter corresponding to the current transmission connection;
the optimization server can also determine the connection configuration proportion parameter firstly and then determine the optimization control parameter, or execute the optimization control parameter in parallel, so that the execution sequence of the optimization server for determining the optimization control parameter and the connection configuration proportion parameter is not limited;
step S711, the optimization server sends the optimization control parameters and the connection configuration proportion parameters to the transmission server;
step S712, the transmission server receives the connection configuration ratio parameter sent by the optimization server, and divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the connection configuration ratio parameter;
step S713, the transmission server receives the optimization control parameter sent by the optimization server, and performs transmission control on the transmission connection to be optimized and the target reference transmission connection according to the optimization control parameter and the preset reference congestion control parameter.
Fig. 8 is a schematic diagram of another exemplary optional application scenario according to an embodiment of the present application, and includes a terminal device 81, a transmission server 82, an optimization server 83, and a log server 84; wherein, the terminal device 81 is installed with a client.
In the embodiment of the present application, a plurality of transmission connections are established between the transmission server 82 and the client installed on the terminal device 81, and the transmission server 82 and the client perform data communication by using a network transmission protocol. Wherein the network transport protocol provides that a connection is established between the transport server 82 and the client to enable the transport of data.
Network transport protocols may include, but are not limited to:
transmission control protocol, user data packet protocol, internet protocol.
When determining that the transmission performance of the current transmission connection established between the transmission server 82 and the client in the current preset period needs to be adjusted, the transmission server 82 sends a transmission performance adjustment request to the optimization server 83;
the optimization server 83 acquires a first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection from the log server 84, and determines a performance difference value between the first historical performance detection value and the second historical performance detection value; the optimization server 83 generates performance difference information including a performance difference value and a history optimized congestion control parameter adopted by the history optimized transmission connection, as history transmission performance difference information between the history optimized transmission connection and the history reference transmission connection in a history preset period; the optimization server 83 determines a current optimized congestion control parameter corresponding to the current transmission connection based on the historical transmission performance difference information;
the current congestion control parameters comprise optimized control parameters used for performing optimized congestion control on the current transmission connection and connection configuration proportion parameters corresponding to the current transmission connection;
the transmission server 82 determines a connection configuration proportion parameter corresponding to the current transmission connection according to a first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection; the transmission server 82 divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the connection configuration ratio parameter;
the optimization server 83 sends the determined current optimized congestion control parameter to the transmission server 82;
the transmission server 82 receives the current optimized congestion control parameter sent by the optimization server 83, and performs transmission control on the to-be-optimized transmission connection and the target reference transmission connection according to the optimized control parameter in the current optimized congestion control parameter and the preset reference congestion control parameter.
The optimization server 83 may be a cloud server providing cloud storage and cloud computing, and stores, in a cloud storage manner, a historical optimized congestion control parameter and a corresponding first historical performance detection value, a preset reference congestion control parameter and a corresponding second historical performance detection value, which are used for aggregated historical optimized transmission connection and uploaded by the log server 84, and historical transmission performance difference information between the historical optimized transmission connection and the historical reference transmission connection in a historical preset period; and determining an optimized control parameter and a connection configuration proportion parameter corresponding to the current transmission connection in a cloud computing mode.
The transmission server 82 according to the embodiment of the present application and the client may be connected to each other through a wireless network or a wired network for data communication.
In the following, with reference to fig. 9 to fig. 10, a transmission control method provided in an exemplary embodiment of the present application is described in conjunction with the optional application scenarios described above. It should be noted that the above application scenarios are only presented to facilitate understanding of the spirit and principles of the present application, and the embodiments of the present application are not limited in this respect. Rather, embodiments of the present application may be applied to any scenario where applicable.
