CN105808348A - Data service scheduling apparatus, system and method - Google Patents
Data service scheduling apparatus, system and method Download PDFInfo
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- CN105808348A CN105808348A CN201610114596.7A CN201610114596A CN105808348A CN 105808348 A CN105808348 A CN 105808348A CN 201610114596 A CN201610114596 A CN 201610114596A CN 105808348 A CN105808348 A CN 105808348A
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- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
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Abstract
The present invention provides a data service scheduling apparatus and method. The data service scheduling apparatus comprises: a configuration unit, used for setting a corresponding data service task job for at least one service application, and setting a starting time and a scheduling frequency of the data service task job; a scheduling unit, used for starting the data service task job when the starting time is reached, receiving data sent by at least one data supply terminal according to the scheduling frequency, and according to the data service task job, sending the data to a corresponding target service application among the at least one service application; and a monitoring unit, used for checking the data service task job, and monitoring a running state of the data service task job and log information of a running process of the data service task job, and receiving modification on the running state of the data service task job. Therefore, coupling of the service application and the data service scheduling apparatus is reduced, and thus reliability of the service application is improved.
Description
Technical field
The present invention relates to Computer Applied Technology field, particularly to a kind of data, services dispatching device, system and method.
Background technology
Along with the development of distributed computing technology, data are usually distributed in different servers from application, then need for each service application called data distributed, and data are analyzed.At present, mode for service application called data is, the mode of embedding data scheduling in each service application, the data dispatch mode making service application and embedding is coupled, for instance: for service application 1 embedding data scheduling mode a, then service application 1 and scheduling mode a are coupled, and the coupling of this service application and scheduling mode, once mistake occurs in scheduling, also lead to corresponding service application and break down, reduce the reliability of service application.
Summary of the invention
Embodiments provide a kind of data, services dispatching device, system and method, it is possible to be effectively improved the reliability of service application.
A kind of data, services dispatching device, including:
Dispensing unit, for by the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for described data services task operation;
Scheduling unit, for when reaching the startup time that described dispensing unit is arranged, start described data services task operation, according to scheduling frequency, receive the data that at least one data of peripheral hardware provide end to send, and according to the data services task operation that described dispensing unit configures, send the data to the target service application at least one service application of corresponding described peripheral hardware;
Monitoring unit, for by the second visualization interface, check the data services task operation that described dispensing unit configures, and monitor the running status of described data services task operation and the log information of described data services task job run process, receive the amendment of the running status to described data services task operation.
Preferably, above-mentioned data, services dispatching device, farther include: amendment unit, wherein,
Described amendment unit, for providing the data of end to modify at least one data of described peripheral hardware;
Described scheduling unit, at least one data for receiving peripheral hardware provide the described amended data of amendment unit that end sends, and these amended data are sent to the target service application at least one service application of corresponding described peripheral hardware.
Preferably, above-mentioned data, services dispatching device, farther include: Alarm Unit, wherein,
Described monitoring unit, whether the running status for judging described data services task operation is normal, and to normal operating condition and abnormal operating condition separator;
Described Alarm Unit, for when described monitoring unit marks abnormal operating condition, sending alarm notification.
Preferably, described dispensing unit, for passing through to visualize web interface, for any one at least one service application configuration local data service Mission Operations of peripheral hardware, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations or multiple.
A kind of data, services dispatching patcher, including: any one data, services dispatching device above-mentioned, at least one service application and at least one data provide end, wherein,
In at least one service application described, each service application is connected with described data, services dispatching device, for receiving the data services task operation of described data, services dispatching device configuration, and according to described data services task operation, receive the data that described data, services dispatching device sends, and be analyzed described data calculating;
At least one data described provide in end, and each data provides end to be connected with described data, services dispatching device, for sending data to described data, services dispatching device.
Preferably, each data described provide end, for receiving the amendment to data of the described data, services dispatching device, and amended data are sent to described data, services dispatching device.
Preferably, described data, services dispatching device, for the data services task operation configuration data Service name corresponding for each service application described, data service method and data service parameter.
