CN108615190A - Air control model verification method, device, equipment and storage medium - Google Patents
Air control model verification method, device, equipment and storage medium Download PDFInfo
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- CN108615190A CN108615190A CN201810390867.0A CN201810390867A CN108615190A CN 108615190 A CN108615190 A CN 108615190A CN 201810390867 A CN201810390867 A CN 201810390867A CN 108615190 A CN108615190 A CN 108615190A
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- air control
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
- G06Q40/03—Credit; Loans; Processing thereof
Abstract
The embodiment of the invention discloses a kind of air control model verification method, device, equipment and storage medium, this method to include：After carrying out decision in the face of risk assessment according to real time traffic data, the real time traffic data is sent to bypass air control model to be verified；The bypass air control model to be verified is verified according to the real time traffic data.The verification that the air control model after adjustment is completed in the case where not influencing credit evaluating system service operation on line, on line, improves the accuracy of air control model verification.
Description
Technical field
The present embodiments relate to data processing technique more particularly to a kind of air control model verification method, device, equipment and
Storage medium.
Background technology
Automation audit raising business efficiency of the internet finance dependent on credit system, and core the most in credit system
Part be carry out decision in the face of risk assessment air control model.
Perfect with the development of business, the variation of user and information, air control model must often do corresponding adjustment,
But the adjustment of air control model is the behavior of high risk, once there is defect in air control model, it will cause the fluctuation of credit operation, very
It is extremely unavailable.Credit system general settling mode in mainstream internet is after verifying adjustment by historical data under line at present
Air control model, whether the anticipated impact to assess air control model meet expection.
But the air control model after adjustment is verified by historical data, there are the hysteresis quality of data and inaccuracies
Caused air control model verification result and expected the problem of not being inconsistent, for example, some data may change currently, some
Historical data may be not present in data, need the scarce data of advance batch collection institute, larger so as to cause collage-credit data cost.
Invention content
A kind of air control model verification method of offer of the embodiment of the present invention, device, equipment and storage medium, are not influencing credit
The verification that the air control model after adjustment is completed in the case of assessment system service operation, on line improves the verification of air control model
Accuracy.
In a first aspect, an embodiment of the present invention provides a kind of air control model verification method, this method includes：
After carrying out decision in the face of risk assessment according to real time traffic data, it is to be verified that the real time traffic data is sent to bypass
Air control model；
The bypass air control model to be verified is verified according to the real time traffic data.
Second aspect, the embodiment of the present invention additionally provide a kind of air control model verification device, which includes：
Data transmission blocks, after carrying out decision in the face of risk assessment according to real time traffic data, by the real time business number
Air control model to be verified is bypassed according to being sent to；
Model authentication module, for being tested the bypass air control model to be verified according to the real time traffic data
Card.
The third aspect, the embodiment of the present invention additionally provide a kind of air control model verification equipment, which includes：
One or more processors；
Storage device, 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 processing
Device realizes the air control model verification method as described in any embodiment of the present invention.
Fourth aspect, the embodiment of the present invention additionally provide a kind of computer readable storage medium, are stored thereon with computer
Program realizes the air control model verification method as described in any embodiment of the present invention when the program is executed by processor.
After the embodiment of the present invention to real time traffic data by carrying out decision in the face of risk assessment, real time traffic data is used for line
Upper verification bypasses air control model to be verified, solves the air control model verification result after being adjusted by historical data verification and expection
Larger problem is differed, in the case where not influencing credit evaluating system service operation on line, improves the verification of air control model
Accuracy.
Description of the drawings
Fig. 1 is a kind of flow chart for air control model verification method that the embodiment of the present invention one provides；
Fig. 2 is a kind of flow chart of air control model verification method provided by Embodiment 2 of the present invention；
Fig. 3 is a kind of flow chart for air control model verification method that the embodiment of the present invention three provides；
Fig. 4 A are a kind of flow charts for air control model verification method that the embodiment of the present invention four provides；
Fig. 4 B are credit evaluating system circuit theory schematic diagrams on a kind of line of the offer of the embodiment of the present invention four；
Fig. 5 is a kind of structure diagram for air control model verification device that the embodiment of the present invention five provides；
Fig. 6 is a kind of structural schematic diagram for air control model verification equipment that the embodiment of the present invention six provides.
