CN110309462A - Method for exhibiting data and system - Google Patents
Method for exhibiting data and system Download PDFInfo
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- CN110309462A CN110309462A CN201910620756.9A CN201910620756A CN110309462A CN 110309462 A CN110309462 A CN 110309462A CN 201910620756 A CN201910620756 A CN 201910620756A CN 110309462 A CN110309462 A CN 110309462A
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- data
- client
- storage server
- page end
- data storage
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/957—Browsing optimisation, e.g. caching or content distillation
- G06F16/9574—Browsing optimisation, e.g. caching or content distillation of access to content, e.g. by caching
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/958—Organisation or management of web site content, e.g. publishing, maintaining pages or automatic linking
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
- Y02D10/00—Energy efficient computing, e.g. low power processors, power management or thermal management
Abstract
This application discloses a kind of method for exhibiting data and systems, belong to technical field of data processing.The system comprises: data storage server, client and page end；The client and the page end are used for when receiving displaying instruction, data acquisition request is sent to the data storage server as transmitting terminal, for the data acquisition request for showing the indicated data of instruction described in request, the client and the page end share the data stored in the data storage server；The data storage server sends data acquisition response for acquisition request based on the data, the transmitting terminal of Xiang Suoshu data acquisition request；Transmitting terminal in the client and the page end shows the data carried in the data acquisition response for obtaining response based on the data.The present invention realizes the conversion of the platform between client and page end, improves the flexibility of platform.
Description
Technical field
This application involves technical field of data processing, in particular to a kind of method for exhibiting data and system.
Background technique
With quick universal, the need studied using machine learning platform machine learning algorithm of artificial intelligence technology
Ask also more and more.On machine learning platform, researcher can be according to designed machine learning algorithm, and utilization is packaged
Algorithm assembly (also referred to as algorithm assembly module) build the experiment of the machine learning algorithm, to verify having for the machine learning algorithm
Effect property.
Currently, there is very a variety of machine learning platforms on the market, which is broadly divided into two classes,
One is the machine learning platform operated in the client, another kind is the machine learning platform operated in page end.In visitor
In the machine learning platform operated in the end of family, usually realize that the tasks such as inquiry are built and tested in experiment by code.In net
In the machine learning platform operated in page end, the platform for creating experiment is presented by the way of painting canvas, can pass through dragging
Mode algorithm assembly needed for machine learning algorithm is added in painting canvas, with build experiment.And machine learning algorithm can be with
It is presented in the form of algorithm frame in painting canvas.
But due to the operating mechanism of the machine learning platform operated in the client and the machine operated in page end
The operating mechanism of device learning platform is different, and two kinds of machine learning platforms cannot achieve interaction, lead to two kinds of machine learning platforms
Flexibility is poor.
Summary of the invention
The embodiment of the invention provides a kind of method for exhibiting data and system, it is flat to can solve machine learning in the related technology
The poor problem of the flexibility of platform.The technical solution is as follows:
In a first aspect, providing a kind of data display systems, which is characterized in that the system comprises: data storage service
Device, client and page end；
The client and the page end are used to store as transmitting terminal to the data when receiving displaying instruction
Server sends data acquisition request, and the data acquisition request instructs indicated data for showing described in request,
The client and the page end share the data stored in the data storage server；
The data storage server is for acquisition request based on the data, the transmitting terminal of Xiang Suoshu data acquisition request
Send data acquisition response；
Transmitting terminal in the client and the page end shows the data for obtaining response based on the data
Obtain the data carried in response.
Second aspect, provides a kind of method for exhibiting data, and the method is applied to data display systems, the system packet
It includes: data storage server, client and page end, which comprises
Any of the client and the page end are when receiving displaying instruction, Xiang Suoshu data storage service
Device sends data acquisition request, and the data acquisition request is for showing the indicated data of instruction, and institute described in request
It states client and the page end shares the data stored in the data storage server；
Acquisition request, the transmitting terminal of Xiang Suoshu data acquisition request are sent the data storage server based on the data
Data acquisition response；
Transmitting terminal in the client and the page end obtains response based on the data, shows the data acquisition
The data carried in response.
Optionally, the data storage server storage operation data includes:
The data storage server uses first data-interface, and the operation data generated in the client is turned
The data of reference data format are changed to, and store the data after conversion；
And/or the data storage server uses the second data-interface, the operation data that will be generated in the page end
The data of the reference data format are converted to, and store the data after conversion.
Optionally, the operational order is at least used to indicate the following one or more operations of execution: creation task, Bian Jisuo
It states task and runs the task.
Method for exhibiting data provided in an embodiment of the present invention and system, by the storing data in data storage server,
And make the data stored in client and page end shared data storage server, compared to the relevant technologies, client and webpage
End can shared data so that can show identical data in client and page end realize client and page end
Between platform conversion, improve the flexibility of platform.
Further, it is possible to enable the user with different use demands respectively according to respective demand in corresponding platform
It is middle to execute relevant operation, improve the availability of each platform.For example, can be convenient different users respectively in client and
Task is edited in page end.Alternatively, using statistical function possessed by page end, conveniently and efficiently to being produced in client
Raw operation result is counted, to reduce the difficulty for carrying out data statistics in the client.Alternatively, utilizing batch in client
The advantage of operation carries out batch operation to creating in page end for task.Alternatively, the experimental duties in page end can be passed through
Experiential function is easily searched in list, reduces the complexity searched by client.
