CN108182134A - A kind of general-purpose interface monitoring method, device and equipment, storage medium - Google Patents

A kind of general-purpose interface monitoring method, device and equipment, storage medium Download PDF

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Publication number
CN108182134A
CN108182134A CN201711473327.0A CN201711473327A CN108182134A CN 108182134 A CN108182134 A CN 108182134A CN 201711473327 A CN201711473327 A CN 201711473327A CN 108182134 A CN108182134 A CN 108182134A
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CN
China
Prior art keywords
response time
request
purpose interface
general
history
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CN201711473327.0A
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Chinese (zh)
Inventor
巫可
陈�峰
向荣辉
孙冬冬
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SF Technology Co Ltd
SF Tech Co Ltd
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SF Technology Co Ltd
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Priority to CN201711473327.0A priority Critical patent/CN108182134A/en
Publication of CN108182134A publication Critical patent/CN108182134A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/3065Monitoring arrangements determined by the means or processing involved in reporting the monitored data
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/3089Monitoring arrangements determined by the means or processing involved in sensing the monitored data, e.g. interfaces, connectors, sensors, probes, agents
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/32Monitoring with visual or acoustical indication of the functioning of the machine
    • G06F11/324Display of status information
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/34Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3409Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment
    • G06F11/3419Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment by assessing time
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/34Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3466Performance evaluation by tracing or monitoring
    • G06F11/3476Data logging

Abstract

This application discloses a kind of general-purpose interface monitoring methods, device and equipment, storage medium, it is related to the communication technology, this method determines the following response time asked according to the response time data of history general-purpose interface, and when the following response time asked being more than preset threshold value, carry out early warning, pass through this method, realize risk existing for sensed in advance interface, the measure of response is taken in advance, lower the loss that interface access exception is brought, it and can be further after alarm occurs, by server performance index, network flow and calling frequency multidimensional data are put together and are analyzed, excavate trouble point, exclude performance hidden danger.

Description

A kind of general-purpose interface monitoring method, device and equipment, storage medium
Technical field
The disclosure relates generally to the communication technology, and in particular to general-purpose interface more particularly to a kind of general-purpose interface monitoring method, Device and equipment, storage medium.
Background technology
Interface calling is that progress data exchange is most important between different function module and different business systems in system A kind of mode, the stability and the speed of response of interface can directly affect the on-line off-line business of enterprise.Based on this, to interface The monitoring of various indexs becomes particularly important.
There are mainly two types of monitoring schemes traditional at present:A kind of is CPU, memory, the disk of server where monitoring interface Etc. service conditions carry out the load of inference service device, infer the situation of interface indirectly by host current performance.Second is logical The mode of overwriting daily record is to judge current interface performance to monitor the situation (response time, success or not) that interface is called It is no to meet the requirements.
Both the above mode has the advantages of notable, and operation maintenance personnel can be helped to be provided in positioning problems, accident analysis Necessary retrospective data.Drawback is it is also obvious that be mainly manifested at following 2 points:
1st, ex-post analysis can only be done, it is impossible to give warning in advance.Often only when interface calling is abnormal, user reports barrier Operation maintenance personnel can just intervene and do corresponding processing afterwards.
2nd, monitor control index is single, can not accomplish multidimensional analysis, interface calls exception, in addition to the state phase with system in itself It closes, also has relationship with server performance, peripheral system performance, the calling frequency, needing to put together these indexs carries out event Barrier investigation.
Invention content
In view of drawbacks described above of the prior art or deficiency, are intended to provide a kind of general-purpose interface monitoring method, device and set Standby, storage medium, to realize that the abnormal conditions to general-purpose interface carry out early warning.
In a first aspect, the embodiment of the present invention provides a kind of general-purpose interface monitoring method, including:
The following response time asked is determined according to the response time data of history general-purpose interface;
When the response time that the future asks being more than preset threshold value, early warning is carried out.
