CN116909655A

CN116909655A - Data processing method and device

Info

Publication number: CN116909655A
Application number: CN202310968977.1A
Authority: CN
Inventors: 胡博伟
Original assignee: Hangzhou Hikrobot Co Ltd
Current assignee: Hangzhou Hikrobot Co Ltd
Priority date: 2019-09-30
Filing date: 2019-09-30
Publication date: 2023-10-20
Also published as: CN112579144A; CN112579144B

Abstract

The embodiment of the invention provides a data processing method and device, wherein the method comprises the following steps: acquiring an executable file corresponding to an algorithm project, wherein the algorithm project comprises a plurality of sub-algorithms, and each sub-algorithm is used for processing target data to obtain a corresponding total processing result; acquiring a configuration instruction sent by a user through a client, and configuring an interactive interface according to the configuration instruction, wherein the interactive interface comprises a plurality of controls, each control comprises a data source associated with the control, and the data source is used for acquiring the corresponding total processing result when an executable file corresponding to the algorithm engineering is executed; and obtaining target code engineering corresponding to the data sources of the controls in the algorithm engineering according to the controls and the data sources associated with the controls. The data processing method and the data processing device provided by the embodiment of the invention can reduce the problem that the existing algorithm engineering occupies too large resources.

Description

Data processing method and device

Technical Field

The embodiment of the invention relates to the technical field of computers, in particular to a data processing method and device.

Background

The visual algorithm platform is packaged with rich image processing algorithms, can process various images, obtain corresponding processing results and display the processing results on an interface of the visual algorithm platform.

The existing image processing algorithm on the visual algorithm platform is rich and comprehensive, but occupies larger resources.

Disclosure of Invention

The embodiment of the invention provides a data processing method and device, which are used for solving the problem that the existing visual algorithm platform occupies larger resources.

In a first aspect, an embodiment of the present invention provides a data processing method, including:

acquiring an executable file corresponding to an algorithm project, wherein the algorithm project comprises a plurality of sub-algorithms, and each sub-algorithm is used for processing target data to obtain a corresponding total processing result;

acquiring a configuration instruction sent by a user through a client, and configuring an interactive interface according to the configuration instruction, wherein the interactive interface comprises a plurality of controls, each control comprises a data source associated with the control, and the data source is used for acquiring the corresponding total processing result when an executable file corresponding to the algorithm engineering is executed;

and obtaining target code engineering corresponding to the data sources of the controls in the algorithm engineering according to the controls and the data sources associated with the controls.

In a possible implementation manner, the configuration instruction includes a first configuration instruction and a second configuration instruction, the obtaining the configuration instruction sent by the user through the client, and configuring the interactive interface according to the configuration instruction includes:

acquiring the first configuration instruction, and acquiring a configured configuration interface according to the first configuration instruction, wherein the configured configuration interface comprises a plurality of controls and attribute information of each control;

and acquiring the second configuration instruction, and configuring a corresponding data source for each control on the configured configuration interface according to the second configuration instruction to acquire the interactive interface.

In one possible implementation manner, the obtaining the first configuration instruction, and obtaining the configured configuration interface according to the first configuration instruction, includes:

acquiring the first configuration instruction;

acquiring a plurality of controls according to the first configuration instruction, wherein the first configuration instruction carries attribute information of each control;

and configuring each control on a configuration interface according to the attribute information of each control to obtain the configured configuration interface.

In a possible implementation manner, the obtaining the second configuration instruction, configuring, for each control on the configured configuration interface, a corresponding data source according to the second configuration instruction, and obtaining the interaction interface includes:

Acquiring the second configuration instruction, and acquiring a data source of each control according to the second configuration instruction, wherein the data source is used for indicating a processing result correspondingly displayed by the control;

and carrying out association operation on each control on the configured configuration interface and a data source of the control to obtain the interactive interface.

In one possible implementation manner, the obtaining, according to a plurality of controls and each data source associated with the controls, an object code project corresponding to each data source of the controls in the algorithm project includes:

acquiring address data of a target processing result according to the data source, wherein the target processing result is a processing result which is required by a user and is obtained by an executable file corresponding to the target code engineering;

and according to the address data of the target processing results, the corresponding target code engineering in the algorithm engineering is derived, wherein the target processing results are subsets of the total processing results.

In one possible implementation manner, after the target code engineering corresponding to each data source of the control in the algorithm engineering is obtained according to the plurality of controls and each data source associated with the control, the method further includes:

And compiling the target code engineering to obtain a target executable file.

In one possible implementation manner, after compiling the object code project to obtain the object executable file, the method further includes:

obtaining data to be processed, wherein the data type of the data to be processed is the same as the data type of the target data;

and processing the data to be processed according to the target executable file to obtain a processing result corresponding to the data to be processed.

In a second aspect, an embodiment of the present invention provides a data processing apparatus, including:

the first acquisition module is used for acquiring an executable file corresponding to an algorithm project, wherein the algorithm project comprises a plurality of sub-algorithms, and each sub-algorithm is used for processing target data to obtain a corresponding total processing result;

the second acquisition module is used for acquiring a configuration instruction sent by a user through a client and configuring an interactive interface according to the configuration instruction, wherein the interactive interface comprises a plurality of controls, each control comprises a data source associated with the control, and the data source is used for acquiring the corresponding total processing result when the executable file corresponding to the algorithm engineering is executed;

And the processing module is used for obtaining the target code engineering corresponding to the data source of the control in the algorithm engineering according to the plurality of controls and the data source associated with the control.