Meanwhile the data sharing between client and page end passes through when the user in different posies links up algorithm arrangement
Page end shows the frame of algorithm, and the user that can be convenient different posies quickly understands algorithm, can reduce communication difficulty, reduces
Link up cost.
Detailed description of the invention
To describe the technical solutions in the embodiments of the present invention more clearly, make required in being described below to embodiment
Attached drawing is briefly described, it should be apparent that, the drawings in the following description are only some examples of the present application, for
For those of ordinary skill in the art, without creative efforts, it can also be obtained according to these attached drawings other
Attached drawing.
Fig. 1 is a kind of structural schematic diagram of data display systems provided in an embodiment of the present invention.
Fig. 2 is the schematic diagram for the machine learning experimental framework that a kind of page end provided in an embodiment of the present invention is shown.
Fig. 3 is a kind of schematic diagram of algorithm editing interface provided in an embodiment of the present invention.
Fig. 4 is a kind of experiment block diagram of machine learning algorithm provided in an embodiment of the present invention.
Fig. 5 is a kind of schematic diagram of parameter configuration dialog box provided in an embodiment of the present invention.
Fig. 6 is a kind of flow chart of method for exhibiting data provided in an embodiment of the present invention.
Fig. 7 is the flow chart of another method for exhibiting data provided in an embodiment of the present invention.
Fig. 8 is a kind of structural schematic diagram of server provided in an embodiment of the present invention.
Fig. 9 is a kind of structural schematic diagram of server provided in an embodiment of the present invention.
Specific embodiment
To keep the purposes, technical schemes and advantages of the application clearer, below in conjunction with attached drawing to the application embodiment party
Formula is described in further detail.
Fig. 1 is the structural schematic diagram of data display systems provided in an embodiment of the present invention.As shown in Figure 1, the system can be with
It include: data storage server 110, first terminal 120 and second terminal 130.Client is installed in the first terminal 120,
For display data in the client.Browser is installed in the second terminal 130, can be shown in the page end of browser
Data.
Data storage server 110 can be a server, or the server cluster consisted of several servers,
An either cloud computing service center.First terminal 120 and second terminal 130 all can be smart phone, computer, multimedias
Player, electronic reader or wearable device etc..Between data storage server 110 and first terminal 120, data storage
Connection can be established by cable network or wireless network between server 110 and second terminal 130.
In embodiments of the present invention, since the operation that first terminal 120 is related to is the operation realized by client, the
The operation that two terminals 130 are related to is therefore in the description of the embodiment of the present invention, to be adopted by the operation that page end is realized
The relevant operation that first terminal 120 is related to is described with client, the related behaviour that second terminal 130 is related to is described using page end
Make.
In the data display systems, the client and the page end are used to receive and show instruction, and in the client
When receiving displaying instruction with any of the page end, this any one can be used as transmitting terminal to data storage server
110 send data acquisition request, show the indicated data of instruction with request.Data storage server 110 is for connecing
After receiving data acquisition request, it is based on data acquisition request, sends data acquisition response to the transmitting terminal of data acquisition request.This
When, the transmitting terminal in client and page end is used for after receiving data acquisition response, is responded based on data acquisition, in the hair
Display data obtains the data carried in response in sending end.
Also, the data stored in client and page end shared data storage server 110, the i.e. client and should
The data stored in shareable data storage server 110 between page end.Therefore, it is stored in the data storage server 110
Data can both show or be shown in page end in the client.
In conclusion data display systems provided in an embodiment of the present invention, by storing number in data storage server
According to, and make the data stored in client and page end shared data storage server, compared to the relevant technologies, client and net
Page end can shared data so that can show identical data in client and page end realize client and webpage
Platform conversion between end, improves the flexibility of platform.
Optionally, the data stored in the data storage server 110 can come from other servers, can be from visitor
At least one of family end and page end.Illustratively, the data stored in the data storage server 110 can be in client
With the data generated when executing operation in page end.
At this point, the client and page end are used to after receiving operational order, behaviour indicated by operational order is executed
Make, and the operation data generated in the implementation procedure of operation is sent to data storage server 110, so that data storage clothes
Business 110 storage operation number evidence of device.
Also, due to the task identification for carrying task to be operated in operational order, and generated based on operational order
Task identification is carried in operation data, therefore, the number stored in client and page end shared data storage server 110
According to implementation can be with are as follows: when the first operand sent by client according to the second operand that is sent by page end according to taking
When band same task mark, first operand evidence and second operand evidence are stored in same storage address.
Further, due to the data format difference that client and page end are supported, when the client and page end are shared
When data, at least one in the data format and the client of the data stored in the data storage server 110 and the page end
A supported data format may be different.For example, data format and the client of the data stored in data storage server 110
Hold the data format supported different, but identical as the data format that page end is supported, alternatively, the data format supported with client
It is identical but different from the data format that page end is supported, alternatively, different from client and the page end data format supported.
Therefore, before the data that the storage of data storage server 110 receives, it is also necessary to data conversion treatment is carried out to data, and
Data after storage conversion.