A kind of data, services dispatching method, including:
By the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for described data services task operation;
When reaching the described startup time, start described data services task operation;
According to scheduling frequency, receive the data that at least one data of peripheral hardware provide end to send, and according to described data services task operation, send the data to the target service application at least one service application of corresponding described peripheral hardware;
By the second visualization interface, check described data services task operation;
Monitor the running status of described data services task operation and the log information of described data services task job run process, receive the amendment of the running status to described data services task operation.
Preferably, said method farther includes: provide the data of end to modify at least one data of described peripheral hardware;
At least one data of described reception peripheral hardware provide the data that end sends, and according to described data services task operation, send the data to the target service application at least one service application of corresponding described peripheral hardware, including:
Receive the amended data that at least one data of peripheral hardware provide end to send, and these amended data are sent to the target service application at least one service application of corresponding described peripheral hardware.
Preferably, after the running status of the described data services task operation of described monitoring, before described reception is to the amendment of the running status of described data services task operation, farther include:
Judge that whether the running status of described data services task operation is normal, and to normal operating condition and abnormal operating condition separator;
When marking abnormal operating condition, send alarm notification.
Preferably, described data services task operation, including: in local data service Mission Operations, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations any one or multiple.
Embodiments provide a kind of data, services dispatching device, system and method, this data, services dispatching device, including: dispensing unit, for by the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for described data services task operation;Scheduling unit, for when reaching startup time and the scheduling frequency that described dispensing unit is arranged, start described data services task operation, receive the data that at least one data of peripheral hardware provide end to send, and according to the data services task operation that described dispensing unit configures, send the data to the target service application at least one service application of corresponding described peripheral hardware;Monitoring unit, for by the second visualization interface, check the data services task operation that described dispensing unit configures, and monitor the running status of described data services task operation and the log information of described data services task job run process, receive the amendment of the running status to described data services task operation, the data, services dispatching device that the embodiment of the present invention provides is independently of what service application existed, it can be multiple service application configuration data service role operations by dispensing unit, reduce data, services dispatching device and coupling between service application, so, when data, services dispatching device breaks down, impact without to service application, improve the reliability of service application.
Accompanying drawing explanation
In order to be illustrated more clearly that the embodiment of the present invention or technical scheme of the prior art, the accompanying drawing used required in embodiment or description of the prior art will be briefly described below, apparently, accompanying drawing in the following describes is some embodiments of the present invention, for those of ordinary skill in the art, under the premise not paying creative work, it is also possible to obtain other accompanying drawing according to these accompanying drawings.
Fig. 1 is the structural representation of a kind of data, services dispatching device that one embodiment of the invention provides;
Fig. 2 is the structural representation of a kind of data, services dispatching patcher that one embodiment of the invention provides;
Fig. 3 is the flow chart of a kind of data, services dispatching method that one embodiment of the invention provides;
Fig. 4 is the flow chart of a kind of data, services dispatching method that another embodiment of the present invention provides.
Detailed description of the invention
For making the purpose of the embodiment of the present invention, technical scheme and advantage clearly; below in conjunction with the accompanying drawing in the embodiment of the present invention; technical scheme in the embodiment of the present invention is clearly and completely described; obviously; described embodiment is a part of embodiment of the present invention, rather than whole embodiments, based on the embodiment in the present invention; the every other embodiment that those of ordinary skill in the art obtain under the premise not making creative work, broadly falls into the scope of protection of the invention.
As it is shown in figure 1, embodiments provide a kind of data, services dispatching device, this data, services dispatching device includes:
Dispensing unit 101, for by the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for data services task operation;
Scheduling unit 102, for when reaching startup time and the scheduling frequency that dispensing unit 101 is arranged, start data services task operation, receive the data that at least one data of peripheral hardware provide end to send, and the data services task operation according to dispensing unit configuration, send the data to the target service application at least one service application of corresponding peripheral hardware;
Monitoring unit 103, for by the second visualization interface, check the data services task operation that dispensing unit 102 configures, and monitor the running status of data services task operation and the log information of data services task job run process, receive the amendment of the running status to data services task operation.