In one possible implementation manner, the configuration instruction includes a first configuration instruction and a second configuration instruction, and the second obtaining module is specifically configured to:

In one possible implementation manner, the second obtaining module is specifically configured to:

acquiring the first configuration instruction;

acquiring a plurality of controls according to the first configuration instruction, wherein the first configuration instruction carries attribute information for acquiring each control;

In one possible implementation manner, the processing module is specifically configured to:

In a possible implementation manner, the processing module is specifically further configured to:

and compiling the target code engineering to obtain a target executable file.

In a third aspect, an embodiment of the present invention provides a data processing apparatus, including: at least one processor and memory;

the memory stores computer-executable instructions;

the at least one processor executing computer-executable instructions stored in the memory causes the at least one processor to perform the data processing method of any of the first aspects.

In a fourth aspect, an embodiment of the present invention provides a computer-readable storage medium, in which computer-executable instructions are stored, which when executed by a processor, implement a data processing method according to any one of the first aspects.

According to the data processing method and device, firstly, an executable file corresponding to an algorithm project is obtained, then, a configuration instruction sent by a user through a client is obtained, an interactive interface is configured according to the configuration instruction, the interactive interface comprises a plurality of controls, each control comprises a data source associated with the control, and finally, according to the plurality of controls and each data source associated with the control in the interactive interface, each target code project corresponding to the data source of the control in the algorithm project is obtained. According to the scheme provided by the embodiment of the invention, the total processing result corresponding to the executable file corresponding to the algorithm engineering is obtained through the data source, then the data source is associated with the control on the interactive interface to obtain the target code engineering corresponding to the data source, the obtained target code engineering can be independently operated after being compiled, the target code engineering is a part of the algorithm engineering, the resource occupation is small, the layout and the attribute of the control on the interactive interface can be set according to the actual needs, and meanwhile, the interface display adjustment can be carried out according to the personalized needs of the user, so that the interactive flexibility of the interface is improved.

Drawings

In order to more clearly illustrate the embodiments of the present invention or the technical solutions of the prior art, the drawings that are needed in the embodiments or the description of the prior art will be briefly described below, it will be obvious that the drawings in the following description are some embodiments of the present invention, and that other drawings can be obtained according to these drawings without inventive effort to a person skilled in the art.

Fig. 1 is a schematic diagram of an application scenario of a data processing method according to an embodiment of the present invention;

FIG. 2 is a schematic flow chart of a data processing method according to an embodiment of the present invention;

FIG. 3 is a flowchart illustrating a data processing method according to another embodiment of the present invention;

FIG. 4 is a schematic diagram of a visual algorithm platform according to an embodiment of the present invention;

FIG. 5 is a schematic diagram of a configuration interface according to an embodiment of the present invention;

FIG. 6A is a schematic diagram of a layout and display effect of an adjustment control according to an embodiment of the present invention;

FIG. 6B is a second schematic diagram of layout and display effects of an adjustment control according to an embodiment of the present invention;

FIG. 7 is a schematic diagram of a data source configuration according to an embodiment of the present invention;

FIG. 8 is a schematic diagram of a derivation procedure according to an embodiment of the present invention;

FIG. 9 is a schematic diagram of target executable file execution according to an embodiment of the present invention;

FIG. 10 is a schematic diagram illustrating a process of processing preset data according to an embodiment of the present invention;

FIG. 11 is a second schematic diagram of processing preset data according to an embodiment of the present invention;

fig. 12 is a schematic diagram of implementing data synchronization by MVVM according to an embodiment of the present invention;

fig. 13 is an application schematic diagram of a data processing method according to an embodiment of the present invention;

FIG. 14 is a schematic diagram of a data processing apparatus according to an embodiment of the present invention;

fig. 15 is a schematic hardware structure of a data processing device according to an embodiment of the present invention.

Detailed Description

For the purpose of making the objects, technical solutions and advantages of the embodiments of the present invention more apparent, the technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention, and it is apparent that the described embodiments are some embodiments of the present invention, but not all embodiments of the present invention. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.

Fig. 1 is a schematic view of an application scenario of a data processing method provided in an embodiment of the present invention, as shown in fig. 1, the application scenario includes a computer 11 and a camera 12, where the computer 11 and the camera 12 are connected through a wired or wireless network, the camera 12 is configured to capture an image and send the image to the computer 11, and the computer 11 is configured to process the image sent by the camera 12, so as to obtain a processing result. Before the computer 11 processes the image sent by the camera 12, an algorithm engineering needs to be built, and then a corresponding interactive interface and a data source are configured to obtain an object code engineering for processing the image sent by the camera 12.

The camera 12 may send the image to the computer 11 before or after the target code project is obtained. It will be appreciated that the image transmitted by the camera 12 to the computer 11 is merely an example of data to be processed, which may be the image transmitted by the camera 12 when the derived object code is engineered to process the image, and which may be the corresponding type of data transmitted by other devices when the derived object code is engineered to process other types of data. Further, the manner of sending the data to be processed to the computer 11 by other devices may be similar to the manner of sending the data to be processed to the computer by the camera 12 shown in fig. 1 through a wired or wireless network, or may be a manner of storing the data to be processed on a USB flash disk or a mobile hard disk, and then inserting the USB flash disk or the mobile hard disk into a socket of the computer 11 to obtain the data to be processed stored on the USB flash disk or the mobile hard disk, or may be other possible obtaining manners.