Further, the following response time asked is determined according to the response time data of history general-purpose interface, specifically Including:
According to the response time data of history general-purpose interface, total number of request n in unit interval T in future is determined;
According to the response time data of history general-purpose interface, the average response time t of this n request is determined.
Further, the response time data according to history general-purpose interface determines always please in unit interval T in future Several n are sought, are specifically included:
The response time data of history general-purpose interface by time interval of T is grouped, obtains always please in every T time Ask several;
Total number of request n in following unit interval T is determined according to the request sum of preceding k T time interval.
Further, according to the response time data of history general-purpose interface, the average response time t of this n request is determined, It specifically includes:
According to the response time data of history general-purpose interface, n request and the relational expression of its average response time t are determined;
According to described n request and the relational expression of its average response time t, the average response time of this n request is determined t。
Further, the response time data according to history general-purpose interface, when determining n request and its average response Between t relational expression, specifically include:
According to the response time data of history general-purpose interface, determineBe Number.
Preferably, it further includes:
Receive the general-purpose interface request processing information acquisition messages of user;
To user send or show setting duration in general-purpose interface request response time data and/or to user send or General-purpose interface request source statistic data in display setting duration.
Second aspect, the embodiment of the present invention also provide a kind of general-purpose interface monitoring device, including:
Determination unit, for according to the response time data of history general-purpose interface determine it is following ask response when Between;
Processing unit when the response time for being asked when the future is more than preset threshold value, carries out pre- It is alert.
Further, determination unit is specifically used for:
According to the response time data of history general-purpose interface, total number of request n in unit interval T in future is determined;
According to the response time data of history general-purpose interface, the average response time t of this n request is determined.
Further, determination unit will be determined according to the response time data of history general-purpose interface in unit interval T in future Total number of request n, specifically includes:
The response time data of history general-purpose interface by time interval of T is grouped, obtains always please in every T time Ask several;
Total number of request n in following unit interval T is determined according to the request sum of preceding k T time interval.
Further, the determination unit is according to the response time data of history general-purpose interface, determines the flat of this n request It equal response time t, specifically includes:
According to the response time data of history general-purpose interface, n request and the relational expression of its average response time t are determined;
According to described n request and the relational expression of its average response time t, the average response time of this n request is determined t。
Further, the determination unit determines that n request is flat with it according to the response time data of history general-purpose interface The relational expression of equal response time t, specifically includes:
According to the response time data of history general-purpose interface, relational expression is determined In coefficient.
Preferably, the processing unit is additionally operable to:
Receive the general-purpose interface request processing information acquisition messages of user;
To user send or show setting duration in general-purpose interface request response time data and/or to user send or General-purpose interface request source statistic data in display setting duration.
The third aspect, the embodiment of the present invention also provides a kind of equipment, including processor and memory;
The memory includes can be by instruction that the processor performs so that the processor is performed in first aspect The method.
Fourth aspect, the embodiment of the present invention also provide a kind of computer readable storage medium, are stored thereon with computer journey Sequence, the computer program are used to implement the method described in first aspect.
The embodiment of the present invention provides a kind of general-purpose interface monitoring method, device and equipment, storage medium, and this method is according to going through The response time data of history general-purpose interface determines the following response time asked, and when the following response time asked During more than preset threshold value, early warning is carried out, in this way, risk existing for realizing sensed in advance interface, is adopted in advance The measure of response is taken, lowers the loss that interface access exception is brought, and can be further after alarm occurs, by server Energy index, network flow and calling frequency multidimensional data are put together and are analyzed, and excavate trouble point, it is hidden to exclude performance Suffer from.
Description of the drawings
By reading the detailed description made to non-limiting example made with reference to the following drawings, the application's is other Feature, objects and advantages will become more apparent upon:
Fig. 1 is general-purpose interface monitoring method flow chart provided in an embodiment of the present invention;
Fig. 2 is general-purpose interface monitoring interface schematic diagram provided in an embodiment of the present invention;
Fig. 3 is request source statistic schematic diagram data provided in an embodiment of the present invention;
Fig. 4 is general-purpose interface monitoring device structure diagram provided in an embodiment of the present invention;
Fig. 5 is general-purpose interface monitoring device structure diagram provided in an embodiment of the present invention.
