CN108833137A - A kind of flexibility micro services Monitoring framework framework - Google Patents
A kind of flexibility micro services Monitoring framework framework Download PDFInfo
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- CN108833137A CN108833137A CN201810478415.8A CN201810478415A CN108833137A CN 108833137 A CN108833137 A CN 108833137A CN 201810478415 A CN201810478415 A CN 201810478415A CN 108833137 A CN108833137 A CN 108833137A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/04—Network management architectures or arrangements
- H04L41/046—Network management architectures or arrangements comprising network management agents or mobile agents therefor
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/06—Management of faults, events, alarms or notifications
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/22—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks comprising specially adapted graphical user interfaces [GUI]
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/04—Processing captured monitoring data, e.g. for logfile generation
- H04L43/045—Processing captured monitoring data, e.g. for logfile generation for graphical visualisation of monitoring data
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/50—Testing arrangements
Abstract
The invention discloses a kind of flexible micro services Monitoring framework frameworks, the advantages of in conjunction with traditional distributed system monitor technique and based on the distributed system tracer technique of service call chain, on this basis, overcome the disadvantages of monitoring information is imperfect, flexibility and scalability is insufficient, the innovative points such as configuration management center, micro services instance client end agency, reusable monitoring alarm template are given, the customization ability and reliability of acquisition are improved in such a way that business is without intrusion；Alarming processing strategy and reusable warning strategies template based on configuration distributing, improve the customization expanding treatment ability of alarm；It is for statistical analysis to real-time and historical data based on cluster algorithm, it carries out intelligent alarm and determines ruling, improve alarm accuracy；To ensuring that electric system application service safely and steadily runs with important practical significance.
Description
Technical field
The present invention relates to a kind of flexible micro services Monitoring framework frameworks, belong to micro services analysis, monitoring, Flexibility Control Technique
Field.
Background technique
The characteristics of micro services determine the deployment of applied function module be it is distributed, in the past in monomer framework applications environment
Under, all on the same server, server quickly to position and handle problem when mistake and exception all business occurs,
But under micro services framework, most of functional module is all independent deployment operation, each other by the stateless of preparatory layout
Service interaction, back- and front-end businesses stream can processing and transmitting Jing Guo multiple micro services, therefore, how real-time acquisition system and application
The access and exception information of service are statisticallyd analyze according to the mistake and exception information of Business Stream to assist quick positioning question and accuse
It is alert, flexibly expansible alarm configuration mode is provided, and the technologies such as processing sequence and the result of Business Stream can be tracked in time to be
The key point of micro services monitoring, has important practical significance.
The micro services Monitoring framework for having formed relative maturity both at home and abroad, the Dapper as Google company researches and develops are distributed
The hawkeye of tracking system, the research and development of team of Taobao is the distributed tracking system based on network call log.But Dapper is only mentioned
For the tracking of allocating time, without providing such as error tracking, the functions such as business monitoring can not preferably meet that operation system is daily to answer
With the demand of monitoring.Taobao's hawkeye can analyze entrance URL in call chain, application service between each distributed system
Situation is called, to find request processing bottleneck, positions the abnormal root position of mistake, but business side is needed to set in call chain
A log is buried in purchase of property business, is associated with the network call of each system with practical business content, code is needed to be implanted into, scalability
It is slightly poor.
Summary of the invention
In order to solve the above-mentioned technical problems, the present invention provides a kind of flexible micro services Monitoring framework frameworks.
In order to achieve the above object, the technical scheme adopted by the invention is that：
A kind of flexibility micro services Monitoring framework framework, including it is configuration management center, monitoring strategies service module, monitoring agent, micro-
Service Instance, alarm regulation determine component, data storage archiving component and monitoring clustering component；
Configuration management center：Maintenance monitoring and warning strategies configuration, by the changing push of configuration into configuration warehouse；
Monitoring strategies service module：Warning strategies, monitoring strategies, specific collection item and white are monitored and obtained from configuration management center
Monitoring strategies, specific collection item and white list are handed down to monitoring agent, warning strategies are published on messaging bus by list；
Monitoring agent：Micro services example state information is collected according to monitoring strategies, and micro services example state information reporting is given
Monitoring strategies service module；Monitoring agent gateway screens monitoring data according to monitoring strategies, by the monitoring number after screening
According to being published on messaging bus；
Micro services example：Monitoring agent address, the address reported as monitoring data are subscribed to from messaging bus；Micro services example
Monitoring data is reported to monitoring agent by Client Agent；
Alarm regulation determines component：Warning strategies and data relevant to alarm judgement are subscribed to from messaging bus, are alerted
Determine；
Data store archiving component：Monitoring data is subscribed to and files storage in data memory module；
Monitor clustering component：Monitoring data is obtained from data memory module, clustering is carried out to it, by clustering
As a result it neutralizes alarm and determines that related data is published on messaging bus.