Specific implementation mode
The present invention is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched
The specific embodiment stated is used only for explaining the present invention rather than limitation of the invention.It also should be noted that in order to just
Only 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 air control model verification method that the embodiment of the present invention one provides, and the present embodiment is applicable
In verified to after adjustment or newly-built air control model the case where, this method can be by air control provided in an embodiment of the present invention
Model verifies device or equipment to execute, which can be used hardware and/or the mode of software is realized, is configured at credit on line and comments
Estimate in system.This method specifically comprises the following steps：
After carrying out decision in the face of risk assessment according to real time traffic data, it is to be tested to be sent to bypass by S101 for real time traffic data
Demonstrate,prove air control model.
Wherein, real time traffic data refers to the data information that user carries out decision in the face of risk assessment, for example, in credit applications
In scene, real time traffic data includes：The essential information (such as age, income, credit value) of credit applications user, credit applications
Type, history credit record etc..Decision in the face of risk assessment refers to assessing the risk class of data or event, and then provide and answer countermeasure
Slightly.For example, the risk class belonging to assessment credit applications user, the credit product of the risk class is met for its recommendation.
Bypass refers to also existing simultaneously clone's flow in the normal flow of a system, occurring in normal flow
Behavior clone's flow can also occur, but clone the behavior that occurs in flow and have boundary, will not be to system operation and result
Generate any influence.It to be used to carry out risk assessment to real time traffic data for example, there are one in credit evaluating system on line
Normal flow, while there is also one for clone's flow for being verified to the risk evaluation model after adjustment, and carry out
The clone flow of model verification will not (such as decision in the face of risk assessment be time-consuming, decision in the face of risk is commented to the normal flow that carries out risk assessment
Estimate result, more aobvious Decision Evaluation flow etc.) it impacts.Air control model refer under specific scene, based on data, case,
The information such as algorithm, expert tactics carry out current data or event on the model of risk class assessment, such as in credit applications scene
In, using the real time traffic data of user as input data, air control model is inputted, air control model can be tied based on the data of input
It closes the information such as assessment case, assessment algorithm and the strategy of expert when training and carries out decision in the face of risk assessment operation, finally export
Assessment result.
Perfect with the assessment development of business, the variation of user and user information, air control model will be also adjusted
Optimize, the air control model after adjusting and optimizing is air control model to be verified, and credit evaluation system on line can be just put into after needing verification
Provide risk assessment service in system to the user.It refers to excellent in bypass in credit evaluating system on line to bypass air control model to be verified
Change the air control model verified after adjustment and/or in order to meet the newly-established air control model of business demand.In order to ensure
Credit evaluating system provides the timeliness of assessment result to the user on line, need after obtaining real time traffic data first to data into
Real time traffic data is sent to bypass air control model to be verified again after the completion of assessment and carries out testing for model by sector-style danger Decision Evaluation
Card.Decision in the face of risk assessment can be completed by real-time air control model, and real-time air control model is held with air control model to be verified is bypassed
Capable operation is not interfere with each other.
S102 is verified according to real time traffic data to bypassing air control model to be verified.
Wherein, according to real time traffic data to bypass process that air control model to be verified is verified with to real time business number
It is similar according to the process of decision in the face of risk assessment is carried out, can is that real time traffic data is input to bypass air control model to be verified
In, bypass air control model to be verified according to the input data, assessment case, assessment algorithm and the plan of expert when combined training
Slightly etc. information carry out assessment operation, export assessment result.The assessment result of output is compared with expected results, to judge side
The order of accuarcy of road air control model risk Decision Evaluation to be verified.Optionally, judge to bypass air control model risk decision to be verified
The order of accuarcy of assessment can artificially carry out comparison judgement, can also be one comparison unit of setting, for being commented automatically
The comparison for estimating result and expected results, to judge to bypass the order of accuarcy of air control model risk Decision Evaluation to be verified.Pass through reality
When business datum verification bypass air control model to be verified can also expose in advance it is that may be present after air control model to be verified is reached the standard grade
Problem.
It should be noted that while verification in the present embodiment to bypassing air control model to be verified, real-time air control mould
Type can to the real time traffic data of acquisition carry out decision in the face of risk assessment, model verification flow and risk assessment flow be simultaneously into
Row, and model verification flow will not increase real-time air control model carry out decision in the face of risk assessment when consume.