As shown in fig. 9, a schematic flow chart of a transmission control method provided in the embodiment of the present application is shown, where the method may include the following steps:
step S901, the transmission server determines that the transmission performance of the current transmission connection in the current preset period needs to be adjusted in the current preset period, and sends a transmission performance adjustment request to the optimization server;
the current transmission connection is the transmission connection established in the current preset period; the transmission connection comprises an active transmission connection and an inactive transmission connection, wherein the active transmission connection is a successfully established transmission connection and the inactive transmission connection is an unsuccessfully established transmission connection.
It should be noted that, in the embodiment of the present application, a manner in which the transmission server determines that the transmission performance of the current transmission connection needs to be adjusted is the same as the manner in which the server triggers the transmission performance adjustment request in embodiment 1, and for a specific implementation, reference may be made to the description above, and details are not described here again.
Step S902, after receiving a transmission performance adjustment request sent by a transmission server in a current preset period, an optimization server acquires historical transmission performance difference information between a historical optimization transmission connection and a historical benchmark transmission connection in a historical preset period;
it should be noted that, in the embodiment of the present application, a manner of acquiring, by the optimization server, historical transmission performance difference information between the historical optimized transmission connection and the historical reference transmission connection in the historical preset period is the same as the manner of acquiring, by the server, the historical transmission performance difference information between the historical optimized transmission connection and the historical reference transmission connection in the historical preset period in the above embodiment 1, and specific embodiments may refer to the description above, and details are not repeated here.
Step S903, the optimization server determines the optimization control parameter in the current optimization congestion control parameter of the current transmission connection based on the historical transmission performance difference information;
it should be noted that, in the embodiment of the present application, a manner of determining the optimized control parameter in the current optimized congestion control parameter by the optimization server is the same as the manner of determining the optimized control parameter in the current optimized congestion control parameter by the server in embodiment 1, and for a specific implementation, reference may be made to the description above, and details are not repeated here.
Step S904, the transmission server determines the connection configuration proportion parameter corresponding to the current transmission connection;
an optional implementation manner is that, in the embodiment of the present application, the transmission server may determine the connection configuration ratio parameter corresponding to the current transmission connection according to the following manner:
acquiring a first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection; and taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter.
It should be noted that, the larger the value of the historical performance detection value, the better the transmission performance is.
In addition, it should be noted that the transmission server may determine the connection configuration proportion parameter first, and the optimization server then determines the optimization control parameter, or execute the connection configuration proportion parameter in parallel, so that the execution sequence of determining the optimization control parameter by the optimization server and determining the connection configuration proportion parameter by the transmission server is not limited.
Another optional implementation manner is that, in the embodiment of the present application, the transmission server may use a preset parameter configuration ratio as a connection configuration ratio parameter.
Step S905, the transmission server divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the connection configuration proportion parameter;
the connection configuration proportion parameter is used for expressing the proportion between the number of the transmission connections to be optimized in the current transmission connection and the number of the target reference transmission connection.
Specifically, the transmission server determines a first number of transmission connections to be optimized in the current transmission connections and a second number of target reference transmission connections according to connection configuration proportion parameters corresponding to the current transmission connections and the number of the current transmission connections in a current preset period; a first number of transport connections in the current transport connections are taken as transport connections to be optimized and a second number of transport connections are taken as target reference transport connections.
Step S906, the optimization server sends the optimization control parameters to a transmission server;
step S907, the transmission server receives the optimization control parameter sent by the optimization server, and performs transmission control on the to-be-optimized transmission connection and the target reference transmission connection according to the optimization control parameter and the preset reference congestion control parameter.
And performing congestion control on the first number of transmission connections to be optimized by adopting the optimization control parameters, and performing congestion control on the second number of target reference transmission connections by adopting preset reference congestion control parameters.
In addition, it should be noted that all the embodiments described above may be applied to a content distribution network, may also be applied to a video call scenario, and may also be applied to other application scenarios that use a transmission connection for data transmission, which is not limited herein.