When the algorithm engineering is built, the corresponding running environment can be configured, the executable file corresponding to the algorithm engineering is acquired, then the user configures the interactive interface and the data source by sending the configuration instruction, and finally the corresponding target code engineering is derived and used for acquiring the data to be processed. On the display screen of the computer 11, each control on the interactive interface configured by the user can be checked at any time, and meanwhile, the attribute of the control on the interactive interface can be adjusted, so that the user can flexibly configure the desired interface display effect, and the configuration flexibility is improved.

The following describes the technical scheme of the present application and how the technical scheme of the present application solves the above technical problems in detail with specific embodiments. The following embodiments may be combined with each other, and the same or similar concepts or processes may not be described in detail in some embodiments. Embodiments of the present application will be described below with reference to the accompanying drawings.

Fig. 2 is a flow chart of a data processing method according to an embodiment of the present application, as shown in fig. 2, including:

and step 21, acquiring an executable file corresponding to an algorithm project, wherein the algorithm project comprises a plurality of sub-algorithms, and each sub-algorithm is used for processing target data to obtain a corresponding total processing result.

The algorithm engineering is aimed at the target data, and comprises a plurality of sub-algorithms, wherein each sub-algorithm is a part of the executable file after the algorithm engineering is compiled to form the executable file, and can correspondingly process the target data to obtain a corresponding processing result. For example, when the target data is an image, the algorithm engineering is used to process the image, and multiple sub-algorithms in the algorithm engineering may represent different processes to the image. For example, the processing of the image may include denoising the image, identifying a specific object in the image, changing the color image to a black-and-white image, etc., and each sub-algorithm in the algorithm engineering may implement any one of the functions described above, or may include other sub-algorithms to implement other functions, and all of the sub-algorithms together constitute the algorithm engineering.

Step 22, acquiring a configuration instruction sent by a user through a client, and configuring an interactive interface according to the configuration instruction, wherein the interactive interface comprises a plurality of controls, each control comprises a data source associated with the control, and the data source is used for acquiring the corresponding total processing result when the executable file corresponding to the algorithm engineering is executed.

The control is encapsulation of data and a method, in the embodiment of the invention, a user can set one or more controls in the interactive interface through the sent configuration instruction according to the target processing result required to be displayed, and each control comprises a data source, and the data source is associated with the control. The data source refers to a corresponding processing result obtained when the executable file corresponding to the algorithm engineering is executed. When a control is associated with a certain data source and an executable file corresponding to the algorithm engineering runs, a corresponding processing result acquired by the data source is displayed on the control.

Therefore, when the user wishes to display a processing result obtained by a certain processing of the target data, the data source corresponding to the processing result may be associated with a certain control. In general, algorithm engineering is a larger algorithm scheme for target data, which includes a plurality of different processes on the target data, and in practice, a user usually only needs one or several of them, so that a corresponding code of one or several of the processes needs to be derived.

For example, the target data is an image, the algorithm engineering includes various processes on the image, such as image denoising, specific target identification in the image, image amplification and the like, at this time, the user needs to identify the specific target in the image, and display the image marked with the specific target, and then the user needs to send a configuration instruction to configure the interactive interface, wherein the interactive interface includes an image display control and a data source associated with the image display control, and the data source acquires a processing result of identifying the specific target in the image when the executable file corresponding to the algorithm engineering is executed. Thus, after configuration is complete, the image display control is able to display an image labeled with a particular target.

And step 23, obtaining an object code project corresponding to the data source of each control in the algorithm project according to the plurality of controls and the data sources associated with the controls.

After the interactive interface is obtained, according to a plurality of controls in the interactive interface and the data sources associated with each control, sub-algorithms corresponding to processing results obtained by the data sources associated with the controls in algorithm engineering can be exported, and then the target code engineering corresponding to the data sources of each control is obtained. For example, the control is an image display control, a data source of the control obtains a processing result for identifying a specific target in an image when an executable file corresponding to the algorithm engineering is executed, and the derived target code engineering can process the image after being compiled into the executable file, identify the specific target in the image and display the specific target through the image display control.

According to the data processing method provided by the embodiment of the invention, firstly, the executable file corresponding to the algorithm engineering is obtained, then, the configuration instruction sent by the user through the client is obtained, the interactive interface is configured according to the configuration instruction, the interactive interface comprises a plurality of controls, each control comprises a data source associated with the control, and finally, the target code engineering corresponding to the data source of the control in the algorithm engineering is obtained according to the plurality of controls and the data source associated with the control in the interactive interface. According to the scheme provided by the embodiment of the invention, the total processing result corresponding to the executable file corresponding to the algorithm engineering is obtained through the data source, then the data source is associated with the control on the interactive interface to obtain the target code engineering corresponding to the data source, the obtained target code engineering can be independently operated after being compiled, the target code engineering is a part of the algorithm engineering, the resource occupation is small, the layout and the attribute of the control on the interactive interface can be set according to the actual needs, and meanwhile, the interface display adjustment can be carried out according to the personalized needs of the user, so that the interactive flexibility of the interface is improved.

