CN110414579A - Metadata schema closes mark property inspection method and device, storage medium - Google Patents
Metadata schema closes mark property inspection method and device, storage medium Download PDFInfo
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Abstract
The embodiment of the present invention discloses a kind of metadata schema and closes mark property inspection method and device, storage medium, above method step includes: to close similarity of the mark both sides under different element properties based on similitude matching rule inspection, determine to close equality of the mark both sides under element property based on equality decision rule, similarity and equality are analyzed, is generated for the conjunction mark result wait close mark metadata.Using the present invention, is treated by computer and close the similar equality cross-check of target metadata progress, analyze the conjunction mark wait close mark metadata as a result, it is possible to increase closing target efficiency, conjunction mark process is avoided to omit, guarantee the accuracy of conjunction mark result.
Description
Technical field
The present invention relates to model close mark Examined effect field more particularly to a kind of metadata schema close mark property inspection method and
Device, storage medium.
Background technique
The data class that current various data centers collect is various, and standard disunity needs to establish a standardized base
Plinth metadata schema library carries out unified standard and improvement.Metadata is the title for defining truthful data, unique encodings, text mark
The basic data of each attribute such as label, type, format, length, range and thresholding, for defining normal data entity table, element
Field etc..Only meet the specific data of metadata definition, could correctly be read, handle and be stored by data processing terminal.Cause
This, metadata is particularly significant during data storage processing, it is ensured that the correctness and uniformity of metadata itself are that its is prerequisite
Condition.
Metadata is usually organized into metadata schema in a particular manner and is saved in metadata storage system, and passes through one
Fixed approval process becomes metadata standard.When there is new metadata schema to need to be added in metadata stocking system, just
It needs to compare new model and master pattern existing in storage system, to ensure new metadata schema and existing model not
Conflict repeats.The comparison process of this model criteria is known as closing mark process.Traditional conjunction mark process is manually to carry out or pass through
Simple comparison program executes.When metadata standard quantity is very big in metadatabase, closing mark task, time-consuming, and may go out
The now situation of omission or result inaccuracy.
Summary of the invention
The embodiment of the present invention provides a kind of metadata schema and closes mark property inspection method and device, storage medium, passes through calculating
Machine, which is treated, to be closed target metadata and carries out similar equality cross-check, analyze the conjunction mark wait close mark metadata as a result, it is possible to increase
Target efficiency is closed, conjunction mark process is avoided to omit, guarantees the accuracy for closing mark result.
First aspect of the embodiment of the present invention provides a kind of metadata schema conjunction mark property inspection method, it may include:
Similarity of the mark both sides under different element properties is closed based on similitude matching rule inspection, element property includes name
A meeting in title, word tag, type, format, length, range and threshold value etc. is multiple, and closing mark both sides includes wait close mark member
The standard metadata of data and system storage；
Determine to close equality of the mark both sides under element property based on equality decision rule；
Similarity and equality are analyzed, is generated for the conjunction mark result wait close mark metadata.
Further, above-mentioned conjunction mark checks successively include element field, data entity table, metadata schema and standard four
The detection process of a level is known as mark item to be closed by conjunction target object wait close in mark metadata in any level, corresponding
It is to close mark item that standard, which closes the conjunction mark object in mark metadata,.
Further, above-mentioned element property is the attribute of element field.
Further, the above method further include:
When wait close mark Xiang Yuhe mark item element property any one or more attributes there are deviation, but near synonym dictionary converges
There is always the similarity definitions of deviation attribute, then determine that wait close mark item be similar item.
It is further, above-mentioned that similarity of the mark both sides under different element properties is closed based on similitude matching rule inspection,
Include:
It is that different similar items matches corresponding similarity weight according to similarity weight model；
The similarity for closing mark both sides is determined according to the similar item of difference similarity weight corresponding with its.
Further, the above method further include:
When close mark both sides need to be closed mark item and close mark item be similar item or part it is equal remaining it is similar when, it is determining
It is similar to close mark both sides.