Air control model verification method provided in an embodiment of the present invention, by carrying out decision in the face of risk assessment to real time traffic data
Afterwards, real time traffic data is bypassed into air control model to be verified for verification on line, solved by after historical data verification adjustment
Air control model verification result and it is expected differ larger problem, the case where not influencing credit evaluating system service operation on line
Under, improve the accuracy of air control model verification.
Embodiment two
Fig. 2 is a kind of flow chart of air control model verification method provided by Embodiment 2 of the present invention, and this method is in above-mentioned reality
It applies and further optimizes on the basis of example, specifically give and real time traffic data is sent to the specific of bypass air control model to be verified
Briefing.As shown in Fig. 2, this method includes：
S201 carries out decision in the face of risk assessment according to real time traffic data.
It is real obtaining since the main business of credit evaluating system on line is to carry out decision in the face of risk assessment for user
When business datum after to do is to carry out decision in the face of risk assessment first.Specifically, carrying out decision in the face of risk according to real time traffic data
Assessment, including：It searches and the matched real-time air control model of real time traffic data；Real time traffic data is sent to the real-time wind
It controls model and carries out decision in the face of risk assessment.
Wherein, in order to meet the needs of different user, credit evaluating system can usually carry out a variety of differences on a line
The decision in the face of risk of demand type is assessed, i.e., there are multiple realities that decision in the face of risk assessment can be carried out to different demands type in the system
When air control model, corresponding real-time air control model can be selected to carry out risk and determined according to the corresponding demand type of real time traffic data
Plan is assessed.Optionally, it searches and the process of the matched real-time air control model of real time traffic data can be to look for and real time business
Data have the process of the real-time air control model of same requirements mark.After finding matched real-time air control model, in real time by this
Business datum is sent to matched real-time air control model.
Optionally, since real-time air control model is at least one, at least one real-time air control model can be placed on reality
When air control model running thread pool in, at least one idle thread can be called in thread pool and be about to real time data be sent to and its
Matched real-time air control model carries out decision in the face of risk assessment.
S202 judges to test with the presence or absence of bypass in the real-time air control model to real time traffic data progress decision in the face of risk assessment
Card mark executes S203 if existing, if there is no return to S201.
When being verified to bypassing air control model to be verified, not all real time traffic data is suitable for one
The verification of a bypass air control model to be verified, if for example, bypass air control model to be verified be for the loan limit to user into
Sector-style danger Decision Evaluation, then being used to assess the real time traffic data for the decision in the face of risk that user buys finance product should just give up
It goes, otherwise not only affects verification rate, also result in validation error.Bypass authentication mark is just used to indicate that real time business number
According to whether needing to be sent to the mark for bypassing air control model to be verified, which can be recorded in real time traffic data into sector-style
It is according to bypassing the concrete condition of air control model to be verified in advance in real-time air control mould in the real-time air control model of dangerous Decision Evaluation
It is arranged in type, identification information can be changed at any time according to the change for bypassing air control model to be verified.Because of all real-time industry
Data of being engaged in will carry out decision in the face of risk assessment by real-time air control model therefore can be by bypass authentication identification record real-time
In air control model, after carrying out decision in the face of risk assessment by real-time air control model, to determine whether needing just processed business number
Air control model to be verified is bypassed according to being sent to.
Specifically, judging in the real-time air control model to real time traffic data progress decision in the face of risk assessment with the presence or absence of bypass
Verification mark executes S203 if existing, and real time traffic data is sent to bypass air control model to be verified, if being not present, explanation
The real time traffic data is not suitable for bypassing air control model to be verified, then returns to S201, wait for next real time traffic data
It arrives.
Real time traffic data is sent to bypass air control model to be verified by S203.
S204 is verified according to real time traffic data to bypassing air control model to be verified.
It should be noted that being that there are one between real time traffic data, real-time air control model, bypass air control model to be verified
Fixed correspondence, real time traffic data needs to be carried out by different real-time air control models according to the difference of its evaluation requirement
Decision in the face of risk is assessed, and bypasses the final purpose of air control model to be verified also for evaluation requirement is met, therefore, for same
It is that there are correspondences between the real time traffic data of kind of evaluation requirement, real-time air control model and bypass air control model to be verified
, it is preferred that can be set for the real time traffic data, real-time air control model and air control model to be verified of same evaluation requirement
Set an identical demand mark.