Specific embodiment
The application is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched The specific embodiment stated is used only for explaining related invention rather than the restriction to the invention.It also should be noted that in order to Convenient for description, illustrated only in attached drawing with inventing relevant part.
It should be noted that in the absence of conflict, the feature in embodiment and embodiment in the application can phase Mutually combination.The application is described in detail below with reference to the accompanying drawings and in conjunction with the embodiments.
It please refers to Fig.1, general-purpose interface monitoring method provided in an embodiment of the present invention, including:
Step S101, the following response time asked is determined according to the response time data of history general-purpose interface;
Step S102, when the response time that future asks being more than preset threshold value, early warning is carried out.
In this way, data will be called to combine closely with big data, the response asked by predicting following interface Time sets threshold value of warning, and when predicted value is more than given threshold, operation maintenance personnel can receive alarm notification, and then in advance Valuable front buffer band has been won in intervention for malfunction elimination.
Further, since individual request is easier to occur response time longer situation, so to exclude individual data It influences, the average response time of multiple requests can be counted, and according to the average response time of multigroup multiple requests, come pre- Survey the average response time of following multiple requests, when the average response time of multiple request is more than preset threshold value into Row early warning can then improve the accurate probability of prediction.
At this point, in step S101, the following response asked is determined according to the response time data of history general-purpose interface Time specifically includes:
According to the response time data of history general-purpose interface, total number of request n in unit interval T in future is determined;
According to the response time data of history general-purpose interface, the average response time t of this n request is determined.
Wherein, unit interval T can be empirically determined, and the reasonable quantity of total number of request in each T is degree, for example, It can be set as 10 minutes.
Before step S101, the acquisition of the response time data of general-purpose interface can be carried out, when it is implemented, can be by In fixed form output interface access log to file, if using kafka (Mark reaction) queue, it can be incited somebody to action by log collector Log file contents are sent in kafka, finally with spark by the data aggregate in kafka into number of requests in unit interval T The formatted data of n and average response time t, storage to lane database are used for flow below.
It further, can be by the response time data of history general-purpose interface when predicting total number of request in following T time It is grouped according to T time interval, obtains total number of request in every T time, it is pre- according to total number of request of preceding k T time interval Survey total number of request in following T time.During specific prediction, it can be solved using Random Forest model:
Input:In preceding k unit interval T, total number of request of each unit interval T;
Output:Total number of request in a following nearest T time.
As it can be seen that according to the response time data of history general-purpose interface, total number of request n in unit interval T in future, tool are determined Body includes:
The response time data of history general-purpose interface by time interval of T is grouped, obtains always please in every T time Ask several;
Total number of request n in following unit interval T is determined according to the request sum of preceding k T time interval.
It, can be with when determining the average response time t of this n request in the response time data according to history general-purpose interface According to the response time data of history general-purpose interface, the relationship of the number of request n and average response time t in unit interval T are established. Number of request and average response time in unit interval have a more complicated relationship, negatively correlated both for entirety, because single Position time-triggered protocol more asks more likely to cause the anxiety of resource elongated so as to cause average handling time.
In the case where T values determine, it is right that multigroup (n, t) can be obtained according to the response time data of history general-purpose interface. It it will be assumed that n and t meets following relationship
Parameter is solved using linear regression model (LRM), the relationship of n and t can be obtained, and then determine not further according to the relational expression Carry out the average response time t of n request in T time.
At this point, according to the response time data of history general-purpose interface, the average response time t of this n request is determined, specifically Including:
According to the response time data of history general-purpose interface, n request and the relational expression of its average response time t are determined;
According to n request and the relational expression of its average response time t, the average response time t of this n request is determined.
Wherein, according to the response time data of history general-purpose interface, n request and the pass of its average response time t are determined It is formula, specifically includes:
According to the response time data of history general-purpose interface, determineBe Number.