Dispensing unit passes through the first visualization interface, and at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for data services task operation;When reaching startup time and the scheduling frequency that described dispensing unit is arranged, scheduling unit starts data services task operation, receive the data that at least one data of peripheral hardware provide end to send, and the data services task operation according to dispensing unit configuration, send the data to the target service application at least one service application of corresponding described peripheral hardware;By the second visualization interface, monitoring unit checks the data services task operation that dispensing unit configures, and monitor the running status of data services task operation and the log information of data services task job run process, receive the amendment of the running status to data services task operation, the data, services dispatching device that the embodiment of the present invention provides is independently of what service application existed, it can be multiple service application configuration data service role operations by dispensing unit, reduce data, services dispatching device and coupling between service application, so, when data, services dispatching device breaks down, impact without to service application, improve the reliability of service application.
In an alternative embodiment of the invention, above-mentioned data, services dispatching device, farther include: amendment unit (not shown), wherein,
Amendment unit, for providing the data of end to modify at least one data of peripheral hardware;
Scheduling unit 102, at least one data for receiving peripheral hardware provide the amended data of amendment unit that end sends, and these amended data are sent to the target service application at least one service application of corresponding peripheral hardware.By the amendment unit that the embodiment of the present invention provides, it is ensured that between data offer end and data, services dispatching device, information is mutual, ensure that data provide end to provide the accuracy of data simultaneously.
In still another embodiment of the process, above-mentioned data, services dispatching device, farther include: Alarm Unit (not shown), wherein,
Monitoring unit 103, whether the running status for judging data services task operation is normal, and to normal operating condition and abnormal operating condition separator;
Alarm Unit, for when monitoring unit 103 marks abnormal operating condition, sending alarm notification.The Alarm Unit provided by the embodiment of the present invention can alert out abnormality in time, to remind client process in time and check abnormality, enables abnormality to be timely repaired, it is ensured that the efficiency of data dispatch.
In still another embodiment of the process, dispensing unit 101, for passing through to visualize web interface, for any one at least one service application configuration local data service Mission Operations of peripheral hardware, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations or multiple.
The contents such as the information between each unit in said apparatus is mutual, execution process, due to the inventive method embodiment based on same design, particular content referring to the narration in following the inventive method embodiment, can repeat no more herein.
As in figure 2 it is shown, the embodiment of the present invention provides a kind of data, services dispatching patcher, this system includes: any one data, services dispatching device 201 above-mentioned, at least one service application 202 and at least one data provide end 203, wherein,
In at least one service application 202, each service application 202 is connected with data, services dispatching device 201, for receiving the data services task operation of data, services dispatching device 201 configuration, and according to data services task operation, receive the data that data, services dispatching device 201 sends, and be analyzed data calculating;
At least one data provides in end 203, and each data provides end 203 to be connected with data, services dispatching device 201, for sending data to data, services dispatching device 201.
In still another embodiment of the process, each data provides end 203, for receiving the data, services dispatching device 201 amendment to data, and amended data is sent to data, services dispatching device 201.
In an alternative embodiment of the invention, data, services dispatching device 201, for the data services task operation configuration data Service name corresponding for each service application, data service method and data service parameter.
As it is shown on figure 3, the embodiment of the present invention provides a kind of data, services dispatching method, the method may comprise steps of:
Step 301: by the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for data services task operation;
Step 302: when reaching the startup time, starts data services task operation;
Step 303: according to scheduling frequency, receives the data that at least one data of peripheral hardware provide end to send, and according to data services task operation, sends the data to the target service application at least one service application of corresponding peripheral hardware;
Step 304: by the second visualization interface, checks data services task operation;
Step 305: the running status of monitoring data services task operation and the log information of data services task job run process, receives the amendment of the running status to data services task operation.
In an embodiment of the invention, said method farther includes: provide the data of end to modify at least one data of peripheral hardware;The detailed description of the invention of step 303: receive the amended data that at least one data of peripheral hardware provide end to send, and these amended data are sent to the target service application at least one service application of corresponding described peripheral hardware;By this process, it is possible to data provide the data of end modify, thus ensure that data provide end to provide the accuracy of data.