As shown in fig. 10, an overall flowchart of a transmission control method provided in the embodiment of the present application, in which a client is installed on a terminal device, includes the following steps:
step S1001, a client and a transmission server establish a plurality of transmission connections;
step S1002, the transmission server determines that the transmission performance of the current transmission connection in the current preset period needs to be adjusted in the current preset period, and sends a transmission performance adjustment request to the optimization server;
step S1003, after receiving a transmission performance adjustment request sent by the transmission server in the current preset period, the optimization server sends a data request message containing a historical preset period to the log server;
step S1004, after receiving the data request message sent by the optimization server, the log server obtains a first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection, and sends the first historical performance detection value and the second historical performance detection value to the optimization server;
step S1005, the optimization server determines a performance difference value between a first historical performance detection value and a second historical performance detection value according to the first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and the second historical performance detection value corresponding to the historical benchmark transmission connection;
step S1006, the optimization server generates performance difference information containing a performance difference value and a history optimized congestion control parameter adopted by the history optimized transmission connection, and the performance difference information is used as the history transmission performance difference information between the history optimized transmission connection and the history reference transmission connection in a history preset period;
step S1007, the optimization server constructs a fitting function corresponding to a preset proxy model based on the performance difference value included in the historical transmission performance difference information, the historical optimized congestion control parameter used by the historical optimized transmission connection, and the preset proxy model;
step S1008, the optimization server determines confidence intervals corresponding to the performance difference values in the fitting function based on a preset extraction function, and screens out target performance difference values from the confidence intervals;
step S1009, the optimization server determines the optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and takes the optimization control parameter corresponding to the target performance difference value as the optimization control parameter in the current optimization congestion control parameter;
step S1010, the transmission server takes the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter corresponding to the current transmission connection;
the transmission server can determine the connection configuration proportion parameter first, and the optimization server then determines the optimization control parameter, or execute the optimization control parameter in parallel, so that the execution sequence of the optimization server determining the optimization control parameter and the transmission server determining the connection configuration proportion parameter is not limited;
step S1011, the transmission server divides the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the connection configuration proportion parameter;
step S1012, the optimization server sends the optimization control parameter to the transmission server;
and S1013, the transmission server receives the optimization control parameters sent by the optimization server, and respectively performs transmission control on the transmission connection to be optimized and the target reference transmission connection according to the optimization control parameters and the preset reference congestion control parameters.
The transmission control method according to the embodiment of the present application is described below with reference to a specific embodiment, where the transmission server takes a TCP server as an example, and the optimization server takes a bayesian optimization server as an example.
The method comprises the steps that a TCP server determines that the transmission performance of a current transmission connection established between the TCP server and a client in a historical preset period needs to be adjusted, and sends a transmission performance adjusting request to a Bayesian optimization server;
after receiving a transmission performance adjustment request sent by a TCP server in a current preset period, a Bayesian optimization server acquires historical transmission performance difference information (A, 100) between historical optimized transmission connection and historical benchmark transmission connection in a historical preset period; the Bayesian optimization server determines an optimization control parameter X of the current transmission connection based on historical transmission performance difference information (A, 100); the Bayesian optimization server determines that the connection configuration proportion parameter corresponding to the current transmission connection is 1: 2;
the Bayesian optimization server sends the optimization control parameter X and the connection configuration proportion parameter 1:2 to the TCP server;
the TCP server receives a connection configuration proportion parameter sent by the Bayesian optimization server, if 12 current transmission connections are established between the TCP server and the client in a current preset period, 4 optimized transmission connections to be optimized are determined to adopt an optimized control parameter X according to the connection configuration proportion parameter 1:2, and 8 entry standard reference transmission connections adopt a preset reference congestion control parameter B;
the TCP server receives the optimization control parameter X sent by the Bayesian optimization server, the TCP server performs congestion control on 4 transmission connections to be optimized by adopting the optimization control parameter X, and performs congestion control on 8 standard transmission connections by adopting a preset standard congestion control parameter B.