A kind of air control model verification method is present embodiments provided, by carrying out decision in the face of risk assessment to real time traffic data
Afterwards, in the case of only there is verification mark in the real-time air control model for assessing real time traffic data, just by real time business number
According to the verification bypass air control model to be verified on line, in the case where not influencing credit evaluating system service operation on line, choosing
It selects the real time traffic data being consistent with air control model to be verified to verify it, further improves the verification of air control model
Accuracy.
Embodiment three
Fig. 3 is a kind of flow chart for air control model verification method that the embodiment of the present invention three provides, and this method is above-mentioned each
Further optimize on the basis of embodiment, specifically gives when real time traffic data, bypasses air control model to be verified and real-time wind
When control model is all at least one, real time traffic data is sent to the concrete condition introduction for bypassing air control model to be verified.Such as
Shown in Fig. 3, this method includes：
S301 carries out decision in the face of risk assessment according at least one real time traffic data.
At least one real time traffic data is sent to bypass air control model thread pool to be verified by S302.
Wherein, thread pool is a kind of multiple threads form, is made of a waiting list and multiple threads.Whenever having
Task is committed to thread pool, and task will be put into waiting list, waits for available free thread to run the task.Per thread is all
It using the storehouse size of acquiescence, is run with the priority of acquiescence, and in multiple thread units.If all threads are all protected always
It holds busy, but the pending task such as has again in queue, then need, until there is task execution completion, idle thread, queue occur
In task can just be performed in order.It should be noted that the air control model verification method of the present invention needs that two lines are arranged
Cheng Chi, one is real-time air control model thread pool for carrying out risk policy assessment, the other is for carrying out air control model
The bypass air control model thread pool to be verified of verification.
In order to ensure the accuracy of model verification result, verification efficiency is improved, for having carried out each of decision in the face of risk assessment
Real time traffic data needs to whether there is bypass authentication mark in the real-time air control model for judging to carry out this decision in the face of risk assessment
Know, in the case of only there is bypass authentication mark, the real time traffic data is just sent to bypass air control model line to be verified
Cheng Chi.
S303 calls at least one of thread pool idle thread and is about to each real time traffic data to be sent to its corresponding
Bypass air control model to be verified.
The real time traffic data that can be used for verifying bypass air control model to be verified selected in S302 is all to be tested in bypass
It demonstrate,proves in air control model thread pool, it, can be according to real time business number when sending data to bypass air control model to be verified
According to the demand mark bypassed between air control model to be verified, real time traffic data is sent to be had with the real time traffic data
The bypass air control model to be verified of same requirements mark.
Specifically, can be all real time traffic datas selected all be placed on bypass air control model thread pool to be verified etc.
It waits in queue, when there are idle thread, the thread is by a real time traffic data sending value and real time business in queue
Data have in the bypass air control model to be verified of same requirements mark, if there are when multiple idle threads, multiple idle threads
Can and be about to multiple real time traffic data sending values has the bypass wind to be verified of same requirements mark with each real time traffic data
It controls in model.
S304 is verified according to real time traffic data to bypassing air control model to be verified.
A kind of air control model verification method is present embodiments provided, by carrying out risk at least one real time traffic data
After Decision Evaluation, in the case of there is verification mark in the real-time air control model for assessing each real time traffic data, just by each reality
When business datum be sent to bypass air control model thread pool to be verified, and call at least one idle thread and be about to each real-time industry
Business data are sent to the verification that its corresponding bypass air control model to be verified carries out model, can be simultaneously to multiple bypass wind to be verified
Control model is verified, and while ensureing verification accuracy, improves the verification efficiency of air control model.
Example IV
Fig. 4 A are a kind of flow chart for air control model verification method that the embodiment of the present invention four provides, and this method is above-mentioned each
One is provided on the basis of embodiment and preferably applies example, specifically gives the working method of credit evaluating system on line.In conjunction with Fig. 4 B
Shown on line credit evaluating system circuit theory schematic diagram method shown in Fig. 4 A is introduced.This method includes：
S401, update bypass air control model to be verified and/or carry out the real-time air control model of decision in the face of risk assessment.