Further, the above method further include:
When wait close mark metadata be existing standard metadata by increasing, modification or reduce and close and mark item after, obtain marks wait close
When metadata, determine that conjunction mark both sides are similar.
Further, the above method further include:
When marking item when the equal proportion of element property meets equality decision rule wait close mark Xiang Yuhe, determine wait close mark
Item is equal item.
Second aspect of the embodiment of the present invention provides a kind of metadata schema conjunction mark property check device, it may include:
Similarity checks module, for closing phase of the mark both sides under different element properties based on similitude matching rule inspection
Like degree, element property includes that a meeting in title, word tag, type, format, length, range and threshold value etc. is multiple, is closed
Mark both sides include the standard metadata wait close mark metadata and system storage；
Equality checks module, for determining that conjunction mark both sides are equal under element property based on equality decision rule
Property；
Mark interpretation of result module is closed, for analyzing similarity and equality, is generated for the conjunction mark knot wait close mark metadata
Fruit.
Further, above-mentioned conjunction mark checks successively include element field, data entity table, metadata schema and standard four
The detection process of a level is known as mark item to be closed by conjunction target object wait close in mark metadata in any level, corresponding
It is to close mark item that standard, which closes the conjunction mark object in mark metadata,.
Further, above-mentioned element property is the attribute of element field.
Further, above-mentioned apparatus further include:
Similar item determination module, for existing when wait close mark Xiang Yuhe mark item in any one or more attributes of element property
Deviation, but near synonym dictionary summarizes that there are the similarity definitions of deviation attribute, then determines that wait close mark item be similar item.
Further, above-mentioned similarity checks that module includes:
Similar weight calculation unit, for being that different similar items matches corresponding similarity according to similarity weight model
Weight；
Similarity determining unit, for determining the phase for closing mark both sides according to the similar item of difference similarity weight corresponding with its
Like degree.
Further, above-mentioned apparatus further include:
Similar side's determining module, for when close mark both sides need to be closed mark item and close mark item be similar item or part
It is equal remaining it is similar when, determine close mark both sides it is similar.
Further, above-mentioned similar side's determining module is also used to pass through when wait close mark metadata for existing standard metadata
Increase, modification or reduce close mark item after obtain wait close mark metadata when, determine close mark both sides it is similar.
Further, above-mentioned apparatus further include:
Equal item determining module, for meeting equality when wait close mark Xiang Yuhe mark item in the equal proportion of element property and sentencing
When establishing rules then, determine that wait close mark item be equal item.
The third aspect of the embodiment of the present invention provides a kind of computer storage medium, and computer storage medium is stored with a plurality of
Instruction, instruction are suitable for being loaded by processor and executing following steps:
Similarity of the mark both sides under different element properties is closed based on similitude matching rule inspection, element property includes name
A meeting in title, word tag, type, format, length, range and threshold value etc. is multiple, and closing mark both sides includes wait close mark member
The standard metadata of data and system storage；
Determine to close equality of the mark both sides under element property based on equality decision rule；
Similarity and equality are analyzed, is generated for the conjunction mark result wait close mark metadata.
In embodiments of the present invention, it treats and closes target metadata the progress inspection of similitude cross over model, equality crossed module
Type checking, and it is standardized comprehensive assessment, synthesis is provided eventually by each conjunction mark process and the analysis result for closing mark level
The conjunction mark assessment result and related advisory of property.It improves and closes target efficiency, avoid conjunction mark process and omit, ensure that conjunction mark
As a result accuracy.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
Some embodiments of invention for those of ordinary skill in the art without creative efforts, can be with
It obtains other drawings based on these drawings.
Fig. 1 is the flow diagram that a kind of metadata schema provided in an embodiment of the present invention closes mark property inspection method；
Fig. 2 is the structural schematic diagram that a kind of metadata schema provided in an embodiment of the present invention closes mark property check device；
Fig. 3 is the structural schematic diagram that similarity provided in an embodiment of the present invention checks module；
Fig. 4 is the structural schematic diagram that another metadata schema provided in an embodiment of the present invention closes mark property check device.
