CN111080170A - Workflow modeling method and device, electronic equipment and storage medium - Google Patents
Workflow modeling method and device, electronic equipment and storage medium Download PDFInfo
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Abstract
The embodiment of the invention provides a workflow modeling method, a workflow modeling device, electronic equipment and a storage medium, wherein the method comprises the following steps: displaying a workflow modeling interface; displaying the target logic execution component and the target operator component selected by the user in the canvas; and connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly. The embodiment of the invention can reduce the operation complexity, thereby improving the user experience.
Description
Technical Field
The invention relates to the technical field of artificial intelligence, in particular to a workflow modeling method and device, electronic equipment and a storage medium.
Background
Artificial intelligence is a technical science for researching and developing intelligence for simulating, extending and expanding people, and with the rapid development of artificial intelligence technology, the application field is more and more extensive, so more and more technicians need to master and use the technology.
However, because the artificial intelligence technology has a high threshold for entering the door, a common user needs to spend a lot of time and energy to learn and use. With the advent of the workflow-form modeling platform, the use threshold of users is effectively lowered, for example, a machine learning modeling platform developed by airy cloud corporation and a machine learning modeling platform developed by microsoft corporation, and the workflow-form modeling platform enables users to connect logic execution components in a workflow form in a visual form, so that a machine learning model is established and trained.
In the process of training the machine learning model by the workflow-form modeling platform, the logic execution component needs to adopt an operator corresponding to the function of the component to perform calculation, wherein the operator is an encapsulation module of an algorithm, for example, a grid search operator is used for calculating optimal parameters so as to optimize the model expression. However, in the existing workflow modeling platform, the operators are often packaged in the logic execution component in advance, and a plurality of operators may be packaged in one logic execution component. In the interactive interface of the existing workflow modeling platform, only logic execution components are generally displayed. Illustratively, fig. 1a is an interactive interface diagram of an existing workflow modeling platform, and each block in fig. 1a represents a logic execution component, wherein some logic execution components actually encapsulate a selectable operator, but the user cannot intuitively see from the interface diagram illustrated in fig. 1a, for example: in the logistic regression execution component in fig. 1a, the grid search operator and the crossover operator are already packaged, and a user needs to additionally configure the used operator in the operator integrated with the logistic regression execution component, so that the operation is complex and the efficiency is low, the expandability of the component is not strong, and if the function of the component is increased, the integrated operator needs to be modified again.
Disclosure of Invention
The embodiment of the invention aims to provide a workflow modeling method, a workflow modeling device, electronic equipment and a storage medium, so as to reduce the operation complexity of a user during modeling and improve the modeling efficiency. The specific technical scheme is as follows:
in a first aspect, an embodiment of the present invention provides a workflow modeling method, where the method includes:
displaying a workflow modeling interface, wherein the workflow modeling interface comprises a component box and a canvas, and a user-selectable logic execution component and an operator component are provided in the component box;
displaying a user-selected target logic execution component and a target operator component in the canvas;
and connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly.
Optionally, the step of displaying the target logic execution component and the target operator component selected by the user in the canvas includes:
acquiring a target logic execution component selected in the component block by a user, and moving the target logic execution component from the component block to the canvas in response to a dragging operation of the target logic execution component by the user;
and acquiring a target operator component selected by a user in the component frame, and moving the target operator component from the component frame to the canvas in response to a dragging operation of the target operator component by the user.
Optionally, the connecting the target logic execution component and the target operator component associated with the target logic execution component by a connection line includes:
acquiring the manual wiring operation of a user on the target logic execution component and the target operator component in the canvas; generating a link between the target logic execution component and a target operator component displayed in the canvas based on the manual link operation;
alternatively, the first and second electrodes may be,
detecting an incidence relation between the target logic execution component and the target operator component; and generating a connecting line between the target logic execution assembly and the target operator assembly according to the detected incidence relation.
Optionally, the step of establishing an affiliation between the connected target logic execution component and the target operator component includes:
adding the target operator component information in the attribute information of the target logic execution component, so that when the workflow is executed, the target logic execution component executes based on an algorithm corresponding to the target operator component.