Wherein, for credit evaluating system on line, real-time air control model therein and bypass air control model to be verified are not
It is changeless, for example, old real-time air control model may be replaced by bypassing after air control model to be verified is proved to be successful, simultaneously
Also it is to be verified to have new bypass air control model to be verified etc..Therefore, it is necessary to update bypass air control model to be verified and/or progress
The real-time air control model of decision in the face of risk assessment.Illustratively, as shown in Figure 4 B, the model management 42 on line in credit evaluating system
Update for completing to bypass air control model 4322 to be verified and/or the model of air control in real time 4311 operates.Specifically renewal process is：
Model management 42 is pushed to the installation kit of newest bypass air control model 4322 to be verified and/or the model of air control in real time 4311 certainly
In plan service 43.Specifically, the bypass air control mould to be verified that air control model 4322 to be verified is pushed to decision service 43 will be bypassed
In type thread pool 432, real-time air control model 4311 is pushed in the real-time air control model thread pool 431 of decision service 43.It is real
When air control model 4311 and bypass air control model 4322 to be verified and be buffered in the memory of decision service 43, need not be from server
In transfer, improve operational efficiency.
S402 carries out decision in the face of risk assessment according to real time traffic data.
Illustratively, as shown in Figure 4 B, when air control personnel (user for carrying out risk assessment) have business datum to carry out
When assessment, the real time traffic data that credit sends acquisition air control personnel into part 41, and the real time traffic data of acquisition is sent
Decision in the face of risk assessment is carried out to decision service 43.The specific evaluation process of decision service 43 is：Decision service 43 is according to real-time industry
The information (such as air control people information, current business, assessment scene) for data of being engaged in, be matched to has same requirements with real time traffic data
The real-time air control model 4311 of mark, controls the real-time air control model 4311 according to the real time traffic data of input, combined training
When the information such as assessment case, assessment algorithm and the strategy of expert carry out decision in the face of risk and assess operation, finally output assessment knot
Fruit.
Preferably, the quantity of real time traffic data to be assessed is more under normal conditions etc., and decision service 43 can will at this time
All real time traffic datas are all first sent in the waiting list of real-time air control model thread pool 431, real-time air control model line
Cheng Chi 431 will be searched and the matched real-time wind of each real time traffic data from a real-time air control models of N (N is positive integer) 4311
Control model, by call at least one idle thread it is parallel each real time traffic data is sent to matched real-time air control model
Carry out decision in the face of risk assessment.
Decision in the face of risk assessment result is returned to real time traffic data sender by S403.
Illustratively, as shown in Figure 4 B, decision service 43 can return to the assessment result that real-time air control model 4311 exports
To credit into part 41, credit will assess sender (i.e. air control personnel) of the data feedback to real time traffic data again into part 41.
Real time traffic data is sent to bypass air control model to be verified by S404.
Illustratively, as shown in Figure 4 B, in order to ensure the accuracy of air control model verification, decision service 43 needs first to judge
Real time traffic data is carried out to identify with the presence or absence of bypass authentication in the real-time air control model 4311 of decision in the face of risk assessment, if in the presence of
Real time traffic data is just sent to bypass air control model 4322 to be verified.
Preferably, the quantity for the real time traffic data for model verification selected under normal conditions is more, at this time decision
All real time traffic datas selected all can be first sent to the waiting team for bypassing air control model thread pool 432 to be verified by service 43
In row, bypassing air control model thread pool 432 to be verified can look into from a bypass air control models 4322 to be verified of M (M is positive integer)
Look for the matched bypass of each real time data model of a syndrome to be tested, by calling at least one idle thread and being about to each real time business number
According to being sent to its corresponding bypass air control model to be verified.
It should be noted that S403 and S404 do not have point of sequencing, can be carried out at the same time.
S405 is verified according to real time traffic data to bypassing air control model to be verified.
Illustratively, as shown in Figure 4 B, real time traffic data of the air control model 4322 to be verified according to input is bypassed, in conjunction with
The information such as assessment case, assessment algorithm and the strategy of expert when training carry out decision in the face of risk and assess operation, and finally output is commented
Estimate as a result, carrying out the verification of model accuracy according to the evaluation decision result.
S406, storage decision in the face of risk assessment result and the verification result for bypassing air control model to be verified.
Illustratively, as shown in Figure 4 B, further include decision flowing water service 44 in credit evaluating system on line, for risk
Decision Evaluation result and the verification result for bypassing air control model 4322 to be verified are stored.So that the later stage carries out data search,
Either new air control model is trained with the historical data of storage.Preferably, can be according to risk when carrying out data storage
The identification information of Decision Evaluation result and the identification information of verification result, by decision in the face of risk assessment result and verification result classify into
Row storage.