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.
Description and claims of this specification and term " first " in above-mentioned attached drawing, " second ", " third " etc. are
For distinguishing different objects, it is not use to describe a particular order.In addition, term " includes " and " having " and their any changes
Shape, it is intended that cover and non-exclusive include.Such as contain the process, method of a series of steps or units, system, product or
Equipment is not limited to listed step or unit, but optionally further comprising the step of not listing or unit or optional
Ground further includes other step or units intrinsic for these process, methods, product or equipment.
The present embodiments relate to metadata schema close mark property check device can be smart phone, tablet computer etc. eventually
End equipment.
Fig. 1 is the flow diagram that metadata schema provided in an embodiment of the present invention closes mark property inspection method, may include
Following steps:
It should be noted that in embodiments of the present invention, wait close mark metadata the standard metadata stored with system into
Row close mark check before, can carry out self-test treat close mark metadata itself similitude and equality checked, it is ensured that
Before carrying out closing mark inspection, wait close mark metadata itself, there is no similar or equal mark items to be closed.
It should be noted that in embodiments of the present invention, wait close in mark metadata by below conjunction target object referred to as to
Mark item is closed, it is to close mark item that corresponding standard, which closes the conjunction mark object in mark metadata,.
It should be noted that the conjunction mark inspection of the embodiment of the present invention can be successively from element field, data entity table, member
Four levels of data model and standard are detected, and the range of aforementioned four level successively becomes larger.
S101 closes similarity of the mark both sides under different element properties based on similitude matching rule inspection.
It is understood that above-mentioned similitude matching rule can be user in closing mark practice according to data source application
The various matching rules of field accumulation, wherein each rule defines its similarity degree according to percentage.
In the specific implementation, above-mentioned apparatus can close mark both sides under different element properties based on the inspection of similitude matching rule
Similarity, wherein close mark both sides can be it is above-mentioned wait close the standard metadata that stores in mark metadata and system.Above-mentioned element
Attribute can be the attribute of element field, may include title, word tag, type, format, length, range and threshold value etc.
In a meeting it is multiple.Optionally, the near synonym dictionary of the similarity definition comprising above-mentioned attribute can also be established.
In an alternative embodiment, if having deviation in above-mentioned any one or more attribute wait close mark item, but in nearly justice
Have record in word dictionary, then can be determined that this wait close mark item be similar item.Such as: judge the composition item in new metadata model,
Item corresponding with existing model is checked carries out the inspection of similitude rule, and synonym inspection obtains every similarity.
Further, above-mentioned apparatus can be that different similar items matches corresponding similarity according to similarity weight model
Weight, and then the similarity for closing mark both sides can be determined according to the similar item of difference similarity weight corresponding with its.
In an alternative embodiment, when need to be closed the mark item and conjunction mark item that close mark both sides are that similar item or part are equal
When remaining is similar, above-mentioned apparatus can determine that conjunction mark both sides are similar, and it is wait close mark metadata that another obvious situation, which is,
It/is reduced/by increase on the basis of standard metadata and has modified and form item, such situation also can be determined that be similar.
S102 determines to close equality of the mark both sides under element property based on equality decision rule.
It is understood that above-mentioned apparatus can with global alignment title, word tag, type, format, length, range and
The attributes such as thresholding check equal and unequal attribute.According to equality check rule, as check item in certain proportion phase
Deng being determined as according to the equal decision rule library of accumulation equal.It is all equal for several attributes, but other unequal make
Important mark, so as to the conjunction mark situation of judgment criteria.
In an alternative embodiment, user can choose most possible and multiple wait close mark meta data match in multiple systems
Standard metadata carries out similitude equality and closes mark analysis.The assembly of the multiple existing standard metadatas selected, it may be possible to
Multiple assemblys wait close mark metadata, meet mark metadata schema to be closed.
S103 analyzes above-mentioned similarity and equality, generates for the conjunction mark result wait close mark metadata.
