CN112579144A

CN112579144A - Data processing method and device

Info

Publication number: CN112579144A
Application number: CN201910944841.0A
Authority: CN
Inventors: 胡博伟
Original assignee: Hangzhou Hikrobot Technology Co Ltd
Current assignee: Hangzhou Hikrobot Technology Co Ltd
Priority date: 2019-09-30
Filing date: 2019-09-30
Publication date: 2021-03-30
Anticipated expiration: 2039-09-30
Also published as: CN116909655A; CN112579144B

Abstract

The embodiment of the invention provides a data processing method and a 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 project is executed; and obtaining target code engineering corresponding to each data source of the control in the algorithm engineering according to the plurality of controls and each data source associated with the control. The data processing method and the data processing device provided by the embodiment of the invention can solve 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 abundant image processing algorithms, and can perform various processing on the images to obtain corresponding processing results and display the processing results on an interface of the visual algorithm platform.

Although the image processing algorithm on the existing visual algorithm platform is rich and comprehensive, the occupied resource is large.

Disclosure of Invention

The embodiment of the invention provides a data processing method and device, and aims to solve the problem that an existing visual algorithm platform occupies large 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 project is executed;

and obtaining target code engineering corresponding to each data source of the control in the algorithm engineering according to the plurality of controls and each data source associated with the control.

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

In a 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, and configuring, according to the second configuration instruction, a corresponding data source for each control on the configured configuration interface to obtain the interactive 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 performing association operation on each control on the configured configuration interface and the data source of the control to obtain the interactive interface.

In a possible implementation manner, the obtaining, 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 includes:

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

and deriving the corresponding target code engineering in the algorithm engineering according to the address data of the target processing result, wherein the target processing result is a subset of the total processing result.

In a possible implementation manner, after obtaining, according to the 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, the method further includes:

and compiling the object code project to obtain an object executable file.

In a possible implementation manner, after the target code project is compiled to obtain a target executable file, the method further includes:

acquiring data to be processed, wherein the data type of the data to be processed is the same as that 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 system comprises a first acquisition module, a second acquisition module and a third acquisition module, wherein the first acquisition module is used for acquiring an executable file corresponding to an algorithm project, 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;

a second obtaining module, 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 multiple controls, each control includes a data source associated with the control, and the data source is configured to obtain the corresponding total processing result when an executable file corresponding to the algorithm project is executed;

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

In a 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 a 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 a 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 object code project to obtain an object 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 the computer-executable instructions stored by the memory causes the at least one processor to perform the data processing method of any one of the first aspects.

In a fourth aspect, an embodiment of the present invention provides a computer-readable storage medium, where computer-executable instructions are stored, and when a processor executes the computer-executable instructions, the data processing method according to any one of the first aspect is implemented.

The data processing method and the device provided by the embodiment of the invention firstly obtain the executable file corresponding to the algorithm project, then obtain the configuration instruction sent by the user through the client, configure the 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 finally obtain the target code project corresponding to each data source of the control in the algorithm project according to the plurality of controls in the interactive interface and each data source associated with the control. According to the scheme provided by the embodiment of the invention, the data source is used for acquiring the total processing result corresponding to the execution of the executable file corresponding to the algorithm project, then the data source is associated with the control on the interactive interface to obtain the target code project corresponding to the data source, the obtained target code project can be compiled and then independently run, the target code project is a part of the algorithm project, the resource occupation is small, the layout and the attribute of the control on the interactive interface can be set according to the actual requirement, meanwhile, the interface display can be adjusted according to the personalized requirement of a user, and the interaction flexibility of the interface is improved.

Drawings

In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings needed to be used in the description of the embodiments or the prior art will be briefly introduced below, and it is obvious that the drawings in the following description are some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to these drawings without creative efforts.

Fig. 1 is a schematic view 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 provided by an embodiment of the present invention;

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

fig. 6B is a schematic diagram of adjusting the layout and display effect of a control according to an embodiment of the present invention;

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

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

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

FIG. 10 is a first diagram illustrating the processing of default data according to an embodiment of the present invention;

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

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

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

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

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

Detailed Description

In order to make the objects, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are some, but not all, embodiments of the present invention. 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 invention.