According to the different situations for the data format that client and page end are supported, which can be divided into following
Three kinds of situations:
In the first case, the data format of the data stored in data storage server 110 do not meet client and
The data format that page end is supported, at this point, both having needed to carry out data conversion treatment to the data that client is sent, it is also necessary to right
The data that page end is sent carry out data conversion treatment.
Illustratively, since client and data storage server 110 can carry out data communication by the first data-interface,
Page end and data storage server 110 can carry out data communication by the second data-interface, correspondingly, data storage service
Device 110 can use the first data-interface, and the operation data generated in client is converted to the data of reference data format, and
Data after storage conversion.And data storage server 110 can use the second data-interface, by what is generated in page end
Operation data is converted to the data of reference data format, and stores the data after conversion.The reference data format is data storage
The data format that server 110 is supported.For example, the reference data format can be json format.
In second situation, the data format of the data stored in data storage server 110 does not meet client institute
The data format of support, at this time, it may be necessary to carry out data conversion treatment to the data that client is sent.
Illustratively, since client and data storage server 110 can carry out data communication by the first data-interface,
Correspondingly, data storage server 110 can use the first data-interface, the operation data generated in client is converted into ginseng
The data of data format are examined, and store the data after conversion.
In the third situation, the data format of the data stored in data storage server 110 does not meet page end institute
The data format of support, at this time, it may be necessary to carry out data conversion treatment to the data that page end is sent.
Illustratively, since page end and data storage server 110 can carry out data communication by the second data-interface,
Correspondingly, data storage server 110 can use the second data-interface, the operation data generated in page end is converted into ginseng
The data of data format are examined, and store the data after conversion.
Similar, data storage server 110 also needs before to the client and the page end, at least one sends data
Data conversion treatment is carried out to data, at least one sends its data being able to use to the client and the page end.
And the data conversion treatment can also be divided into following three kinds of situations:
In the first case, the data format of the data stored in data storage server 110 do not meet client and
The data format that page end is supported.At this point, the data for both having needed opposite client to send carry out data conversion treatment, it is also necessary to
The data that opposite page end is sent carry out data conversion treatment.
Illustratively, since client and data storage server 110 can carry out data communication by the first data-interface,
Page end and data storage server 110 can carry out data communication by the second data-interface, correspondingly, data storage service
The data that device 110 can be sent using the first data-interface opposite direction client carry out data conversion treatment, in order to client root
Data displaying is carried out according to the data after the conversion.And data storage server 110 can use the second data-interface opposite direction net
The data that page end is sent carry out data conversion treatment, in order to which page end carries out data displaying according to the data after the conversion.
In second situation, the data format of the data stored in data storage server 110 does not meet client institute
The data format of support.At this time, it may be necessary to which the data that opposite client is sent carry out data conversion treatment.
Illustratively, since client and data storage server 110 can carry out data communication by the first data-interface,
Correspondingly, the data that data storage server 110 can be sent using the first data-interface opposite direction client carry out data conversion
Processing, in order to which client carries out data displaying according to the data after the conversion.
In the third situation, the data format of the data stored in data storage server 110 does not meet page end institute
The data format of support.At this time, it may be necessary to which the data that opposite page end is sent carry out data conversion treatment.
Illustratively, since page end and data storage server 110 can carry out data communication by the second data-interface,
Correspondingly, the data that data storage server 110 can be sent using the second data-interface opposite direction page end carry out data conversion
Processing, in order to which page end carries out data displaying according to the data after the conversion.
It should be noted that above-mentioned first data-interface and the second data-interface all can be (a kind of using protubuf
Data protocol) data-interface that defines.It, can by carrying out data conversion treatment to the data in data storage server 110
It converts data to corresponding client or data format that page end is able to use, guarantees that the client and page end can be shared
The data stored in data storage server 110.
Also, the data conversion treatment can be understood as converting data to the format that different compiler languages can identify.
For example, it is assumed that the compiler language that client uses is Java (a kind of compiler language), by what is stored in data storage server 110
Data are converted to the data that client is able to use, it can be understood as convert this data to the data lattice that Java can be identified
Formula, it is assumed that the language of page end is Python (a kind of compiler language), and the data stored in data storage server 110 are turned
It is changed to the data that page end is able to use, it can be understood as convert this data to the data format that Python can be identified.By
It can be compiled into different language in protubuf, the data-interface defined using protubuf can reduce data conversion process
In workload, reduce unnecessary work, improve transfer efficiency.
Optionally, operational order is at least used to indicate the following one or more operation of execution: creation task, editor's task and
Operation task.
Illustratively, which, which can test client for machine learning, (can operate engineering in the client
Practise platform), which is that page end (machine learning platform can be operated in the page end) is tested in machine learning, then should
Task can test for machine learning, correspondingly, the operational order can serve to indicate that creation machine learning experiment, editor's machine
At least one of study experiment and operation machine learning experiment.
At this point, due to client and page end can shared data, the operation that any one is executed in client and page end
Generated operation data can store in data storage server 110, to realize number in the data storage server 110
According to update can be obtained when so that another in client and page end obtaining data from the data storage server 110
Updated data realize synchronized update of the data in client and page end.
