A kind of review procedure iteration update method, device, server and storage mediumTechnical field
The present embodiments relate to Internet technical field more particularly to a kind of review procedure iteration update method, device,Server and storage medium.
Background technique
With internet development, the network information is increased rapidly.And in order to avoid illegal user takes this opportunity to attempt publication oneA little flames (such as relate to Huang, poison, gambling, violence terror etc. merchandise news) for violating national regulations, need through audit journeyThe information that ordered pair user is committed to internet is audited, to guarantee that the flame for violating national regulation will not be published.
And in order to promote the accuracy of signal auditing, it needs constantly to carry out version iteration update to review procedure.Currently,The version iteration of review procedure, which updates, mainly manually to be developed by research staff, is thus caused the version iteration period long, is influencedSignal auditing accuracy and efficiency.
Summary of the invention
The embodiment of the invention provides a kind of review procedure iteration update method, device, server and storage mediums, to keep awayExempt from because artificial research and development are to be iterated update to review procedure, caused by the review procedure version iteration period it is long, influence letterThe problem of ceasing review efficiency.
In a first aspect, the embodiment of the invention provides a kind of review procedure iteration update methods, comprising:
Pending material is issued to after review procedure audited, and according to auditing result determine the review procedure withoutThe material of method identification；
The material that will be unable to identification is fed back to manual examination and verification program, and is obtained the material after manual examination and verification and be stored in number to be learnedAccording to library；
Material quantity in real-time detection database to be learned, and after material quantity reaches preset threshold, described in triggeringReview procedure is trained study using the material in the database to be learned, to obtain the review procedure of new version.
Second aspect, the embodiment of the invention provides a kind of review procedure iteration updating devices, comprising:
First material obtaining module, for pending material to be issued to after review procedure audited, and according to auditAs a result the unrecognized material of the review procedure is determined；
Second material obtaining module, the material for will be unable to identification is fed back to manual examination and verification program, and obtains artificial examineMaterial after core is stored in database to be learned；
Update module reaches default threshold for the material quantity in real-time detection database to be learned, and in material quantityAfter value, the review procedure is triggered using the material in the database to be learned and is trained study, to obtain new versionReview procedure.
The third aspect, the embodiment of the invention also provides server, the server includes:
One or more processors；
Memory, for storing one or more programs,
When one or more of programs are executed by one or more of processors, so that one or more of processingDevice realizes the review procedure iteration update method as described in any embodiment of the present invention.
Fourth aspect, the embodiment of the invention also provides a kind of computer readable storage mediums, are stored thereon with computerProgram realizes the review procedure iteration update method as described in any embodiment of the present invention when the program is executed by processor.
The embodiment of the present invention determines that the version review procedure can not identify according to the auditing result of current version review procedureMaterial trigger current version review procedure using the material and be trained study, to obtain and when quantity reaches a certain amount ofThe review procedure of new version is achieved in review procedure and trains and upgrade automatically, avoids because expert along training upgrades to auditProgram is iterated update, caused by the review procedure version iteration period it is long, the problem of influencing signal auditing efficiency.
Detailed description of the invention
Fig. 1 is a kind of flow diagram for review procedure iteration update method that the embodiment of the present invention one provides；
Fig. 2 is a kind of structural schematic diagram of review procedure iteration updating device provided by Embodiment 2 of the present invention；
Fig. 3 is a kind of structural schematic diagram for server that the embodiment of the present invention three provides.
Specific embodiment
The present invention is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouchedThe specific embodiment stated is used only for explaining the present invention rather than limiting the invention.It also should be noted that in order to justOnly the parts related to the present invention are shown in description, attached drawing rather than entire infrastructure.
Embodiment one
Fig. 1 is a kind of flow chart for review procedure iteration update method that the embodiment of the present invention one provides, and the present embodiment canIt is iterated more news suitable for extensive review procedure version, this method can be held by review procedure iteration updating deviceRow, the device are configurable on the server.
As shown in Figure 1, the review procedure iteration update method provided in the embodiment of the present invention may include:
S101, pending material is issued to after review procedure audited, and the audit is determined according to auditing resultThe unrecognized material of program.
For pending material, such as picture, text or video, review procedure is audited from multiple dimensions, to sentenceThe whether legal conjunction rule of the pending material that breaks.Illustratively, by taking the audit to picture as an example, identification and spy first are carried out to pictureSign is extracted, and is judged based on picture feature with the presence or absence of illegal content in picture, such as the text illegally publicized or induction criminalThe information of crime.However in review process, however it remains some unrecognized materials of review procedure can not clearly be judgedWhether legal material, such material is screened.Further, unrecognized material further includes sentencing in auditing resultInclude in fixed legal material, its material for now belonging to violation caused by being changed based on national relevant laws and regulations.
S102, will be unable to identification material feed back to manual examination and verification program, and obtain the material after manual examination and verification deposit toLearning database.