Optionally, the method further includes:
displaying information of the input/output point in the canvas in a predetermined position when a cursor is detected to hover over the input/output point of the component in the canvas or when a cursor is detected to hover to a predetermined range near the input/output point of the component in the canvas.
Optionally, the method further includes:
and acquiring a preset operation of a user for an input/output point of the component in the canvas, and displaying information of the input/output point based on the preset operation.
Optionally, the method further includes:
acquiring an operation instruction which is issued by a user through a keyboard shortcut key and aims at the workflow in the canvas;
determining an operation corresponding to the operation instruction and executing the operation, wherein the operation comprises: selecting, copying, pasting, revoking, anti-revoking, or deleting components in the workflow.
Optionally, the method further includes:
and aiming at the components selected by the user in the canvas, prompting the components which can be connected with the components selected by the user to the user according to a preset prompting mode.
Optionally, the prompting, according to a preset prompting manner, of the component that can be connected to the component selected by the user to the user includes:
displaying each component using a different color, wherein the different color indicates whether the target operator component is a connectable component of the user-selected component.
Optionally, the method further includes:
aiming at a target logic execution component selected by a user in the canvas, acquiring a preset connectable component of the target logic execution component, and displaying a connectable component option in the canvas so as to recommend the connectable component to the user;
when a user selects a component based on the connectable component option, displaying the user-selected component in the canvas; wherein the connectable component comprises a logic execution component or an operator component.
Optionally, the step of connecting the target logic execution component and the target operator component associated with the target logic execution component by a connection line includes:
acquiring a one-key connection operation of a user;
and according to the one-key connection operation, connecting the target logic execution component with the target operator component associated with the target logic execution component through a connecting line and connecting other associated components in the canvas through connecting lines.
In a second aspect, an embodiment of the present invention provides a workflow modeling apparatus, where the apparatus includes:
the system comprises a first display module, a second display module and a display module, wherein the first display module is used for displaying a workflow modeling interface, the workflow modeling interface comprises a component frame and a canvas, and a logic execution component and an operator component which can be selected by a user are provided in the component frame;
the second display module is used for displaying the target logic execution component and the target operator component selected by the user in the canvas;
and the relation establishing module is used for connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line and establishing the affiliated relation between the connected target logic execution assembly and the target operator assembly.
Optionally, the second display module is specifically configured to:
acquiring a target logic execution component selected in the component block by a user, and moving the target logic execution component from the component block to the canvas in response to a dragging operation of the target logic execution component by the user;
and acquiring a target operator component selected by a user in the component frame, and moving the target operator component from the component frame to the canvas in response to a dragging operation of the target operator component by the user.
Optionally, the relationship establishing module is specifically configured to:
acquiring the manual wiring operation of a user on the target logic execution component and the target operator component in the canvas; generating a link between the target logic execution component and a target operator component displayed in the canvas based on the manual link operation;
alternatively, the first and second electrodes may be,
detecting an incidence relation between the target logic execution component and the target operator component; and generating a connecting line between the target logic execution assembly and the target operator assembly according to the detected incidence relation.
Optionally, the relationship establishing module is specifically configured to:
adding the target operator component information in the attribute information of the target logic execution component, so that when the workflow is executed, the target logic execution component executes based on an algorithm corresponding to the target operator component.
Optionally, the apparatus may further include:
a third display module for displaying information of the input/output point in the canvas in a predetermined position when it is detected that a cursor is hovered over the input/output point of the component in the canvas or when it is detected that the cursor is hovered to a predetermined range near the input/output point of the component in the canvas.
Optionally, the apparatus may further include:
and the fourth display module is used for acquiring the preset operation of the user for the input/output point of the component in the canvas and displaying the information of the input/output point based on the preset operation.
Optionally, the apparatus may further include:
and the acquisition module is used for acquiring an operation instruction which is issued by a user through a keyboard shortcut key and aims at the workflow in the canvas.
A determining module, configured to determine an operation corresponding to the operation instruction and execute the operation, where the operation includes: selecting, copying, pasting, revoking, anti-revoking, or deleting components in the workflow.
Optionally, the apparatus may further include:
and the prompting module is used for prompting the components which can be connected with the components selected by the user to the user according to a preset prompting mode aiming at the components selected by the user in the canvas.