Illustratively, it is assumed that user A is good to be tested by Client Design machine learning, then when the user A downloads client
And when starting the machine learning platform operated in the client, the data generated in its operating process will be saved to data
Storage server 110.For example, by machine learning test used in specific algorithm component (such as data source address, algorithm assembly,
Data Format Transform etc. code), the configuration information as machine learning experiment is saved to data storage server 110
In.Correspondingly, when user B checks machine learning experiment by page end, it can be according to the configuration of machine learning experiment
Information shows that the machine learning is tested in page end, it can according to the connection of the algorithm assembly designed in client in painting canvas
Mode shows the experimental framework of machine learning experiment.
For example, it is assumed that the algorithm flow of the machine learning experiment designed in the client are as follows: using the decision tree of iteration
(Gradient Boosting Decision Tree, GBDT) algorithm (corresponding algorithm assembly GBDT classification -1) is to from data source
The data obtained in component 1 (corresponding data source component -1) are classified, and sorted data are stored to data storage group
In part 1 (corresponding data storage assembly -1), meanwhile, using GBDT algorithm to from data source component 2 (corresponding data source component -2)
The data of middle acquisition are classified, and sorted data are stored to data storage component 2 (corresponding data storage assembly -2)
In.After operation data in the algorithm design process is stored into data storage server 110, page end is obtaining the data
Afterwards, in the machine learning experimental framework of page end displaying referring to FIG. 2, it can be seen that the experimental framework institute table from the Fig. 2
Existing algorithm flow is identical as the algorithm flow designed in the client, therefore, realizes number in the client and the page end
According to synchronization.
Further, if user B expectation edits machine learning experiment in the page end, such as to data source address
It is adjusted with the parameter of algorithm, then edit operation can be directly carried out in the experimental framework, without returning again to client
In, operation can be facilitated.Also, by this way, enable to different user can according to need selection client or
Edit operation is carried out to experiment in page end, user is can be avoided and is bad at using client or page end bring inconvenience.Together
When, since the operating parameter generated during edit operation can be saved into data storage server 110, so that the client
It being capable of seamless interfacing experiment parameter with page end.
Wherein, the operating principle of client are as follows: after opening client, can by account and code entry client,
And the algorithm assembly needed is selected in logging in successfully rear algorithm editing interface shown in Fig. 3, and determine and be located at each algorithm
Then the algorithm assembly of component upstream and downstream obtains the configuration file of each algorithm assembly, and to parameter involved in algorithm
Parameter value configured, with create machine learning experiment experimental duties.The first true calculation for being classified as algorithm assembly in the Fig. 3
Legitimate name, second is classified as the display algorithm title (i.e. the title used in display) of algorithm assembly, and third is classified as current algorithm
The identification number of component, the 4th is classified as the mark of the algorithm assembly (abbreviation upstream algorithm assembly) positioned at current algorithm component upstream
Number, the 5th is classified as the identification number of the algorithm assembly (abbreviation downstream algorithm assembly) positioned at current algorithm assemblies downstream.
Also, log and the operation result that machine learning experiment can also be checked in the client, for example, can pass through
Input inquiry order, the information such as operating status, log, operation result and the details of inquiry machine learning experiment.Even also
The machine learning task currently submitted can be inquired, the machine learning task that query history is submitted, and obtain historical machine
The configuration file etc. of habit task.Further, the number of client can also be defined by modifying client code in the client
According to output format etc..
The operating principle of page end are as follows: pass through the webpage of account and code entry machine learning platform in second terminal
Then end creates experimental duties in the homepage of page end or the preset experiment page, then using the mode for pulling algorithm assembly
The selection algorithm component in painting canvas, and parameter configuration is carried out to each algorithm assembly, appointed with creating the experiment of machine learning experiment
Business.Wherein, carrying out parameter configuration to algorithm assembly can be by clicking the algorithm assembly in painting canvas according to predetermined manner, so that drawing
The parameter configuration dialog box of the algorithm assembly is shown in cloth, to configure in the parameter configuration dialog box to parameter.Also,
It is provided with operation and stop button in painting canvas, after the completion of experimental duties creation, operation button can be clicked, opened with control algolithm
Begin operation, and can need to stop algorithm operation when electrode stop button.
Illustratively, it is assumed that the experimental duties of creation are: passing through Ftrl training algorithm (corresponding algorithm assembly Ftrl training -1)
Disaggregated model is trained according to the training sample in data source model, it is then (corresponding to calculate using the disaggregated model after training
Method component Ftrl prediction -1) forecast sample of prediction data source component (corresponding data source component-prediction) offer is predicted,
It is as shown in Figure 4 that it tests block diagram.Fig. 5 is the parameter configuration dialog box (as shown in box A) of Ftrl training algorithm component, in the ginseng
It can be to the dimension of feature space used in the machine quantity and training process for executing Ftrl training algorithm in number the configuration dialog box
The parameters such as degree are configured.
Also, log and the operation result that machine learning experiment can also be checked in the page end, for example, can pass through
The operation result of the mode search algorithm component of algorithm assembly is clicked, and checks the operation of machine learning experiment in log system
State.
Wherein, in the page end and client, since algorithm assembly is the stand-alone assembly after encapsulation, and identical algorithms
The middle calling interface of component in the client is identical as the calling interface in page end, thereby it is ensured that the client and
Page end realizes data sharing.