As shown in fig. 11, a schematic flow chart of a transmission control method provided in the embodiment of the present application is applied to an optimization server side, and includes the following steps:
step S1101, when a transmission performance adjusting request sent by a transmission server in a current preset period is received, acquiring historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters;
step S1102, determining a current optimized congestion control parameter of a current transmission connection in a current preset period based on historical transmission performance difference information; the current transmission connection is the transmission connection established in the current preset period;
step S1103, sending the current optimized congestion control parameter to the transport server, so that the transport server performs transport control on the to-be-optimized transport connection and the target reference transport connection according to the current optimized congestion control parameter and the preset reference congestion control parameter.
Optionally, the obtaining historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period includes:
according to a first historical performance detection value corresponding to historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to historical benchmark transmission connection, determining a performance difference value between the first historical performance detection value and the second historical performance detection value;
and generating performance difference information containing the performance difference value and the historical optimized congestion control parameter adopted by the historical optimized transmission connection, wherein the performance difference information is used as the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
Optionally, the current optimized congestion control parameter comprises an optimized control parameter for optimized congestion control usage of the current transport connection;
determining an optimized control parameter of the current optimized congestion control parameters according to the following modes:
constructing a fitting function corresponding to a preset proxy model based on a performance difference value contained in the historical transmission performance difference information, a historical optimization congestion control parameter adopted by the historical optimization transmission connection and the preset proxy model; the fitting function is used for representing the mapping relation between the optimization control parameter and the performance difference value;
determining a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function; screening out a target performance difference value from the confidence interval; the target performance difference value is not less than the maximum value of the performance difference values in the historical transmission performance difference information;
and determining an optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and taking the optimization control parameter corresponding to the target performance difference value as the optimization control parameter in the current optimization congestion control parameter.
Optionally, the method further comprises:
if a first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection are not obtained, determining an associated transmission server corresponding to the transmission server; the related transmission server and the transmission server belong to the same data center, and the service types of the related transmission server and the transmission server are the same;
acquiring a third historical performance detection value corresponding to the reference optimized transmission connection and a fourth historical performance detection value corresponding to the reference standard transmission connection in a historical preset period; the reference optimized transmission connection is a transmission connection which is corresponding to the associated server and adopts reference optimized congestion control parameters, and the reference standard transmission connection is a transmission connection which is corresponding to the associated server and adopts preset congestion control parameters; and determining a reference performance difference value between the third historical performance detection value and the fourth historical performance detection value;
and generating performance difference information containing a reference performance difference value and a reference optimized congestion control parameter adopted by the reference optimized transmission connection as historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
Optionally, the current optimized congestion control parameter includes a connection configuration ratio parameter corresponding to the current transmission connection;
determining a connection configuration proportion parameter in the current optimized congestion control parameter according to the following modes:
taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter; or
And taking a preset parameter configuration proportion as the connection configuration proportion parameter.
Based on the same inventive concept, the embodiment of the present application further provides a transmission control device, and as the principle of the device for solving the problem is similar to that of the transmission control method, the implementation of the device can refer to the implementation of the method, and repeated details are not repeated.
As shown in fig. 12, a schematic structural diagram of a transmission control apparatus 1200 provided in the embodiment of the present application includes:
an obtaining unit 1201, configured to obtain historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period when a transmission performance adjustment request sent by a transmission server in a current preset period is received; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters;
a determining unit 1202, configured to determine, based on historical transmission performance difference information, a current optimized congestion control parameter of a current transmission connection in a current preset period; the current transmission connection is the transmission connection established in the current preset period;
a first control unit 1203, configured to send the current optimized congestion control parameter to a transmission server, so that the transmission server performs transmission control on the to-be-optimized transmission connection and the target reference transmission connection according to the current optimized congestion control parameter and a preset reference congestion control parameter.