Fig. 1 is a schematic view of an application scenario of a data processing method according to an embodiment of the present invention, as shown in fig. 1, the data processing method includes a computer 11 and a camera 12, 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 to obtain a processing result. Before the computer 11 processes the image sent by the camera 12, an algorithm project needs to be built, and then a corresponding interactive interface and a data source are configured to obtain a target code project for processing the image sent by the camera 12.

It should be noted that the camera 12 may send the image to the computer 11 before or after the object code project is obtained. It will be appreciated that the image sent by the camera 12 to the computer 11 is merely an example of one type of data to be processed, and that when the derived object code is engineered to process images, the data to be processed may be the images sent by the camera 12, and when the derived object code is engineered to process other types of data, the data to be processed may be the corresponding type of data sent by other devices. Further, the way for sending the data to be processed to the computer 11 by other devices may be sending the data to be processed to the computer through a wired or wireless network similar to the camera 12 shown in fig. 1, or 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 the socket of the computer 11 to obtain the data to be processed stored on the USB flash disk or the mobile hard disk, or other possible obtaining ways.

When the algorithm project is built, the corresponding operating environment can be configured, the executable file corresponding to the algorithm project is obtained, then the user configures the interactive interface and the data source by sending a configuration instruction, and finally the corresponding target code project is derived and used for obtaining 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 increased.

The technical solution of the present invention and how to solve the above technical problems will be described in detail with specific examples. The following several specific embodiments may be combined with each other, and details of the same or similar concepts or processes may not be repeated in some embodiments. Embodiments of the present invention will be described below with reference to the accompanying drawings.

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

and step 21, obtaining 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 project is specific to target data, the algorithm project comprises a plurality of sub-algorithms, each sub-algorithm is a part of an executable file after the algorithm project is compiled to form the executable file, and the target data can be correspondingly processed to obtain a corresponding processing result. For example, when the target data is an image, an algorithm project is used to process the image, and a plurality of sub-algorithms in the algorithm project may represent different processes performed on the image. For example, the processing of the image may include denoising the image, identifying a specific target in the image, changing a color image into a black-and-white image, and the like, each sub-algorithm in the algorithm engineering may implement one of the above functions, or may include other sub-algorithms to implement other functions, and all the sub-algorithms together form the algorithm engineering.

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

In the embodiment of the invention, a user can set one or more controls in an interactive interface through a transmitted configuration instruction according to a target processing result displayed as required, 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 an executable file corresponding to the algorithm project is executed. When a control is associated with a data source and an executable file corresponding to the algorithm project runs, a corresponding processing result acquired by the data source is displayed on the control.

Therefore, when the user desires to display a processing result obtained by a certain processing on the target data, the data source corresponding to the processing result may be associated with a certain control. Usually, the algorithm engineering is a large algorithm solution for the target data, which includes many different processes for the target data, and in practice, usually, only one or more of the processes are needed by a user, and therefore, the corresponding codes of the one or more processes need to be derived.

For example, the target data is an image, the algorithm project includes various processing on the image, such as operations of image denoising, image recognition of a specific target in the image, image magnification, and the like, at this time, a user needs to recognize the specific target in the image and display the image labeled with the specific target, the user needs to send a configuration instruction and configure an interactive interface, the interactive interface includes an image display control and a data source associated with the image display control, and the data source obtains a processing result of recognizing the specific target in the image when an executable file corresponding to the algorithm project is executed. Therefore, after the configuration is completed, the image display control can display the image labeled with the specific target.

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

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

The data processing method provided by the embodiment of the invention comprises the steps of firstly obtaining an executable file corresponding to the algorithm project, then obtaining a configuration instruction sent by a user through a client, 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 finally obtaining a target code project corresponding to each data source of the control in the algorithm project according to the plurality of controls in the interactive interface and each data source associated with the control. According to the scheme provided by the embodiment of the invention, the data source is used for acquiring the total processing result corresponding to the execution of the executable file corresponding to the algorithm project, then the data source is associated with the control on the interactive interface to obtain the target code project corresponding to the data source, the obtained target code project can be compiled and then independently run, the target code project is a part of the algorithm project, the resource occupation is small, the layout and the attribute of the control on the interactive interface can be set according to the actual requirement, meanwhile, the interface display can be adjusted according to the personalized requirement of a user, and the interaction flexibility of the interface is improved.

