CN109254965A - Model treatment method and system, storage medium and electronic equipment - Google Patents
Model treatment method and system, storage medium and electronic equipment Download PDFInfo
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Abstract
The invention discloses a kind of model treatment method and system, storage medium and electronic equipments, are related to field of computer technology.The model treatment method includes: that user terminal is requested to server transmission modeling；If the user terminal meets default access requirement, the server sends modeling instruction to the user terminal；The user terminal responds configuration file needed for the modeling instruction obtains modeling；The user terminal is modeled according to the configuration file.The disclosure reduces the calculating pressure of server platform modeling.
Description
Technical field
This disclosure relates to field of computer technology, in particular to a kind of model treatment method, model treatment system,
Storage medium and electronic equipment.
Background technique
As user is increasing various model requirements, user terminal can submit more and more model treatments to platform
Task (for example, model treatment task, model prediction task dispatching).On the one hand, a large amount of model treatment task can be caused to platform
Huge calculating pressure, and then treatment effeciency is caused to reduce；On the other hand, storage and scheduling meeting the depositing to platform of various models
Storage and transmission cause stress.
It should be noted that information is only used for reinforcing the reason to the background of the disclosure disclosed in above-mentioned background technology part
Solution, therefore may include the information not constituted to the prior art known to persons of ordinary skill in the art.
Summary of the invention
The disclosure is designed to provide a kind of model treatment method, model treatment system, storage medium and electronic equipment,
And then overcome at least to a certain extent in the related technology model treatment task it is more, the big problem of plateau pressure.
According to one aspect of the disclosure, a kind of model treatment method is provided, comprising: user terminal sends to server and models
Request；If the user terminal meets default access requirement, the server sends modeling instruction to the user terminal；The use
Family end responds configuration file needed for the modeling instruction obtains modeling；The user terminal is built according to the configuration file
Mould.
In a kind of exemplary embodiment of the disclosure, it includes: that user terminal obtains that user terminal, which sends modeling request to server,
Take the public key of server；Modeling request is encrypted using the public key of the server；The modeling request of encryption is sent to
The server；Wherein, the modeling request of the encryption is decrypted in the private key of server described in the server by utilizing, with
Obtain the plaintext of the modeling request.
In a kind of exemplary embodiment of the disclosure, the server sends modeling instruction to the user terminal and includes:
The server obtains the public key of the user terminal；Modeling instruction is encrypted using the public key of the user terminal；It will encryption
Modeling instruction be sent to the user terminal；Wherein, the user terminal builds the encryption using the private key of the user terminal
Mould instruction is decrypted, to obtain the plaintext of the modeling instruction.
In a kind of exemplary embodiment of the disclosure, the user terminal carries out modeling according to the configuration file and includes:
The user terminal is based on the configuration file using Gearman client and is modeled.
In a kind of exemplary embodiment of the disclosure, the model treatment method further include: the server judges institute
State whether user terminal is equipped with Gearman client；If do not installed, Gearman installation suggestion is sent to the user terminal
Information.
In a kind of exemplary embodiment of the disclosure, the user terminal responds the modeling instruction and obtains needed for modeling
Configuration file includes: that the user terminal receives the modeling instruction；Wherein, the modeling instruction includes configuration text needed for modeling
The address information of part；The user terminal obtains the configuration file according to the address information.
In a kind of exemplary embodiment of the disclosure, the model treatment method further include: the user terminal is by model
Building result is stored into MongoDB database；Wherein, model construction in MongoDB database described in the server monitors
State, with determine next time whether by the user terminal construct model.
According to one aspect of the disclosure, a kind of model treatment system is provided, comprising: user terminal, for being sent out to server
Modeling is sent to request；Respond configuration file needed for the modeling instruction that the server is sent obtains modeling；According to the configuration text
Part is modeled；Server sends modeling request for receiving the user terminal, wants if the user terminal meets default access
It asks, then sends modeling instruction to the user terminal.