Optionally, the obtaining unit 1201 is specifically configured to:
according to a first historical performance detection value corresponding to historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to historical benchmark transmission connection, determining a performance difference value between the first historical performance detection value and the second historical performance detection value;
and generating performance difference information containing the performance difference value and the historical optimized congestion control parameter adopted by the historical optimized transmission connection, wherein the performance difference information is used as the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
Optionally, the determining unit 1202 is specifically configured to:
constructing a fitting function corresponding to a preset proxy model based on a performance difference value contained in the historical transmission performance difference information, a historical optimization congestion control parameter adopted by the historical optimization transmission connection and the preset proxy model; the fitting function is used for representing the mapping relation between the optimization control parameter and the performance difference value;
determining a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function; screening out a target performance difference value from the confidence interval; the target performance difference value is not less than the maximum value of the performance difference values in the historical transmission performance difference information;
and determining an optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and taking the optimization control parameter corresponding to the target performance difference value as the optimization control parameter in the current optimization congestion control parameter.
Optionally, the obtaining unit 1201 is further configured to:
if a first historical performance detection value corresponding to the historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection are not obtained, determining an associated transmission server corresponding to the transmission server; the related transmission server and the transmission server belong to the same data center, and the service types of the related transmission server and the transmission server are the same;
acquiring a third historical performance detection value corresponding to the reference optimized transmission connection and a fourth historical performance detection value corresponding to the reference standard transmission connection in a historical preset period; the reference optimized transmission connection is a transmission connection which is corresponding to the associated server and adopts reference optimized congestion control parameters, and the reference standard transmission connection is a transmission connection which is corresponding to the associated server and adopts preset congestion control parameters; and determining a reference performance difference value between the third historical performance detection value and the fourth historical performance detection value;
and generating performance difference information containing a reference performance difference value and a reference optimized congestion control parameter adopted by the reference optimized transmission connection as historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in a historical preset period.
Optionally, the obtaining unit 1201 is specifically configured to:
taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter; or
And taking a preset parameter configuration proportion as the connection configuration proportion parameter.
As shown in fig. 13, a schematic flow chart of a transmission control method provided in the embodiment of the present application is applied to a transmission server side, and includes the following steps:
step S1301, in a current preset period, if the transmission performance of the current transmission connection in the current preset period needs to be adjusted, a transmission performance adjustment request is sent to an optimization server, so that the optimization server determines a current optimized congestion control parameter of the current transmission connection in the current preset period according to historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in the historical preset period; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, the historical benchmark transmission connection is a historical transmission connection adopting preset benchmark congestion control parameters, and the current transmission connection is a transmission connection established in a current preset period;
step S1302, receiving a current optimized congestion control parameter sent by an optimization server, and dividing a current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter;
step S1303, in the current preset period, according to the current optimized congestion control parameter and the preset reference congestion control parameter, respectively performing transmission control on the transmission connection to be optimized and the target reference transmission connection.
Optionally, it is determined that the transmission performance of the current transmission connection needs to be adjusted according to the following manner:
acquiring a first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection;
and if the first historical performance detection value is smaller than the second historical performance detection value, determining that the transmission performance of the current transmission connection needs to be adjusted.
Optionally, based on the current optimized congestion control parameter, dividing the current transport connection into a transport connection to be optimized and a target reference transport connection, including:
determining a first number of transmission connections to be optimized in the current transmission connections and a second number of target reference transmission connections according to a connection configuration proportion parameter included in the current optimized congestion control parameter and the number of the current transmission connections in a current preset period;
a first number of transport connections in the current transport connections are taken as transport connections to be optimized and a second number of transport connections are taken as target reference transport connections.
Optionally, determining the connection configuration ratio parameter according to the following manner includes:
receiving a connection configuration proportion parameter sent by an optimization server; or
Taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter; or
And taking the preset parameter configuration proportion as a connection configuration proportion parameter.
Based on the same inventive concept, the embodiment of the present application further provides a transmission control device, and as the principle of the device for solving the problem is similar to that of the transmission control method, the implementation of the device can refer to the implementation of the method, and repeated details are not repeated.
