Specific embodiment
To keep the purposes, technical schemes and advantages of the application clearer, below in conjunction with the application specific embodiment and
Technical scheme is clearly and completely described in corresponding attached drawing.Obviously, described embodiment is only the application one
Section Example, instead of all the embodiments.Based on the embodiment in the application, those of ordinary skill in the art are not doing
Every other embodiment obtained under the premise of creative work out, shall fall in the protection scope of this application.
As shown in Figure 1, one embodiment of this specification provides a kind of exchange medium cleaning method, include the following steps:
S110: obtaining the data to be cleaned in one or more classification entrances, one or more of classification entrances be by
It is divided according to the type of exchange medium.
The exchange medium mentioned in this specification, or it is referred to as exchange medium number, it can be the exchange side of the network user
Formula information such as cell-phone number, WeChat ID, QQ number, microblogging number and other some social tools number, or even can also include website
Network address etc..
Above-mentioned different exchange medium, can specifically be divided into multiple and different types, for example, being divided into the exchange of cell-phone number type
Medium, the exchange medium of WeChat ID type, exchange medium of website type etc..
For the ease of distinguishing different types of exchange medium, the network platform can generally provide different classification entrances.For
Above-mentioned classification entrance can be the network platform and be divided according to the type of exchange medium, for example including cell-phone number fill in into
Mouth, WeChat ID fills in entrance and QQ number fills in entrance etc..User can input report information by above-mentioned classification entrance, such as
The cell-phone number that entrance fills in swindler is filled in cell-phone number, fills in the WeChat ID etc. of swindler in WeChat ID entrance.
It include exchange medium and its in actual application, in the report information that user is inputted by above-mentioned classification entrance
His some noises, for example, user's report information for inputting in cell-phone number classification entrance is: " cell-phone number of swindle people * * * is
135******** ", wherein " cell-phone number of swindle people * * * is " in report information is the data for needing to wash;Offence reporting letter
Cell-phone number " 135******** " in breath is then the desired exchange medium of this specification embodiment, this specification embodiment
It can be and extract exchange medium from the report information filled in.
In actual application, there is a part classification entrance with what user inserted and exchange the not corresponding situation of medium, example
Such as, user fills in the WeChat ID that entrance fills in swindler in cell-phone number;User fills in the QQ number etc. of swindler in WeChat ID entrance
Deng;Either, user fills in the cell-phone number etc. of swindler in the classification entrance of universal class.
S120: cleaning data to be cleaned based on default cleaning rule, is situated between with obtaining the target exchange of preset kind
Matter.
The step is based on default cleaning rule and cleans to data to be cleaned, can wash making an uproar in data to be cleaned
Sound, to obtain the target exchange medium of preset kind.
Preset kind at this, such as can be cell-phone number type, WeChat ID type etc..
In view of the exchange medium classification accuracy rate that user self-help is filled in actual application is not high, for example, network is flat
Platform clearly identifies cell-phone number classification one column of entrance in filling in classification, and counts discovery only less than the cell-phone number of one third
Classify under entrance from cell-phone number, most cell-phone number is then filled under other classification entrances by user.
Therefore, in order to clean to obtain more exchange media, increase the utilization efficiency of report information, obtained in step S120
Preset kind target exchange medium in one or more classification entrance institutes for mentioning of the preset kind mentioned and step S110
The type of corresponding exchange medium may be the same or different, namely be not limited to the corresponding exchange of above-mentioned classification entrance
Media type.For example, step S110 is in the classification entrance for the classification entrance and QQ number type for obtaining WeChat ID type
Report information, and the target of preset kind obtained in step S120 exchange medium can be cell-phone number.
Step S120 is specifically based on default cleaning rule, and to data to be cleaned, (embodiment is carried out by taking report information as an example
Introduce) when being cleaned, it can be cleaned based on the feature of exchange medium, for example, it is contemplated that being to most exchange medium
It is made of letter, number, middle scribing line and underscore, therefore, step S120 specifically can be letter, the number in report information
Data except word, middle scribing line and underscore are deleted, using remainder data as exchange medium.