In a kind of exemplary embodiment of the disclosure, it includes: that user terminal obtains that user terminal, which sends modeling request to server,
Take the public key of server；Modeling request is encrypted using the public key of the server；The modeling request of encryption is sent to
The server；Wherein, the modeling request of the encryption is decrypted in the private key of server described in the server by utilizing, with
Obtain the plaintext of the modeling request.
In a kind of exemplary embodiment of the disclosure, the server sends modeling instruction to the user terminal and includes:
The server obtains the public key of the user terminal；Modeling instruction is encrypted using the public key of the user terminal；It will encryption
Modeling instruction be sent to the user terminal；Wherein, the user terminal builds the encryption using the private key of the user terminal
Mould instruction is decrypted, to obtain the plaintext of the modeling instruction.
In a kind of exemplary embodiment of the disclosure, the user terminal carries out modeling according to the configuration file and includes:
The user terminal is based on the configuration file using Gearman client and is modeled.
In a kind of exemplary embodiment of the disclosure, the model treatment method further include: the server judges institute
State whether user terminal is equipped with Gearman client；If do not installed, Gearman installation suggestion is sent to the user terminal
Information.
In a kind of exemplary embodiment of the disclosure, the user terminal responds the modeling instruction and obtains needed for modeling
Configuration file includes: that the user terminal receives the modeling instruction；Wherein, the modeling instruction includes configuration text needed for modeling
The address information of part；The user terminal obtains the configuration file according to the address information.
In a kind of exemplary embodiment of the disclosure, the user terminal stores model construction result to MongoDB number
According in library；Wherein, in MongoDB database described in the server monitors model construction state, with determine next time whether by
The user terminal constructs model.
According to one aspect of the disclosure, a kind of storage medium is provided, computer program, the computer are stored thereon with
Model treatment method described in above-mentioned any one is realized when program is executed by processor.
According to one aspect of the disclosure, a kind of electronic equipment is provided, comprising: processor；And memory, for storing
The executable instruction of the processor；Wherein, the processor is configured to above-mentioned to execute via the executable instruction is executed
Model treatment method described in any one.
In the technical solution provided by some embodiments of the present disclosure, by the user terminal for meeting default access requirement
Modeling instruction is sent, is modeled by the user terminal, on the one hand, reduces the calculating pressure of server platform modeling；Another party
Face reduces model storage and is scheduled to pressure caused by the storage and transmission of server platform.
It should be understood that above general description and following detailed description be only it is exemplary and explanatory, not
The disclosure can be limited.
Detailed description of the invention
The drawings herein are incorporated into the specification and forms part of this specification, and shows the implementation for meeting the disclosure
Example, and together with specification for explaining the principles of this disclosure.It should be evident that the accompanying drawings in the following description is only the disclosure
Some embodiments for those of ordinary skill in the art without creative efforts, can also basis
These attached drawings obtain other attached drawings.In the accompanying drawings:
Fig. 1 diagrammatically illustrates the flow chart of model treatment method according to an exemplary embodiment of the present disclosure；
Fig. 2 shows the signals of the main interactive process of model treatment method according to an exemplary embodiment of the present disclosure
Figure；
Fig. 3 diagrammatically illustrates the block diagram of model treatment system according to an exemplary embodiment of the present disclosure；
Fig. 4 shows the schematic diagram of storage medium according to an exemplary embodiment of the present disclosure；And
Fig. 5 diagrammatically illustrates the block diagram of electronic equipment according to an exemplary embodiment of the present disclosure.