Optionally, the prompt module is specifically configured to:
displaying each component using a different color, wherein the different color indicates whether the target operator component is a connectable component of the user-selected component.
Optionally, the apparatus may further include:
and the fifth display module is used for acquiring a preset connectable component of the target logic execution component aiming at the target logic execution component selected by the user in the canvas, and displaying the connectable component option in the canvas so as to recommend the connectable component to the user.
A sixth display module to display the user-selected component in the canvas when a user selects a component based on the connectable component option; wherein the connectable component comprises a logic execution component or an operator component.
Optionally, the relationship establishing module is specifically configured to:
acquiring a one-key connection operation of a user; and according to the one-key connection operation, connecting the target logic execution component with the target operator component associated with the target logic execution component through a connecting line and connecting other associated components in the canvas through connecting lines.
In a third aspect, an embodiment of the present invention provides an electronic device, which includes a processor and a machine-readable storage medium, where the machine-readable storage medium stores machine-executable instructions capable of being executed by the processor, and the processor executes the machine-executable instructions to implement the method steps of the workflow modeling method provided in the first aspect.
In a fourth aspect, an embodiment of the present invention provides a computer-readable storage medium, where a computer program is stored in the computer-readable storage medium, and when the computer program is executed by a processor, the computer program implements the method steps of the workflow modeling method provided in the first aspect.
In a fifth aspect, embodiments of the present invention further provide a computer program product containing instructions, which when run on a computer, cause the computer to perform the method steps of the workflow modeling method provided in the first aspect.
In a sixth aspect, embodiments of the present invention further provide a computer program, which when run on a computer, causes the computer to perform the method steps of the workflow modeling method provided in the first aspect.
According to the workflow modeling method, the workflow modeling device, the electronic equipment and the storage medium, a workflow modeling interface comprising a component frame and a canvas is displayed, so that a target logic execution component and a target operator component selected by a user are displayed in the canvas, the target logic execution component and the target operator component related to the target logic execution component are connected through a connecting line, and the relationship between the connected target logic execution component and the target operator component is established. Because the operator component is directly displayed in the component frame for selection of a user, and the user can directly establish a connection relation between the operator component and the logic execution component in the canvas through a connecting line, and the operator used in the operator integrated by the logic regression execution component does not need to be additionally configured, the operation complexity can be reduced, and the user experience is improved.
Of course, it is not necessary for any product or method of practicing the invention to achieve all of the above-described advantages at the same time.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
FIG. 1a is an interactive interface diagram of a prior art workflow modeling platform;
FIG. 1b is a schematic flow chart of a workflow modeling method according to an embodiment of the present invention;
FIG. 2 is a schematic diagram of a workflow modeling interface provided by an embodiment of the present invention;
FIG. 3 is another schematic diagram of a workflow modeling interface provided by an embodiment of the invention;
FIG. 4 is a third schematic diagram of a workflow modeling interface provided by an embodiment of the invention;
fig. 5 is a schematic flowchart of step S102 in the workflow modeling method according to the embodiment of the present invention;
FIG. 6 is a schematic diagram of a prompt box in a workflow modeling interface according to an embodiment of the invention;
FIG. 7 is another schematic flow chart diagram of a workflow modeling method according to an embodiment of the present invention;
FIG. 8 is a diagram illustrating an example of displaying I/O point information;
FIG. 9 is a schematic diagram of a display box in a workflow modeling interface according to an embodiment of the invention;
FIG. 10 is a schematic flow chart diagram illustrating a workflow modeling method according to an embodiment of the present invention;
FIG. 11 is a fourth flowchart illustrating a workflow modeling method according to an embodiment of the present invention;
FIG. 12 is a schematic diagram of displaying connectable component options in a workflow modeling interface according to an embodiment of the present invention;
FIG. 13 is a schematic structural diagram of a workflow modeling apparatus according to an embodiment of the present invention;
FIG. 14 is a schematic structural diagram of a workflow modeling apparatus according to an embodiment of the present invention;
FIG. 15 is a schematic structural diagram of a workflow modeling apparatus according to an embodiment of the present invention;
FIG. 16 is a diagram illustrating a fourth structure of a workflow modeling apparatus according to an embodiment of the present invention;
fig. 17 is a schematic structural diagram of an electronic device according to an embodiment of the present invention.