The following describes the scheme of the embodiment of the present invention in detail with reference to fig. 3 and using a specific embodiment. Fig. 3 is a flow chart of a data processing method according to another embodiment of the present invention, as shown in fig. 3, including:

And 31, constructing algorithm engineering, and obtaining an executable file corresponding to the algorithm engineering according to the constructed algorithm engineering.

The algorithm engineering is the sum of a series of code engineering aiming at the target data, and comprises a plurality of sub-algorithms, and each sub-algorithm can carry out different processing on the target data to obtain different processing results.

In actual production and life, only one or more kinds of processing are needed for target data in a certain scene, so that only one or more corresponding sub-algorithms in algorithm engineering are needed to be obtained at the moment.

In the construction of the algorithm engineering, the algorithm platform can be used. For example, when the algorithm is a visual algorithm, the algorithm engineering can be built by means of a corresponding visual algorithm platform. The visual algorithm is mostly used for processing the image, the target data can be the image, and the algorithm engineering in the corresponding visual algorithm platform can be used for processing the image in various ways. Fig. 4 is a schematic diagram of a visual algorithm platform provided by the embodiment of the present invention, as shown in fig. 4, in the visual algorithm platform, a process may be performed, where a local image is first obtained, and the local image is an image to be processed in algorithm engineering. After the local image is acquired, binary large object (Binary Large Object, hereinafter referred to as BLOB) analysis is performed, where BLOB analysis is to extract and mark connected regions of the binary image after foreground/background separation, which is a process of image in computer vision, where BLOB analysis is an example of algorithm engineering in a vision algorithm platform, and in practice, other processes may be performed on the data. After BLOB analysis, variable calculation and data transmission are carried out, the variable calculation obtains a processing result, the data transmission is to transmit the processing result to a corresponding data source, and after the data source is associated with a control, the processing result is displayed in the control.

And step 32, obtaining a configured configuration interface through a first configuration instruction sent by a user at the client.

After the executable file corresponding to the algorithm engineering is obtained, an interactive interface needs to be configured. The configuration interaction interface is completed through a configuration instruction sent by a client of a user, wherein the configuration instruction comprises a first configuration instruction and a second configuration instruction.

Firstly, a first configuration instruction is acquired, a configured configuration interface is acquired according to the first configuration instruction, and the configured configuration interface comprises a plurality of controls and attribute information of each control.

Specifically, a first configuration instruction is firstly obtained, then a plurality of controls are obtained according to the first configuration instruction, the attribute of each control is obtained according to the first configuration instruction, and each control is configured on a configuration interface according to the attribute of each control, so that the configured configuration interface is obtained.

The configuration of the control on the configuration interface may be completed by any interface designer, as shown in fig. 5, which is a schematic diagram of the configuration interface provided by the embodiment of the present invention, and is shown in fig. 5, which is an interface diagram of one interface designer, and is a control toolbar 51 on the left side of fig. 5, where the control toolbar 51 includes rich controls, for example, including an image control, a text box control, a form control, a button control, a switch control, a parameter setting control, and so on, where different controls support different data for display, for example, the image control may support displaying an image, the text box control may support displaying text, the form control may support displaying a form, and so on. When configuring the controls, it is necessary to select the corresponding controls according to the type of processing result that is desired.

In the middle of fig. 5 is a main interface 52, i.e. a configuration interface. When configuring the controls, the user first sends a first configuration instruction through the client, and the first configuration instruction selects one or more controls in the control toolbar 51 to the configuration interface, and sets attribute information of each control. For example, for dragging one or more controls in a control toolbar onto a configuration interface via a mouse, the interface editing area of the main interface 52 may be edited. After dragging the controls to the configuration interface, attribute information of each control can be set one by one. To the right of fig. 5 is an attribute information setting area 53 of the control, and for each control, settable attribute information includes a plurality of pieces including, for example, a background, a frame, a layout, a size, and the like of the control. The user can determine a desired layout and display effect through the setting of the attribute information.

Fig. 6A is a schematic diagram of a layout and a display effect of an adjustment control according to an embodiment of the present invention, as shown in fig. 6A, including a configuration interface 60, where a configuration interface 60 includes a first control 61 and a second control 62, and a user may change the layout and the display effect of the controls through a mouse. Fig. 6B is a schematic diagram of a second layout and display effect of an adjustment control provided by an embodiment of the present invention, as shown in fig. 6B, a user drags a first control 61 to another position through a mouse to obtain a dragged first control 63, and the user changes the size of a second control 62 through the mouse to obtain a changed second control 64. Fig. 6A and 6B show two ways of adjusting the layout and display effect of the control, such as dragging the control to change the position of the control on the configuration interface 60 and changing the display size of the control, and the actual adjustment way is not limited thereto, which is not particularly limited in the embodiment of the present invention.

After the control and the attribute information of the control are configured, a data source is required to be configured for the control, and the attribute information of the control is required to be stored and taken out in a subsequent process. At this time, the property information and layout of the control may be recorded using a. Xaml file, i.e., the application markup language may be extended and serialized. And performing deserialization processing on the serialized attribute information and the layout, and displaying the interface layout.

And step 33, configuring a data source of the control on the configured configuration interface according to the second configuration instruction to obtain the interactive interface.

After the control and the attribute of the control are configured, a corresponding data source is required to be configured for each control.