Specific embodiment
Example embodiment is described more fully with reference to the drawings.However, example embodiment can be with a variety of shapes
Formula is implemented, and is not understood as limited to example set forth herein；On the contrary, thesing embodiments are provided so that the disclosure will more
Fully and completely, and by the design of example embodiment comprehensively it is communicated to those skilled in the art.Described feature, knot
Structure or characteristic can be incorporated in any suitable manner in one or more embodiments.In the following description, it provides perhaps
More details fully understand embodiment of the present disclosure to provide.It will be appreciated, however, by one skilled in the art that can
It is omitted with technical solution of the disclosure one or more in the specific detail, or others side can be used
Method, constituent element, device, step etc..In other cases, be not shown in detail or describe known solution to avoid a presumptuous guest usurps the role of the host and
So that all aspects of this disclosure thicken.
In addition, attached drawing is only the schematic illustrations of the disclosure, it is not necessarily drawn to scale.Identical attached drawing mark in figure
Note indicates same or similar part, thus will omit repetition thereof.Some block diagrams shown in the drawings are function
Energy entity, not necessarily must be corresponding with physically or logically independent entity.These function can be realized using software form
Energy entity, or these functional entitys are realized in one or more hardware modules or integrated circuit, or at heterogeneous networks and/or place
These functional entitys are realized in reason device device and/or microcontroller device.
Flow chart shown in the drawings is merely illustrative, it is not necessary to including all steps.For example, the step of having
It can also decompose, and the step of having can merge or part merges, therefore the sequence actually executed is possible to according to the actual situation
Change.
Fig. 1 diagrammatically illustrates the flow chart of the model treatment method of the illustrative embodiments of the disclosure.With reference to Fig. 1,
The model treatment method may comprise steps of:
S12. user terminal sends modeling request to server.
User terminal due to business needs, can by the way of model processing business content.Model described in the disclosure
It may refer to any model calculated for business, the range covered may include that medical treatment, traffic, finance, insurance etc. are each
Field.Model can be the model for being for example simply to statistics sales achievement, be also possible to relative complex for prediction
Convolutional neural networks model does not do particular determination to this in this illustrative embodiment.
In this case, user terminal can send modeling request to server, wherein modeling request may include user
The identification information (for example, information of machine number or only table sign user terminal) at end, in order to which server can be built by parsing this
The information for initiating the user terminal of request is known in mould request.
In order to avoid modeling request is obtained by other non-designated servers of user terminal or equipment and cause modeling information
The problem of leakage, in some embodiments of the present disclosure, firstly, the public key of the available server of user terminal, wherein the public key
It can store in the memory of user terminal, however, the public key can also be stored in what other users end can be directly obtained
In storage unit, particular determination is not done in this illustrative embodiment to this.
Modeling request is encrypted next, user terminal can use the public key got.It can specifically use existing
Encryption Algorithm (for example, Encrypt) realize modeling request encryption, the disclosure to Encryption Algorithm carry out it is specifically limited.
Then, user terminal can request the modeling of encryption to be sent to server.Server is receiving encrypted build
After mould request, modeling request can be decrypted (using algorithm such as Decrypt) using the private key of itself, be built with obtaining this
The plaintext of mould request.
It is easily understood that even if other servers or equipment intercept the request, it, cannot due to no corresponding private key
Get the plaintext of modeling request.Thereby it is ensured that safety of the modeling request in transmission process.
S14. if the user terminal meets default access requirement, the server sends modeling to the user terminal and refers to
It enables.
Server can establish complete trusting relationship, one or more of user terminals with one or more user terminals in advance
It can be the user terminal for meeting default access requirement.Specifically, developer can be according to prestige of user terminal etc. in server
The table for meeting the user terminal of default access requirement is pre-established, in the table, the identification information that can record user terminal comes uniquely
Corresponding user terminal.In this case, server can use the mode tabled look-up and determine whether user terminal meets default access and want
It asks.
Firstly, server after receiving modeling request, can request to be parsed to obtain user terminal to the modeling
Identification information；Next, server, which can use the identification information, determines whether user terminal meets default access requirement.
If user terminal meets default access requirement, server can send modeling instruction to user terminal, to prompt to use
Family end voluntarily carries out the building of model.