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

and 31, building an algorithm project, and obtaining an executable file corresponding to the algorithm project according to the built algorithm project.

The algorithm engineering is the sum of a series of code engineering for processing the target data, the algorithm engineering 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 life, in a certain scene, only one or more kinds of processing are often required to be performed on target data, so that only one or more corresponding sub-algorithms in the algorithm engineering need to be acquired at the moment.

In the construction of the algorithm engineering, an algorithm platform can be used. For example, when the algorithm is a visual algorithm, an algorithm project can be built by means of a corresponding visual algorithm platform. Most of the vision algorithms are processing for images, target data can be images at the moment, and algorithm engineering in a corresponding vision algorithm platform can perform various processing for the images. Fig. 4 is a schematic diagram of a visual algorithm platform according to an embodiment of the present invention, and as shown in fig. 4, the visual algorithm platform may perform a process that first obtains a local image, where the local image is an image that needs to be processed in an algorithm project. After the local image is acquired, Binary Large Object (BLOB) analysis is performed next, and the BLOB analysis is a process of extracting and labeling connected domains of a Binary image after foreground/background separation in computer vision, where the BLOB analysis is an example performed on an algorithm project in a visual algorithm platform, and other processes may be performed on data in practice. And after BLOB analysis, performing variable calculation and sending data, wherein the variable calculation is used for obtaining a processing result, the sending data is used for sending the processing result to a corresponding data source, and after the data source is associated with a certain control, the processing result is displayed in the control.

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

And after obtaining the executable file corresponding to the algorithm project, configuring an interactive interface. The configuration interactive interface is completed through configuration instructions sent by a client of a user, wherein the configuration instructions comprise a first configuration instruction and a second configuration instruction.

Firstly, a first configuration instruction is obtained, a configured configuration interface is obtained 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 obtained first, 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 a configured configuration interface is obtained.

Fig. 5 is a schematic diagram of a configuration interface provided in an embodiment of the present invention, as shown in fig. 5, the configuration interface is an interface diagram of an interface designer, a control toolbar 51 is provided on the left side of fig. 5, the control toolbar 51 includes rich controls, for example, including an image control, a textbox control, a form control, a button control, a switch control, a parameter setting control, and the like, where different controls support different displayed data, for example, the image control may support displaying an image, the textbox control may support displaying a text, and the form control may support displaying a form, and the like. When configuring the control, the corresponding control needs to be selected according to the type of the desired processing result.

In the middle of fig. 5 is a main interface 52, i.e. a configuration interface. When configuring the controls, a user first sends a first configuration instruction through a client, where 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, the user may drag one or more controls in the controls toolbar over the mouse onto the configuration interface, at which point the interface edit section of the main interface 52 may be edited. After the controls are dragged to the configuration interface, the attribute information of each control can be set one by one. On the right side of fig. 5 is a property information setting area 53 of the control, and for each control, the property information that can be set includes a plurality of pieces, including, for example, the background, border, layout, 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 first of adjusting the layout and display effect of a control according to an embodiment of the present invention, as shown in fig. 6A, the configuration interface 60 includes a first control 61 and a second control 62, and a user can change the layout and display effect of the controls through a mouse. Fig. 6B is a schematic diagram illustrating adjustment of a control layout and a display effect according to an embodiment of the present invention, as shown in fig. 6B, a user drags the first control 61 to another position through a mouse to obtain a dragged first control 63, and the user changes the size of the second control 62 through the mouse to obtain a changed second control 64. Fig. 6A and 6B illustrate two ways of adjusting the layout and display effect of the control by dragging the control to change the position of the control on the configuration interface 60 and change the display size of the control, and the actual adjustment way is not limited thereto, and the embodiment of the present invention is not limited thereto.

After the configuration of the attribute information of the control and the control, a data source needs to be configured for the control, and at this time, the attribute information of the control needs to be stored and taken out in the subsequent process. At this point, the xaml file may be employed to record the attribute information and layout of the control, i.e., the extensible application markup language, and serialize it. And subsequently, performing deserialization treatment on the serialized attribute information and layout, and presenting the interface layout.

And step 33, configuring the 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 needs 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 as to obtain the interactive interface.