Also, the storage time of data can also be carried in data storage server, in order to be able to according to using need
Seek inquiry data in different time periods.Illustratively, it is stored with to carry in data storage server 110 and multiple carries identical
The data for mark of being engaged in, data storage server 110, can be according to the storage of multiple data after receiving data acquisition request
The data of newest storage are sent to the transmitting terminal of data acquisition request by the time, to show the newest number in the transmitting terminal
According to.
In conclusion data display systems provided in an embodiment of the present invention, by storing number in data storage server
According to, and make the data stored in client and page end shared data storage server, compared to the relevant technologies, client and net
Page end can shared data so that can show identical data in client and page end realize client and webpage
Platform conversion between end, improves the flexibility of platform.
Further, it is possible to hold the user with different use demands in corresponding platform according to respective demand respectively
The relevant operation of row, improves the availability of each platform.For example, can be convenient different users respectively in client and webpage
Task is edited in end.Alternatively, using statistical function possessed by page end, conveniently and efficiently to being generated in client
Operation result is counted, to reduce the difficulty for carrying out data statistics in the client.Alternatively, utilizing batch operation in client
Advantage, batch operation is carried out to the creating in page end of the task.Alternatively, can be arranged by the experimental duties in page end
Table easily searches experiential function, reduces the complexity searched by client.
Meanwhile the data sharing between client and page end, when so that the user in different posies linking up algorithm arrangement,
The frame of algorithm can be shown by page end, the user that can be convenient different posies quickly understands algorithm, can reduce communication
Difficulty reduces and links up cost.
The embodiment of the invention provides a kind of method for exhibiting data, this method can be applied to provided in an embodiment of the present invention
Data display systems.Fig. 6 is a kind of flow chart of method for exhibiting data provided in an embodiment of the present invention, as shown in fig. 6, this method
May include:
Any of step 601, client and page end are sent out when receiving displaying instruction to data storage server
Data acquisition request is sent, data acquisition request shows the indicated data of instruction, and client and page end for request
The data stored in shared data storage server.
Step 602, data storage server are based on data acquisition request, send data to the transmitting terminal of data acquisition request
Obtain response.
Transmitting terminal in step 603, client and page end is responded based on data acquisition, and display data obtains to be taken in response
The data of band.
In conclusion data display systems provided in an embodiment of the present invention, by storing number in data storage server
According to, and make the data stored in client and page end shared data storage server, compared to the relevant technologies, client and net
Page end can shared data so that can show identical data in client and page end realize client and webpage
Platform conversion between end, improves the flexibility of platform.
Fig. 7 is the flow chart of another method for exhibiting data provided in an embodiment of the present invention, as shown in fig. 7, this method can
To include:
Step 701, after any of client and page end receive operational order, in the receiving end of operational order
Operation indicated by middle execution operational order.
Due to carrying the task identification of task to be operated in operational order, in any of client and page end
After receiving operational order, on-unit can be determined according to the task identification, then executes corresponding operation.Also,
Task identification is carried in the operation data generated based on operational order, is to execute the mistake of respective operations to identify the operation data
Generated operation data in journey.
Wherein, operational order is at least used to indicate the following one or more operations of execution: creation task, editor's task and fortune
The task that row has created.For example, the operational order can serve to indicate that creation machine learning experiment, modify in machine learning experiment
Parameter, alternatively, operation created machine learning experiment.
Step 702, operational order receiving end the operation data generated in the implementation procedure of operation is sent to data
Storage server.
Step 703, data storage server storage operation number evidence.
Optionally, when the first operand that is sent by client according to the second operand that is sent by page end according to carrying phase
When with task identification, first operand evidence and second operand evidence can be stored in same storage address by data storage server
In, to guarantee data that client and page end can be stored in shared data storage server.
Also, since the data format that client and page end are supported is different, when the client and page end shared data
When, the data format of the data stored in the data storage server is supported at least one in the client and the page end
Data format may be different, and since client and data storage server by the first data-interface carry out data communication,
Page end and data storage server are by the second data-interface progress data communication, therefore, data storage server storage behaviour
It may include: data storage server using the first data-interface as data, the operation data generated in client be converted to
The data of reference data format, and store the data after conversion.And/or data storage server uses the second data-interface, it will
The operation data generated in page end is converted to the data of reference data format, and stores the data after conversion.
Any of step 704, client and page end are sent out when receiving displaying instruction to data storage server
Data acquisition request is sent, which shows the indicated data of instruction for request.
Wherein, the data stored in client and page end shared data storage server.
Step 705, data storage server are based on data acquisition request, send data to the transmitting terminal of data acquisition request
Obtain response.
As previously described, because the data format that client and page end are supported is different, when the client and page end are shared
When data, the data format of the data stored in the data storage server do not meet the client and the page end at least one
Therefore the data format supported before data storage server sends data to the client and/or page end, also needs
Data conversion treatment is carried out to data, at least one sends its data being able to use to the client and the page end.
And since client and data storage server pass through the first data-interface progress data communication, page end and data storage service
Device carries out data communication by the second data-interface, and therefore, data storage server is based on data acquisition request, to data acquisition
The transmitting terminal of request sends the realization process of data acquisition response, may include it is following at least one:
When client is transmitting terminal, data storage server uses the first data-interface, will show indicated by instruction
Data are converted to the client data that client uses, and the data acquisition for carrying the client data after converting is responded,
It is sent to client, for carrying out data displaying on the client.