Furthermore, it is contemplated that the type for the exchange medium that step S120 is obtained, step S120 may be used also after obtaining exchange medium
It is identified with the type to exchange medium, finally obtains (target) exchange medium of preset kind.For example, will be all by number
Constitute, length is 1 for first in 11 and front two, and second is not 0,1,2,6,9 exchange media recognition conduct
Cell-phone number;In another example by be all made of number, length be 10-12 and front three or it is preceding four with preset area code phase
It is matched to be used as fixed line phone number etc..
The exchange medium cleaning method that this specification embodiment provides obtains to be cleaned in one or more classification entrances
Data clean data to be cleaned based on default cleaning rule, realize the cleaning to data to be cleaned, finally obtain
The target of preset kind exchanges medium.In addition, type namely the above-mentioned preset kind of obtained target exchange medium, Ke Yihe
Said one or the corresponding exchange media type of multiple classification entrances are identical or different, so as to more be exchanged
Medium increases the utilization efficiency to data to be cleaned such as report information.
Preset kind and entrance of classifying for target exchange medium mentioned above be corresponding, and to exchange media type identical
It is either different, it is existing for example, if only corresponding according to classification entrance so as to obtain " more " exchange media
Exchange media type, obtain with classification entrance type it is identical exchange medium, then can omit because user is not according to classification
The corresponding type of entrance and the exchange medium correctly filled in, such as the cell-phone number in cell-phone number classification entrance is only obtained, and neglect
Omit other exchange media in cell-phone number classification entrance.And the present embodiment will not then ignore the exchange that these mistakes are filled in and be situated between
Matter, therefore can obtain more exchanging medium.
Optionally, it mentions in the step S120 of above-described embodiment and data to be cleaned being carried out clearly based on default cleaning rule
It washes, exchanges medium to obtain the target of preset kind, specifically can be and text analyzing is carried out to the data to be cleaned, identify
Target to preset kind exchanges medium.
Preferably, training exchange medium can be obtained in a manner of first passing through text analyzing study in advance before which executes
Identification model, then step S120 then can be directly by data input AC media recognition model to be cleaned, which knows
Other model can use the mode of text analyzing, identify in natural language description it is possible that exchange the place of medium number, from
And isolate the target exchange medium of preset kind.The target of preset kind is obtained by carrying out text analyzing to data to be cleaned
Medium is exchanged, the recognition speed and recognition accuracy of exchange medium are improved.
Optionally, it mentions in the step S120 of above-described embodiment and data to be cleaned being carried out clearly based on default cleaning rule
It washes, specifically can be the first designated character identified in the data to be cleaned;Delete the number before first designated character
According to, or delete the data after first designated character.Specifically, the first designated character can be emitting under full-shape state
Number, the colon under half-angle state, Chinese character " for " or be "Yes", English " is " etc., which has fully considered user's
Language in-put habit, thus the accuracy of the exchange medium improved.
Preferably, it mentions in the step S120 of above-described embodiment and data to be cleaned being carried out clearly based on default cleaning rule
It washes, the data before deleting first designated character, or after the data after deletion first designated character, may be used also
To delete the data except the second designated character, i.e., only retain the second designated character.
Above-mentioned second designated character includes letter and/or number, that is, retains number;Or retain letter;Or retain number and
Letter.
Alternatively, second designated character includes at least one and alphabetical and/or number of middle scribing line and underscore.
Retain number and middle scribing line;Or retain letter and middle scribing line;Or retain number, letter and middle scribing line;Or retain number under
Scribing line;Or retain letter and underscore;Or retain number, letter and underscore;Or retain number, middle scribing line and underscore;Or
Retain scribing line and underscore in letter;Or retain scribing line and underscore in digital, letter.