If user terminal is unsatisfactory for default access requirement, server can be to the json form for including in modeling request
Configuration information is verified.The content of verification can include but is not limited to user terminal whether be with server sign contract can
Whether the user terminal that is modeled on the server, configuration information are complete, whether format is correct etc..The case where verification passes through
Under, server can be modeled based on configuration information.In addition, server can be to user in the case where verifying unsanctioned situation
End sends a warning message, to prompt permission or the configuration information of user terminal wrong.
The problem of being obtained by other users end or equipment in order to avoid modeling instruction and modeling information caused to reveal, at this
In disclosed some embodiments, firstly, the public key of the available user terminal of server, wherein the public key, which can store, to be taken
It is engaged in device, however, the public key can also be stored in the storage unit that other servers can be directly obtained, this exemplary reality
It applies and does not do particular determination in mode to this.
Modeling instruction is encrypted next, server can use the public key got.It can specifically use existing
Encryption Algorithm realize modeling instruction encryption, the disclosure to Encryption Algorithm carry out it is specifically limited.
Then, the modeling of encryption can be instructed and be sent to user terminal by server.User terminal is receiving encrypted build
After mould instruction, modeling instruction can be decrypted using the private key of itself, to obtain the plaintext of modeling instruction.
It is easily understood that even if other users end or equipment intercept the instruction, it, cannot due to no corresponding private key
Get the plaintext of modeling instruction.Thereby it is ensured that safety of the modeling instruction in transmission process.
S16. the user terminal responds configuration file needed for the modeling instruction obtains modeling.
According to some embodiments of the present disclosure, the necessary configuration information of modeling, user terminal can have been returned in modeling instruction
It can be by parsing modeling instruction to obtain configuration information, that is, got configuration file.
According to other embodiment, the request of modeling described in step S12 can be stored in user terminal, and user terminal can be with
It responds modeling instruction and directly parses configuration file from modeling request.
In addition, user terminal can preserve the configuration file transmitted in such a way that interface passes ginseng by user, user terminal can
Directly to obtain the configuration file from its memory.
In addition, modeling instruction can wrap the address information containing configuration file, user terminal can be obtained according to the address information
Take configuration file.
S18. the user terminal is modeled according to the configuration file.
User terminal can realize structure using the calculation resources of user terminal itself based on the configuration file obtained in step S16
The process of established model.Specific building model is similar with the mode of the prior art, and details are not described herein.
According to some embodiments of the present disclosure, user terminal is modeled using Gearman client, that is to say, that user
End carries out the building of model using the Gearman client of itself configuration and based on configuration file.In addition, using with Gearman
The scheme of the similar software of client functionality or hardware module also should belong to design of the invention.
According to some embodiments of the present disclosure, server may determine that whether user terminal is equipped with Gearman client, such as
Fruit is not installed, then server sends prompt information to user terminal, to prompt user to install Gearman client on user terminal.
According to other embodiment, in the case where server judges that user terminal is not installed with Gearman client,
The size of memory space needed for the available installation Gearman client of server.If the residual memory space of user terminal
The size of memory space needed for size is greater than installation Gearman client, then user terminal can be installed voluntarily.In addition, if with
The size of the residual memory space at family end is no more than the size of memory space needed for installation Gearman client, then server can
To send a warning message to user terminal, to remind user to discharge the memory space of user terminal.Specifically, server can calculate
User terminal needs the size of Free up Memory, and sends this information to user terminal, so that user releases as reference and suitably
Between emptying, consequently facilitating realizing the installation process of Gearman client.
According to some embodiments of the present disclosure, user terminal can be stored model treatment result after constructing model to one
In database, for example, the database can be MongoDB database.In addition, server can monitor MongoDB data in real time
The state of model construction in library, to determine next time whether by user terminal building model.Specifically, if model is in the predetermined time
Unstructured completion in range, the predetermined time range can be configured according to the time of server construction model, for example, can be with
± the 20% of server construction model time is configured by the predetermined time range.If exceeding the range, will not use should
User terminal carry out model construction, that is to say, that by the status modifier of the user terminal be unsatisfactory for default access requirement.