And after the configured configuration interface is obtained, acquiring a second configuration instruction, and acquiring the data source attribute of each control 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, performing association operation on each control on the configured configuration interface and the data source of the control according to the data source attribute of each control to obtain the interactive interface.

Fig. 7 is a schematic diagram of data source configuration according to an embodiment of the present invention, and as shown in fig. 7, when data source configuration is performed on each control, 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, that is, 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. The attribute list is realized through class serialization, and a user can configure the data source attribute corresponding to the control and select data which is expected to be displayed. And the data source screens the data in the processing result in the algorithm engineering for displaying through the selection type.

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

The multiple controls are controls on the interactive interface, and after the data source of the controls is set, code engineering can be exported according to the controls on the interactive interface and the data source related to the controls.

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

And then, according to the address data of the target processing result, deriving a corresponding target code project in the algorithm project, wherein the target processing result is a subset of the total processing result.

And configuring a corresponding data source according to the processing result which is expected to be displayed by the user, wherein 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 the target processing result obtained by compiling and running is displayed on the corresponding control after the corresponding target code project is obtained subsequently. The target processing result may be a subset of the processing results or may be an intermediate result of the processing results. For example, the target data is an image, and the processing result is to identify a circle and a square in the image, and acquire the coordinates of the center of the circle and the coordinates of the vertex of the square, thereby obtaining an image labeled with the coordinates of the center of the circle and the vertex of the square. And if the target processing result is to obtain the circle center coordinates of the circle, the target processing result is the subset of the processing result. If the target processing result is a circle in the recognition image, the target processing result is an intermediate result of the processing results. 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 a target executable file according to the target code engineering.

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

It should be noted that the type of the exported program includes a code project type and an executable file type, when the code project type is selected, the exported is an object code project, and when the executable file type is selected, the exported is an object executable file, where the code project type refers to a file type written in a programming language, the executable file type refers to a file type that can be directly run on a computer, and a user can obtain the file type according to actual needs.

When the type of the executable file needs to be selected, firstly, an object code project is obtained, and then the object code project is compiled to obtain an object executable file. The tools for executing the compiling process are various, for example, MSBuild can be used for background compiling to generate target executable files which can run independently. Because the target code engineering is derived from the algorithm engineering, the resource occupation of the target executable file obtained by compiling according to 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, meanwhile, the obtained target executable file can run independently, and the target executable file is set in a customized manner according to the requirements of users.

Fig. 9 is a schematic diagram of executing a target executable file according to an embodiment of the present invention, and as shown in fig. 9, if a generated target executable file is directly clicked, 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 control on the interactive interface. Further, if the target code project is generated, the user can modify or develop the target code project for the second time on the basis of the target code project, so that the personalized requirements are realized.

After the target executable file is generated, the obtained target executable file can also process the data to be processed with the same type as the target data. Specifically, data to be processed is obtained firstly, wherein the data type of the data to be processed is the same as that 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 data to be processed can be processed, and functions which a user wants to realize are realized. This will be explained below with reference to fig. 10.

Fig. 10 is a first schematic view 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 wants to recognize a circle in the image, and after an algorithm project is built, the user configures an interactive interface 100 according to a configuration instruction sent by the user through a client, where 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 first data source obtains a first processing result when the executable file corresponding to the algorithm project is executed, wherein the first processing result is an image marked with a circle on the image, and the 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 a circle center coordinate of the circle on the output image and a radius of the circle.

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

Fig. 11 is a schematic view illustrating a second processing of data to be processed according to the embodiment of the present invention, and as shown in fig. 11, an image 110 to be processed is obtained, a target executable file is run, and the image 110 to be processed is processed to obtain a processing result. The relation between the image to be processed 110 and the image to be processed 111 marked with the circle is that by running the target executable file, the circle 113 in the image to be processed 110 is marked and recognized, so that the image to be processed 111 marked with the 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, where a circular to-be-processed image 111 is displayed in the image control 101, coordinates of a center of a circle and a radius of the circle in the to-be-processed image are displayed in the text box control 102, and at this time, the coordinates of the circle and the radius of the circle 113 are displayed in the text box control 102.