Above-described embodiment has fully considered the character feature of exchange medium, to delete the exchange medium in report information
Except data, further improve exchange medium accuracy.
After the target exchange medium for obtaining preset kind in several embodiments above, it can also include the following steps:
If the length of target exchange medium except pre-set interval, deletes the target exchange medium, at this
Pre-set interval, specifically can be [5,20], if target exchange medium length less than 5 either be greater than 20, can delete
Target exchanges medium.The embodiment has fully considered the length characteristic of exchange medium, to delete non-alternating medium, further
The accuracy of the exchange medium improved.
And/or
If duplicate number of characters is more than preset value in the target exchange medium, the target exchange medium is deleted,
Preferably, the preset value at this can be entirely same equal to the length namely target exchange medium of target exchange medium
Duplicate character then can exchange medium with delete target.The embodiment has fully considered the input habit feature of user, deletes
The exchange medium that user arbitrarily fills in, the accuracy of the exchange medium further improved.
After the target exchange medium for obtaining preset kind in several embodiments above, it can also include the following steps:
If the beginning of the target exchange medium is preset characters, the preset characters are deleted;And/or
If the end of the target exchange medium is preset characters, the preset characters are deleted.
For example, the beginning of target exchange medium is QQ (can be subsequent similar with case-insensitive), then can delete
" QQ ", rest part is as exchange medium, either, if the end of target exchange medium is QQ, can delete " QQ ",
Remaining part is allocated as exchanging medium.The embodiment has fully considered the character feature of exchange medium, to delete in report information
Exchange medium except redundant data, further improve exchange medium accuracy.
That mentions in above-mentioned several embodiments cleans data to be cleaned based on default cleaning rule, to be preset
The target of type exchanges medium, can also be the keyword extracted in the data to be cleaned;By the corresponding number of the keyword
Medium is exchanged according to the target as preset kind.The keyword may include www, com, http etc., then can extract network address.
Above-mentioned keyword can also include live streaming, mailbox, microblogging etc., and import address, microblogging address, mailbox is broadcast live to identify
Location etc., the corresponding data of above-mentioned keyword all have an apparent feature, such as email address includes@symbol and suffix etc.,
Easy extraction obtains the corresponding data of keyword.
Preferably, after above-mentioned several embodiments obtain the target exchange medium of preset kind, the method also includes: really
The fixed target exchanges Jie's qualitative attribution;If the target exchange medium is the exchange medium for swindling attribute, to swindle attribute
The target exchange medium add label, so as to be attached with the matched swindle case of medium is exchanged, to be
It swindles case trial and adds an important dimension.
In practical applications, it is contemplated that in addition to the external noise of exchange medium is more in the report information that user self-help is filled in,
For example, being explained with Chinese, extra prefix suffix, the number even disorderly filled in, symbol, Chinese etc..In order to improve to obtain
Exchange medium accuracy, this specification additionally provide it is a kind of exchange medium cleaning method specific embodiment, such as Fig. 2 institute
Show, Fig. 2 is the exchange medium cleaning method that one embodiment of this specification provides, and is included the following steps:
S210: obtaining the report information in one or more classification entrances, one or more of classification entrances be according to
What the type of exchange medium was divided.
Step S210 specifically may refer to the step S110 in embodiment shown in FIG. 1, and step S210 will be to be cleaned
Data are illustrated by taking report information as an example.
S220: the first designated character in identification report information.
Optionally, the first designated character in the step may include that English half-angle colon, English full-shape colon, Chinese are complete
Angle colon, and Chinese half-angle colon etc..
Preferably, the first designated character in the step is other than above-mentioned colon, can also include Chinese character " for " or
It is "Yes", English " is " etc..
S230: the data before the first designated character are deleted.
Preferably, if both having included half-angle colon in report information further includes having full-shape colon, half can first be deleted
Then data before the colon of angle delete the data before full-shape colon, remaining data executes step S240 in report information.
The step has fully considered the language in-put habit of user, thus the accuracy of the exchange medium improved.