Specifically, a second configuration instruction is obtained, and a corresponding data source is configured for each control on the configured configuration interface according to the second configuration instruction, so that the interactive interface is obtained.

After the configured configuration interface is obtained, a second configuration instruction is obtained, and the data source attribute of each control is obtained according to the second configuration instruction, wherein the data source attribute is used for indicating the processing result correspondingly displayed by the control.

And finally, according to the data source attribute of each control, carrying out association operation on each control on the configured configuration interface and the data source of the control to obtain the interactive interface.

Fig. 7 is a schematic diagram of data source configuration provided in the embodiment of the present invention, where when the data source configuration is performed on each control, as shown in fig. 7, an interface appears, where the data source configuration mainly has two major aspects, including a data source and a data type. The setting of the data source determines the processing result displayed by the control, namely, the target processing result obtained by processing the target data to a certain extent, and the data type determines the data type of the processing result displayed on the control, so that for some controls, only one or more types of data can be displayed, but not all types of data can be displayed, and therefore, the data type also needs to be set. The attribute list is realized through class serialization, and a user can configure the data source attribute corresponding to the control and select the data which is desired to be displayed. The data source displays the data in the processing result in the screening algorithm engineering through selecting the type.

And step 34, obtaining corresponding target code engineering according to the plurality of controls and each data source associated with the controls.

The plurality of controls are controls on the interactive interface, and after the data sources of the controls are set, code engineering can be derived according to the controls on the interactive interface and the data sources associated with the controls.

Firstly, address data of a target processing result is obtained according to a data source, wherein the target processing result is a processing result which is required by a user and is obtained by an executable file corresponding to the target code engineering.

And then, according to the address data of the target processing results, a corresponding target code project in the algorithm project is derived, wherein the target processing results are subsets of the total processing results.

The corresponding data source is configured according to the processing result which the user wants to display, the data source can acquire the address data of the target processing result, and the data source is associated with the corresponding control, so that after the corresponding target code project is obtained later, the target processing result obtained by compiling operation is displayed on the corresponding control. The target processing result may be a subset of the processing result or may be an intermediate result of the processing result. For example, the target data is an image, the processing result is that a circle and a square in the image are identified, and the center coordinates of the circle and the vertex coordinates of the square are obtained, so that the image marked with the center coordinates of the circle and the vertex coordinates of the square are obtained. If the target processing result is the center coordinates of the acquired circle, the target processing result is a subset of the processing result. If the target processing result is a circle in the identification image, the target processing result is an intermediate result of the processing result. Therefore, according to the target processing result actually required by the user and the address data of the target processing result, a corresponding target code project in the algorithm project is derived.

And step 35, obtaining the target executable file according to the target code engineering.

The user may export the object code project or object executable by configuring parameters of the export program through the configuration window. Fig. 8 is a schematic diagram of an exporting program according to an embodiment of the present invention, as shown in fig. 8, parameters of the exporting program may be set, where the set parameters include, but are not limited to, an icon of the exporting program, a type of the exporting program, and a storage path.

It should be noted that, the types of the exporting program include a code engineering type and an executable file type, when the code engineering type is selected, the exporting is the target code engineering, and when the executable file type is selected, the exporting is the target executable file, wherein the code engineering type refers to the file type written in a programming language, the executable file type refers to the file type which can be directly operated on a computer, and the user can obtain the file according to the actual requirement.

When the type of the executable file needs to be selected, the target code engineering is firstly obtained, and then the target code engineering is compiled to obtain the target executable file. There are various tools for performing the compiling process, for example, MSBuild may be used to perform background compiling to generate target executable files that can be independently run. The target code engineering is derived from the algorithm engineering, so that the resource occupation of the target executable file obtained by compiling the target code engineering is smaller than the size of the executable file corresponding to the original algorithm engineering, the memory space can be saved, and meanwhile, the obtained target executable file can independently run and be customized according to the needs of users.

Fig. 9 is a schematic diagram of execution of a target executable file according to an embodiment of the present invention, where, as shown in fig. 9, when the generated target executable file is clicked directly, an interactive interface as shown in fig. 9 can be generated, where the controls are all set by a user before the target executable file is generated, and can perform corresponding processing on target data and display a processing result in the controls on the interactive interface. Furthermore, if the target code project is generated, the user can also modify or secondarily develop the target code project on the basis of the target code project, so that the more personalized requirements are realized.

After the target executable file is generated, the obtained target executable file can also process the data to be processed, which is the same as the type of the target data. Specifically, firstly, data to be processed is obtained, wherein the data type of the data to be processed is the same as the data type of the target data; and then processing the data to be processed according to the target executable file to obtain a processing result corresponding to the data to be processed.

After the target executable file is generated, the target executable file is operated, so that the data to be processed can be processed, and the function which the user wants to realize is realized. This will be described below with reference to fig. 10.

Fig. 10 is a schematic diagram of processing data to be processed according to an embodiment of the present invention, as shown in fig. 10, target data is an image, a user wishes to identify a circle in the image, after an algorithm engineering is built, an interactive interface 100 is configured according to a configuration instruction sent by the user through a client, the interactive interface 100 includes an image control 101 and a text box control 102, the image control 101 is associated with a first data source, and the text box control 102 is associated with a second data source. The method comprises the steps that a first data source obtains a first processing result when an executable file corresponding to an algorithm project is executed, wherein the first processing result is an image marked with a circle on the image, and a second data source obtains a second processing result when the executable file corresponding to the algorithm project is executed, wherein the second processing result is the center coordinates of the circle and the radius of the circle on an output image.

