CN112307097A - Data asset management method and device - Google Patents
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Abstract
The data asset management method comprises the steps of configuring a source field dictionary and a standard field dictionary on a field configuration interface, binding the standard field dictionary and the source field dictionary on a conversion template configuration interface to generate a field conversion template, converting fields with dictionaries according to the corresponding relation between dictionary codes and dictionary names through the field conversion template after source data are collected, using a unified data processing flow, needing no specific code processing, being simple and easy to operate and improving the efficiency. The method and the device solve the problems that in the prior art, different manufacturer source data are converted into a uniform standard format, specific code processing is required, the workload is large, the processing is complicated, and the maintenance is not facilitated.
Description
Technical Field
The application relates to the technical field of data management, in particular to a data asset management method and device.
Background
In the process of data collection, aggregation, cleaning and conversion, when converting non-structured and structured data into unified standard data, some data conversion needs to be performed on the non-structured and structured data, including time format, percentage format and the like. For common service data, the data aggregation can be completed without complex processing, but for some security data, some special processing such as cleaning conversion is needed, and finally a standard data structure is obtained. At present, security data are produced by equipment of different manufacturers, the data have most of the same attributes, but the attribute names comprise some data formats and have respective standards. The data are converted into a uniform standard format, generally need to be realized in codes, specific code processing is carried out aiming at different manufacturer source data, the workload is large, the processing is very complicated, and the maintenance is not facilitated. If the manufacturer makes some changes, the code needs to be modified and tested, the online version is released, the function is verified, and the operation is troublesome and time-consuming.
Therefore, the prior art has the problems that different manufacturer source data are converted into a uniform standard format, specific code processing is required, the workload is large, the processing is complicated, and the maintenance is not facilitated.
Disclosure of Invention
The embodiment of the application provides a data asset management method and device, which are used for solving the technical problems that different manufacturer source data are converted into a uniform standard format at present, specific code processing is required, the workload is high, the processing is complicated, and the maintenance is not facilitated.
In order to solve the above technical problem, an embodiment of the present application provides the following technical solutions:
the embodiment of the application provides a data asset management method, which comprises the following steps:
configuring standard field attributes of standard fields in standard data through a standard field configuration interface;
configuring a standard field dictionary of the standard field through a standard dictionary configuration interface;
configuring the source field attribute of the source field in the source data through a source field configuration interface;
configuring a source field dictionary of the source field through a source dictionary configuration interface;
binding a standard field dictionary and a source field dictionary through a conversion template configuration interface to generate a field conversion template;
and converting the source field value in the source data into the standard field in the standard data through the field conversion template.
In the data asset management method provided in the embodiment of the present application, the step of configuring the standard field attribute of the standard field in the standard data through the standard field configuration interface includes:
displaying the standard field configuration interface, wherein the standard field configuration interface comprises a manufacturer name control, a field coding control and a field classification control;
and acquiring a target manufacturer name through the manufacturer name control, acquiring a standard field name through the field name control, acquiring a standard field code through the field code control, and acquiring field type enumeration through the field classification control.
In the data asset management method provided in the embodiment of the present application, the step of configuring the standard field dictionary of the standard field through the standard dictionary configuration interface includes:
displaying the standard dictionary configuration interface, wherein the standard dictionary configuration interface comprises a dictionary name control and a dictionary coding control;
and acquiring a standard dictionary name through the dictionary name control, and acquiring a standard dictionary code through the dictionary code control.
In the data asset management method provided in the embodiment of the present application, the step of configuring the source field attribute of the source field in the source data through the source field configuration interface includes:
displaying the source field configuration interface, wherein the source field configuration interface comprises a manufacturer name control, a field coding control and a field classification control;
and acquiring a source manufacturer name through the manufacturer name control, acquiring a source field name through the field name control, acquiring a source field code through the field code control, and acquiring field type enumeration through the field classification control.
In the data asset management method provided in the embodiment of the present application, the step of configuring the source field dictionary of the source field through the source dictionary configuration interface includes:
displaying the source dictionary configuration interface, wherein the source dictionary configuration interface comprises a dictionary name control and a dictionary coding control;
and acquiring a source dictionary name through the dictionary name control, and acquiring a source dictionary code through the dictionary code control, wherein the source dictionary name is the same as the standard dictionary name, and the source dictionary code is consistent with a source field value in the source data.
In the data asset management method provided in the embodiment of the present application, the step of binding the standard field dictionary and the source field dictionary through the conversion template configuration interface to generate the field conversion template includes:
displaying the conversion template configuration interface, wherein the conversion template configuration interface comprises a template name control, a manufacturer name control, a classification name control, a source manufacturer field control and a target manufacturer field control;
acquiring a conversion template name through the template name control, and acquiring a source manufacturer field and a target manufacturer field of the conversion template to be configured through the manufacturer name control and the classification name control;
acquiring the source field through the source manufacturer field control, and acquiring the standard field corresponding to the source field through the target manufacturer field control;
and adding binding to the source field and the standard field, and binding the source dictionary corresponding to the source field and the standard dictionary corresponding to the standard field to generate the field conversion template.