According to some embodiments of the present disclosure, server can be by the model result of user terminal or wrong day that may be present
Will is stored to MongoDB database.Model result can include but is not limited to accuracy rate, recall rate, a kind of AUC (model evaluation
Index), Geordie (gini) coefficient etc..
According to some embodiments of the present disclosure, needs to check model result in user terminal or model is compared and analyzed
When, related data can be read from MongoDB database by tornado (a kind of open source version of web server software),
And it is shown back to user terminal.
According to some embodiments of the present disclosure, user terminal can directly acquire data to be predicted, and utilize local building
Model the data to be predicted are predicted, and prediction result is returned into server, stored to MongoDB database.
With reference to Fig. 2, the main interactive process of the model treatment method of the illustrative embodiments of the disclosure is illustrated.
In step S202, user terminal can send modeling request to server；In step S204, server can be sentenced
Whether disconnected user terminal meets default access requirement；In step S206, when user terminal meets default access requirement, server can
To send modeling instruction to user terminal；In step S208, user terminal can respond modeling instruction and obtain matches needed for modeling
Set file；In step S210, user terminal can use configuration file and be modeled.In addition, server can in step S220
To judge whether user terminal is equipped with Gearman client, if being not installed with Gearman client, server can be to
User terminal sends Gearman client installation suggestion information, so that user installs Gearman client in user terminal.
It should be noted that although describing each step of method in the disclosure in the accompanying drawings with particular order, this is simultaneously
Undesired or hint must execute these steps in this particular order, or have to carry out the ability of step shown in whole
Realize desired result.Additional or alternative, it is convenient to omit multiple steps are merged into a step and executed by certain steps,
And/or a step is decomposed into execution of multiple steps etc..
Further, a kind of model treatment system is additionally provided in this example embodiment.
Fig. 3 diagrammatically illustrates the block diagram of the model treatment system of the illustrative embodiments of the disclosure.With reference to Fig. 3,
Model treatment system according to an exemplary embodiment of the present disclosure may include user terminal 31 and server 32.
Specifically, user terminal 31 can be used for sending modeling request to server 32；Respond what the server 32 was sent
Configuration file needed for modeling instruction obtains modeling；It is modeled according to the configuration file；Server 32 can be used for receiving
The user terminal 31 sends modeling request, if the user terminal 31 meets default access requirement, sends out to the user terminal 31
Modeling is sent to instruct.
Model treatment system according to an exemplary embodiment of the present disclosure, on the one hand, reduce server platform modeling
Calculating pressure；On the other hand, reduce model storage and be scheduled to pressure caused by the storage and transmission of server platform.
According to an exemplary embodiment of the present disclosure, it includes: user that user terminal 31 can send modeling request to server 32
Hold the public key of 31 available servers；Modeling request is encrypted using the public key of the server 32；By building for encryption
Mould request is sent to the server 32；Wherein, the server 32 is using the private key of the server 32 to the encryption
Modeling request is decrypted, to obtain the plaintext of the modeling request.
According to an exemplary embodiment of the present disclosure, the server 32 sends modeling and instruct to the user terminal 31 includes:
The server 32 obtains the public key of the user terminal 31；Modeling instruction is encrypted using the public key of the user terminal 31；
The modeling instruction of encryption is sent to the user terminal 31；Wherein, the user terminal 31 utilizes the private key pair of the user terminal 31
The modeling instruction of the encryption is decrypted, to obtain the plaintext of the modeling instruction.
According to an exemplary embodiment of the present disclosure, it includes: institute that the user terminal 31, which carries out modeling according to the configuration file,
It states user terminal 31 and is modeled using Gearman client 311 based on the configuration file.