And then, according to the image control 101 and the textbox control 102 on the interactive interface 100, the first data source and the second data source, deriving an object code project, and obtaining a corresponding object executable file according to the object code project.

Fig. 11 is a second schematic diagram of processing data to be processed according to the embodiment of the present invention, as shown in fig. 11, an image 110 to be processed is obtained, and a target executable file is run, and the image 110 to be processed is processed, so as to obtain a processing result. The relationship between the image to be processed 110 and the image to be processed 111 marked with a circle is that the circle 113 in the image to be processed 110 is marked and identified by running the target executable file, so that the image to be processed 111 marked with a circle is obtained. As shown in fig. 11, an image control 101 and a text box control 102 are displayed on the interactive interface 100, wherein a to-be-processed image 111 marked with a circle is displayed in the image control 101, the center coordinates of the circle and the radius of the circle in the to-be-processed image are displayed in the text box control 102, and at this time, the circle coordinates and the radius of the circle 113 are displayed in the text box control 102.

The display of the processing result corresponding to the data to be processed on the control of the interactive interface is realized by associating the data source with the control, when the target executable file runs, the data source of the control obtains the corresponding processing result and displays the corresponding processing result on the control, that is, the data of the data source and the data displayed on the control are synchronous, and the data synchronization mode can be realized by a Model-View Model (MVVM), which will be described below with reference to fig. 12.

Fig. 12 is a schematic diagram of implementing data synchronization by the MVVM according to the embodiment of the present invention, as shown in fig. 12, including a data center, scheme data, and interactive interface display data, where the scheme data is corresponding data in a data source configured by a user, and the interactive interface display data is data displayed by a control on an interactive interface, that is, a displayed processing result.

The model in the MVVM refers to the data transferred from the back end, the view refers to the interactive interface seen, and the view model is a bridge connecting the view and the model. The view model may convert the model into a view, i.e., convert the back-end-delivered data into a visual interactive interface, in a manner that is through data binding. Meanwhile, the view model can also convert the view into a model, namely, the observed interactive interface is converted into back-end data, and the implementation mode is event monitoring. This way of working the view model is bi-directional binding of data.

Within the framework of MVVM, views and models cannot communicate directly, but only through view models. When the data changes, the view model can acquire the data changes and then communicate with the view, so that the view is automatically updated according to the data changes, and when a user operates the view, the view model can monitor the view changes and then notify the data to change so as to realize bidirectional binding of the data.

In the embodiment of the present invention, as shown in fig. 12, the data center is equivalent to a view model under the MVVM frame, and the scheme data is data of a data source configured by a user on the control, and the interactive interface display is equivalent to a view under the MVVM frame. The data center can acquire the scheme data or the change in the display of the interactive interface, so that corresponding updating is performed, data transmission is realized, and the coupling of the data and the interactive interface is avoided.

Meanwhile, the data center can also provide attributes, so that the scheme data can be transmitted to the attributes through a method Fun (attribute name and scheme data address). The interactive interface control binds the corresponding attribute, and the interactive interface control displays the data in the data source attribute in a notification mode. The data center is respectively bound with the scheme data and the interactive interface display data, and is equivalent to a large data pool, and after the data source and the control are associated, the data center realizes the synchronization of the scheme data and the interactive interface display data.

The data center binds the data of the control configuration by the user, collects the data of the control configuration by the user and displays the data by the control on the interactive interface.

The scheme provided by the embodiment of the invention can lead out a required target code project in algorithm projects according to a required processing result, process data to be processed in a targeted way, and simultaneously can enable a user to rapidly configure attractive interface interaction through flexible control setting. An application of the scheme provided by the embodiment of the present invention will be illustrated with reference to fig. 13.

Fig. 13 is an application schematic diagram of a data processing method according to an embodiment of the present invention, and as shown in fig. 13, the method may be applied to a video camera. The scenario in fig. 13 is a pipeline scenario, on which a factory-produced product is on the pipeline. Taking a product as a barreled instant noodle as an example, a spoon needs to be placed for the barreled instant noodle before packaging the instant noodle barrel, and detection is carried out. At this time, an object code project can be derived by configuring the interactive interface, wherein the object code project is used for identifying the spoon in the image. It should be noted that the built algorithm engineering may not have a sub-algorithm that can directly identify the spoon in the image, but may include a sub-algorithm that can identify a specific target in the image. After the code engineering is exported, a user can conduct secondary development on the basis of the code engineering to obtain an object code engineering, so that the object code engineering can identify the spoon in the image.

The target executable file is then obtained according to the target code project, the module with the target executable file is integrated into the camera 131, and the camera 131 is set on the pipeline. The assembly line moves at a certain speed, the camera 131 can photograph the barreled bubble surface on the assembly line to obtain multi-frame images, then each frame of image is processed according to the target executable file, the spoon in each frame of image is identified and displayed on the display 132, the display 132 displays an interactive interface, the interactive interface comprises an image control 133, and the image control 133 displays images marked with the spoons. If the image marked with the spoon is not displayed in the image control 133, it is indicated that the spoon is not placed in the corresponding image, and at this time, an alarm operation can be performed. By means of the setting, whether the spoon is identified in the identification image can be judged, so that a user can judge whether the spoon is placed in a product, and when the spoon is not placed, the user can give an alarm in time, and the workload of staff is greatly reduced.