In the data asset management method provided by the embodiment of the application, the step of converting the source field value in the source data into the standard field in the standard data through the field conversion template includes:
acquiring a source manufacturer code, a source data classification code, a source field code and a source field value from the source data through a conversion module;
acquiring the field conversion template according to the source manufacturer code and the source data classification code;
acquiring the source field dictionary and the standard field dictionary according to the source field codes;
and converting the source field dictionary into the standard field dictionary through the field conversion template, and assigning values to the standard fields.
In the data asset management method provided in the embodiment of the present application, the step of obtaining the source field dictionary and the standard field dictionary according to the source field code includes:
acquiring the standard field code through the source field code according to the field conversion template;
acquiring the source field dictionary according to the source field code;
and acquiring the standard field dictionary according to the standard field codes.
In the data asset management method provided in the embodiment of the present application, the step of converting the source field dictionary into the standard field dictionary through the field conversion template and assigning a value to the standard field includes:
acquiring the source dictionary code from the source field dictionary according to the source field value;
acquiring the source dictionary name according to the source dictionary code;
acquiring the standard dictionary name in the standard field dictionary according to the source dictionary name;
acquiring the standard dictionary code according to the standard dictionary name;
and assigning the standard dictionary code to the standard field.
Meanwhile, an embodiment of the present application further provides a data asset management device, which includes:
the first configuration module is used for configuring standard field attributes of standard fields in the standard data;
the second configuration module is used for configuring a standard field dictionary of the standard field;
the third configuration module is used for configuring the source field attribute of the source field in the source data;
the fourth configuration module is used for configuring a source field dictionary of the source field;
the fifth configuration module is used for binding the standard field dictionary and the source field dictionary to generate a field conversion template; and
the first conversion module is used for converting the source field value in the source data into the standard field in the standard data through the field conversion template.
The beneficial effect of this application: the data asset management method comprises the steps of configuring a source field dictionary and a standard field dictionary on a configuration interface, configuring a field conversion template on a conversion template configuration interface, converting fields with dictionaries according to the corresponding relation between dictionary codes and dictionary names through the field conversion template after source data are collected, using a unified data processing flow, not needing to carry out specific code processing, and improving the efficiency. Meanwhile, for the change or increase of the source field dictionary in the source data and the standard field dictionary in the standard data, only the modification is needed in the configuration interface, the code and the configuration file do not need to be modified, the operation such as restarting the service is not needed, other functions are not affected, and the method has great compatibility. The operation is simple and easy to understand, the operation is quick and convenient, the maintenance is good, and the maintainability and the operability of the system are improved.
Drawings
In order to more clearly illustrate the technical solutions in the embodiments of the present application, the drawings needed to be used in the description of the embodiments are briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present application, and it is obvious for those skilled in the art to obtain other drawings based on these drawings without creative efforts.
FIG. 1 is a schematic diagram of a scenario of a data asset management system provided by an embodiment of the present application;
FIG. 2 is a schematic flow chart diagram of a data asset management method provided by an embodiment of the present application;
FIG. 3 is a schematic diagram of a field management interface provided by an embodiment of the present application;
FIG. 4 is a diagram illustrating a standard field configuration interface provided by an embodiment of the present application;
FIG. 5 is a diagram illustrating a standard dictionary configuration interface provided in an embodiment of the present application;
FIG. 6 is a schematic diagram of a source field configuration interface provided by an embodiment of the present application;
FIG. 7 is a diagram illustrating a source dictionary configuration interface according to an embodiment of the present application;
FIG. 8 is a schematic diagram of a transformation template configuration interface provided in an embodiment of the present application;
FIG. 9 is a schematic diagram of a data conversion process provided in an embodiment of the present application;
fig. 10 is a schematic diagram of a framework of a data asset management device according to an embodiment of the present application.
Detailed Description
The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only a part of the embodiments of the present application, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present application.
The embodiment of the application provides a data asset management method and a device, the data asset management method configures a source field dictionary and a standard field dictionary on a configuration interface, configures a field conversion template on a conversion template, converts fields with dictionaries according to the corresponding relation between dictionary codes and dictionary names through the field conversion template after source data are collected, uses a uniform data processing flow, does not need to perform specific code processing, and improves the efficiency. Meanwhile, for the change or increase of the source field dictionary in the source data and the standard field dictionary in the standard data, only the modification is needed in the configuration interface, the code and the configuration file do not need to be modified, the operation such as restarting the service is not needed, other functions are not affected, and the method has great compatibility. The operation is simple and easy to understand, the operation is quick and convenient, the maintenance is good, and the maintainability and the operability of the system are improved.
Referring to fig. 1, fig. 1 is a schematic view of a scenario of a data asset management system according to an embodiment of the present application. The data asset management method is applied to the data asset management system, and is used for uniformly converting data from different sources of different manufacturers collected in the data asset management system and storing the converted standard data. The data asset management system may include a factory 1 device, a factory 2 device, and a data asset management device. The manufacturer 1 equipment and the manufacturer 2 equipment can comprise electronic equipment, front-end camera equipment, an electronic eye and the like. The electronic equipment can be arranged near a traffic road, at an entrance and an exit of a park or a community, or in the community, in a market and other public places and is used for collecting the terminal identification of the user terminal within a certain range. The collection range may be a circular area centered on the target peripheral device and having a certain distance as a radius. The front-end camera equipment can be arranged in public places such as traffic roads or parks, community entrances and exits, markets and the like and is used for collecting portrait data, vehicle data and the like.