Specifically, can be that respectively different identification informations is arranged in decision in the face of risk assessment result and verification result, in number
When according to storage, stored according to the different classifications of its identification information.For example, for decision in the face of risk assessment result setting mark 10,
For verification result setting mark 11, when data store, the result for being identified as 10 is stored in risk and determined by decision flowing water service 44
Plan assesses data storage area, the result for being identified as 11 is stored in verify data memory block, classification storage is convenient for later data
It searches.
The present embodiment by building credit evaluating system frame on line, verify by the air control model that the various embodiments described above are provided
On approach application to the line built in credit evaluating system framework, air control model authentication provided in an embodiment of the present invention is demonstrated
Method completes the verification work for bypassing air control model to be verified.It solves through the air control model after historical data verification adjustment
The verification result problem larger with expected difference is improved in the case where not influencing credit evaluating system service operation on line
The accuracy of air control model verification.
Embodiment five
Fig. 5 is the structure diagram that a kind of air control model that the embodiment of the present invention five provides verifies device, and the device is executable
The air control model verification method that any embodiment of the present invention is provided has the corresponding function module of execution method and beneficial to effect
Fruit.As shown in figure 5, the device is configured on line in credit evaluating system, which includes：
Data transmission blocks 501, after carrying out decision in the face of risk assessment according to real time traffic data, by real time traffic data
It is sent to bypass air control model to be verified；
Model authentication module 502, for being verified according to real time traffic data to bypassing air control model to be verified.
Air control model provided in an embodiment of the present invention verifies device, by carrying out decision in the face of risk assessment to real time traffic data
Afterwards, real time traffic data is bypassed into air control model to be verified for verification on line, solved by after historical data verification adjustment
Air control model verification result and it is expected differ larger problem, the case where not influencing credit evaluating system service operation on line
Under, improve the accuracy of air control model verification.
Further, above-mentioned data transmission blocks 501, if specifically for carrying out decision in the face of risk assessment to real time traffic data
Real-time air control model in there are bypass authentication marks, then real time traffic data is sent to bypass air control model to be verified.
Further, above-mentioned real time traffic data is at least one, and above-mentioned bypass air control model to be verified is at least one；
Correspondingly, above-mentioned data transmission blocks 501, specifically at least one real time traffic data is sent to bypass air control to be verified
Model thread pool；It calls at least one of thread pool idle thread and is about to each real time traffic data and be sent to its corresponding side
Road air control model to be verified.
Further, above-mentioned apparatus further includes：
Memory module, for storing decision in the face of risk assessment result and bypassing the verification result of air control model to be verified.
Optionally, memory module is specifically used for according to the identification information of decision in the face of risk assessment result and the mark of verification result
Information stores decision in the face of risk assessment result and verification result classification.
Further, above-mentioned apparatus further includes
Risk evaluation module, for searching and the matched real-time air control model of real time traffic data；By real time traffic data
It is sent to real-time air control model and carries out decision in the face of risk assessment.
Further, above-mentioned apparatus further includes：
Model modification module, for updating the real-time wind for bypassing air control model to be verified and/or carrying out decision in the face of risk assessment
Control model.
It is worth noting that, in the embodiment of above-mentioned air control model verification device, included module is only according to function
What logic was divided, but it is not limited to above-mentioned division, as long as corresponding function can be realized；For example, the device
Can only include communication module and processing module, communication module realizes the reception of real time traffic data and the hair of assessment result
It send；Processing module is for realizing correlation functions such as decision in the face of risk assessment, the verification of model, the update of model, the storages of result.Separately
Outside, the specific name of each functional unit is also only to facilitate mutually distinguish, the protection domain being not intended to restrict the invention.
Embodiment six
Fig. 6 is the structural schematic diagram that a kind of air control model that the embodiment of the present invention six provides verifies equipment.Fig. 6 shows suitable
In the block diagram of the example devices 60 for realizing embodiment of the present invention.The equipment 60 that Fig. 6 is shown is only an example, no
The function and use scope for coping with the embodiment of the present invention bring any restrictions.The equipment can be configured at credit evaluating system on line
In.
As shown in fig. 6, the equipment 60 is showed in the form of universal computing device.The component of the equipment 60 may include but not
It is limited to：One or more processor or processing unit 601, system storage 602, connection different system component (including be
Unite memory 602 and processing unit 601) bus 603.