As shown in fig. 14, a schematic structural diagram of a transmission control apparatus 1400 provided in the embodiment of the present application includes:
a sending unit 1401, configured to send, in a current preset period, a transmission performance adjustment request to an optimization server if it is determined that the transmission performance of the current transmission connection in the current preset period needs to be adjusted, so that the optimization server determines, according to history transmission performance difference information between a history optimized transmission connection and a history reference transmission connection in a history preset period, a current optimized congestion control parameter of the current transmission connection in the current preset period; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, the historical benchmark transmission connection is a historical transmission connection adopting preset benchmark congestion control parameters, and the current transmission connection is a transmission connection established in a current preset period;
a dividing unit 1402, configured to receive a current optimized congestion control parameter sent by an optimization server, and divide a current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter;
a second control unit 1403, configured to perform transmission control on the to-be-optimized transmission connection and the target reference transmission connection according to the current optimized congestion control parameter and the preset reference congestion control parameter in the current preset period.
Optionally, the sending unit 1401 is specifically configured to:
acquiring a first historical performance detection value corresponding to a historical optimized transmission connection in a historical preset period and a second historical performance detection value corresponding to a historical benchmark transmission connection;
and if the first historical performance detection value is smaller than the second historical performance detection value, determining that the transmission performance of the current transmission connection needs to be adjusted.
Optionally, the dividing unit 1402 is specifically configured to:
determining a first number of transmission connections to be optimized in the current transmission connections and a second number of target reference transmission connections according to a connection configuration proportion parameter included in the current optimized congestion control parameter and the number of the current transmission connections in a current preset period;
a first number of transport connections in the current transport connections are taken as transport connections to be optimized and a second number of transport connections are taken as target reference transport connections.
Optionally, the sending unit 1401 is specifically configured to determine the connection configuration ratio parameter according to the following manner:
receiving a connection configuration proportion parameter sent by an optimization server; or
Taking the ratio of the first historical performance detection value to the second historical performance detection value as a connection configuration proportion parameter; or
And taking the preset parameter configuration proportion as a connection configuration proportion parameter.
For convenience of description, the above parts are separately described as modules (or units) according to functional division. Of course, the functionality of the various modules (or units) may be implemented in the same one or more pieces of software or hardware when implementing the present application.
As will be appreciated by one skilled in the art, each aspect of the present application may be embodied as a system, method or program product. Accordingly, each aspect of the present application may be embodied in the form of: an entirely hardware embodiment, an entirely software embodiment (including firmware, microcode, etc.) or an embodiment combining hardware and software aspects that may all generally be referred to herein as a "circuit," module "or" system.
In some possible implementations, embodiments of the present application further provide an electronic device, and referring to fig. 15, an electronic device 1500 may include at least one processor 1501 and at least one memory 1502. In which the memory 1502 stores program codes that, when executed by the processor 1501, cause the processor 1501 to perform the steps in the transmission control method according to various exemplary embodiments of the present application described above in this specification, for example, the processor 1501 may perform the steps shown in fig. 2 or 11 or 13.
In some possible implementations, the present application further provides a computing device, which may include at least one processing unit and at least one storage unit. Wherein the storage unit stores program code which, when executed by the processing unit, causes the processing unit to perform the steps in the transmission control method according to various exemplary embodiments of the present application described above in this specification, for example, the processor 1501 may perform the steps as shown in fig. 2 or 11 or 13.
A computing device 1600 according to such an embodiment of the present application is described below with reference to fig. 16. The computing device 1600 of fig. 16 is only one example and should not be taken to limit the scope of use and functionality of embodiments of the present application.
As shown in fig. 16, computing device 1600 is in the form of a general purpose computing device. Components of computing device 1600 may include, but are not limited to: the at least one processing unit 1601, the at least one storage unit 1602, and a bus 1603 to which different system components (including the storage unit 1602 and the processing unit 1601) are coupled.