Further, general-purpose interface request processing information is obtained for ease of user, more easily found existing for general-purpose interface Problem, this method further include:
Receive the general-purpose interface request processing information acquisition messages of user;
To user send or show setting duration in general-purpose interface request response time data and/or to user send or General-purpose interface request source statistic data in display setting duration.
Preferably, monitoring interface can be with as shown in Fig. 2, 14:When 00, by the prediction of model, general-purpose interface calls response Duration will be 14:10 timesharing reach critical value set by user (2s).Warning function is triggered at this time, and system can be to monitor supervision platform Warning information is sent, platform selects mail, short message or the related O&M people of other immediate communication tools notice according to early warning option Member.
The monitoring point that operation maintenance personnel clicks Fig. 2 can restore request source statistic data in this time, ask source statistic Data can be as shown in figure 3, operation maintenance personnel positioning analysis problem can be helped by obtaining the request source statistic data, to ask to exclude Topic wins buffer time.
It should be noted that although describing the operation of the method for the present invention with particular order in the accompanying drawings, this is not required that Or it implies and must could realize the phase according to the particular order come the operation for performing these operations or having to carry out shown in whole The result of prestige.On the contrary, the step of describing in flow chart, which can change, performs sequence.Additionally or alternatively, it is convenient to omit certain Multiple steps are merged into a step execution and/or a step are decomposed into execution of multiple steps by step.
The embodiment of the present invention correspondingly provides a kind of general-purpose interface monitoring device, as shown in figure 4, including:
Determination unit 401, for determining the following response asked according to the response time data of history general-purpose interface Time;
Processing unit 402 when the response time for being asked when future is more than preset threshold value, carries out pre- It is alert.
Further, determination unit 401 is specifically used for:
According to the response time data of history general-purpose interface, total number of request n in unit interval T in future is determined;
According to the response time data of history general-purpose interface, the average response time t of this n request is determined.
Further, determination unit 401 determines unit interval T in future according to the response time data of history general-purpose interface Interior total number of request n, specifically includes:
The response time data of history general-purpose interface by time interval of T is grouped, obtains always please in every T time Ask several;
Total number of request n in following unit interval T is determined according to the request sum of preceding k T time interval.
Further, determination unit 401 is according to the response time data of history general-purpose interface, determines the flat of this n request It equal response time t, specifically includes:
According to the response time data of history general-purpose interface, n request and the relational expression of its average response time t are determined;
According to n request and the relational expression of its average response time t, the average response time t of this n request is determined.
Further, determination unit 401 determines that n request is flat with it according to the response time data of history general-purpose interface The relational expression of equal response time t, specifically includes:
According to the response time data of history general-purpose interface, relational expression is determined In coefficient.
Further, processing unit 402 is additionally operable to:
Receive the general-purpose interface request processing information acquisition messages of user;
To user send or show setting duration in general-purpose interface request response time data and/or to user send or General-purpose interface request source statistic data in display setting duration.
It should be appreciated that all units or module described in the device and each step phase in the method that is described with reference to figure 1 It is corresponding.The device and unit wherein included are equally applicable to above with respect to the operation and feature of method description as a result, herein not It repeats again.The device can be realized in advance in the browser of electronic equipment or other security applications, can also pass through download etc. Mode and be loaded into browser or its security application of electronic equipment.Corresponding units in the device can in electronic equipment Unit cooperate to realize the scheme of the embodiment of the present application.
Below with reference to Fig. 5, it illustrates suitable for being used for realizing the calculating of the terminal device of the embodiment of the present application or server The structure diagram of machine system.