Detailed Description
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 only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Some operators in a machine learning model can be used by being matched with other algorithms generally, in an existing workflow modeling platform, the operators are generally packaged in a machine learning algorithm and become one of algorithm parameter tuning methods, because the operators are packaged in the machine learning algorithm, when a user needs to use the operators, for example, when grid search is needed (grid search is a parameter tuning method, and model expression is optimized by traversing a given parameter combination), the operators needed to be used need to be searched in information displayed on an attribute interface of the machine learning algorithm, for example, a logic execution component of logistic regression binary classification is displayed at present, if the user wants to use the grid search operators, the user needs to search the grid search logistic regression binary classification operators in a list and select the operators, the method is relatively non-intuitive in expression, so that many users cannot quickly search the algorithm, and if the operator structure is redesigned, developers of the workflow modeling platform need to modify each operator, and the workload is relatively large.
With this in mind, as shown in FIG. 1b, embodiments of the present invention first provide a workflow modeling method, which may include the steps of:
and S101, displaying a workflow modeling interface.
The embodiment of the invention can be applied to a workflow modeling platform, and the workflow modeling platform can be installed in electronic equipment, for example, a server or equipment with data processing capability such as an electronic computer. The workflow modeling platform may employ a visual operation interface, i.e., a workflow modeling interface may be displayed, as shown in fig. 2, which may include a component box in which user-selectable logical execution components and operator components are provided, and a canvas. The logic execution component and the operator component may be provided in the same component block, or may be provided in different component blocks, which is not limited in the present invention.
The canvas may be an interactive interface, and the user may establish the machine learning model or train the machine learning model by selecting the logic execution components and the operator components in the component box and establishing an execution sequence for each logic execution component in the canvas, or establishing an association relationship for the operator components and the logic execution components.
It is to be appreciated that a plurality of logic execution components of the machine learning model can be displayed in the workflow modeling interface and used to implement functions of the machine learning model, such as data reading functions, data analysis functions, data processing functions, and the like.
Illustratively, the above logic-executing components may include, but are not limited to: a data reading component for reading data; the principal component analysis component is used for analyzing the data; the data splitting component is used for splitting the acquired data; a data export component for exporting data; a model prediction component for performing analytical prediction based on the data; the logistic regression component is used for carrying out logistic regression processing on the data; a save model component for saving the constructed machine learning model; a model evaluation component for evaluating the prediction results of the machine learning model, and so on.
The operator components described above may include, but are not limited to: the system comprises a cross validation operator component, a grid search operator component, a random search operator component and a Bayesian optimization operator component, wherein the operators are generally general operators, namely, the operators can be combined into the algorithm of the logic execution component for use, for example, a data input and output interface can be arranged for the operator components so as to be connected with the logic execution component. Of course, the logic execution component can also be provided with a data input and output interface so as to be connected with other logic execution components or operator components.
In the embodiment of the application, the operator component and the logic execution component are displayed in the component frame at the same time for selection by a user, the operator component and the logic execution component can be pulled into the canvas by dragging and the like by the user, the user does not need to configure an algorithm used by the logic execution component additionally, and the operation can be simplified.
Referring to FIG. 1b, S102, the user-selected target logic execution component and target operator component are displayed in the canvas.
Illustratively, as shown in fig. 3, which is a schematic diagram of a workflow modeling interface according to an embodiment of the present invention, after a target logic execution component and a target operator component are selected in a user component box, the selected target logic execution component and the target operator component may be displayed in a canvas of the workflow modeling interface.
S103, connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly.
The target logic execution component and the target operator component may have an association relationship, that is, the target operator component may belong to a certain target logic execution component, as shown in fig. 4, in the embodiment of the present invention, the target operator component associated with the target logic execution component and the target logic execution component may be connected by a connection line.
Illustratively, in fig. 4, the execution sequence direction between the target logical execution components can be represented by arrow connecting lines, the arrow direction can represent the flow direction of data in the model, the target operator components associated with the target logical execution components can be represented by arrow connecting lines, for example, if a cross validation operator component points to a logical regression execution component by an arrow connecting line, it represents that the cross validation operator component is associated with the logical regression execution component, and the dashed arrow in fig. 4 represents the logical execution component currently running.