Specifically, above-mentioned apparatus can analyze above-mentioned similarity and equality, generate for the conjunction mark wait close mark metadata
As a result.It optionally, can in summary standard and standard, metadata schema and metadata schema, data entity table and data reality
Body surface, four levels of element field and element field conjunction mark as a result, equality and similitude are excavated, according to similarity weight mould
Type, the similarity and standard degree of adoption of assessment and existing standard, COMPREHENSIVE CALCULATING close mark rate, likelihood, and automatic feeding source
Manage opinion.
In embodiments of the present invention, it treats and closes target metadata the progress inspection of similitude cross over model, equality crossed module
Type checking, and it is standardized comprehensive assessment, synthesis is provided eventually by each conjunction mark process and the analysis result for closing mark level
The conjunction mark assessment result and related advisory of property.It improves and closes target efficiency, avoid conjunction mark process and omit, ensure that conjunction mark
As a result accuracy.
The embodiment of the invention also provides a kind of computer storage medium, computer storage medium can store a plurality of finger
It enables, the system that instruction is suitable for being loaded by processor and being executed embodiment as shown in Figure 1 above realizes step, and specific implementation procedure can
With illustrating for embodiment shown in Figure 1, herein without repeating.
Mark property check device is closed to metadata schema provided in an embodiment of the present invention below in conjunction with Fig. 2 and Fig. 3 to be situated between
It continues, as shown in Fig. 2, closing mark property check device 10 may include: that similarity checks that module 101, equality check module 102, close
Mark interpretation of result module 103, similar item determination module 104, similar side's determining module 105 and equal item determining module 106.Its
In, similarity checks that module 101 includes: similar weight calculation unit 1011 and similarity determining unit 1012 as shown in Figure 3.
Similarity checks module 101, for closing mark both sides under different element properties based on the inspection of similitude matching rule
Similarity, wherein element property includes one in title, word tag, type, format, length, range and threshold value etc.
Can be multiple, closing mark both sides includes the standard metadata wait close mark metadata and system storage.
Equality checks module 102, closes phase of the mark both sides under element property for determining based on equality decision rule
Etc. property.
Mark interpretation of result module 103 is closed, for analyzing above-mentioned similarity and equality, is generated for wait close mark metadata
Close mark result.
It should be noted that it successively includes element field, data entity table, metadata schema and mark that above-mentioned conjunction mark, which checks,
The detection process of quasi- four levels is known as mark item to be closed by conjunction target object wait close in mark metadata in any level, right therewith
The standard answered closes the conjunction mark object in mark metadata to close mark item, it is to be understood that above-mentioned element property is element field
Attribute.
Similar item determination module 104, for when wait close mark Xiang Yuhe mark item in any one or more attributes of element property
There are deviation, but near synonym dictionary summarizes that there are the similarity definitions of deviation attribute, then can be determined that wait close mark item be similar item.
Similar weight calculation unit 1011, for being that different similar items matches corresponding phase according to similarity weight model
Like degree weight.
Similarity determining unit 1012 closes mark both sides for determining according to the similar item of difference similarity weight corresponding with its
Similarity.
Similar side's determining module 105, for when close mark both sides need to be closed mark item and close mark item be similar item or
Part it is equal remaining it is similar when, can determine conjunction mark both sides it is similar.
Similar side's determining module 105, be also used to when wait close mark metadata be existing standard metadata by increasing, modification or
Reduce close mark item after obtain wait close mark metadata when, determine close mark both sides it is similar.
Equal item determining module 106, for when wait close mark Xiang Yuhe mark item meet in the equal proportion of element property it is equal
When sex determination rule, confirm that wait close mark item be equal item.
It should be noted that in above-mentioned the present embodiment each functional module about close mark property inspection process may refer to it is above-mentioned
Specific descriptions in embodiment of the method, details are not described herein again.
In embodiments of the present invention, it treats and closes target metadata the progress inspection of similitude cross over model, equality crossed module
Type checking, and it is standardized comprehensive assessment, synthesis is provided eventually by each conjunction mark process and the analysis result for closing mark level
The conjunction mark assessment result and related advisory of property.It improves and closes target efficiency, avoid conjunction mark process and omit, ensure that conjunction mark
As a result accuracy.