When page end is transmitting terminal, data storage server uses the second data-interface, will show indicated by instruction
Data are converted to the webpage end data that page end uses, and the data acquisition for carrying the webpage end data after converting is responded,
It is sent to page end, for carrying out data displaying on page end.
Transmitting terminal in step 706, client and page end is responded based on data acquisition, and display data obtains to be taken in response
The data of band.
Since the principle that client and page end carry out data displaying is different, client and page end are in the exhibition of acquisition
After showing the indicated data of instruction, the data of acquisition can be converted according to the displaying principle of itself, to obtain to open up
The data shown.For example, after page end obtains data the form of experiment block diagram can be converted the data into, in the page end
Middle displaying experiment block diagram.
In conclusion data display systems provided in an embodiment of the present invention, by storing number in data storage server
According to, and make the data stored in client and page end shared data storage server, compared to the relevant technologies, client and net
Page end can shared data so that can show identical data in client and page end realize client and webpage
Platform conversion between end, improves the flexibility of platform.
Further, it is possible to hold the user with different use demands in corresponding platform according to respective demand respectively
The relevant operation of row, improves the availability of each platform.For example, can be convenient different users respectively in client and webpage
Task is edited in end.Alternatively, using statistical function possessed by page end, conveniently and efficiently to being generated in client
Operation result is counted, to reduce the difficulty for carrying out data statistics in the client.Alternatively, utilizing batch operation in client
Advantage, batch operation is carried out to the creating in page end of the task.Alternatively, can be arranged by the experimental duties in page end
Table easily searches experiential function, reduces the complexity searched by client.
Meanwhile the data sharing between client and page end, when so that the user in different posies linking up algorithm arrangement,
The frame of algorithm can be shown by page end, the user that can be convenient different posies quickly understands algorithm, can reduce communication
Difficulty reduces and links up cost.
It should be noted that the sequencing of method for exhibiting data step provided in an embodiment of the present invention can carry out suitably
Adjustment, step according to circumstances can also accordingly be increased and decreased, anyone skilled in the art the invention discloses
Technical scope in, the method that can readily occur in variation should be covered by the protection scope of the present invention, therefore no longer superfluous
It states.
And it is apparent to those skilled in the art that, for convenience and simplicity of description, the side of foregoing description
The specific work process of method, can be with reference to the corresponding process in aforementioned system embodiment, and details are not described herein.
The embodiment of the invention also provides a kind of server, which includes processor and memory, is deposited in memory
Contain at least one instruction, at least a Duan Chengxu, code set or instruction set, at least one instruction, at least a Duan Chengxu, code set
Or instruction set is loaded by processor and is executed to realize such as any server in data display systems provided in an embodiment of the present invention
Function.
Fig. 8 is a kind of structural schematic diagram of the server provided according to embodiments of the present invention.The server 800 includes center
Processing unit (CPU) 801, the system storage including random access memory (RAM) 802 and read-only memory (ROM) 803
804, and the system bus 805 of connection system storage 804 and central processing unit 801.Server 800 further includes helping to count
The basic input/output (I/O system) 806 of information is transmitted between each device in calculation machine, and for storing operation system
The mass-memory unit 807 of system 813, application program 814 and other program modules 815.
Basic input/output 806 includes display 808 for showing information and inputs information for user
The input equipment 809 of such as mouse, keyboard etc.Wherein display 808 and input equipment 809 are all by being connected to system bus
805 input and output controller 810 is connected to central processing unit 801.Basic input/output 806 can also include defeated
Enter o controller 810 for receiving and handling from the defeated of multiple other equipment such as keyboard, mouse or electronic touch pen
Enter.Similarly, input and output controller 810 also provides output to display screen, printer or other kinds of output equipment.
Mass-memory unit 807 is connected by being connected to the bulk memory controller (not shown) of system bus 805
To central processing unit 801.Mass-memory unit 807 and its associated computer-readable medium are that server 800 provides
Non-volatile memories.That is, mass-memory unit 807 may include such as hard disk or CD-ROM drive etc
Computer-readable medium (not shown).
Without loss of generality, computer-readable medium may include computer storage media and communication media.Computer storage
Medium includes any of the information such as computer readable instructions, data structure, program module or other data for storage
The volatile and non-volatile of method or technique realization, removable and irremovable medium.Computer storage medium include RAM,
ROM, EPROM, EEPROM, flash memory or other solid-state storages its technologies, CD-ROM, DVD or other optical storages, cassette, magnetic
Band, disk storage or other magnetic storage devices.Certainly, skilled person will appreciate that computer storage medium is not limited to
It states several.Above-mentioned system storage 804 and mass-memory unit 807 may be collectively referred to as memory.
According to various embodiments of the present invention, server 800 can also pass through the network connections such as internet to network
On remote computer operation.Namely server 800 can be by the Network Interface Unit 811 that is connected on system bus 805
It is connected to network 812, in other words, Network Interface Unit 811 can be used also to be connected to other kinds of network or long-range meter
Calculation machine system (not shown).
Memory further includes one, and perhaps more than one program one or more than one program are stored in memory
In, central processing unit 801 realizes the server where the central processing unit 801 by executing one or more programs
Function.