It should be noted that the application shown in fig. 13 is only an example of one application in the solution provided by the embodiment of the present invention, and the practical application is not limited thereto.

According to the data processing method provided by the embodiment of the invention, firstly, an algorithm project is built, an executable file corresponding to the algorithm project is obtained, then, a configuration instruction sent by a user through a client is obtained, an interactive interface is configured according to the configuration instruction, the interactive interface comprises a plurality of controls, each control comprises a data source associated with the control, and finally, according to the plurality of controls and each data source associated with the control in the interactive interface, each target code project corresponding to the data source of the control in the algorithm project is obtained. According to the scheme provided by the embodiment of the invention, the corresponding processing result of the executable file corresponding to the algorithm engineering is obtained through the data source, and then the data source is associated with the control on the interactive interface to obtain the target code engineering corresponding to the data source, wherein the layout and the attribute of the control on the interactive interface can be set according to the actual needs, and meanwhile, the interface display can be adjusted according to the personalized needs of the user, so that the interactive flexibility of the interface is improved. Furthermore, according to the scheme provided by the embodiment of the invention, codes in the algorithm engineering can be exported and compiled into the programs capable of running independently, when the personalized requirements are customized by a user, only the code engineering capable of meeting the functions required by the user is exported, other irrelevant code engineering is not needed to be exported, the resource occupation is smaller, further, different requirements of the user can be met, the exported code engineering can be adjusted according to the configuration of the user in the client, the obtained target executable program is directly compiled and generated by the target code engineering, and the data acquisition mode is fixed and reliable.

Fig. 14 is a schematic structural diagram of a data processing apparatus according to an embodiment of the present invention, as shown in fig. 14, including a first obtaining module 141, a second obtaining module 142, and a processing module 143, where:

the first obtaining module 141 is configured to obtain an executable file corresponding to an algorithm project, where the algorithm project includes a plurality of sub-algorithms, and each sub-algorithm is configured to process target data to obtain a corresponding total processing result;

the second obtaining module 142 is configured to obtain a configuration instruction sent by a user through a client, and configure an interactive interface according to the configuration instruction, where the interactive interface includes a plurality of controls, each control includes a data source associated with the control, and the data source is configured to obtain the corresponding overall processing result when the executable file corresponding to the algorithm engineering is executed;

the processing module 143 is configured to obtain, according to a plurality of controls and each data source associated with the control, an object code project corresponding to each data source of the control in the algorithm project.

In one possible implementation manner, the configuration instruction includes a first configuration instruction and a second configuration instruction, and the second obtaining module 142 is specifically configured to:

In one possible implementation manner, the second obtaining module 142 is specifically configured to:

acquiring the first configuration instruction;

In one possible implementation, the processing module 143 is specifically configured to:

acquiring address data of a target processing result according to the data source, wherein the target processing result is a processing result of an executable file which is required by a user and corresponds to the target code engineering;

In one possible implementation, the processing module 143 is specifically further configured to:

and compiling the target code engineering to obtain a target executable file.

The device provided by the embodiment of the invention can be used for executing the technical scheme of the embodiment of the method, and the implementation principle and the technical effect are similar, and are not repeated here.

Fig. 15 is a schematic hardware structure of a data processing device according to an embodiment of the present invention, as shown in fig. 15, where the data processing device includes: at least one processor 151 and a memory 152. Wherein the processor 151 and the memory 152 are connected by a bus 153.

Optionally, the model determination further comprises a communication component. For example, the communication component may include a receiver and/or a transmitter.

In a specific implementation, at least one processor 151 executes computer-executable instructions stored in the memory 152, so that the at least one processor 151 performs the data processing method as described above.

The specific implementation process of the processor 151 may refer to the above-mentioned method embodiment, and its implementation principle and technical effects are similar, and this embodiment will not be described herein again.

In the embodiment shown in fig. 15, it should be understood that the processor may be a central processing unit (english: central Processing Unit, abbreviated as CPU), or may be other general purpose processors, digital signal processors (english: digital Signal Processor, abbreviated as DSP), application specific integrated circuits (english: application Specific Integrated Circuit, abbreviated as ASIC), or the like. A general purpose processor may be a microprocessor or the processor may be any conventional processor or the like. The steps of a method disclosed in connection with the present invention may be embodied directly in a hardware processor for execution, or in a combination of hardware and software modules in a processor for execution.

The memory may comprise high speed RAM memory or may further comprise non-volatile storage NVM, such as at least one disk memory.

The bus may be an industry standard architecture (Industry Standard Architecture, ISA) bus, an external device interconnect (Peripheral Component, PCI) bus, or an extended industry standard architecture (Extended Industry Standard Architecture, EISA) bus, among others. The buses may be divided into address buses, data buses, control buses, etc. For ease of illustration, the buses in the drawings of the present application are not limited to only one bus or to one type of bus.

The present application also provides a computer-readable storage medium having stored therein computer-executable instructions which, when executed by a processor, implement the data processing method as described above.