The storage unit 1602 may include a readable medium in the form of volatile memory, such as Random Access Memory (RAM) 1621 or cache memory 1622, and may further include Read Only Memory (ROM) 1623.
The computing apparatus 1600 may also communicate with one or more external devices 1604 (e.g., keyboard, pointing device, etc.), and may also communicate with one or more devices that enable a user to interact with the computing apparatus 1600, or any devices (e.g., router, modem, etc.) that enable the computing apparatus 1600 to communicate with one or more other computing apparatuses. Such communication may occur over an input/output (I/O) interface 1605. Moreover, the computing device 1600 may also communicate with one or more networks (e.g., a Local Area Network (LAN), a Wide Area Network (WAN), or a public network such as the internet) through a network adapter 1606. As shown, the network adapter 1606 communicates with other modules for the computing device 1600 over a bus 1603. It should be understood that although not shown, other hardware or software modules may be used in conjunction with the computing device 1600, including but not limited to: microcode, device drivers, redundant processors, external disk drive arrays, RAID systems, tape drives, and data backup storage systems, among others.
In some possible embodiments, each aspect of the transmission control method provided by the present application may also be implemented in the form of a program product including program code for causing a computer device to perform the steps in the transmission control method according to various exemplary embodiments of the present application described above in this specification when the program product is run on the computer device, for example, the computer device may perform the steps as shown in fig. 2 or 11 or 13.
The program product may employ any combination of one or more readable media. The readable medium may be a readable signal medium or a readable storage medium. A readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the foregoing. More specific examples (a non-exhaustive list) of the readable storage medium include: an electrical connection having one or more wires, a portable disk, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.
While the preferred embodiments of the present application have been described, additional variations and modifications in those embodiments may occur to those skilled in the art once they learn of the basic inventive concepts. Therefore, it is intended that the appended claims be interpreted as including preferred embodiments and all alterations and modifications as fall within the scope of the application.
It will be apparent to those skilled in the art that various changes and modifications may be made in the present application without departing from the spirit and scope of the application. Thus, if such modifications and variations of the present application fall within the scope of the claims of the present application and their equivalents, the present application is intended to include such modifications and variations as well.
Claims (10)
1. A transmission control method, comprising:
when a transmission performance adjustment request is triggered, acquiring historical transmission performance difference information between a historical optimized transmission connection and a historical benchmark transmission connection in a historical preset period; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters;
determining a current optimized congestion control parameter of the current transmission connection in a current preset period based on the historical transmission performance difference information; the current transmission connection is a transmission connection established in the current preset period;
based on the current optimized congestion control parameter, dividing the current transmission connection into a transmission connection to be optimized and a target reference transmission connection;
and respectively carrying out transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and the preset reference congestion control parameter.
2. The method of claim 1, wherein the triggering the transmission performance adjustment request comprises:
acquiring a first historical performance detection value corresponding to the historical optimized transmission connection in the historical preset period and a second historical performance detection value corresponding to the historical benchmark transmission connection;
triggering the transmission performance adjustment request if the first historical performance detection value is less than the second historical performance detection value.
3. The method of claim 2, wherein the obtaining historical transmission performance difference information between the historical optimized transmission connection and the historical reference transmission connection in the historical preset period comprises:
determining a performance difference value between a first historical performance detection value and a second historical performance detection value according to the first historical performance detection value corresponding to the historical optimized transmission connection and the second historical performance detection value corresponding to the historical reference transmission connection in the historical preset period;
and generating performance difference information containing the performance difference value and historical optimized congestion control parameters adopted by the historical optimized transmission connection, wherein the performance difference information is used as the historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period.