S240: the data except the second designated character are deleted.
The second designated character in the step includes letter and/or number;Alternatively,
Second designated character includes at least one and alphabetical and/or number of middle scribing line and underscore.
About the specific syntagmatic of the second designated character, the description of embodiment above may refer to.
The data except the second designated character are deleted in the step, namely only retain the second designated character, delete report
Other data in information, remaining data executes step S250 in report information.
The step has fully considered the character feature of exchange medium, to delete except the exchange medium in report information
Data, further improve exchange medium accuracy.
S250: the preset characters of beginning and end are deleted.
Preset characters at this can be QQ (case-insensitive), and QQ is that noise is filled in common QQ number report.The step
Rapid S250 specifically can be the QQ of the capital and small letter combination of removal beginning and end.
The step point considers the character feature of exchange medium, to delete except the exchange medium in report information
Redundant data, the accuracy of the exchange medium further improved.
S260: retain exchange medium of the length in pre-set interval, delete the exchange medium for same repeat character (RPT).
If exchanging the length of medium except pre-set interval, the target exchange medium, the preset areas at this are deleted
Between, it specifically can be [5,20], if the length of exchange medium is either greater than 20 less than 5, exchange medium can be deleted.
The bound of pre-set interval can be counted to obtain according to the name length rule of all kinds of exchange media, be filled at this
Divide the length characteristic for considering exchange medium, so that non-alternating medium is deleted, the exchange medium further improved
Accuracy.
If exchanging medium is entirely the same duplicate character, exchange medium can be deleted.It is all several for example, deleting
The exchange medium of word 0, or delete the exchange medium etc. for being all same letter.
The input habit feature that user has been fully considered at this deletes the exchange medium that user arbitrarily fills in, further
The accuracy of the exchange medium improved.
By the operation of above-mentioned multiple steps, exchange medium can be obtained, it can also be to exchange after obtaining exchange medium
The type of medium is identified, the exchange medium of preset kind is finally obtained, such as obtains cell-phone number, WeChat ID etc..
The exchange medium cleaning method that this specification embodiment provides obtains to be cleaned in one or more classification entrances
Data clean data to be cleaned based on default cleaning rule, realize the cleaning to data to be cleaned, finally obtain
The target of preset kind exchanges medium.In addition, type namely the above-mentioned preset kind of obtained target exchange medium, Ke Yihe
Said one or the corresponding exchange media type of multiple classification entrances are identical or different, so as to more be exchanged
Medium increases the utilization efficiency to data to be cleaned such as report information.
One or more exchange media under entrance of classifying all are included in use by this specification embodiment, by insecure point
Class entrance, carrying out identification by the type to exchange medium becomes available.Show to increase 25% report data by experiment
Utilization rate about covers 10% case.
This specification embodiment can to because the language expression for adding prefix, the reasons such as suffix is inconsistent can not be according to friendship
The matched case of flow medium can connect, to add an important dimension for case trial.
Preferably, before the step S220 of embodiment shown in Fig. 2 is executed, it can also will include website and other groups
The exchange medium classification of medium Expressive Features comes out, namely mentions in one embodiment hereinbefore keyword is corresponding
Data exchange medium as the target of preset kind.
Preferably, the embodiment step S230 can also be deleted into S260 and length be greater than preset value data
It individually takes out, by artificial review, for example, length is more than 20 report information, removes outside website, usually fill in multiple exchanges
The case where medium, passes through the accuracy for the exchange medium that manual analysis can be further improved.
Preferably, after embodiment shown in Fig. 2 obtains exchange medium, exchange Jie's qualitative attribution can also be determined;
If the exchange medium is the exchange medium for swindling attribute, label is added to swindle the exchange medium of attribute, so as to
Will be attached with the matched swindle case of medium is exchanged, to add an important dimension for swindle case trial
Above instructions part describes exchange medium cleaning method embodiment in detail, as shown in figure 3, this specification also mentions
A kind of exchange medium cleaning device is supplied, as shown in figure 3, the device includes:
Data acquisition module 310 can be used for obtaining the data to be cleaned in one or more classification entrances, one
Or multiple classification entrances are divided according to the type of exchange medium;
Data cleansing module 320 can be used for cleaning data to be cleaned based on default cleaning rule, pre- to obtain
If the target of type exchanges medium.