The embodiment of the present application also provides another metadata schema to close mark property check device.As shown in figure 4, metadata
It may include: at least one processor 201 that model, which closes mark property check device 20, such as CPU, at least one network interface 204 is used
Family interface 203, memory 205, at least one communication bus 202 can also include optionally display screen 206.Wherein, it communicates
Bus 202 is for realizing the connection communication between these components.Wherein, user interface 203 may include touch screen, keyboard or mouse
Mark etc..Network interface 204 optionally may include standard wireline interface and wireless interface (such as WI-FI interface), pass through network
Interface 604 can be established with server and be communicated to connect.Memory 205 can be high speed RAM memory, be also possible to non-unstable
Memory (non-volatile memory), a for example, at least magnetic disk storage, memory 205 include the present invention implement
Flash in example.Memory 205 optionally can also be that at least one is located remotely from the storage system of aforementioned processor 201.Such as
Shown in Fig. 4, as may include operating system, network communication module, user in a kind of memory 205 of computer storage medium
Interface module and program instruction.
It should be noted that network interface 204 can connect receiver, transmitter or other communication modules, other communications
Module can include but is not limited to WiFi module, bluetooth module etc., it will be understood that metadata schema closes mark in the embodiment of the present invention
Property check device also may include receiver, transmitter and other communication modules etc..
Processor 201 can be used for calling the program instruction stored in memory 205, and metadata schema is made to close the inspection of mark property
It looks into device 20 and executes following operation:
Similarity of the mark both sides under different element properties is closed based on similitude matching rule inspection, element property includes name
A meeting in title, word tag, type, format, length, range and threshold value etc. is multiple, and closing mark both sides includes wait close mark member
The standard metadata of data and system storage；
Determine to close equality of the mark both sides under element property based on equality decision rule；
Similarity and equality are analyzed, is generated for the conjunction mark result wait close mark metadata.
In some embodiments, it closes mark property and checks successively include element field, data entity table, metadata schema and standard
The detection process of four levels is known as mark item to be closed by conjunction target object wait close in mark metadata in any level, is corresponding to it
Standard close mark metadata in conjunction mark object be close mark item.
In some embodiments, element property is the attribute of element field.
In some embodiments, exist partially when wait close mark Xiang Yuhe mark item in any one or more attributes of element property
Difference, but near synonym dictionary summarizes there are the similarity definition of deviation attribute, and device 20 then determines that wait close mark item be similar item.
In some embodiments, device 20 is that different similar items matches corresponding similarity according to similarity weight model
Weight；
The similarity for closing mark both sides is determined according to the similar item of difference similarity weight corresponding with its.
In some embodiments, when need to be closed the mark item and conjunction mark item that close mark both sides are that similar item or part are equal
When remaining is similar, device 20 determines that conjunction mark both sides are similar.
In some embodiments, when wait close mark metadata be existing standard metadata by increasing, modification or reduce and close mark
After obtain wait close mark metadata when, device 20 determine close mark both sides it is similar.
In some embodiments, when meeting equal sex determination rule in the equal proportion of element property wait close mark Xiang Yuhe mark item
When then, device 20 determines that wait close mark item be equal item.
In embodiments of the present invention, it treats and closes target metadata the progress inspection of similitude cross over model, equality crossed module
Type checking, and it is standardized comprehensive assessment, synthesis is provided eventually by each conjunction mark process and the analysis result for closing mark level
The conjunction mark assessment result and related advisory of property.It improves and closes target efficiency, avoid conjunction mark process and omit, ensure that conjunction mark
As a result accuracy.
Those of ordinary skill in the art will appreciate that realizing all or part of the process in above-described embodiment method, being can be with
Instruct relevant hardware to complete by computer program, program can be stored in computer-readable storage medium, should
Program is when being executed, it may include such as the process of the embodiment of above-mentioned each method.Wherein, storage medium can for magnetic disk, CD, only
Read storage memory (Read-Only Memory, ROM) or random access memory (Random Access Memory, RAM)
Deng.