The manufacturer 1 equipment and the manufacturer 2 equipment transmit the acquired data to the data asset management device through the network, for example, the manufacturer 1 equipment transmits the acquired source data 1, and the manufacturer 2 equipment transmits the acquired source data 2 to the data asset management device through the network respectively. The source data 1 and the source data 2 both include corresponding source manufacturer codes, source data classification codes, source field values and other information, and the source data basic information is cached in a redis cache of the data asset management device in a message queue manner through simple encapsulation, wherein the redis cache refers to an open-source high-performance memory database. The source manufacturer code and the source data classification code are agreed between the data asset management device and the corresponding manufacturer equipment. When at least one of the source field value in the source data 1 and the source field value in the source data 2 is different from the standard field in the data asset management apparatus, the data asset management apparatus converts the source data 1 and the source data 2 into unified standard data for storage by a data asset management method.
It should be noted that the manufacturer devices in the embodiment of the present application are not limited to the manufacturer 1 device and the manufacturer 2 device shown in fig. 1, and the manufacturer devices may also be more different manufacturers' devices, such as manufacturer 3 devices, manufacturer 4 devices, and the like. Of course, the manufacturers of the factory equipment are not excluded from being one.
The following describes the data asset management method to implement data conversion in detail with reference to specific embodiments:
referring to fig. 1 and fig. 2, fig. 2 is a schematic flowchart of a data asset management method according to an embodiment of the present application, where the data asset management method is applied to the data asset management device according to the embodiment shown in fig. 1, and the data asset management method includes the following steps:
s101, configuring standard field attributes of standard fields in standard data through a standard field configuration interface;
specifically, after the data asset management device agrees with the corresponding manufacturer equipment, data of manufacturer management and data classification are created in the data asset management device, and after the data creation is completed, a field management interface of the data asset management device displays basic information of each manufacturer equipment. And combining the created data of the factory management and the data classification into a factory data classification tree in a field management interface.
Specifically, please refer to fig. 3, and fig. 3 is a schematic structural diagram of a field management interface according to an embodiment of the present disclosure. The field management interface comprises a main control area 10, a basic attribute display area 20, a creating function area 30 and a searching area 40.
The manufacturer data category tree is displayed in the main control area 10, the main control area 10 comprises a plurality of manufacturer controls, the manufacturer data category tree comprises manufacturers 1, manufacturers 2 and target manufacturers, each manufacturer corresponds to one manufacturer control, and the target manufacturers refer to manufacturers which provide standard data corresponding to the manufacturers 1 and 2. Each manufacturer control comprises a plurality of sub-controls, the corresponding sub-controls can be obtained through the manufacturer control, each manufacturer control can display a manufacturer name, and the plurality of sub-controls display data classification names under the manufacturer name. It should be noted that the multiple sub-controls under each manufacturer control are selection controls, and the multiple sub-controls can be displayed or hidden through the manufacturer controls, for example, two sub-controls portrait and motor vehicle displayed by the manufacturer control target manufacturer shown in fig. 3, and the corresponding multiple sub-controls under other two manufacturer control manufacturers 1 and manufacturers 2 are hidden, where the sub-control portrait and the motor vehicle are data classification names of the target manufacturer. Each attribute under the data classification name corresponding to the sub-control can be obtained through the corresponding sub-control under the manufacturer control, and is displayed in the basic attribute display area 20.
The basic property display area 20 includes a manufacturer name, a data classification name, a field code, a field classification, an operation option, and the like, where a plurality of controls are generated under the operation option, the generated controls are used to perform operations such as viewing, editing, deleting, and the like on the field properties of the corresponding row, and when the field classification is enumeration, a dictionary data control is also generated under the operation option. As the basic attribute display area 20 in the field management interface shown in fig. 3 does not have a field attribute set, the field name, operation option, and the like of the basic attribute display area 20 do not display corresponding values. However, the manufacturer name and the data classification name are configured, so the basic attribute display area 20 in fig. 3 displays the value target manufacturer of the manufacturer name and the value portrait of the data classification name. Certainly, the value displayed in the basic property display area 20 in fig. 3 is the portrait of the target manufacturer and the data classification name obtained through the manufacturer control and the corresponding sub-control in the main control area 10, and when the manufacturer name and the data classification name are not obtained in the main control area 10, the basic property display area 20 displays the basic property values corresponding to all manufacturers displayed in the main control area 10.
The created functional area 30 includes an added control, an imported control, and an exported control. The newly added control is used for newly adding fields; the import control is used for importing the configured field template into a field management interface, for example, importing an Excel form of the configured field template; the export control is used for exporting the field information of the field management interface to the Excel table. The search area 40 includes a field name control, a field encoding control, and a field classification control, and the search value is obtained from at least one of the field name control, the field encoding control, and the field classification control, that is, all the field information corresponding to the search value can be displayed in the basic property display area 20. It will be appreciated that the more controls are selected to obtain the retrieved value, the more precise the field is retrieved.