Displaying a processing result corresponding to data to be processed on a control of an interactive interface is realized by associating a data source with the control, and when a target executable file runs, the data source of the control obtains a corresponding processing result and displays the corresponding processing result on the control, that is, 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 (hereinafter abbreviated as MVVM), which will be described with reference to fig. 12.

Fig. 12 is a schematic diagram of implementing data synchronization of the MVVM according to the embodiment of the present invention, as shown in fig. 12, the schematic diagram includes 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 data transmitted by a back end, the view refers to an interactive interface seen, and the view model is a bridge connecting the view and the model. The view model can convert the model into a view, i.e., convert data passed by the back-end into a viewed interactive interface, which is achieved by data binding. Meanwhile, the view model can also convert the view into a model, namely, convert the seen interactive interface into data of a back end, and the implementation mode is event monitoring. This way of working of the view model is a bi-directional binding of data.

Under the framework of MVVM, views and models cannot communicate directly, but only through the view model. 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 also monitor the view changes and then inform the data of the changes, so that the bidirectional binding of the data is realized.

In the embodiment of the present invention, as shown in fig. 12, the data center corresponds to a view model under the MVVM framework, the scenario data is data of a data source configured by a user for a control, and the interactive interface display corresponds to a view under the MVVM framework. The data center can acquire the scheme data or the change in the interactive interface display, so that corresponding updating is carried out, 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 passes through a method Fun (attribute name, scheme data address) and is transmitted to the attributes. And binding the corresponding attribute by the interactive interface control, and enabling the interactive interface control to display the data in the data source attribute in a notification mode. And the data center is respectively bound with the scheme data and the interactive interface display data, is equivalent to a large data pool, and realizes the synchronization of the scheme data and the interactive interface display data after the data source is associated with the control.

And the data center binds the data configured by the user for the control, collects the data configured by the user for the control, and displays the data by the control on the interactive interface.

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

Fig. 13 is an application schematic diagram of the data processing method according to the embodiment of the present invention, and as shown in fig. 13, the solution may be applied to a video camera. The scenario in fig. 13 is a pipeline scenario, where the product is produced in a factory. Taking the product as the barreled instant noodle as an example, a spoon needs to be placed for the barreled instant noodle before the noodle barrel is packaged, 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 algorithm project may not have a sub-algorithm capable of directly identifying the spoon in the image, but may include a sub-algorithm capable of identifying a specific target in the image. After the code engineering is exported, a user can carry out secondary development on the basis of the code engineering to obtain the target code engineering, so that the target code engineering can identify the spoon in the image.

Then, a target executable file is obtained according to the target code engineering, a module provided with the target executable file is integrated into the camera 131, and the camera 131 is arranged 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 a plurality of frames of images, then each frame of image is processed according to the target executable file, the spoon in the image is identified and displayed on the display 132, wherein the display 132 displays an interactive interface, the interactive interface comprises an image control 133, and the image control 133 displays an image marked with the spoon. If the image labeled 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 may be performed. Above-mentioned setting can be to whether discerning the ladle in the discernment image, helps the user to judge whether placed the ladle in the product, when not placing, in time reports an emergency and asks for help or not, has alleviateed staff's work load greatly.

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 actual application is not limited thereto.

The data processing method provided by the embodiment of the invention comprises the steps of firstly building an algorithm project, obtaining an executable file corresponding to the algorithm project, then obtaining a configuration instruction sent by a user through a client, 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 finally obtaining a target code project corresponding to each data source of the controls in the algorithm project according to the plurality of controls in the interactive interface and each data source associated with the control. According to the scheme provided by the embodiment of the invention, the corresponding processing result when the executable file corresponding to the algorithm project is executed 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 project corresponding to the data source, wherein the layout and the attribute of the control on the interactive interface can be set according to actual needs, and meanwhile, the interface display can be adjusted according to the personalized needs of users, so that the interaction flexibility of the interface is improved. Furthermore, the scheme provided by the embodiment of the invention can export and compile codes in the algorithm engineering into programs capable of running independently, when a user customizes personalized requirements, only code engineering capable of meeting functions required by the user is exported, other irrelevant code engineering is not required to be exported, the resource occupation is smaller, different requirements of the user can be met, the exported code engineering can be adjusted according to the configuration of the user in a client, the obtained target executable program is also generated by directly compiling 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 total processing result when an executable file corresponding to the algorithm project is executed;

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

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

acquiring the first configuration instruction;

In a possible implementation manner, 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 corresponding to the target code project and required by a user;

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

and compiling the object code project to obtain an object executable file.