As shown in figure 5, computer system includes central processing unit (CPU) 501, it can be according to being stored in read-only storage Program in device (ROM) 502 is performed from the program that storage section 508 is loaded into random access storage device (RAM) 503 Various appropriate actions and processing.In RAM 503, it is also stored with various programs and data needed for system operatio.CPU 501st, ROM 502 and RAM 503 are connected with each other by bus 504.Input/output (I/O) interface 505 is also connected to bus 504。
I/O interfaces 505 are connected to lower component:Importation 506 including keyboard, mouse etc.;It is penetrated including such as cathode The output par, c 507 of spool (CRT), liquid crystal display (LCD) etc. and loud speaker etc.;Storage section 508 including hard disk etc.; And the communications portion 509 of the network interface card including LAN card, modem etc..Communications portion 509 via such as because The network of spy's net performs communication process.Driver 510 is also according to needing to be connected to I/O interfaces 505.Detachable media 511, such as Disk, CD, magneto-optic disk, semiconductor memory etc. are mounted on driver 510, as needed in order to be read from thereon Computer program be mounted into storage section 508 as needed.
Particularly, in accordance with an embodiment of the present disclosure, it may be implemented as computer software above with reference to the process of Fig. 1 descriptions Program.For example, embodiment of the disclosure includes a kind of computer program product, including being tangibly embodied in machine readable media On computer program, the computer program include for perform Fig. 1 method program code.In such embodiment In, which can be downloaded and installed from network by communications portion 509 and/or from 511 quilt of detachable media Installation.
Flow chart and block diagram in attached drawing, it is illustrated that according to the system of various embodiments of the invention, method and computer journey Architectural framework in the cards, function and the operation of sequence product.In this regard, each box in flow chart or block diagram can generation The part of one module of table, program segment or code, a part for the module, program segment or code include one or more The executable instruction of logic function as defined in being used to implement.It should also be noted that in some implementations as replacements, institute in box The function of mark can also be occurred with being different from the sequence marked in attached drawing.For example, two boxes succeedingly represented are practical On can perform substantially in parallel, they can also be performed in the opposite order sometimes, this is depended on the functions involved.Also It is noted that the combination of each box in block diagram and/or flow chart and the box in block diagram and/or flow chart, Ke Yiyong The dedicated hardware based systems of functions or operations as defined in execution is realized or can be referred to specialized hardware and computer The combination of order is realized.
Being described in unit or module involved in the embodiment of the present application can be realized by way of software, can also It is realized by way of hardware.Described unit or module can also be set in the processor, for example, can be described as: A kind of processor includes XX units, YY units and ZZ units.Wherein, the title of these units or module is under certain conditions simultaneously The restriction in itself to the unit or module is not formed, for example, XX units are also described as " unit for being used for XX ".
As on the other hand, present invention also provides a kind of computer readable storage medium, the computer-readable storage mediums Matter can be computer readable storage medium included in device described in above-described embodiment;Can also be individualism, not The computer readable storage medium being fitted into equipment.There are one computer-readable recording medium storages or more than one journey Sequence, described program are used for performing the formula input method for being described in the application by one or more than one processor.
The preferred embodiment and the explanation to institute's application technology principle that above description is only the application.People in the art Member should be appreciated that invention scope involved in the application, however it is not limited to the technology that the specific combination of above-mentioned technical characteristic forms Scheme, while should also cover in the case where not departing from the inventive concept, it is carried out by above-mentioned technical characteristic or its equivalent feature The other technical solutions for arbitrarily combining and being formed.Such as features described above has similar work(with (but not limited to) disclosed herein The technical solution that the technical characteristic of energy is replaced mutually and formed.

Claims (14)

1. a kind of general-purpose interface monitoring method, which is characterized in that including:
The following response time asked is determined according to the response time data of history general-purpose interface;
When the response time that the future asks being more than preset threshold value, early warning is carried out.
2. the method as described in claim 1, which is characterized in that future is determined according to the response time data of history general-purpose interface It the response time asked, specifically includes:
According to the response time data of history general-purpose interface, total number of request n in unit interval T in future is determined;
According to the response time data of history general-purpose interface, the average response time t of this n request is determined.
3. method as claimed in claim 2, which is characterized in that the response time data according to history general-purpose interface, really Total number of request n in fixed unit interval T in future, specifically includes:
The response time data of history general-purpose interface by time interval of T is grouped, obtains total request in every T time Number;
Total number of request n in following unit interval T is determined according to the request sum of preceding k T time interval.