The embodiment of the invention also provides a kind of terminal, Fig. 9 shows the end of an illustrative embodiment of the invention offer
The structural block diagram at end 900.The terminal 900 can be portable mobile termianl, such as: smart phone, tablet computer, MP3 are played
Device (Moving Picture Experts Group Audio Layer III, dynamic image expert's compression standard audio level
3), MP4 (Moving Picture Experts Group Audio Layer IV, dynamic image expert's compression standard audio layer
Face 4) player, laptop or desktop computer.Terminal 900 is also possible to referred to as user equipment, portable terminal, on knee
Other titles such as terminal, terminal console.
In general, terminal 900 includes: processor 901 and memory 902.
Processor 901 may include one or more processing cores, such as 4 core processors, 8 core processors etc..Place
Reason device 901 can use DSP (Digital Signal Processing, Digital Signal Processing), FPGA (Field-
Programmable Gate Array, field programmable gate array), PLA (Programmable Logic Array, may be programmed
Logic array) at least one of example, in hardware realize.Processor 901 also may include primary processor and coprocessor, master
Processor is the processor for being handled data in the awake state, also referred to as CPU (Central Processing
Unit, central processing unit).Coprocessor is the low power processor for being handled data in the standby state.?
In some embodiments, processor 901 can be integrated with GPU (Graphics Processing Unit, image processor),
GPU is used to be responsible for the rendering and drafting of content to be shown needed for display screen.In some embodiments, processor 901 can also be wrapped
AI (Artificial Intelligence, artificial intelligence) processor is included, the AI processor is for handling related machine learning
Calculating operation.
Memory 902 may include one or more computer readable storage mediums, which can
To be non-transient.Memory 902 may also include high-speed random access memory and nonvolatile memory, such as one
Or multiple disk storage equipments, flash memory device.In some embodiments, the non-transient computer in memory 902 can
Storage medium is read for storing at least one instruction, at least one instruction performed by processor 901 for realizing this Shen
Please in embodiment of the method provide method for exhibiting data.
In some embodiments, terminal 900 is also optional includes: peripheral device interface 903 and at least one peripheral equipment.
It can be connected by bus or signal wire between processor 901, memory 902 and peripheral device interface 903.Each peripheral equipment
It can be connected by bus, signal wire or circuit board with peripheral device interface 903.Specifically, peripheral equipment includes: radio circuit
904 and display screen 905 etc..
Peripheral device interface 903 can be used for I/O (Input/Output, input/output) is relevant outside at least one
Peripheral equipment is connected to processor 901 and memory 902.In some embodiments, processor 901, memory 902 and peripheral equipment
Interface 903 is integrated on same chip or circuit board.In some other embodiments, processor 901, memory 902 and outer
Any one or two in peripheral equipment interface 903 can realize on individual chip or circuit board, the present embodiment to this not
It is limited.
Radio circuit 904 is for receiving and emitting RF (Radio Frequency, radio frequency) signal, also referred to as electromagnetic signal.It penetrates
Frequency circuit 904 is communicated by electromagnetic signal with communication network and other communication equipments.Radio circuit 904 turns electric signal
It is changed to electromagnetic signal to be sent, alternatively, the electromagnetic signal received is converted to electric signal.Optionally, radio circuit 904 wraps
It includes: antenna system, RF transceiver, one or more amplifiers, tuner, oscillator, digital signal processor, codec chip
Group, user identity module card etc..Radio circuit 904 can be carried out by least one wireless communication protocol with other terminals
Communication.The wireless communication protocol includes but is not limited to: WWW, Metropolitan Area Network (MAN), Intranet, each third generation mobile communication network (2G, 3G,
4G and 5G), WLAN and/or WiFi (Wireless Fidelity, Wireless Fidelity) network.In some embodiments, it penetrates
Frequency circuit 904 can also include NFC (Near Field Communication, wireless near field communication) related circuit, this
Application is not limited this.
Display screen 905 is for showing UI (User Interface, user interface).The UI may include figure, text, figure
Mark, video and its their any combination.When display screen 905 is touch display screen, display screen 905 also there is acquisition to show
The ability of the touch signal on the surface or surface of screen 905.The touch signal can be used as control signal and be input to processor
901 are handled.At this point, display screen 905 can be also used for providing virtual push button and/or dummy keyboard, also referred to as soft button and/or
Soft keyboard.In some embodiments, display screen 905 can be one, and the front panel of terminal 900 is arranged.In other embodiments
In, display screen 905 can be at least two, be separately positioned on the different surfaces of terminal 900 or in foldover design.In still other reality
It applies in example, display screen 905 can be flexible display screen, be arranged on the curved surface of terminal 900 or on fold plane.Even, it shows
Display screen 905 can also be arranged to non-rectangle irregular figure, namely abnormity screen.Display screen 905 can be LCD (Liquid
Crystal Display, LCD array) display screen or OLED (Organic Light-Emitting Diode, You Jifa
Optical diode) display screen.
The embodiment of the invention also provides a kind of computer readable storage medium, which is non-volatile memories Jie
Matter is stored at least one instruction, at least a Duan Chengxu, code set or instruction set in the storage medium, at least one instruction,
An at least Duan Chengxu, the code set or the instruction set are loaded by processor and are executed to realize such as number provided in an embodiment of the present invention
According to the function of any server in display systems.Wherein, which can be ROM, random access memory (RAM), CD-
ROM, tape, floppy disk and optical data storage devices etc..