It should be understood that, in the embodiment, only the selection of the target manufacturer and the data classification name portrait on the field management interface is taken as an example to describe the function and configuration of each area of the field management interface, but the application is not limited thereto.
Further, a method for configuring fields is described by taking a new standard field added under the standard data classification name portrait of a target manufacturer as an example. Referring to fig. 3 and 4, fig. 4 is a schematic diagram of a standard field configuration interface according to an embodiment of the present disclosure. A target manufacturer is obtained in the main control area 10 of the field management interface in fig. 3, then a portrait of a data classification name of a sub-control under the target manufacturer is obtained, then a standard field configuration interface shown in fig. 4 is displayed by creating a new control of the functional area 30, the standard field configuration interface displays part of the attribute names of the basic attribute display area 20 in the field management interface, and the displayed part of the attribute names are displayed in a control manner, so that the control obtains values corresponding to the displayed part of the attribute names, and the configuration of the standard field is realized.
Specifically, with continued reference to fig. 4, the standard field configuration interface includes a manufacturer name control, a data classification name control, a field encoding control, a field classification control, and the like. The name of a target manufacturer is obtained through the manufacturer name control, and the value of the name of the target manufacturer is the target manufacturer; acquiring a data classification name through the data classification name control, wherein the value of the data classification name is a portrait; acquiring a standard field name through the field name control, wherein the value of the standard field name is a gender code; acquiring a standard field code through the field code control, wherein the value of the standard field code is genderCode; and acquiring the field classification type as enumeration through the field classification control. The field classification type also includes field attributes, and since the fields of the enumeration type can configure dictionary values, the field classification type selects enumeration. The field codes are the unique identification of the fields, and the field codes of all the fields under the same data classification name of the same manufacturer cannot be repeated.
It should be noted that the manufacturer name and the data classification name acquired through the standard field configuration interface should be consistent with the manufacturer name and the data classification name acquired in the main control area in the field management interface, otherwise, the field configuration fails. The standard field names and standard field encodings presented in the standard field configuration interface of fig. 4 are merely exemplary for illustration, and the present application is not limited thereto. Multiple field names may be included under the same data class name, for example, a height field, an age field, etc. may also be included under the data class name portrait.
After the configuration of each standard field attribute of the standard field configuration interface is completed, the configured attribute value of each standard field is displayed in a basic attribute display area of the field management interface and is cached in the redis; and the operation options of the basic attribute display area generate dictionary data controls, viewing controls, editing controls, deleting controls and other controls in the corresponding newly added standard fields. The standard field configuration interface can be obtained through the viewing control and the editing control, and meanwhile, the operations of viewing, editing and the like can be carried out on each standard field attribute of the standard field configuration interface. The corresponding standard field can be deleted by deleting the control.
Step S102, configuring a standard field dictionary of the standard field through a standard dictionary configuration interface;
specifically, on a basic attribute display area of a field management interface, a dictionary management interface of the standard field is displayed through a newly added dictionary data control of the standard field, and a standard dictionary configuration interface is displayed through the newly added control of the dictionary management interface of the standard field. Referring to fig. 5, fig. 5 is a schematic diagram of a standard dictionary configuration interface provided in an embodiment of the present application, where the standard dictionary configuration interface includes a dictionary name control, a dictionary coding control, a dictionary sorting control, and the like. Acquiring a standard dictionary name through the dictionary name control, wherein the value of the standard dictionary name is male; acquiring a standard dictionary code through the dictionary code control, wherein the value of the standard dictionary code is 1; and acquiring the arrangement sequence of the standard dictionaries through the dictionary ordering control, wherein the value of the arrangement sequence of the standard dictionaries is 1, so as to complete the standard field dictionary configuration of the standard fields, and caching the standard field dictionaries into redis. The configured standard field dictionary can be displayed on a dictionary management interface, and viewing, editing, deleting and other operations of the newly added standard field dictionary can be performed on the dictionary management interface. Of course, the obtained values of the names of the standard dictionaries, the values of the codes of the standard dictionaries, and the values of the arrangement order of the standard dictionaries are merely illustrative for the present embodiment, and the present application is not limited thereto.
Step S103, configuring the source field attribute of the source field in the source data through a source field configuration interface;
specifically, the method for configuring the source field attribute of the source field in the source data is the same as the method for configuring the standard field attribute in the standard data. Specifically, please refer to fig. 3 and fig. 6, in which fig. 6 is a schematic diagram of a source field configuration interface according to an embodiment of the present disclosure. The manufacturer 1 is obtained in the main control area 10 of the field management interface in fig. 3, then the portrait of the data classification name of the sub-control under the target manufacturer is obtained, then the source field configuration interface shown in fig. 6 is displayed by creating the new control of the functional area 30, the source field configuration interface displays part of the attribute names of the basic attribute display area 20 in the field management interface, and the displayed part of the attribute names are displayed in a control manner, so that the control obtains the corresponding value of the displayed part of the attribute names, and the configuration of the source field is realized.