It is configured using reusable monitoring and warning strategies template.
It is subscribed to after being handled monitoring data by consistency algorithm and files storage in data memory module.
Alarm regulation determines the result of component judgement in a manner of dynamic expansion adjustment when customizing and running in advance
Reason.
Clustering component is monitored also by cluster analysis result storage into data memory module.
It further include monitoring component exhibiting, the cluster analysis result of query monitor data, is supervised from data memory module
It controls data multidimensional analysis and shows.
Technology realization is kidnapped using the middleware of syndrome to act on behalf of service application without the micro services instance client end of intrusion.
Monitoring strategies collect the micro services example state information by white list filtering, these status informations are specific collection
The corresponding informance of item.
The beneficial effects obtained by the present invention are as follows：Present invention combination traditional distributed system monitor technique and be based on service call
The advantages of distributed system tracer technique of chain, on this basis, overcome monitoring information is imperfect, flexibility and scalability not
The disadvantages of sufficient, gives the innovation such as configuration management center, micro services instance client end agency, reusable monitoring alarm template
Point improves the customization ability and reliability of acquisition in such a way that business is without intrusion；Alarming processing based on configuration distributing
Tactful and reusable warning strategies template improves the customization expanding treatment ability of alarm；It is calculated based on statistics such as clusterings
Method, it is for statistical analysis to real-time and historical data, it carries out intelligent alarm and determines ruling, improve alarm accuracy；To ensuring
Electric system application service is safely and steadily run with important practical significance.
Detailed description of the invention
Fig. 1 is the structural block diagram of Monitoring framework；
Fig. 2 is the working principle diagram that monitoring agent collects micro services example state information without the mode of infection；
Fig. 3 is clustering flow chart.
Specific embodiment
The invention will be further described below in conjunction with the accompanying drawings.Following embodiment is only used for clearly illustrating the present invention
Technical solution, and not intended to limit the protection scope of the present invention.
As shown in Figure 1, a kind of flexibility micro services Monitoring framework framework, including configuration management center, monitoring strategies service mould
Block, monitoring agent, micro services example, alarm regulation determine component, data storage archiving component, monitoring clustering component and prison
Control component exhibiting.
The function at configuration management center is：
A1, unified maintenance monitoring and warning strategies configuration, by the changing push of configuration into configuration warehouse.
Cluster, load balancing and High Availabitity are realized in configuration management center, and configuration management center cluster is acted on behalf of by High Availabitity and saved
Point is externally unified to expose static fixed port, and High Availabitity agency itself monitors the Status Change information of configuration management node, when
When occurring the situations such as unavailable, the Dynamic expansion configuration management node of node in configuration management node cluster, High Availabitity agency is timely
Update routing table.
B1, micro services example state is subscribed to, and updates monitor state.
The function of monitoring strategies service module is：
A2, monitoring strategies service module be monitoring agent auxiliary tool, monitor and obtain from configuration management center warning strategies,
Monitoring strategies, specific collection item and white list are handed down to monitoring agent, will accused by monitoring strategies, specific collection item and white list
It is pithy to be slightly published to the specified alarm theme of messaging bus.
Monitoring and warning strategies template use reusable policy template, with the description of JSON format, monitored application clothes
Business host domain is one group of cluster for using identical monitoring strategies machine, and policy template is supported to inherit and strategy covering, template and master
After the binding of machine domain, the machine under host can apply all policies of the template, when node passes in and out host domain, relevant template automatically
Can auto-associating or releasing, it is offline in service not need to monitor manually to change, to be reduced while improving efficiency
It omits and false alarm, policy template supports dynamic addition monitoring and warning strategies in a manner of expression formula.
B2, the micro services example state that Statistical monitor agency reports is collected, the auxiliary reference data as warning strategies are sent out
On the alarm theme that cloth is specified to messaging bus.
The function of monitoring agent is：
A3, monitoring strategies collect the micro services example state information by white list filtering, these status informations are specific collection
The corresponding informance of item, and give micro services example state information reporting to monitoring strategies service module.
As shown in Fig. 2, monitoring agent realizes that the cardinal principle without intrusion monitoring is middleware abduction technology, JavaEE is answered
With the Loading opportunity that the abduction core of server is according to classloader, obtained on the tree-shaped level of classloader excellent
First load power kidnaps technology by middleware so as to change these behaviors, the full automatic micro- application example, in incognito collected
The information of pragmatic example and service interface, these information include using unique identification, Service name, the URI of Service Instance, service interface
URI, service interface metadata（Class, method enter to join and join out, explain, deployment descriptor）Etc. information；Wherein, service type
Information is extracted by the reflection mode of Java with method；Annotation by explaining scanning tools extraction there is correlation to explain
Then class extracts annotating information by explaining API；Deployment descriptor obtains web.xml by WebAppClassLoader,
Then spring xml configuration, the deployment descriptors file path such as logback.xml are extracted using DOM Document Object Model parsing and are closed
The label information of note finally calls special services interface to obtain the information such as memory, the CPU of Service Instance, and dynamic acquisition monitors
The address of proxy gateway, by state information report to proxy gateway.