According to an exemplary embodiment of the present disclosure, the model treatment method further include: the server 32 judges described
Whether user terminal 31 is equipped with Gearman client 311；If do not installed, Gearman installation is sent to the user terminal 31
Prompt information.
According to an exemplary embodiment of the present disclosure, the user terminal 31 responds the modeling instruction and obtains and matches needed for modeling
Setting file includes: that the user terminal 31 receives the modeling instruction；Wherein, the modeling instruction includes configuration text needed for modeling
The address information of part；The user terminal 31 obtains the configuration file according to the address information.
According to an exemplary embodiment of the present disclosure, the user terminal 31 stores model construction result to MongoDB data
In library；Wherein, the server 32 monitors the state of model construction in the MongoDB database, with determine next time whether by
The user terminal 31 constructs model.
Detailed description due to the model treatment system of embodiment of the present invention and phase in above method invention embodiment
Together, therefore details are not described herein.
In an exemplary embodiment of the disclosure, a kind of computer readable storage medium is additionally provided, energy is stored thereon with
Enough realize the program product of this specification above method.In some possible embodiments, various aspects of the invention may be used also
In the form of being embodied as a kind of program product comprising program code, when described program product is run on the terminal device, institute
Program code is stated for executing the terminal device described in above-mentioned " illustrative methods " part of this specification according to this hair
The step of bright various illustrative embodiments.
Refering to what is shown in Fig. 4, describing the program product for realizing the above method of embodiment according to the present invention
400, can using portable compact disc read only memory (CD-ROM) and including program code, and can in terminal device,
Such as it is run on PC.However, program product of the invention is without being limited thereto, in this document, readable storage medium storing program for executing can be with
To be any include or the tangible medium of storage program, the program can be commanded execution system, device or device use or
It is in connection.
Described program product can be using any combination of one or more readable mediums.Readable medium can be readable letter
Number medium or readable storage medium storing program for executing.Readable storage medium storing program for executing for example can be but be not limited to electricity, magnetic, optical, electromagnetic, infrared ray or
System, device or the device of semiconductor, or any above combination.The more specific example of readable storage medium storing program for executing is (non exhaustive
List) include: electrical connection with one or more conducting wires, portable disc, hard disk, random access memory (RAM), read-only
Memory (ROM), erasable programmable read only memory (EPROM or flash memory), optical fiber, portable compact disc read only memory
(CD-ROM), light storage device, magnetic memory device or above-mentioned any appropriate combination.
Computer-readable signal media may include in a base band or as carrier wave a part propagate data-signal,
In carry readable program code.The data-signal of this propagation can take various forms, including but not limited to electromagnetic signal,
Optical signal or above-mentioned any appropriate combination.Readable signal medium can also be any readable Jie other than readable storage medium storing program for executing
Matter, the readable medium can send, propagate or transmit for by instruction execution system, device or device use or and its
The program of combined use.
The program code for including on readable medium can transmit with any suitable medium, including but not limited to wirelessly, have
Line, optical cable, RF etc. or above-mentioned any appropriate combination.
The program for executing operation of the present invention can be write with any combination of one or more programming languages
Code, described program design language include object oriented program language-Java, C++ etc., further include conventional
Procedural programming language-such as " C " language or similar programming language.Program code can be fully in user
It calculates and executes in equipment, partly executes on a user device, being executed as an independent software package, partially in user's calculating
Upper side point is executed on a remote computing or is executed in remote computing device or server completely.It is being related to far
Journey calculates in the situation of equipment, and remote computing device can pass through the network of any kind, including local area network (LAN) or wide area network
(WAN), it is connected to user calculating equipment, or, it may be connected to external computing device (such as utilize ISP
To be connected by internet).
In an exemplary embodiment of the disclosure, a kind of electronic equipment that can be realized the above method is additionally provided.