Wherein, manual examination and verification program provides an operation interface for auditor, and auditor passes through operation interface pairUnrecognized material carries out manual examination and verification confirmation, and is adding auditing result label for each material.Then artificial examine is obtainedMaterial after core is stored in database to be learned.In review procedure work process, according to above-mentioned steps, constantly to number to be learnedThe material after manual examination and verification is added according to library.
Material quantity in S103, real-time detection database to be learned, and after material quantity reaches preset threshold, triggeringThe review procedure is trained study using the material in the database to be learned, to obtain the review procedure of new version.
The material of manual examination and verification mark in database to be learned is ever-increasing, it is therefore desirable to real-time detection number to be learnedAccording to the material quantity in library, and after material quantity reaches preset threshold, triggering review procedure carries out version iteration update.Specifically, using the material in database to be learned as training sample, review procedure is based on training sample and is trained study, obtains newThe review procedure of version.Through the above steps, the version iteration that review procedure may be implemented updates.
Further, after obtaining the review procedure of new version, it is also necessary to be verified to the precision of review procedure, specifically, it can carry out as follows:
S1. pending material is issued to after new version review procedure audited, is determined according to auditing result described newWhether version review procedure meets audit demand.
S2. if so, updating the new version review procedure to review procedure version repository.
In the present embodiment, according to the auditing result of current version review procedure, determine that the version review procedure can not identifyMaterial trigger current version review procedure using the material and be trained study, to obtain and when quantity reaches a certain amount ofThe review procedure of new version is achieved in review procedure and trains and upgrade automatically, avoids because expert along training upgrades to auditProgram is iterated update, caused by the review procedure version iteration period it is long, the problem of influencing signal auditing efficiency.
Embodiment two
Fig. 2 is a kind of structural schematic diagram of review procedure iteration updating device provided by Embodiment 2 of the present invention.Such as Fig. 2 instituteShow, which includes:
First material obtaining module 201, for pending material to be issued to after review procedure audited, and according to examiningCore result determines the unrecognized material of the review procedure；
Second material obtaining module 202, the material for will be unable to identification is fed back to manual examination and verification program, and is obtained artificialMaterial after audit is stored in database to be learned；
Update module 203 reaches default for the material quantity in real-time detection database to be learned, and in material quantityAfter threshold value, the review procedure is triggered using the material in the database to be learned and is trained study, to obtain new versionReview procedure.
The embodiment of the present invention determines that the version review procedure can not identify according to the auditing result of current version review procedureMaterial trigger current version review procedure using the material and be trained study, to obtain and when quantity reaches a certain amount ofThe review procedure of new version is achieved in review procedure and trains and upgrade automatically, avoids because expert along training upgrades to auditProgram is iterated update, caused by the review procedure version iteration period it is long, the problem of influencing signal auditing efficiency.
On the basis of the above embodiments, described device further include:
Judgment module, for pending material to be issued to after new version review procedure audited, according to auditing resultDetermine whether the new version review procedure meets audit demand；
When meeting audit demand for new version review procedure, new version review procedure update is arrived for adding moduleReview procedure version repository.
Review procedure iteration updating device provided by the embodiment of the present invention can be performed any embodiment of that present invention and be providedDeposit review procedure iteration update method, have the corresponding functional module of execution method and beneficial effect.
Embodiment three
Fig. 3 is a kind of structural schematic diagram for server that the embodiment of the present invention three provides.Fig. 3, which is shown, to be suitable for being used to realizingThe block diagram of the exemplary servers 12 of embodiment of the present invention.The server 12 that Fig. 3 is shown is only an example, should not be to thisThe function and use scope of inventive embodiments bring any restrictions.
As shown in figure 3, server 12 is showed in the form of universal computing device.The component of server 12 may include but notBe limited to: one or more processor or processing unit 16, system storage 28 connect different system components (including systemMemory 28 and processing unit 16) bus 18.
Bus 18 indicates one of a few class bus structures or a variety of, including memory bus or Memory Controller,Peripheral bus, graphics acceleration port, processor or the local bus using any bus structures in a variety of bus structures.It liftsFor example, these architectures include but is not limited to industry standard architecture (ISA) bus, microchannel architecture (MAC)Bus, enhanced isa bus, Video Electronics Standards Association (VESA) local bus and peripheral component interconnection (PCI) bus.
Server 12 typically comprises a variety of computer system readable media.These media can be and any can be servicedThe usable medium that device 12 accesses, including volatile and non-volatile media, moveable and immovable medium.
System storage 28 may include the computer system readable media of form of volatile memory, such as arbitrary accessMemory (RAM) 30 and/or cache memory 32.Server 12 may further include other removable/nonremovable, volatile/non-volatile computer system storage medium.Only as an example, storage system 34 can be used for reading and writing not removableDynamic, non-volatile magnetic media (Fig. 3 do not show, commonly referred to as " hard disk drive ").Although being not shown in Fig. 3, can provideDisc driver for being read and write to removable non-volatile magnetic disk (such as " floppy disk "), and to removable anonvolatile optical diskThe CD drive of (such as CD-ROM, DVD-ROM or other optical mediums) read-write.In these cases, each driver canTo be connected by one or more data media interfaces with bus 18.Memory 28 may include at least one program product,The program product has one group of (for example, at least one) program module, these program modules are configured to perform each implementation of the inventionThe function of example.