Specifically, with continued reference to fig. 6, the source field configuration interface includes a manufacturer name control, a data classification name control, a field encoding control, a field classification control, and the like. Obtaining a source manufacturer name through the manufacturer name control, wherein the value of the source manufacturer name is manufacturer 1; acquiring a data classification name through the data classification name control, wherein the value of the data classification name is a portrait; acquiring a source field name through the field name control, wherein the value of the source field name is gender; acquiring a source field code through the field code control, wherein the value of the source field code is genderCode; and acquiring the field classification type as enumeration through the field classification control. The field classification type also includes field attributes, and since the fields of the enumeration type can configure dictionary values, the field classification type selects enumeration. The field codes are the unique identification of the fields, and the field codes of all the fields under the same data classification name of the same manufacturer cannot be repeated.
After the configuration of the source field attributes of the source field configuration interface is completed, the configured attribute values of the source fields are displayed in a basic attribute display area of the field management interface and cached in the redis; and the operation options in the basic attribute display area can generate other controls such as dictionary data controls and the like, viewing controls, editing controls, deleting controls and the like in the corresponding newly added source fields. The source field configuration interface can be displayed through the viewing control and the editing control, and meanwhile, the viewing, editing and other operations can be performed on each source field attribute of the source field configuration interface. The corresponding standard field can be deleted by deleting the control.
Step S104, configuring a source field dictionary of the source field through a source dictionary configuration interface;
specifically, the method for configuring the source field dictionary of the source field is the same as the method for configuring the standard field dictionary of the standard field. Specifically, on a basic attribute display area of the field management interface, a dictionary management interface of the source field is displayed through a newly added dictionary data control of the source field, and a source dictionary configuration interface is displayed through a newly added control of the dictionary management interface of the source field. Referring to fig. 7, fig. 7 is a schematic diagram of a source dictionary configuration interface according to an embodiment of the present application, where the source dictionary configuration interface includes a dictionary name control, a dictionary encoding control, and the like. Acquiring a source dictionary name through the dictionary name control, wherein the value of the source dictionary name is male; and acquiring a source dictionary code through the dictionary code control, wherein the value of the source dictionary code is M, so as to complete the source field dictionary configuration of the source field and cache the source field dictionary configuration into the redis. The configured source field dictionary can be displayed on a dictionary management interface, and viewing, editing, deleting and other operations of the newly added source field dictionary can be performed on the dictionary management interface. The source dictionary name needs to be consistent with the standard dictionary name, namely the value obtained by the source dictionary name is the same as the value obtained by the standard dictionary name; the source dictionary code is consistent with the source field value in the source data, that is, the value obtained by the source dictionary code is consistent with the source field value transmitted in the source data.
Step S105, binding a standard field dictionary and a source field dictionary through a conversion template configuration interface to generate a field conversion template;
specifically, referring to fig. 8, fig. 8 is a schematic diagram of a conversion template configuration interface provided in the embodiment of the present application, and a creating method of the conversion template configuration interface is similar to a creating method of a newly added field, that is, the conversion template configuration interface is displayed through a newly added control on a template management interface. The conversion template configuration interface includes an inputtable region 50 and a binding region 60. The inputtable field 50 includes a template name control, a manufacturer name control, and a category name control, and the value of the corresponding control is available in the inputtable field 50. The binding area 60 includes a source field control, a target field control, a binding control, a source field control, a standard field control, etc., wherein the source field control and the standard field control display the source field and the target field that are successfully bound.
And acquiring a conversion template name through the template name control, wherein the value of the conversion template name is the portrait of the manufacturer 1. And acquiring a source manufacturer field and a target manufacturer field of the conversion template to be configured through the manufacturer name control and the classification name control. The manufacturer name control and the classification name control are both selectable controls, the manufacturer name is obtained through the manufacturer name control, and the value of the manufacturer name is manufacturer 1; and acquiring a classification name through the classification name control, wherein the value of the classification name is a portrait, and the classification name is the same as the data classification name. After the manufacturer name and the classification name are obtained, all the source field names in the portrait classification data of the manufacturer 1 are displayed under the source field control, and the source field names newly added in step S103 are also displayed in the row, as shown in fig. 8, where the source field name values displayed under the source field control are gender. The standard field name under the target manufacturer field control will be displayed, and the new labeled field name in step S101 is also displayed in the column, as shown in fig. 8, the standard field name value sex code displayed under the target manufacturer field control.
Continuing to refer to fig. 8, the source field is obtained through the source manufacturer field control, and the standard field corresponding to the source field, that is, the target field in fig. 8, is obtained through the target manufacturer field control. And converting field names displayed by the source field and the standard field of the template configuration interface. Specifically, the source field name gender is obtained through the source manufacturer field control, the standard field name gender code is obtained through the target manufacturer field control, and then binding is carried out through adding the binding control, so that the source dictionary corresponding to the source field and the standard dictionary corresponding to the standard field can be bound to generate a field conversion template, and the generated field conversion template is displayed on a template management interface and cached in redis. The fields that are successfully bound are displayed under the source field control and the target field control, such as the gender displayed under the source field control and the gender code displayed under the target field control in fig. 8.