In an embodiment of the invention, after monitoring the running status of described data services task operation, before receiving the amendment of the running status of data services task operation, farther include: judge that whether the running status of data services task operation is normal, and to normal operating condition and abnormal operating condition separator;When marking abnormal operating condition, sending alarm notification, by this process, user can know misoperation in time such that it is able to processes misoperation in time, further ensures reliability and the efficiency of data dispatch.
In an embodiment of the invention, data services task operation, including: in local data service Mission Operations, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations any one or multiple, owing to the embodiment of the present invention can provide multiple service, ensure that the demand of service application scheduling data, simultaneously, can pass through to select the most reasonably service to dispatch data for service application, further ensure the reliability of data dispatch, and improve the efficiency of data dispatch.
For making the object, technical solutions and advantages of the present invention clearly, below in conjunction with drawings and the specific embodiments, the present invention is described in further detail.
As shown in Figure 4, embodiments providing a kind of data, services dispatching method, the method may comprise steps of:
Step 401: by the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation;
In this step, first visualization interface can be web interface, user can by web interface be in multiple service application configuration local data service Mission Operations, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations any one or multiple, such as: pass through web interface, being 4 service application configuration data service role operations, respectively service application 1 configures local data service Mission Operations;Remote date transmission Mission Operations such as RPC service is configured for service application 2;For service application 3 configuration database service role operation;REST service Mission Operations is configured for service application 4, the data, services dispatching device that then embodiment of the present invention provides then is configured to this 4 service application configuration data service role operations according to these, to meet the demand of different business application, make the same data, services dispatching device of different business Application share, meanwhile, the coupling between data, services dispatching device and service application is reduced.
Step 402: startup time and scheduling frequency are set for data services task operation;
In this step, can by startup time that web interface is the service of each data services task operation setting data and the scheduling frequency of data, as: the local data service Mission Operations for service application 1 correspondence arranges the data, services startup time for often to start every other hour once, in local data service Mission Operations running, the scheduling frequency of data is 100 times/s etc..It addition, in this step, it is also possible to the concrete configuration of data, services is realized by the Service name corresponding for Various types of data service configuration, method and parameter etc..
Step 403: when reaching the startup time, starts data services task operation;
Step 404: provide the data of end to modify at least one data of peripheral hardware;
Such as: data provide end to be that data a is provided with call number restriction, then data a is often called once by data, services dispatching device, then data are provided the call number of end to reduce once etc. by data, services dispatching device.
Step 405: according to scheduling frequency, receive the data that at least one data of peripheral hardware provide end to send;
Step 406: according to data services task operation, send the data to the target service application at least one service application of corresponding peripheral hardware;
In this step, if data are provided the data of end to revise to some extent by data, services dispatching device, then data, services dispatching device receives the amended data that at least one data of peripheral hardware provide end to send, and these amended data are sent to the target service application at least one service application of corresponding peripheral hardware;
Step 407: by the second visualization interface, checks data services task operation;
In this step, the second visualization interface can also be web interface, and by this web interface, user can check the data services task operation configured for each service application.
Step 408: the running status of monitoring data services task operation and the log information of data services task job run process;
In this step, job enquiry list is generated for each mission bit stream, user can also check job enquiry list by web interface, to check the log information produced in the running status of data services task operation and running, so, user can according to these running statuses and log information, obtain the situation of data call, and the running status of these data services task operations can be revised according to practical situation, such as: stop the operation of a certain data services task operation or open another data services task operation, realize the editor to persistence mission bit stream, additionally, the log information of task scheduling is stored in MySQL database.
Step 409: judge that whether the running status of data services task operation is normal, if it is, otherwise perform step 410;Otherwise, step 411 is performed;
Step 410: normal operating condition is carried out normal labeled, and performs step 412;
Step 411: abnormal operating condition is carried out abnormal marking, and sends alarm notification;
The warning information that this step sends can notify that user checks abnormal conditions in time, to stop in time or to solve abnormal conditions.
Step 412: receive the amendment of the running status to data services task operation.