Program/utility 40 with one group of (at least one) program module 42 can store in such as memory 28In, such program module 42 include but is not limited to operating system, one or more application program, other program modules andIt may include the realization of network environment in program data, each of these examples or certain combination.Program module 42 is usualExecute the function and/or method in embodiment described in the invention.
Server 12 can also be with one or more external servers 14 (such as keyboard, sensing equipment, display 24 etc.)Communication, can also be enabled a user to one or more equipment interact with the server 12 communicate, and/or with make the serviceAny equipment (such as network interface card, modem etc.) that device 12 can be communicated with one or more of the other calculating equipment is logicalLetter.This communication can be carried out by input/output (I/O) interface 22.Also, server 12 can also pass through network adapter20 is logical with one or more network (such as local area network (LAN), wide area network (WAN) and/or public network, such as internet)Letter.As shown, network adapter 20 is communicated by bus 18 with other modules of server 12.Although should be understood that in figureIt is not shown, other hardware and/or software module can be used in conjunction with server 12, including but not limited to: microcode, device drivesDevice, redundant processing unit, external disk drive array, RAID system, tape drive and data backup storage system etc..
Processing unit 16 by the program that is stored in system storage 28 of operation, thereby executing various function application andData processing, such as realize review procedure iteration update method provided by the embodiment of the present invention, this method comprises:
Pending material is issued to after review procedure audited, and according to auditing result determine the review procedure withoutThe material of method identification；
The material that will be unable to identification is fed back to manual examination and verification program, and is obtained the material after manual examination and verification and be stored in number to be learnedAccording to library；
Material quantity in real-time detection database to be learned, and after material quantity reaches preset threshold, described in triggeringReview procedure is trained study using the material in the database to be learned, to obtain the review procedure of new version.
Example IV
The embodiment of the present invention four additionally provides a kind of computer readable storage medium, is stored thereon with computer program, shouldThe review procedure iteration update method as provided by the embodiment of the present invention is realized when program is executed by processor, this method comprises:
Pending material is issued to after review procedure audited, and according to auditing result determine the review procedure withoutThe material of method identification；
The material that will be unable to identification is fed back to manual examination and verification program, and is obtained the material after manual examination and verification and be stored in number to be learnedAccording to library；
Material quantity in real-time detection database to be learned, and after material quantity reaches preset threshold, described in triggeringReview procedure is trained study using the material in the database to be learned, to obtain the review procedure of new version.
The computer storage medium of the embodiment of the present invention, can be using any of one or more computer-readable mediaCombination.Computer-readable medium can be computer-readable signal media or computer readable storage medium.It is computer-readableStorage medium for example may be-but not limited to-the system of electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor, device orDevice, or any above combination.The more specific example (non exhaustive list) of computer readable storage medium includes: toolThere are electrical connection, the portable computer diskette, hard disk, random access memory (RAM), read-only memory of one or more conducting wires(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.In this document, computer-readable storageMedium can be any tangible medium for including or store program, which can be commanded execution system, device or deviceUsing or it is in connection.
Computer-readable signal media may include in a base band or as carrier wave a part propagate data-signal,Wherein carry computer-readable program code.The data-signal of this propagation can take various forms, including but unlimitedIn electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be that computer canAny computer-readable medium other than storage medium is read, which can send, propagates or transmit and be used forBy the use of instruction execution system, device or device or program in connection.
The program code for including on computer-readable medium can transmit with any suitable medium, including --- but it is unlimitedIn wireless, electric wire, optical cable, RF etc. or above-mentioned any appropriate combination.
The computer for executing operation of the present invention can be write with one or more programming languages or combinations thereofProgram code, described program design language include object oriented program language-such as Java, Smalltalk, C++,Further include conventional procedural programming language-such as " C " language or similar programming language.Program code can be withIt fully executes, partly execute on the user computer on the user computer, being executed as an independent software package, portionDivide and partially executes or executed on a remote computer or server completely on the remote computer on the user computer.?Be related in the situation of remote computer, remote computer can pass through the network of any kind --- including local area network (LAN) orWide area network (WAN)-be connected to subscriber computer, or, it may be connected to outer computer (such as mentioned using Internet serviceIt is connected for quotient by internet).
Note that the above is only a better embodiment of the present invention and the applied technical principle.It will be appreciated by those skilled in the art thatThe invention is not limited to the specific embodiments described herein, be able to carry out for a person skilled in the art it is various it is apparent variation,It readjusts and substitutes without departing from protection scope of the present invention.Therefore, although being carried out by above embodiments to the present inventionIt is described in further detail, but the present invention is not limited to the above embodiments only, without departing from the inventive concept, alsoIt may include more other equivalent embodiments, and the scope of the invention is determined by the scope of the appended claims.