Person of ordinary skill in the field it is understood that various aspects of the invention can be implemented as system, method or
Program product.Therefore, various aspects of the invention can be embodied in the following forms, it may be assumed that complete hardware embodiment, complete
The embodiment combined in terms of full Software Implementation (including firmware, microcode etc.) or hardware and software, can unite here
Referred to as circuit, " module " or " system ".
The electronic equipment 500 of this embodiment according to the present invention is described referring to Fig. 5.The electronics that Fig. 5 is shown
Equipment 500 is only an example, should not function to the embodiment of the present invention and use scope bring any restrictions.
As shown in figure 5, electronic equipment 500 is showed in the form of universal computing device.The component of electronic equipment 500 can wrap
It includes but is not limited to: at least one above-mentioned processing unit 510, at least one above-mentioned storage unit 520, the different system components of connection
The bus 530 of (including storage unit 520 and processing unit 510), display unit 540.
Wherein, the storage unit is stored with program code, and said program code can be held by the processing unit 510
Row, so that various according to the present invention described in the execution of the processing unit 510 above-mentioned " illustrative methods " part of this specification
The step of illustrative embodiments.For example, the processing unit 510 can execute step S12 as shown in fig. 1 to step
S18。
Storage unit 520 may include the readable medium of volatile memory cell form, such as Random Access Storage Unit
(RAM) 5201 and/or cache memory unit 5202, it can further include read-only memory unit (ROM) 5203.
Storage unit 520 can also include program/utility with one group of (at least one) program module 5205
5204, such program module 5205 includes but is not limited to: operating system, one or more application program, other program moulds
It may include the realization of network environment in block and program data, each of these examples or certain combination.
Bus 530 can be to indicate one of a few class bus structures or a variety of, including storage unit bus or storage
Cell controller, peripheral bus, graphics acceleration port, processing unit use any bus structures in a variety of bus structures
Local bus.
Electronic equipment 500 can also be with one or more external equipments 600 (such as keyboard, sensing equipment, bluetooth equipment
Deng) communication, can also be enabled a user to one or more equipment interact with the electronic equipment 500 communicate, and/or with make
Any equipment (such as the router, modulation /demodulation that the electronic equipment 500 can be communicated with one or more of the other calculating equipment
Device etc.) communication.This communication can be carried out by input/output (I/O) interface 550.Also, electronic equipment 500 can be with
By network adapter 560 and one or more network (such as local area network (LAN), wide area network (WAN) and/or public network,
Such as internet) communication.As shown, network adapter 560 is communicated by bus 530 with other modules of electronic equipment 500.
It should be understood that although not shown in the drawings, other hardware and/or software module can not used in conjunction with electronic equipment 500, including but not
Be limited to: microcode, device driver, redundant processing unit, external disk drive array, RAID system, tape drive and
Data backup storage system etc..
Through the above description of the embodiments, those skilled in the art is it can be readily appreciated that example described herein is implemented
Mode can also be realized by software realization in such a way that software is in conjunction with necessary hardware.Therefore, according to the disclosure
The technical solution of embodiment can be embodied in the form of software products, which can store non-volatile at one
Property storage medium (can be CD-ROM, USB flash disk, mobile hard disk etc.) in or network on, including some instructions are so that a calculating
Equipment (can be personal computer, server, terminal installation or network equipment etc.) is executed according to disclosure embodiment
Method.
In addition, above-mentioned attached drawing is only the schematic theory of processing included by method according to an exemplary embodiment of the present invention
It is bright, rather than limit purpose.It can be readily appreciated that the time that above-mentioned processing shown in the drawings did not indicated or limited these processing is suitable
Sequence.In addition, be also easy to understand, these processing, which can be, for example either synchronously or asynchronously to be executed in multiple modules.