The apparatus provided in the embodiment of the present invention may be used to implement the technical solutions of the above method embodiments, and the implementation principles and technical effects are similar, which are not described herein again.

Fig. 15 is a schematic diagram of a hardware structure of a data processing apparatus according to an embodiment of the present invention, and as shown in fig. 15, the data processing apparatus includes: at least one processor 151 and a memory 152. 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 particular implementations, the at least one processor 151 executes computer-executable instructions stored by the memory 152, causing the at least one processor 151 to perform the data processing methods described above.

For a specific implementation process of the processor 151, reference may be made to the above method embodiments, which implement the similar principle and technical effect, and this embodiment is not described herein again.

In the embodiment shown in fig. 15, it should be understood that the Processor may be a Central Processing Unit (CPU), other general-purpose processors, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), etc. 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, or in a combination of the hardware and software modules within the processor.

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

The bus may be an Industry Standard Architecture (ISA) bus, a Peripheral Component Interconnect (PCI) bus, an Extended ISA (EISA) bus, or the like. The bus may be divided into an address bus, a data bus, a control bus, etc. For ease of illustration, the buses in the figures of the present application are not limited to only one bus or one type of bus.

The present application also provides a computer-readable storage medium, in which computer-executable instructions are stored, and when a processor executes the computer-executable instructions, the data processing method as described above is implemented.

The computer-readable storage medium 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 or optical disk. Readable storage media can be any available media 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. Of course, the readable storage medium may also be an integral part of the processor. The processor and the readable storage medium may reside in an Application Specific Integrated Circuits (ASIC). Of course, the processor and the readable storage medium may also reside as discrete components in the apparatus.

The division of the units is only a logical division, and other divisions may be realized in practice, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or units, and may be in an electrical, mechanical or other form.

The units described as separate parts may or may not be physically separate, and parts displayed 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 can be selected according to actual needs to achieve the purpose of the solution of the embodiment.

In addition, functional units in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into 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 such understanding, the technical solution of the present invention may be embodied in the form of a software product, which is stored in a storage medium and includes instructions for causing a computer device (which may be a personal computer, a server, or a network device) to execute 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), a magnetic disk or an optical disk, and other various media capable of storing program codes.

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

Finally, it should be noted that: the above embodiments are only used to illustrate the technical solution of the present invention, and not to limit the same; while the invention has been described in detail and with reference to the foregoing embodiments, it will be understood by those skilled in the art that: the technical solutions described in the foregoing embodiments may still be modified, or some or all of the technical features may be equivalently replaced; and the modifications or the substitutions do not make the essence of the corresponding technical solutions depart from the scope of the technical solutions of the embodiments of the present invention.

Claims

1. A data processing method, comprising:

2. The method of claim 1, wherein the configuration instruction comprises a first configuration instruction and a second configuration instruction, and the obtaining the configuration instruction sent by the user through the client and configuring the interactive interface according to the configuration instruction comprises:

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

acquiring the first configuration instruction;

4. The method according to claim 2, wherein the obtaining the second configuration instruction, and configuring, according to the second configuration instruction, a corresponding data source for each control on the configured configuration interface to obtain the interactive interface includes:

5. The method of claim 1, wherein obtaining the object code project corresponding to each control data source in the algorithm project according to the plurality of controls and each control data source associated with the control comprises:

6. The method of claim 1, wherein after obtaining the target code project corresponding to each control data source in the algorithmic project based on the plurality of controls and each control associated data source, the method further comprises:

and compiling the object code project to obtain an object executable file.

7. The method of claim 6, wherein after compiling the object code project to obtain an object executable file, the method further comprises:

8. A data processing apparatus, comprising:

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

the memory stores computer-executable instructions;

the at least one processor executing the computer-executable instructions stored by the memory causes the at least one processor to perform the data processing method of any of claims 1 to 7.

10. A computer-readable storage medium having stored thereon computer-executable instructions which, when executed by a processor, implement a data processing method according to any one of claims 1 to 7.