Step S106, converting the source field value in the source data into the standard field in the standard data through the field conversion template.
Specifically, please refer to fig. 9, and fig. 9 is a schematic diagram of a data conversion process according to an embodiment of the present application. The data conversion process comprises the following steps:
step S10, the conversion module consumes the message in the message queue, and source manufacturer code, source data classification code, source field code, and source field value in the source data of the message. The conversion module is used for processing and warehousing the data, namely converting the acquired data into unified data after processing and conversion, and then warehousing the unified data.
Step S20, obtaining a field transformation template from the redis according to the source manufacturer code and the source data classification code, where the field transformation template is the field transformation template configured in step S105.
Step S30, determining whether the field is an enumeration type through the field transformation template, that is, determining whether the field type of the field in the data that needs to be transformed is an enumeration type through the field attribute in the field transformation template, so as to determine whether to transform the dictionary, where the field of the enumeration type is configured with the dictionary. Therefore, the step S30 is divided into the following two branches according to the determination result:
if the determination result in the step S30 is no, that is, the source field is a non-enumerated type field, then step S310 is executed to directly assign the source field value in the message to the standard field.
If the determination result in step S30 is yes, that is, the field is an enumeration type field, another branch step needs to be performed: and (5) converting the dictionary.
The specific process of dictionary conversion comprises the following steps:
step S320, acquiring a source field dictionary and a standard field dictionary from the redis according to the source field codes. Specifically, the standard field code is obtained through the source field code according to the field conversion template. When the field conversion template is configured, the source field name of a source manufacturer is bound with the label field name of a target manufacturer, the source field name corresponds to a unique source field code under the same data classification of the same source manufacturer, and the standard field name corresponds to a unique standard field code under the same data classification of the target manufacturer. Thus, the corresponding standard field code can be found by the source field code. And acquiring the source field dictionary from the redis according to the source field code. When the source field configuration interface configures the attribute of the source field, the configured attribute includes a source field name, a source field code, a source field classification and the like, and the source field name corresponds to the unique source field code in the same data classification of the same source manufacturer. All the field attributes of the source field can be obtained through source field coding, and if the configured source field is classified as an enumeration type, all the attributes of the source field dictionary of the source field can be obtained. And acquiring the standard field dictionary from the redis according to the standard field codes. Similarly, when configuring the attributes of the standard field in the standard field configuration interface, the standard field name, the standard field code, the standard field classification, and the like are configured, and the standard field name corresponds to the unique standard field code under the same data classification of the target manufacturer. All the field attributes of the standard field can be obtained through standard field coding, and if the configured standard field is classified as an enumeration type, all the attributes of the standard field dictionary of the standard field can be obtained.
Step S321, matching the source dictionary code according to the source field value in the message, and obtaining a source dictionary name. Specifically, the source dictionary code is obtained from the source field dictionary according to the source field value. When the source field dictionary is configured on the source dictionary configuration interface, the source dictionary codes are consistent with the source field values in the source data transmitted by the source manufacturer, so that the source dictionary codes can be obtained from the source field dictionary according to the source field values. And acquiring the source dictionary name according to the source dictionary code. When the source field dictionary is configured on the source dictionary configuration interface, the source dictionary names and the source dictionary codes in the source field dictionary attributes are in one-to-one correspondence, and the source dictionary names can be found according to the source dictionary codes.
Step S322, matching the standard dictionary name according to the source dictionary name, and obtaining the standard dictionary code. Specifically, the standard dictionary name in the standard field dictionary is obtained according to the source dictionary name. When the source field dictionary is configured on the source dictionary configuration interface, the source dictionary name in the source field dictionary attribute is the same as the standard dictionary name in the standard field dictionary attribute, and the standard dictionary name can be found according to the source dictionary name. And acquiring the standard dictionary code according to the standard dictionary name. When the standard field dictionary is configured on the standard dictionary configuration interface, the standard dictionary names and the standard dictionary codes in the standard field dictionary attributes are in one-to-one correspondence, and the standard dictionary codes can be found according to the standard dictionary names.
Step S323, assigning the standard dictionary code to the standard field to complete the conversion of the whole dictionary.
After the two branches of the determination result of step S30 are completed, data is stored, in step S40: and after the data conversion is finished, storing the data into a database.
It should be noted that, this embodiment only exemplifies configuration methods of a source field, a source field dictionary, a standard field dictionary, and a field transformation template, and various fields under various data classifications of the manufacturer 1 and the target manufacturer and field transformation templates corresponding to the fields can be configured by using this configuration method. Of course, the configuration method may also configure various fields under various data classifications of other multiple manufacturers, for example, various fields of license plate color, vehicle type, vehicle code, etc. of the vehicle data of the manufacturer 2 are configured by using the configuration method, and similarly, the field conversion template corresponding to each field may be configured to convert the source data of the manufacturer 2 into standard data, which is not described herein again.