4. The method of claim 3, wherein the current optimized congestion control parameter comprises an optimized control parameter for optimized congestion control use for the current transport connection;
determining an optimized control parameter of the current optimized congestion control parameters according to the following manner:
constructing a fitting function corresponding to a preset proxy model based on a performance difference value contained in the historical transmission performance difference information, a historical optimization congestion control parameter adopted by the historical optimization transmission connection and the preset proxy model; the fitting function is used for representing a mapping relation between the optimization control parameter and the performance difference value;
determining a confidence interval corresponding to the performance difference value in the fitting function based on a preset extraction function; screening out a target performance difference value from the confidence interval; wherein the target performance difference value is not less than the maximum value of the performance difference values in the historical transmission performance difference information;
and determining an optimization control parameter corresponding to the target performance difference value according to the fitting function and the target performance difference value, and taking the optimization control parameter corresponding to the target performance difference value as the optimization control parameter in the current optimization congestion control parameter.
5. The method of claim 2, further comprising:
if a first historical performance detection value corresponding to the historical optimized transmission connection and a second historical performance detection value corresponding to the historical reference transmission connection in the historical preset period are not obtained, determining a correlation server corresponding to a target server; the association server and the target server belong to the same data center, the service types of the association server and the target server are the same, and the target server is a server currently performing transmission control;
acquiring a third historical performance detection value corresponding to the reference optimized transmission connection and a fourth historical performance detection value corresponding to the reference standard transmission connection in the historical preset period; the reference optimized transmission connection is a transmission connection which is corresponding to the associated server and adopts a reference optimized congestion control parameter, and the reference benchmark transmission connection is a transmission connection which is corresponding to the associated server and adopts the preset congestion control parameter; and determining a reference performance difference value between the third historical performance test value and the fourth historical performance test value;
and generating performance difference information containing the reference performance difference value and the reference optimized congestion control parameter adopted by the reference optimized transmission connection, wherein the performance difference information is used as historical transmission performance difference information between the historical optimized transmission connection and the historical benchmark transmission connection in the historical preset period.
6. The method of claim 2, wherein the current optimized congestion control parameter comprises a connection configuration ratio parameter corresponding to the current transport connection;
the dividing the current transport connection into a transport connection to be optimized and a target reference transport connection based on the current optimized congestion control parameter includes:
determining a first number of the transmission connections to be optimized and a second number of the target reference transmission connections in the current transmission connections according to the connection configuration proportion parameters and the number of the current transmission connections in the current preset period;
taking the first number of transport connections in the current transport connections as the transport connections to be optimized and the second number of transport connections as the target reference transport connections.
7. The method of claim 6, wherein the connection configuration scaling parameter is determined according to:
taking a ratio between the first historical performance detection value and the second historical performance detection value as the connection configuration proportion parameter; or
And taking a preset parameter configuration proportion as the connection configuration proportion parameter.
8. A transmission control apparatus, comprising:
the device comprises an acquisition unit, a transmission performance adjustment unit and a transmission performance adjustment unit, wherein the acquisition unit is used for acquiring historical transmission performance difference information between historical optimized transmission connection and historical benchmark transmission connection in a historical preset period when a transmission performance adjustment request is triggered; the historical optimized transmission connection is a historical transmission connection adopting historical optimized congestion control parameters, and the historical reference transmission connection is a historical transmission connection adopting preset reference congestion control parameters;
a determining unit, configured to determine, based on the historical transmission performance difference information, a current optimized congestion control parameter of a current transmission connection in a current preset period; the current transmission connection is a transmission connection established in the current preset period;
a dividing unit, configured to divide the current transmission connection into a transmission connection to be optimized and a target reference transmission connection based on the current optimized congestion control parameter;
and the control unit is used for respectively carrying out transmission control on the transmission connection to be optimized and the target reference transmission connection according to the current optimized congestion control parameter and the preset reference congestion control parameter.
9. An electronic device, comprising a processor and a memory, wherein the memory stores program code which, when executed by the processor, causes the processor to perform the steps of the method of any of claims 1 to 7.
10. A computer-readable storage medium, characterized in that it comprises program code for causing an electronic device to carry out the steps of the method according to any one of claims 1 to 7, when said program code is run on said electronic device.
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