The exchange medium cleaning device that this specification embodiment provides obtains to be cleaned in one or more classification entrances
Data clean data to be cleaned based on default cleaning rule, realize the cleaning to data to be cleaned, finally obtain
The target of preset kind exchanges medium.In addition, type namely the above-mentioned preset kind of obtained target exchange medium, Ke Yihe
Said one or the corresponding exchange media type of multiple classification entrances are identical or different, so as to more be exchanged
Medium increases the utilization efficiency to data to be cleaned such as report information.
Optionally, as one embodiment, data cleansing module 320 is based on default cleaning rule and carries out to data to be cleaned
Cleaning, with obtain preset kind target exchange medium, specifically can be data cleansing module 320 to the data to be cleaned into
Row text analyzing, identification obtain the target exchange medium of preset kind.
Optionally, as one embodiment, data cleansing module 320 is based on default cleaning rule and carries out to data to be cleaned
Cleaning, comprising:
Identify the first designated character in the data to be cleaned;
The data before first designated character are deleted, or delete the data after first designated character.
Optionally, as one embodiment, data cleansing module 320 is based on default cleaning rule and carries out to data to be cleaned
Cleaning, further includes:
The data in the data to be cleaned except second designated character are deleted, second designated character includes letter
And/or number;Alternatively,
Second designated character includes at least one and alphabetical and/or number of middle scribing line and underscore.
Optionally, as one embodiment, described device further includes again cleaning module (not shown), be can be used for
If the length of the target exchange medium except pre-set interval, deletes the target exchange medium;And/or
If duplicate number of characters is more than preset value in the target exchange medium, the target exchange medium is deleted
Optionally, as one embodiment, the cleaning module again (not shown) be can be also used for
If the beginning of the target exchange medium is preset characters, the preset characters are deleted;And/or
If the end of the target exchange medium is preset characters, the preset characters are deleted.
Optionally, as one embodiment, data cleansing module 320 is based on default cleaning rule and carries out to data to be cleaned
Cleaning exchanges medium to obtain the target of preset kind, specifically includes:
Extract the keyword in the data to be cleaned;
Medium is exchanged using the corresponding data of the keyword as the target of preset kind.
Optionally, as one embodiment, described device further includes label adding module (not shown), is determined for
The target exchanges Jie's qualitative attribution;
If the target exchange medium is the exchange medium for swindling attribute, medium is exchanged to swindle the target of attribute
Add label.
Corresponding this specification above is referred to according to the above-mentioned exchange medium cleaning device of this specification embodiment to implement
The process of the exchange medium cleaning method of example, also, each unit/module in the exchange medium cleaning device and it is above-mentioned other
Operation and/or function is respectively in order to realize the corresponding process in exchange medium cleaning method, for sake of simplicity, details are not described herein.
Below in conjunction with Fig. 4 detailed description according to the electronic equipment of this specification embodiment.With reference to Fig. 4, in hardware view,
Electronic equipment includes processor, optionally, including internal bus, network interface, memory.Wherein, as shown in figure 4, memory
It may include memory, such as high-speed random access memory (Random-Access Memory, RAM), it is also possible to further include non-
Volatile memory (non-volatile memory), for example, at least 1 magnetic disk storage etc..Certainly, which may be used also
It can include hardware required for realizing other business.