In this step, some otiose Mission Operations can be stopped or deleting by the job enquiry list in above-mentioned step 408 by user, Mission Operations for some stoppings can restart or configuration parameter etc., such as: data, services dispatching device stops dispatching data for service application 4, so, it is that the REST service Mission Operations of service application 4 configuration is then by out of service before, and this REST service Mission Operations is still present in data, services dispatching device, so, this REST service Mission Operations is directly deleted by the mode that can pass through to delete from Query List, decrease the load of data, services dispatching device.
What deserves to be explained is, the data, services dispatching device that the embodiment of the present invention provides operates in independent server, the distributed middleware zookeeper that increases income can be adopted to carry out in cluster environment the state synchronized between scheduler task, it provides end to separate with service application and data, can in distributed environment, for multiple service application synchronization call data.
According to such scheme, data, services dispatching device that various embodiments of the present invention provide, system and method, at least have the advantages that
1., by the first visualization interface, dispensing unit is the data services task operation of at least one service application configuration correspondence of peripheral hardware, and arranges startup time and scheduling frequency for data services task operation;When reaching startup time and the scheduling frequency that dispensing unit is arranged, scheduling unit starts data services task operation, receive the data that at least one data of peripheral hardware provide end to send, and the data services task operation according to dispensing unit configuration, send the data to the target service application at least one service application of corresponding peripheral hardware;By the second visualization interface, monitoring unit checks the data services task operation that dispensing unit configures, and monitor the running status of data services task operation and the log information of data services task job run process, receive the amendment of the running status to data services task operation, the data, services dispatching device that the embodiment of the present invention provides is independently of what service application existed, it can be multiple service application configuration data service role operations by dispensing unit, reduce data, services dispatching device and coupling between service application, so, when data, services dispatching device breaks down, impact without to service application, improve the reliability of service application.
2. the data, services dispatching device that the embodiment of the present invention provides can be multiple service application scheduling data simultaneously, a dispatching device is developed without for each service application, reduce development cost, simultaneously, the data, services dispatching device that the embodiment of the present invention provides only requires over visualization interface and can arrange data services task operation for multiple service application, it is achieved that easily and efficiently the task of data, services is scheduling.
3. the data, services dispatching device that the embodiment of the present invention provides, judges that by monitoring unit whether the running status of data services task operation is normal, and to normal operating condition and abnormal operating condition separator;Alarm Unit, for when monitoring unit marks abnormal operating condition, sending alarm notification, it is achieved that management and the monitoring to data services task scheduling.
4. the data, services dispatching device that the embodiment of the present invention provides can be at least one service application of peripheral hardware configure in local data service Mission Operations, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations any one or multiple, meet the variation of data, services scheduling, by selecting rational COS for service application, the efficiency of data, services scheduling can be effectively improved, thus improving service application to process the efficiency of data.
It should be noted that, in this article, the relational terms of such as first and second etc is used merely to separate an entity or operation with another entity or operating space, and not necessarily requires or imply the relation that there is any this reality between these entities or operation or sequentially.And, term " includes ", " comprising " or its any other variant are intended to comprising of nonexcludability, so that include the process of a series of key element, method, article or equipment not only include those key elements, but also include other key elements being not expressly set out, or also include the key element intrinsic for this process, method, article or equipment.When there is no more restriction, statement " including a 〃 " key element limited, it is not excluded that there is also other same factor in including the process of described key element, method, article or equipment.
One of ordinary skill in the art will appreciate that: all or part of step realizing said method embodiment can be completed by the hardware that programmed instruction is relevant, aforesaid program can be stored in the storage medium of embodied on computer readable, this program upon execution, performs to include the step of said method embodiment;And aforesaid storage medium includes: in the various media that can store program code such as ROM, RAM, magnetic disc or CD.
Last it should be understood that the foregoing is only presently preferred embodiments of the present invention, it is merely to illustrate technical scheme, is not intended to limit protection scope of the present invention.All make within the spirit and principles in the present invention any amendment, equivalent replacement, improvement etc., be all contained in protection scope of the present invention.