Bus 603 indicates one or more in a few class bus structures, including memory bus or Memory Controller,
Peripheral bus, graphics acceleration port, processor or the local bus using the arbitrary bus structures in a variety of bus structures.It lifts
For example, these architectures include but 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.
Equipment 60 typically comprises a variety of computer system readable media.These media can be it is any can be by equipment 60
The usable medium of access, including volatile and non-volatile media, moveable and immovable medium.
System storage 602 may include the computer system readable media of form of volatile memory, such as deposit at random
Access to memory (RAM) 604 and/or cache memory 605.Equipment 60 may further include other removable/not removable
Dynamic, volatile/non-volatile computer system storage medium.Only as an example, storage system 606 can be used for read and write can not
Mobile, non-volatile magnetic media (Fig. 6 do not show, commonly referred to as " hard disk drive ").Although being not shown in Fig. 6, Ke Yiti
For the disc driver for being read and write to moving non-volatile magnetic disk (such as " floppy disk "), and to moving non-volatile light
The CD drive of disk (such as CD-ROM, DVD-ROM or other optical mediums) read-write.In these cases, each driver
It can be connected with bus 603 by one or more data media interfaces.System storage 602 may include at least one journey
There is one group of (for example, at least one) program module, these program modules to be configured to perform this hair for sequence product, the program product
The function of bright each embodiment.
Program/utility 608 with one group of (at least one) program module 607 can be stored in such as system and deposit
In reservoir 602, such program module 607 includes but not limited to operating system, one or more application program, other programs
Module and program data may include the realization of network environment in each or certain combination in these examples.Program mould
Block 607 usually executes function and/or method in embodiment described in the invention.
Equipment 60 can also be logical with one or more external equipments 606 (such as keyboard, sensing equipment, display 610 etc.)
Letter, can also be enabled a user to one or more equipment interact with the equipment communicate, and/or with enable the equipment 60 with
Any equipment (such as network interface card, modem etc.) communication that one or more of the other computing device is communicated.It is this logical
Letter can be carried out by input/output (I/O) interface 611.Also, equipment 60 can also pass through network adapter 612 and one
Or multiple networks (such as LAN (LAN), wide area network (WAN) and/or public network, such as internet) communication.Such as Fig. 6 institutes
Show, network adapter 612 is communicated by bus 603 with other modules of equipment 60.It should be understood that although not shown in the drawings, can
Other hardware and/or software module are used with bonding apparatus 60, including but not limited to：Microcode, device driver, redundancy processing
Unit, external disk drive array, RAID system, tape drive and data backup storage system etc..
Processing unit 601 is stored in program in system storage 602 by operation, to perform various functions using with
And data processing, such as realize the air control model verification method that the embodiment of the present invention is provided.
Embodiment seven
The embodiment of the present invention seven additionally provides a kind of computer readable storage medium, is stored thereon with computer program, should
Program can realize the air control model verification method described in above-described embodiment when being executed by processor.
The arbitrary of one or more computer-readable media may be used in the computer storage media of the embodiment of the present invention
Combination.Computer-readable medium can be computer-readable signal media or computer readable storage medium.It is computer-readable
Storage medium can be for example but not limited to：System, device or the device of electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor, or
The arbitrary above combination of person.The more specific example (non exhaustive list) of computer readable storage medium includes：There are one tools
Or the electrical connections of multiple conducting wires, portable computer diskette, 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
Memory device, magnetic memory device or above-mentioned any appropriate combination.In this document, computer readable storage medium can
With to be any include or the tangible medium of storage program, the program can be commanded execution system, device or device use or
Person is in connection.
Computer-readable signal media may include in a base band or as the data-signal that a carrier wave part is propagated,
Wherein carry computer-readable program code.Diversified forms may be used in the data-signal of this propagation, including but unlimited
In electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be that computer can
Any computer-readable medium other than storage medium is read, which can send, propagates or transmit and be used for
By instruction execution system, device either device use or program in connection.
The program code for including on computer-readable medium can transmit with any suitable medium, including but not limited to：
Wirelessly, electric wire, optical cable, RF etc. or above-mentioned any appropriate combination.