The above disclosure is only the preferred embodiments of the present invention, cannot limit the right model of the present invention with this certainly
It encloses, therefore equivalent changes made in accordance with the claims of the present invention, is still within the scope of the present invention.
Claims (10)
1. a kind of metadata schema closes mark property inspection method characterized by comprising
Similarity of the mark both sides under different element properties is closed based on similitude matching rule inspection, the element property includes name
A meeting in title, word tag, type, format, length, range and threshold value etc. is multiple, and the conjunction mark both sides include wait close
Mark the standard metadata of metadata and system storage；
The equality for closing mark both sides under the element property is determined based on equality decision rule；
The similarity and the equality are analyzed, the conjunction mark result for described wait close mark metadata is generated.
2. according to the method described in claim 1, it is characterized by:
It is described to close the inspection of mark property successively including the detection of element field, four data entity table, metadata schema and standard levels
Process is known as mark item to be closed, the corresponding standard by conjunction target object wait close in mark metadata described in any level
Closing the conjunction mark object in mark metadata is to close mark item.
3. according to the method described in claim 2, it is characterized by:
The element property is the attribute of the element field.
4. according to the method described in claim 2, it is characterized in that, the method also includes:
Wait close mark item and conjunctions mark item, in any one or more attributes of the element property, there are deviations when described, but closely adopted
Word dictionary summarizes there are the similarity definition of deviation attribute, then determines that described wait close mark item is similar item.
5. according to the method described in claim 4, it is characterized in that, described existed based on similitude matching rule inspection conjunction mark both sides
Similarity under different element properties, comprising:
It is that different similar items matches corresponding similarity weight according to similarity weight model；
The similarity for closing mark both sides is determined according to the similar item of difference similarity weight corresponding with its.
6. according to the method described in claim 4, it is characterized in that, the method also includes:
When it is described close mark both sides need to be closed mark item and close mark item be similar item or part it is equal remaining it is similar when, it is determining
The conjunction mark both sides are similar.
7. according to the method described in claim 4, it is characterized in that, the method also includes:
When it is described wait close mark metadata be existing standard metadata by increasing, modification or reduce and close and mark item after, obtain marks wait close
When metadata, determine that the conjunction mark both sides are similar.
8. according to the method described in claim 2, it is characterized in that, the method also includes:
When described wait close mark item and conjunction mark item when the equal proportion of the element property meets equality decision rule, really
It is fixed described wait close mark item as equal item.
9. a kind of metadata schema closes mark property check device characterized by comprising
Similarity checks module, similar under different element properties for closing mark both sides based on similitude matching rule inspection
Degree, the element property includes that a meeting in title, word tag, type, format, length, range and threshold value etc. is multiple,
The conjunction mark both sides include the standard metadata wait close mark metadata and system storage；
Equality checks module, for determining the phase for closing mark both sides under the element property based on equality decision rule
Etc. property；
Mark interpretation of result module is closed, for analyzing the similarity and the equality, is generated for the mark metadata to be closed
Conjunction mark result.
10. a kind of computer storage medium, which is characterized in that the computer storage medium is stored with a plurality of instruction, the finger
It enables and is suitable for being loaded by processor and executing following steps:
Similarity of the mark both sides under different element properties is closed based on similitude matching rule inspection, the element property includes name
A meeting in title, word tag, type, format, length, range and threshold value etc. is multiple, and the conjunction mark both sides include wait close
Mark the standard metadata of metadata and system storage；
The equality for closing mark both sides under the element property is determined based on equality decision rule；
The similarity and the equality are analyzed, the conjunction mark result for described wait close mark metadata is generated.
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| CN112668314A (en) * | 2020-12-30 | 2021-04-16 | 深圳市华傲数据技术有限公司 | Data standard conformance detection method, device, system and storage medium |
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| CN112668314A (en) * | 2020-12-30 | 2021-04-16 | 深圳市华傲数据技术有限公司 | Data standard conformance detection method, device, system and storage medium |
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