In the embodiment, the source field dictionary and the standard field dictionary are configured on the configuration interface, the field conversion template is configured on the conversion template configuration interface, after the source data are collected, the fields with the dictionaries are converted according to the corresponding relation between the dictionary codes and the dictionary names through the field conversion template, a unified data processing flow is used, specific code processing is not needed, and the efficiency is improved. Meanwhile, for the change or increase of the source field dictionary in the source data and the standard field dictionary in the standard data, only the modification is needed in the configuration interface, and codes and configuration files are not needed to be modified, so that the operation is simple and easy to understand, the operation is quick and convenient, the maintenance is good, and the maintainability and the operability of the system are improved.
Based on the data asset management method, the embodiment of the application also provides a data asset management device. Referring to fig. 1 and 10, fig. 10 is a schematic diagram of a framework of a data asset management device according to an embodiment of the present application. The data asset management device may include a first configuration module 100, a second configuration module 200, a third configuration module 300, a fourth configuration module 400, a fifth configuration module 500, and a first conversion module 600.
A first configuration module 100, configured to configure a standard field attribute of a standard field in standard data. Specifically, the standard field attribute includes a standard field name, a standard field code, a standard field classification, and the like, where the standard field is classified as an enumeration type. The standard fields of the configuration completion support operations such as viewing, editing, deleting and the like.
A second configuration module 200, configured to configure a standard field dictionary of the standard field. Specifically, the standard field configured by the first configuration module 100 is classified as an enumeration type, and then the standard field may set a corresponding standard field dictionary. The attributes of the standard field dictionary include standard dictionary name and standard field code, etc. The configured standard field dictionary supports viewing, editing, deleting and other operations.
The third configuration module 300 is configured to configure the source field attribute of the source field in the source data. Specifically, the source field attribute includes a source field name, a source field code, a source field classification, and the like, where the source field is classified as an enumeration type. The configured source field supports operations such as viewing, editing, deleting and the like. The source data includes source manufacturer code, source data classification code, source field value, etc.
A fourth configuration module 400, configured to configure a source field dictionary of the source field. Specifically, the source field configured by the third configuration module 300 is classified as an enumeration type, and the source field may set a corresponding source field dictionary. The attributes of the source field dictionary include the source dictionary name and source field encoding, etc. The source dictionary name is the same as the standard dictionary name configured by the second configuration module, and the source dictionary code is consistent with the field value transmitted in the source data. The configured standard field dictionary supports viewing, editing, deleting and other operations.
A fifth configuration module 500 for binding the standard field dictionary and the source field dictionary to generate a field transformation template. Specifically, the standard field dictionary corresponding to the standard field and the source field dictionary corresponding to the source field are bound by binding the standard field configured by the first configuration module 100 and the source field configured by the third configuration module 300, so as to generate the field transformation template.
A first conversion module 600, configured to convert a source field value in the source data into a standard field in the standard data through the field conversion template. The first conversion module 600 and the conversion module in the data asset management method have different functions, the conversion module in the data asset management method is mainly used for processing and warehousing source data, and the first conversion module 600 is mainly used for converting a source field value in the source data into a standard field in the standard data through a field conversion template configured by the fifth configuration module 500. Specifically, the first conversion module 600 is configured to obtain a source field dictionary and a standard field dictionary according to a source field code in source data, obtain a source dictionary code according to a source field value in the source data, find a corresponding source dictionary name according to the source dictionary code, find a corresponding standard dictionary name according to the source dictionary name, find a corresponding standard dictionary code according to the standard dictionary name, and assign the standard dictionary code to the standard field.
The embodiment of the application also provides a computer device, and the computer device can comprise the data asset management device provided by the embodiment. The computer device includes a processor, a memory, a communication interface, a display screen, and an input device connected by a system bus. Wherein the processor of the computer device is configured to provide computing and control capabilities. The memory of the computer device comprises a nonvolatile storage medium and an internal memory. The non-volatile storage medium stores an operating system and a computer program. The internal memory provides an environment for the operation of an operating system and computer programs in the non-volatile storage medium. The communication interface of the computer device is used for carrying out wired or wireless communication with an external terminal, and the wireless communication can be realized through WIFI, an operator network, NFC (near field communication) or other technologies. The computer program is executed by a processor to implement the data asset management method described in the above embodiments. The display screen of the computer equipment can be a liquid crystal display screen or an electronic ink display screen, and the input device of the computer equipment can be a touch layer covered on the display screen, a key, a track ball or a touch pad arranged on the shell of the computer equipment, an external keyboard, a touch pad or a mouse and the like.
It will be understood by those skilled in the art that all or part of the steps of the methods of the above embodiments may be performed by instructions or by associated hardware controlled by the instructions, which may be stored in a computer readable storage medium and loaded and executed by a processor. To this end, embodiments of the present application provide a storage medium having stored therein a plurality of instructions, which can be loaded by a processor to perform the steps of any of the data asset management methods provided by embodiments of the present application.
Wherein the storage medium may include: read Only Memory (ROM), Random Access Memory (RAM), magnetic or optical disks, and the like.
Because the instructions stored in the storage medium can execute the steps of any embodiment of the data asset management method provided in the embodiment of the present application, the beneficial effects that can be achieved by the data asset management method provided in the embodiment of the present application can be achieved, which are detailed in the foregoing embodiments and will not be described again here.