It can be write with one or more programming languages or combinations thereof for executing the computer that operates of the present invention
Program code, described program design language include object oriented program language, such as Java, Smalltalk, C++, also
Including conventional procedural programming language-such as " C " language or similar programming language.Program code can be complete
It executes, partly executed on the user computer on the user computer entirely, being executed as an independent software package, part
Part executes or executes on a remote computer or server completely on the remote computer on the user computer.It is relating to
And in the situation of remote computer, remote computer can pass through the network of any kind, including LAN (LAN) or wide area network
(WAN), it is connected to subscriber computer, or, it may be connected to outer computer (such as led to using ISP
Cross internet connection).
Above-described embodiment serial number is for illustration only, can not represent the quality of embodiment.
Will be appreciated by those skilled in the art that each module of the above-mentioned embodiment of the present invention or each operation can be used and lead to
Computing device realizes that they can be concentrated on single computing device, or be distributed in multiple computing devices and formed
Network on, optionally, they can be realized with the program code that computer installation can perform, so as to storing them
Be performed by computing device in the storage device, either they are fabricated to each integrated circuit modules or by they
In multiple modules or operation be fabricated to single integrated circuit module to realize.In this way, the present invention is not limited to any specific
The combination of hardware and software.
Each embodiment in this specification is described in a progressive manner, the highlights of each of the examples are with
The difference of other embodiment, just to refer each other for the same or analogous part between each embodiment.
The foregoing is merely the preferred embodiment of the present invention, are not intended to restrict the invention, for those skilled in the art
For, the present invention can have various modifications and changes.It is all within spirit and principles of the present invention made by any modification, equivalent
Replace, improve etc., it should all be included in the protection scope of the present invention.
Claims (10)
1. a kind of air control model verification method, which is characterized in that including：
After carrying out decision in the face of risk assessment according to real time traffic data, the real time traffic data is sent to bypass air control to be verified
Model；
The bypass air control model to be verified is verified according to the real time traffic data.
2. according to the method described in claim 1, it is characterized in that, the real time traffic data is sent to bypass wind to be verified
Controlling model includes：
If being carried out to real time traffic data in the real-time air control model of decision in the face of risk assessment, there are bypass authentication marks, will be described
Real time traffic data is sent to the bypass air control model to be verified.
3. according to the method described in claim 1, it is characterized in that, the real time traffic data is at least one, the bypass
Air control model to be verified is at least one；
Correspondingly, the real time traffic data is sent to bypass air control model to be verified, including：
At least one real time traffic data is sent to bypass air control model thread pool to be verified；
It calls at least one of thread pool idle thread and is about to each real time traffic data and be sent to its corresponding bypass
Air control model to be verified.
4. according to the method described in claim 1, it is characterized in that, to be verified to the bypass according to the real time traffic data
After air control model is verified, further include：
Store the verification result of decision in the face of risk assessment result and the bypass air control model to be verified.
5. according to the method described in claim 4, it is characterized in that, storage decision in the face of risk assessment result and the bypass are to be verified
The verification result of air control model, including：
The identification information of identification information and the verification result according to the decision in the face of risk assessment result, by the decision in the face of risk
Assessment result and verification result classification are stored.
6. according to the method described in claim 1, it is characterized in that, carrying out decision in the face of risk assessment, packet according to real time traffic data
It includes：
It searches and the matched real-time air control model of the real time traffic data；
The real time traffic data is sent to the real-time air control model and carries out decision in the face of risk assessment.
7. according to the method described in claim 1, it is characterized in that, assessing it carrying out decision in the face of risk according to real time traffic data
Before, further include：
Update bypasses air control model to be verified and/or carries out the real-time air control model of decision in the face of risk assessment.
8. a kind of air control model verifies device, which is characterized in that including：
Data transmission blocks send out the real time traffic data after carrying out decision in the face of risk assessment according to real time traffic data
It send to bypass air control model to be verified；
Model authentication module, for being verified to the bypass air control model to be verified according to the real time traffic data.
9. a kind of air control model verifies equipment, which is characterized in that including：
One or more processors；
Storage device, 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 processors are real
The now air control model verification method as described in any in claim 1-7.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is by processor
The air control model verification method as described in any in claim 1-7 is realized when execution.
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| CN201810390867.0A CN108615190A (en) | 2018-04-27 | 2018-04-27 | Air control model verification method, device, equipment and storage medium |
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| CN201810390867.0A CN108615190A (en) | 2018-04-27 | 2018-04-27 | Air control model verification method, device, equipment and storage medium |
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