B3, monitoring agent gateway screen monitoring data according to monitoring strategies, and the monitoring data after screening is issued
Onto the designated key of messaging bus.
The function of micro services example is：
A4, monitoring agent address, the address reported as monitoring data are subscribed to from messaging bus.
B4, micro services example Client Agent monitoring data is reported to monitoring agent.
Client Agent library is acted on behalf of as micro services middleware, and serve log, debugging, exception etc. are monitored number by agency
According to being reported to monitoring agent.
The client generation for the micro services example that technology is realized to service application without intrusion is kidnapped using the middleware of syndrome
Reason, when operation system application and development, need to only pay close attention to business function realization, and middleware abduction is exactly by the critical behavior code of system
It is implanted in the various actions of middleware, realizes that abduction and monitoring rely primarily on four kinds of critical behaviors：Using starting, stops, connecing
Request is received, response is replied.
Alarm regulation determines that the function of component is：
A5, subscribed to from messaging bus warning strategies and to the relevant data of alarm judgements, carry out alarm judgement, judgement result with
The mode of dynamic expansion adjustment is handled when customization in advance and operation, such as mail, short message.
Data storage archiving component function be：
A6, it is subscribed to after being handled monitoring data by consistency algorithm and files storage in data memory module；Here data are deposited
It stores up module and uses HBASE.
Monitoring clustering component function be：
A7, monitoring data is obtained from data memory module, carry out clustering to it, and in cluster analysis result and will alert
Determine that related data is published on the agreement alarm theme of messaging bus.
B7, cluster analysis result is stored into data memory module.
As shown in figure 3, monitoring clustering component obtains monitoring data from HBASE, clustering is carried out to it, will be gathered
Alanysis result is stored with pivot diagram form into HBASE, as the multidimensional analysis data source of monitoring component exhibiting, and will
In cluster analysis result and alarm threshold determines that related data is published on the alarm theme of messaging bus, determines as alarm
Foundation.
The statistic algorithms such as the Time Series Clustering analysis based on hidden Markov chain, to identify data classification and its sequence and carry out
Dynamic trust decision.The characteristics of parser first is that using alphabetic data, this data usually indicates between data set state
Sequence of events or conversion.The service call log acquired in data, user are being navigated or are being browsed web sites by clustering component
The click steam of Shi Shengcheng clicks the log of event before path, generating system delay machine, user in system core operation order
Transaction journal, predicted according to the interaction of user in a period of time service cancel or the data such as record of other bad results into
Row comprehensive statistics analysis.
Monitoring component exhibiting function be：
A8, from data memory module query monitor data cluster analysis result, be monitored data multidimensional analysis and show.
Monitor component exhibiting customized service indication configuration, adjustment in desktop Web browser and mobile phone terminal APP application
The dimension and metric parameter of monitoring monitor chart according to customized parameter real-time exhibition, realize the good self-service analytical effect of monitoring.
The course of work of above system is as follows：
（1）Using the maintenance of configuration management centre punch one monitoring and warning strategies configuration based on GITLAB, and by the change of configuration
Through GIT agreement automatic push into configuration warehouse.
（2）Warning strategies, monitoring plan are monitored and obtained to monitoring strategies service module from the configuration warehouse at configuration management center
Slightly, specific collection item and white list, are handed down to monitoring agent for monitoring strategies, specific collection item and white list, by warning strategies
It is published on the specified alarm theme of messaging bus.
（3）Monitoring agent collects micro services example state information according to monitoring strategies, and by micro services example state information
It is reported to monitoring strategies service module.
（5）Micro services example subscribes to monitoring agent address from messaging bus, and monitoring data is reported to prison by Client Agent
Control agency.
（6）Monitoring agent gateway screens monitoring data according to monitoring strategies, and the monitoring data after screening is issued
Onto messaging bus.
（7）Data storage archiving component, which subscribes to monitoring data in HBASE, to be stored.
（8）Monitoring clustering component obtains monitoring data from HBASE, clustering is carried out to it, by clustering
As a result it neutralizes alarm and determines that related data is published to the alarm theme on messaging bus, and cluster analysis result storage is arrived
In HBASE.
（9）Alarm regulation determines that component subscribes to warning strategies and data relevant to alarm judgement from messaging bus, into
Row alarm determines, determines that result is handled in a manner of dynamic expansion adjustment when customizing and running in advance.