The data asset management method, device, computer device and storage medium provided by the embodiments of the present application are described in detail above, and a specific example is applied in the present application to explain the principle and the implementation of the present application, and the description of the above embodiments is only used to help understanding the method and the core idea of the present application; meanwhile, for those skilled in the art, according to the idea of the present application, there may be variations in the specific embodiments and the application scope, and in summary, the content of the present specification should not be construed as a limitation to the present application.
Claims (10)
1. A method for data asset management, comprising:
configuring standard field attributes of standard fields in standard data through a standard field configuration interface;
configuring a standard field dictionary of the standard field through a standard dictionary configuration interface;
configuring the source field attribute of the source field in the source data through a source field configuration interface;
configuring a source field dictionary of the source field through a source dictionary configuration interface;
binding a standard field dictionary and a source field dictionary through a conversion template configuration interface to generate a field conversion template;
and converting the source field value in the source data into the standard field in the standard data through the field conversion template.
2. The data asset management method according to claim 1, wherein said step of configuring standard field attributes of standard fields in standard data via a standard field configuration interface comprises:
displaying the standard field configuration interface, wherein the standard field configuration interface comprises a manufacturer name control, a field coding control and a field classification control;
and acquiring a target manufacturer name through the manufacturer name control, acquiring a standard field name through the field name control, acquiring a standard field code through the field code control, and acquiring field type enumeration through the field classification control.
3. The data asset management method of claim 2, wherein said step of configuring a standard field dictionary of said standard fields via a standard dictionary configuration interface comprises:
displaying the standard dictionary configuration interface, wherein the standard dictionary configuration interface comprises a dictionary name control and a dictionary coding control;
and acquiring a standard dictionary name through the dictionary name control, and acquiring a standard dictionary code through the dictionary code control.
4. The data asset management method according to claim 3, wherein said step of configuring the source field attribute of the source field in the source data via the source field configuration interface comprises:
displaying the source field configuration interface, wherein the source field configuration interface comprises a manufacturer name control, a field coding control and a field classification control;
and acquiring a source manufacturer name through the manufacturer name control, acquiring a source field name through the field name control, acquiring a source field code through the field code control, and acquiring field type enumeration through the field classification control.
5. The data asset management method of claim 4, wherein said step of configuring a source field dictionary for said source field via a source dictionary configuration interface comprises:
displaying the source dictionary configuration interface, wherein the source dictionary configuration interface comprises a dictionary name control and a dictionary coding control;
and acquiring a source dictionary name through the dictionary name control, and acquiring a source dictionary code through the dictionary code control, wherein the source dictionary name is the same as the standard dictionary name, and the source dictionary code is consistent with a source field value in the source data.
6. The data asset management method of claim 5, wherein said step of binding a standard field dictionary and a source field dictionary via a transformation template configuration interface to generate a field transformation template comprises:
displaying the conversion template configuration interface, wherein the conversion template configuration interface comprises a template name control, a manufacturer name control, a classification name control, a source manufacturer field control and a target manufacturer field control;
acquiring a conversion template name through the template name control, and acquiring a source manufacturer field and a target manufacturer field of the conversion template to be configured through the manufacturer name control and the classification name control;
acquiring the source field through the source manufacturer field control, and acquiring the standard field corresponding to the source field through the target manufacturer field control;
and adding binding to the source field and the standard field, and binding the source dictionary corresponding to the source field and the standard dictionary corresponding to the standard field to generate the field conversion template.
7. The data asset management method according to claim 6, wherein said step of converting a source field value in said source data into a standard field in said standard data by said field conversion template comprises:
acquiring a source manufacturer code, a source data classification code, a source field code and a source field value from the source data through a conversion module;
acquiring the field conversion template according to the source manufacturer code and the source data classification code;
acquiring the source field dictionary and the standard field dictionary according to the source field codes;
and converting the source field dictionary into the standard field dictionary through the field conversion template, and assigning values to the standard fields.
8. The data asset management method of claim 7, wherein said step of obtaining said source field dictionary and said standard field dictionary based on said source field encoding comprises:
acquiring the standard field code through the source field code according to the field conversion template;
acquiring the source field dictionary according to the source field code;
and acquiring the standard field dictionary according to the standard field codes.
9. The data asset management method of claim 7, wherein said step of converting said source field dictionary to said standard field dictionary via said field conversion template and assigning values to said standard fields comprises:
acquiring the source dictionary code from the source field dictionary according to the source field value;
acquiring the source dictionary name according to the source dictionary code;
acquiring the standard dictionary name in the standard field dictionary according to the source dictionary name;
acquiring the standard dictionary code according to the standard dictionary name;
and assigning the standard dictionary code to the standard field.
10. A data asset management device, comprising:
the first configuration module is used for configuring standard field attributes of standard fields in the standard data;
the second configuration module is used for configuring a standard field dictionary of the standard field;
the third configuration module is used for configuring the source field attribute of the source field in the source data;
the fourth configuration module is used for configuring a source field dictionary of the source field;
the fifth configuration module is used for binding the standard field dictionary and the source field dictionary to generate a field conversion template; and
the first conversion module is used for converting the source field value in the source data into the standard field in the standard data through the field conversion template.
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