In embodiments of the present invention, relative determinative "and/or" indicates three kinds of logical relations, and A and/or B expression are individually deposited
In A, individualism B and exist simultaneously tri- kinds of logical relations of A and B.
Those of ordinary skill in the art will appreciate that realizing that all or part of the steps of above-described embodiment can pass through hardware
It completes, relevant hardware can also be instructed to complete by program, the program can store in a kind of computer-readable
In storage medium, storage medium mentioned above can be read-only memory, disk or CD etc..
The foregoing is merely the preferred embodiments of the application, not to limit the application, it is all in spirit herein and
Within principle, any modification, equivalent replacement, improvement and so on be should be included within the scope of protection of this application.
Claims (10)
1. a kind of data display systems, which is characterized in that the system comprises: data storage server, client and page end；
The client and the page end be used for receive show instruction when, as transmitting terminal to the data storage service
Device sends data acquisition request, and the data acquisition request is described for showing the indicated data of instruction described in request
Client and the page end share the data stored in the data storage server；
The data storage server is sent for acquisition request based on the data, the transmitting terminal of Xiang Suoshu data acquisition request
Data acquisition response；
Transmitting terminal in the client and the page end shows the data acquisition for obtaining response based on the data
The data carried in response.
2. system according to claim 1, which is characterized in that
The client and the data storage server pass through the first data-interface progress data communication, the data storage clothes
Data in business device are converted to the client data that the client uses after first data-interface, for described
Data displaying is carried out in client；
And/or the page end and the data storage server carry out data communication, the data by the second data-interface
Data in storage server are converted to the webpage end data that the page end uses after second data-interface, for
Data displaying is carried out on the page end.
3. system according to claim 1 or 2, which is characterized in that
The client and the page end are used to after receiving operational order, execute behaviour indicated by the operational order
Make, and the operation data generated in the implementation procedure of the operation is sent to the data storage server, so that described
Data storage server stores the operation data.
4. system according to claim 3, which is characterized in that
The client and the data storage server pass through the first data-interface and carry out data communication, produce in the client
Raw operation data is converted to the data of reference data format after first data-interface, for storing in the data
It is stored in server；
And/or the page end and the data storage server carry out data communication, the webpage by the second data-interface
The operation data generated in end is converted to the data of the reference data format after second data-interface, in institute
It states in data storage server and is stored.
5. system according to claim 3, which is characterized in that
The operational order is at least used to indicate the following one or more operations of execution: creation task, editor's task and fortune
The row task.
6. system according to claim 5, which is characterized in that carry appointing for task to be operated in the operational order
Business mark, and the task identification is carried in the operation data generated based on the operational order, it is sent out when by the client
When the first operand sent with the second operand sent by the page end according to carrying same task according to identifying, by described first
Operation data and second operand evidence are stored in same storage address.
7. a kind of method for exhibiting data, which is characterized in that the method is applied to data display systems, the system comprises: number
According to storage server, client and page end, which comprises
Any of the client and the page end are when receiving displaying instruction, Xiang Suoshu data storage server hair
Data acquisition request is sent, the data acquisition request is for showing the indicated data of instruction, and the visitor described in request
Family end and the page end share the data stored in the data storage server；
Acquisition request, the transmitting terminal of Xiang Suoshu data acquisition request send data to the data storage server based on the data
Obtain response；
Transmitting terminal in the client and the page end obtains response based on the data, shows the data acquisition response
The data of middle carrying.
8. the method according to the description of claim 7 is characterized in that the client and the data storage server pass through the
One data-interface carries out data communication, the page end and the data storage server and carries out data by the second data-interface
Communication, acquisition request, the transmitting terminal of Xiang Suoshu data acquisition request send number to the data storage server based on the data
According to obtain respond, including it is following at least one:
When the client is the transmitting terminal, the data storage server uses first data-interface, will be described
It shows that the indicated data of instruction are converted to the client data that the client uses, and the client after converting will be carried
The data acquisition of data responds, and is sent to the client, for carrying out data displaying in the client；
When the page end is the transmitting terminal, the data storage server uses second data-interface, will be described
It shows that the indicated data of instruction are converted to the webpage end data that the page end uses, and the page end after converting will be carried
The data acquisition of data responds, and is sent to the page end, for carrying out data displaying on the page end.
9. method according to claim 7 or 8, which is characterized in that the method also includes:
After any of the client and the page end receive operational order, in the receiving end of the operational order
It is middle to execute operation indicated by the operational order；
The operation data generated in the implementation procedure of the operation is sent to the data by the receiving end of the operational order
Storage server；
The data storage server stores the operation data.
10. according to the method described in claim 8, it is characterized in that, the operational order is used to indicate execution at least with next
A or multiple operations: creation task edits the task and runs the task created, carries in the operational order
The task identification of task to be operated, and the task identification is carried in the operation data generated based on the operational order,
The data storage server stores the operation data, comprising:
When the first operand sent by the client is according to identical according to carrying as the second operand sent by the page end
When task identification, the first operand evidence and second operand evidence are stored in same deposit by the data storage server
It stores up in address.
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