Processor, network interface and memory can be connected with each other by internal bus, which can be industry
Standard architecture (Industry Standard Architecture, ISA) bus, Peripheral Component Interconnect standard
(Peripheral Component Interconnect, PCI) bus or expanding the industrial standard structure (Extended
Industry Standard Architecture, EISA) bus etc..The bus can be divided into address bus, data/address bus,
Control bus etc..Only to be indicated with a four-headed arrow in Fig. 4, it is not intended that an only bus or one kind convenient for indicating
The bus of type.
Memory, for storing program.Specifically, program may include program code, and said program code includes calculating
Machine operational order.Memory may include memory and nonvolatile memory, and provide instruction and data to processor.
Processor is from the then operation into memory of corresponding computer program is read in nonvolatile memory, in logical layer
The device of forwarding chat message is formed on face.Processor executes the program that memory is stored, and is specifically used for executing following behaviour
Make:
The data to be cleaned in one or more classification entrances are obtained, one or more of classification entrances are according to exchange
What the type of medium was divided;
Data to be cleaned are cleaned based on default cleaning rule, exchange medium to obtain the target of preset kind.
By obtaining the data to be cleaned in one or more classification entrances, based on default cleaning rule to data to be cleaned
It is cleaned, realizes the cleaning to data to be cleaned, finally obtained the target exchange medium of preset kind.In addition, obtaining
Target exchange medium type namely above-mentioned preset kind, can be with said one or multiple classification entrances are corresponding exchanges
Media type is identical or different, so as to obtain more exchanging medium, increases and for example reports data to be cleaned
The utilization efficiency of information.
The method that the method, apparatus that above-mentioned Fig. 1 and embodiment illustrated in fig. 2 disclose executes can be applied in processor, or
Person is realized by processor.Processor may be a kind of IC chip, the processing capacity with signal.During realization,
Each step of the above method can be completed by the integrated logic circuit of the hardware in processor or the instruction of software form.On
The processor stated can be at general processor, including central processing unit (Central Processing Unit, CPU), network
Manage device (Network Processor, NP) etc.;Can also be digital signal processor (Digital Signal Processor,
DSP), specific integrated circuit (Application Specific Integrated Circuit, ASIC), field programmable gate
Array (Field-Programmable Gate Array, FPGA) either other programmable logic device, discrete gate or crystalline substance
Body pipe logical device, discrete hardware components.May be implemented or execute disclosed each method in the embodiment of the present application, step and
Logic diagram.General processor can be microprocessor or the processor is also possible to any conventional processor etc..In conjunction with
The step of method disclosed in the embodiment of the present application, can be embodied directly in hardware decoding processor and execute completion, or with decoding
Hardware and software module combination in processor execute completion.Software module can be located at random access memory, flash memory, read-only storage
In the storage medium of this fields such as device, programmable read only memory or electrically erasable programmable memory, register maturation.It should
The step of storage medium is located at memory, and processor reads the information in memory, completes the above method in conjunction with its hardware.
The method that electronic equipment shown in Fig. 4 can also carry out Fig. 1 to Fig. 2, and realize exchange medium cleaning method Fig. 1 extremely
The function of embodiment illustrated in fig. 2, details are not described herein for the embodiment of the present application.
Certainly, other than software realization mode, other implementations are not precluded in the electronic equipment of the application, for example patrol
Collect device or the mode of software and hardware combining etc., that is to say, that the executing subject of following process flow is not limited to each patrol
Unit is collected, hardware or logical device are also possible to.
This specification embodiment also provides a kind of computer readable storage medium, is stored on computer readable storage medium
Computer program realizes following operation when the computer program is executed by processor:
The data to be cleaned in one or more classification entrances are obtained, one or more of classification entrances are according to exchange
What the type of medium was divided;
Data to be cleaned are cleaned based on default cleaning rule, exchange medium to obtain the target of preset kind.
By obtaining the data to be cleaned in one or more classification entrances, based on default cleaning rule to data to be cleaned
It is cleaned, realizes the cleaning to data to be cleaned, finally obtained the target exchange medium of preset kind.In addition, obtaining
Target exchange medium type namely above-mentioned preset kind, can be with said one or multiple classification entrances are corresponding exchanges
Media type is identical or different, so as to obtain more exchanging medium, increases and for example reports data to be cleaned
The utilization efficiency of information.