（10）The cluster analysis result of component exhibiting query monitor data from HBASE is monitored, multidimensional analysis and exhibition are carried out
Show.
Above system reports technical aspect in data acquisition, by application server middleware Agent components, using business
The mode of no intrusion improves the customization ability and reliability of acquisition；In terms of acquisition data conversion and merging, using consistent
Property algorithm, will be distributed to after data processing data storage, it is ensured that the consistency and accuracy of data；In terms of alarm component, base
In configuration distributing alarming processing strategy and the warning strategies template of multiplexing can be inherited, improve the customization extension process energy of alarm
Power；In terms of statisticalling analyze component, it is based on cluster algorithm, it is for statistical analysis to real-time and historical data, carry out intelligence
Alarm determines ruling, improves alarm accuracy, and data after analysis are sent to specified messaging bus and subscribe to theme to facilitate statistics
As a result quick asynchronous consumption, decoupling monitoring data and analysis are as a result, improving performance；It is visual by configuring in terms of monitoring displaying
Change customization alarm parameter, supports the real-time indicators states such as the service operation index of the customized necessary for monitoring of user, JVM, container, mention
The independence of height monitoring.
Above system combination traditional distributed system monitor technique and distributed system based on service call chain track skill
The advantages of art, overcomes the disadvantages of monitoring information is imperfect, flexibility and scalability is insufficient on this basis, gives configuration
The innovative points such as administrative center, micro services instance client end agency, reusable monitoring alarm template, the side by business without intrusion
Formula improves the customization ability and reliability of acquisition；Alarming processing strategy and reusable warning strategies based on configuration distributing
Template improves the customization expanding treatment ability of alarm；Based on cluster algorithm, statistical is carried out to real-time and historical data
Analysis carries out intelligent alarm and determines ruling, improves alarm accuracy；To ensuring that electric system application service safely and steadily runs
With important practical significance.
The above is only a preferred embodiment of the present invention, it is noted that for the ordinary skill people of the art
For member, without departing from the technical principles of the invention, several improvement and deformations can also be made, these improvement and deformations
Also it should be regarded as protection scope of the present invention.
Claims (8)
1. a kind of flexibility micro services Monitoring framework framework, it is characterised in that：Mould is serviced including configuration management center, monitoring strategies
Block, monitoring agent, micro services example, alarm regulation determine component, data storage archiving component and monitoring clustering component；
Configuration management center：Maintenance monitoring and warning strategies configuration, by the changing push of configuration into configuration warehouse；
Monitoring strategies service module：Warning strategies, monitoring strategies, specific collection item and white are monitored and obtained from configuration management center
Monitoring strategies, specific collection item and white list are handed down to monitoring agent, warning strategies are published on messaging bus by list；
Monitoring agent：Micro services example state information is collected according to monitoring strategies, and micro services example state information reporting is given
Monitoring strategies service module；Monitoring agent gateway screens monitoring data according to monitoring strategies, by the monitoring number after screening
According to being published on messaging bus；
Micro services example：Monitoring agent address, the address reported as monitoring data are subscribed to from messaging bus；Micro services example
Monitoring data is reported to monitoring agent by Client Agent；
Alarm regulation determines component：Warning strategies and data relevant to alarm judgement are subscribed to from messaging bus, are alerted
Determine；
Data store archiving component：Monitoring data is subscribed to and files storage in data memory module；
Monitor clustering component：Monitoring data is obtained from data memory module, clustering is carried out to it, by clustering
As a result it neutralizes alarm and determines that related data is published on messaging bus.
2. a kind of flexible micro services Monitoring framework framework according to claim 1, it is characterised in that：Using reusable prison
Control and warning strategies template are configured.
3. a kind of flexible micro services Monitoring framework framework according to claim 1, it is characterised in that：Pass through consistency algorithm
It is subscribed to after monitoring data is handled and files storage in data memory module.
4. a kind of flexible micro services Monitoring framework framework according to claim 1, it is characterised in that：Alarm regulation decision set
The result that part determines is handled in a manner of dynamic expansion adjustment when customizing and running in advance.
5. a kind of flexible micro services Monitoring framework framework according to claim 1, it is characterised in that：Monitor clustering group
Part is also by cluster analysis result storage into data memory module.
6. a kind of flexible micro services Monitoring framework framework according to claim 5, it is characterised in that：It further include that monitoring is shown
Component, the cluster analysis result of query monitor data from data memory module are monitored data multidimensional analysis and show.
7. a kind of flexible micro services Monitoring framework framework according to claim 1, it is characterised in that：Using in syndrome
Between part kidnap technology realize to service application without intrusion micro services instance client end act on behalf of.
8. a kind of flexible micro services Monitoring framework framework according to claim 1, it is characterised in that：Monitoring strategies collect warp
The micro services example state information of white list filtering is crossed, these status informations are the corresponding informance of specific collection item.
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