Claims (10)
1. a data, services dispatching device, it is characterised in that including:
Dispensing unit, for by the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for described data services task operation;
Scheduling unit, for when reaching the startup time that described dispensing unit is arranged, start described data services task operation, according to scheduling frequency, receive the data that at least one data of peripheral hardware provide end to send, and according to the data services task operation that described dispensing unit configures, send the data to the target service application at least one service application of corresponding described peripheral hardware;
Monitoring unit, for by the second visualization interface, check the data services task operation that described dispensing unit configures, and monitor the running status of described data services task operation and the log information of described data services task job run process, receive the amendment of the running status to described data services task operation.
2. data, services dispatching device according to claim 1, it is characterised in that farther include: amendment unit, wherein,
Described amendment unit, for providing the data of end to modify at least one data of described peripheral hardware;
Described scheduling unit, at least one data for receiving peripheral hardware provide the described amended data of amendment unit that end sends, and these amended data are sent to the target service application at least one service application of corresponding described peripheral hardware.
3. data, services dispatching device according to claim 1, it is characterised in that farther include: Alarm Unit, wherein,
Described monitoring unit, whether the running status for judging described data services task operation is normal, and to normal operating condition and abnormal operating condition separator;
Described Alarm Unit, for when described monitoring unit marks abnormal operating condition, sending alarm notification.
4. data, services dispatching device according to claim 1, it is characterised in that
Described dispensing unit, for passing through to visualize web interface, for any one at least one service application configuration local data service Mission Operations of peripheral hardware, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations or multiple.
5. a data, services dispatching patcher, it is characterised in that including: the arbitrary described data, services dispatching device of Claims 1-4, at least one service application and at least one data provide end, wherein,
In at least one service application described, each service application is connected with described data, services dispatching device, for receiving the data services task operation of described data, services dispatching device configuration, and according to described data services task operation, receive the data that described data, services dispatching device sends, and be analyzed described data calculating;
At least one data described provide in end, and each data provides end to be connected with described data, services dispatching device, for sending data to described data, services dispatching device.
6. system according to claim 5, it is characterised in that
Each data described provide end, for receiving the amendment to data of the described data, services dispatching device, and amended data are sent to described data, services dispatching device.
7. the system according to claim 5 or 6, it is characterised in that
Described data, services dispatching device, for the data services task operation configuration data Service name corresponding for each service application described, data service method and data service parameter.
8. a data, services dispatching method, it is characterised in that including:
By the first visualization interface, at least one service application for peripheral hardware configures corresponding data services task operation, and arranges startup time and scheduling frequency for described data services task operation;
When reaching the described startup time, start described data services task operation;
According to scheduling frequency, receive the data that at least one data of peripheral hardware provide end to send, and according to described data services task operation, send the data to the target service application at least one service application of corresponding described peripheral hardware;
By the second visualization interface, check described data services task operation;
Monitor the running status of described data services task operation and the log information of described data services task job run process, receive the amendment of the running status to described data services task operation.
9. method according to claim 8, it is characterised in that
Farther include: provide the data of end to modify at least one data of described peripheral hardware;
At least one data of described reception peripheral hardware provide the data that end sends, and according to described data services task operation, send the data to the target service application at least one service application of corresponding described peripheral hardware, including:
Receive the amended data that at least one data of peripheral hardware provide end to send, and these amended data are sent to the target service application at least one service application of corresponding described peripheral hardware;
And/or,
After the running status of the described data services task operation of described monitoring, before described reception is to the amendment of the running status of described data services task operation, farther include:
Judge that whether the running status of described data services task operation is normal, and to normal operating condition and abnormal operating condition separator;
When marking abnormal operating condition, send alarm notification.
10. method according to claim 8 or claim 9, it is characterised in that described data services task operation, including:
In local data service Mission Operations, remote date transmission Mission Operations, database service Mission Operations and REST service Mission Operations any one or multiple.
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US20150334203A1 (en) * | 2011-11-22 | 2015-11-19 | Netapp, Inc. | Optimizing distributed data analytics for shared storage |
CN103516814A (en) * | 2013-10-23 | 2014-01-15 | 浪潮齐鲁软件产业有限公司 | Data exchange method for large volume of data |
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CN106293911A (en) * | 2016-07-29 | 2017-01-04 | 乐视控股(北京)有限公司 | Dispatching System, method |
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