Wherein, the computer readable storage medium, as read-only memory (Read-Only Memory, abbreviation ROM),
Random access memory (Random Access Memory, abbreviation RAM), magnetic or disk etc..
It should be understood by those skilled in the art that, embodiments herein can provide as method, system or computer program
Product.Therefore, complete hardware embodiment, complete software embodiment or reality combining software and hardware aspects can be used in the application
Apply the form of example.Moreover, it wherein includes the computer of computer usable program code that the application, which can be used in one or more,
The computer program implemented in usable storage medium (including but not limited to magnetic disk storage, CD-ROM, optical memory etc.) produces
The form of product.
The application is referring to method, the process of equipment (system) and computer program product according to the embodiment of the present application
Figure and/or block diagram describe.It should be understood that every one stream in flowchart and/or the block diagram can be realized by computer program instructions
The combination of process and/or box in journey and/or box and flowchart and/or the block diagram.It can provide these computer programs
Instruct the processor of general purpose computer, special purpose computer, Embedded Processor or other programmable data processing devices to produce
A raw machine, so that being generated by the instruction that computer or the processor of other programmable data processing devices execute for real
The device for the function of being specified in present one or more flows of the flowchart and/or one or more blocks of the block diagram.
These computer program instructions, which may also be stored in, is able to guide computer or other programmable data processing devices with spy
Determine in the computer-readable memory that mode works, so that it includes referring to that instruction stored in the computer readable memory, which generates,
Enable the manufacture of device, the command device realize in one box of one or more flows of the flowchart and/or block diagram or
The function of being specified in multiple boxes.
These computer program instructions also can be loaded onto a computer or other programmable data processing device, so that counting
Series of operation steps are executed on calculation machine or other programmable devices to generate computer implemented processing, thus in computer or
The instruction executed on other programmable devices is provided for realizing in one or more flows of the flowchart and/or block diagram one
The step of function of being specified in a box or multiple boxes.
In a typical configuration, calculating equipment includes one or more processors (CPU), input/output interface, net
Network interface and memory.
Memory may include the non-volatile memory in computer-readable medium, random access memory (RAM) and/or
The forms such as Nonvolatile memory, such as read-only memory (ROM) or flash memory (flash RAM).Memory is computer-readable medium
Example.
Computer-readable medium includes permanent and non-permanent, removable and non-removable media can be by any method
Or technology come realize information store.Information can be computer readable instructions, data structure, the module of program or other data.
The example of the storage medium of computer includes, but are not limited to phase change memory (PRAM), static random access memory (SRAM), moves
State random access memory (DRAM), other kinds of random access memory (RAM), read-only memory (ROM), electric erasable
Programmable read only memory (EEPROM), flash memory or other memory techniques, read-only disc read only memory (CD-ROM) (CD-ROM),
Digital versatile disc (DVD) or other optical storage, magnetic cassettes, tape magnetic disk storage or other magnetic storage devices
Or any other non-transmission medium, can be used for storage can be accessed by a computing device information.As defined in this article, it calculates
Machine readable medium does not include temporary computer readable media (transitory media), such as the data-signal and carrier wave of modulation.
It should also be noted that, the terms "include", "comprise" or its any other variant are intended to nonexcludability
It include so that the process, method, commodity or the equipment that include a series of elements not only include those elements, but also to wrap
Include other elements that are not explicitly listed, or further include for this process, method, commodity or equipment intrinsic want
Element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that including element
There is also other identical elements in process, method, commodity or equipment.
The above is only embodiments herein, are not intended to limit this application.To those skilled in the art,
Various changes and changes are possible in this application.It is all within the spirit and principles of the present application made by any modification, equivalent replacement,
Improve etc., it should be included within the scope of the claims of this application.