4. method as claimed in claim 2, which is characterized in that according to the response time data of history general-purpose interface, determine the n The average response time t of a request, specifically includes:
According to the response time data of history general-purpose interface, n request and the relational expression of its average response time t are determined;
According to described n request and the relational expression of its average response time t, the average response time t of this n request is determined.
5. method as claimed in claim 4, which is characterized in that the response time data according to history general-purpose interface, really Determine n request and the relational expression of its average response time t, specifically include:
According to the response time data of history general-purpose interface, determineCoefficient.
6. the method as described in claim 1, which is characterized in that further include:
Receive the general-purpose interface request processing information acquisition messages of user;
The general-purpose interface request response time data set in duration are sent or shown to user and/or are sent or shown to user Set the general-purpose interface request source statistic data in duration.
7. a kind of general-purpose interface monitoring device, which is characterized in that including:
Determination unit, for determining the following response time asked according to the response time data of history general-purpose interface;
Processing unit when the response time for being asked when the future is more than preset threshold value, carries out early warning.
8. device as claimed in claim 7, which is characterized in that determination unit is specifically used for:
According to the response time data of history general-purpose interface, total number of request n in unit interval T in future is determined;
According to the response time data of history general-purpose interface, the average response time t of this n request is determined.
9. device as claimed in claim 8, which is characterized in that determination unit is according to the response time number of history general-purpose interface According to total number of request n in determining unit interval T in future is specifically included:
The response time data of history general-purpose interface by time interval of T is grouped, obtains total request in every T time Number;
Total number of request n in following unit interval T is determined according to the request sum of preceding k T time interval.
10. device as claimed in claim 8, which is characterized in that when the determination unit is according to the response of history general-purpose interface Between data, determine this n request average response time t, specifically include:
According to the response time data of history general-purpose interface, n request and the relational expression of its average response time t are determined;
According to described n request and the relational expression of its average response time t, the average response time t of this n request is determined.
11. device as claimed in claim 10, which is characterized in that when the determination unit is according to the response of history general-purpose interface Between data, determine n request and its average response time t relational expression, specifically include:
According to the response time data of history general-purpose interface, relational expression is determinedIn Coefficient.
12. device as claimed in claim 7, which is characterized in that the processing unit is additionally operable to:
Receive the general-purpose interface request processing information acquisition messages of user;
The general-purpose interface request response time data set in duration are sent or shown to user and/or are sent or shown to user Set the general-purpose interface request source statistic data in duration.
13. a kind of equipment, including processor and memory;It is characterized in that:
The memory includes can be by instruction that the processor performs so that the processor performs claim 1-6 such as appoints Method described in one.
14. a kind of computer readable storage medium, is stored thereon with computer program, the computer program is used to implement such as power Profit requires any methods of 1-6.
CN201711473327.0A 2017-12-29 2017-12-29 A kind of general-purpose interface monitoring method, device and equipment, storage medium Pending CN108182134A (en)

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CN109246026A (en) * 2018-08-13 2019-01-18 中国平安人寿保险股份有限公司 Traffic management and control method, apparatus, equipment and storage medium
CN111162928A (en) * 2019-11-20 2020-05-15 国网新疆电力有限公司信息通信公司 Big data-based self-sensing monitoring operation and maintenance and early warning analysis system
CN111245559A (en) * 2018-11-29 2020-06-05 阿里巴巴集团控股有限公司 Information determination method, information judgment method and device and computing equipment
CN111324520A (en) * 2020-03-06 2020-06-23 五八有限公司 Service interface monitoring method and device, electronic equipment and storage medium
CN111367765A (en) * 2020-03-17 2020-07-03 深圳市卡牛科技有限公司 Method and device for monitoring interface response performance, server and storage medium
CN112486765A (en) * 2020-11-25 2021-03-12 山东中创软件商用中间件股份有限公司 Java application interface management method, system and device and computer readable storage medium
CN116886517A (en) * 2023-09-04 2023-10-13 江苏点石乐投科技有限公司 Alarm system and method based on flow data

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