It should be noted that although being referred to several modules or list for acting the equipment executed in the above detailed description
Member, but this division is not enforceable.In fact, according to embodiment of the present disclosure, it is above-described two or more
Module or the feature and function of unit can embody in a module or unit.Conversely, an above-described mould
The feature and function of block or unit can be to be embodied by multiple modules or unit with further division.
Those skilled in the art after considering the specification and implementing the invention disclosed here, will readily occur to its of the disclosure
His embodiment.This application is intended to cover any variations, uses, or adaptations of the disclosure, these modifications, purposes or
Adaptive change follow the general principles of this disclosure and including the undocumented common knowledge in the art of the disclosure or
Conventional techniques.The description and examples are only to be considered as illustrative, and the true scope and spirit of the disclosure are by claim
It points out.
It should be understood that the present disclosure is not limited to the precise structures that have been described above and shown in the drawings, and
And various modifications and changes may be made without departing from the scope thereof.The scope of the present disclosure is only limited by the attached claims.
Claims (10)
1. a kind of model treatment method characterized by comprising
User terminal sends modeling request to server；
If the user terminal meets default access requirement, the server sends modeling instruction to the user terminal；
The user terminal responds configuration file needed for the modeling instruction obtains modeling；
The user terminal is modeled according to the configuration file.
2. model treatment method according to claim 1, which is characterized in that user terminal sends modeling request packet to server
It includes:
The public key of user terminal acquisition server；
Modeling request is encrypted using the public key of the server；
The modeling request of encryption is sent to the server；
Wherein, the modeling request of the encryption is decrypted in the private key of server described in the server by utilizing, to obtain
State the plaintext of modeling request.
3. model treatment method according to claim 1, which is characterized in that the server is built to user terminal transmission
Mould instructs
The server obtains the public key of the user terminal；
Modeling instruction is encrypted using the public key of the user terminal；
The modeling instruction of encryption is sent to the user terminal；
Wherein, the user terminal is decrypted the modeling instruction of the encryption using the private key of the user terminal, to obtain
State the plaintext of modeling instruction.
4. model treatment method according to claim 1, which is characterized in that the user terminal according to the configuration file into
Row models
The user terminal is based on the configuration file using Gearman client and is modeled.
5. model treatment method according to claim 4, which is characterized in that the model treatment method further include:
The server judges whether the user terminal is equipped with Gearman client；
If do not installed, Gearman installation suggestion information is sent to the user terminal.
6. model treatment method according to claim 1, which is characterized in that the user terminal responds the modeling instruction and obtains
Take modeling needed for configuration file include:
The user terminal receives the modeling instruction；Wherein, the address of the modeling instruction comprising configuration file needed for modeling
Information；
The user terminal obtains the configuration file according to the address information.
7. model treatment method according to claim 1, which is characterized in that the model treatment method further include:
The user terminal stores model construction result into MongoDB database；
Wherein, in MongoDB database described in the server monitors model construction state, with determine next time whether by described
User terminal constructs model.
8. a kind of model treatment system characterized by comprising
User terminal, for sending modeling request to server；The modeling instruction that the server is sent is responded to obtain needed for modeling
Configuration file；It is modeled according to the configuration file；
Server sends modeling request for receiving the user terminal, if the user terminal meets default access requirement, to
The user terminal sends modeling instruction.
9. a kind of storage medium, is stored thereon with computer program, which is characterized in that the computer program is executed by processor
Model treatment method described in Shi Shixian any one of claims 1 to 7.
10. a kind of electronic equipment characterized by comprising
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor is configured to come described in any one of perform claim requirement 1 to 7 via the execution executable instruction
Model treatment method.
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| Application Number | Priority Date | Filing Date | Title |
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| CN201810961761.1A CN109254965A (en) | 2018-08-22 | 2018-08-22 | Model treatment method and system, storage medium and electronic equipment |
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| CN201810961761.1A CN109254965A (en) | 2018-08-22 | 2018-08-22 | Model treatment method and system, storage medium and electronic equipment |
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Application publication date: 20190122 |