The computer readable storage medium described above may be implemented by any type of volatile or non-volatile memory device or combination thereof, such as Static Random Access Memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable programmable read-only memory (EPROM), programmable read-only memory (PROM), read-only memory (ROM), magnetic memory, flash memory, magnetic disk, or optical disk. A readable storage medium can be any available medium that can be accessed by a general purpose or special purpose computer.

An exemplary readable storage medium is coupled to the processor such the processor can read information from, and write information to, the readable storage medium. In the alternative, the readable storage medium may be integral to the processor. The processor and the readable storage medium may reside in an application specific integrated circuit (Application Specific Integrated Circuits, ASIC for short). The processor and the readable storage medium may reside as discrete components in a device.

The division of the units is merely a logic function division, and there may be another division manner when actually implemented, for example, a plurality of units or components may be combined or may be integrated into another system, or some features may be omitted or not performed. Alternatively, the coupling or direct coupling or communication connection shown or discussed with each other may be an indirect coupling or communication connection via some interfaces, devices or units, which may be in electrical, mechanical or other form.

The units described as separate units may or may not be physically separate, and units shown as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution of this embodiment.

In addition, each functional unit in the embodiments of the present invention may be integrated in one processing unit, or each unit may exist alone physically, or two or more units may be integrated in one unit.

The functions, if implemented in the form of software functional units and sold or used as a stand-alone product, may be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention may be embodied essentially or in a part contributing to the prior art or in a part of the technical solution, in the form of a software product stored in a storage medium, comprising several instructions for causing a computer device (which may be a personal computer, a server, a network device, etc.) to perform all or part of the steps of the method according to the embodiments of the present invention. And the aforementioned storage medium includes: a U-disk, a removable hard disk, a Read-Only Memory (ROM), a random access Memory (RAM, random Access Memory), a magnetic disk, or an optical disk, or other various media capable of storing program codes.

Those of ordinary skill in the art will appreciate that: all or part of the steps for implementing the method embodiments described above may be performed by hardware associated with program instructions. The foregoing program may be stored in a computer readable storage medium. The program, when executed, performs steps including the method embodiments described above; and the aforementioned storage medium includes: various media that can store program code, such as ROM, RAM, magnetic or optical disks.

Finally, it should be noted that: the above embodiments are only for illustrating the technical solution of the present invention, and not for limiting the same; although the invention has been described in detail with reference to the foregoing embodiments, it will be understood by those of ordinary skill in the art that: the technical scheme described in the foregoing embodiments can be modified or some or all of the technical features thereof can be replaced by equivalents; such modifications and substitutions do not depart from the spirit of the invention.

Claims

1. A method of data processing, comprising:

constructing algorithm engineering;

acquiring a first configuration instruction, and acquiring a configured configuration interface according to the first configuration instruction;

acquiring a second configuration instruction, and configuring a data source of a control on the configured configuration interface according to the second configuration instruction to obtain an interactive interface;

obtaining target code projects corresponding to the data sources of the controls in the algorithm projects according to the controls and the data sources associated with the controls;

and obtaining the target executable file according to the target code engineering.

2. The method of claim 1, wherein the obtaining a first configuration instruction, obtaining a configured configuration interface according to the first configuration instruction, comprises:

Acquiring the first configuration instruction;

configuring each control on a configuration interface according to the attribute information of each control to obtain the configured configuration interface; the configured configuration interface comprises a plurality of controls and attribute information of each control.

3. The method of claim 1, wherein the obtaining a second configuration instruction, configuring a data source of a control on the configured configuration interface according to the second configuration instruction, and obtaining an interaction interface includes:

4. The method according to claim 1, wherein the obtaining, according to a plurality of controls and each data source associated with the controls, the target code project corresponding to each data source of the controls in the algorithm project includes:

5. The method of claim 1, wherein after obtaining the target executable file from the target code project, the method further comprises:

6. A data processing apparatus, comprising:

the first acquisition module is used for building algorithm engineering;

the second acquisition module is used for acquiring a first configuration instruction and acquiring a configured configuration interface according to the first configuration instruction; acquiring a second configuration instruction, and configuring a data source of a control on the configured configuration interface according to the second configuration instruction to obtain an interactive interface;

The processing module is used for obtaining target code engineering corresponding to the data sources of the controls in the algorithm engineering according to the controls and the data sources associated with the controls; and obtaining the target executable file according to the target code engineering.

7. The apparatus of claim 6, wherein the second acquisition module is specifically configured to:

acquiring the first configuration instruction;

configuring each control on a configuration interface according to the attribute information of each control to obtain the configured configuration interface; the configured configuration interface comprises a plurality of controls and attribute information of each control;

and/or the number of the groups of groups,

the second obtaining module is specifically configured to:

8. The apparatus according to claim 6, wherein the processing unit is specifically configured to:

according to the address data of the target processing results, the corresponding target code engineering in the algorithm engineering is derived, wherein the target processing results are subsets of the total processing results;

and/or the number of the groups of groups,

the processing unit is specifically further configured to:

9. A data processing apparatus, comprising: at least one processor and memory;

the memory stores computer-executable instructions;

the at least one processor executing computer-executable instructions stored in the memory causes the at least one processor to perform the data processing method of any one of claims 1 to 5.

10. A computer-readable storage medium, in which computer-executable instructions are stored which, when executed by a processor, implement the data processing method according to any one of claims 1 to 5.