As an optional implementation manner of the embodiment of the present invention, as shown in fig. 5, the step S102 may specifically include:
and S1021, acquiring a target logic execution component selected by a user in the component frame, and moving the target logic execution component from the component frame to the canvas in response to the dragging operation of the user for the target logic execution component.
In the embodiment of the invention, the electronic device can acquire the target logic execution component selected by the user in the component frame, and in the process of dragging the target logic execution component from the component frame by the user, the electronic device can detect the dragging operation and then move the target logic execution component from the component frame to the canvas.
S1022, acquiring the target operator component selected by the user in the component frame, and moving the target operator component from the component frame to the canvas in response to the dragging operation of the user on the target operator component.
In the embodiment of the invention, the electronic device can acquire the target operator assembly selected by the user in the assembly frame, and in the process of dragging the target operator assembly from the assembly frame by the user, the electronic device can detect the dragging operation and then move the target operator assembly from the assembly frame to the canvas. Therefore, through the visualization operation, a user can conveniently select the target logic execution assembly and the target operator assembly from the assembly box, and the target logic execution assembly and the target operator assembly are visually dragged to the canvas through dragging operation, so that the use convenience is improved.
As an optional implementation manner of the embodiment of the present invention, when a user manually connects a target logic execution assembly and a target operator assembly in a canvas, the embodiment of the present invention may obtain the manual connection operation, and then generate a connection between the target logic execution assembly and the target operator assembly displayed in the canvas, so that the user establishes an association relationship between each target logic execution assembly and each target operator assembly according to the user's own needs, and improves the user experience.
Illustratively, when a user manually connects the logistic regression logic execution component and the cross validation operator component in the canvas, the embodiment of the present invention may obtain the manual connection operation, and then generate a connection between the logistic regression logic execution component and the cross validation operator component in the canvas, where the connection may be represented by an arrow to represent an association relationship.
As an optional implementation manner of the embodiment of the present invention, the electronic device may further detect an association relationship between the target logic execution component and the target operator component, and then automatically generate a connection line between the target logic execution component and the target operator component according to the detected association relationship.
Exemplarily, after a user drags the logistic regression logistic execution component and the cross validation operator component from the component frame to the canvas, the electronic device may detect an association relationship between the logistic regression logistic execution component and the cross validation operator component, and if the cross validation operator component and the logistic regression logistic execution component have an association relationship, automatically generate a connection line between the logistic regression logistic execution component and the cross validation operator component, thereby reducing user operations, further improving user experience, and making the workflow modeling platform of the embodiment of the present invention more intelligent.
It is to be understood that the logic execution component may have attribute information, for example, a name of the logic execution component, as an alternative implementation manner of the embodiment of the present invention, the embodiment of the present invention may add target operator component information in the attribute information of the target logic execution component, as shown in fig. 6, for example, information of the cross validation operator component and the grid search operator component may be added to the logistic regression binary classification logic execution component, so that the logistic regression binary classification logic conveniently executes the algorithm of the cross validation operator component or the algorithm of the grid search operator component, and the added target operator component information may be displayed to the user in a prompt box manner, thereby improving the convenience of using the workflow model.
As an optional implementation manner of the embodiment of the present invention, on the basis of the flow shown in fig. 1b, as shown in fig. 7, the workflow modeling method according to the embodiment of the present invention may further include:
s201, when the cursor is detected to be suspended above the input/output point of the component in the canvas, or when the cursor is detected to be suspended to a preset range near the input/output point of the component in the canvas, the information of the input/output point is displayed in a preset position of the canvas.
Illustratively, as shown in FIG. 8, when the electronic device detects that a cursor hovers over an input/output point of the data reading logic execution component, information for the input/output point may be displayed on one side of the input/output point, e.g., display fields: filter (port type); or, when the electronic device detects that the cursor hovers to a predetermined range near the input/output point of the data reading logic execution component, for example, within 2mm nearby, the information of the input/output point can also be displayed, so that the user can more intuitively see the information of the input/output point, and the user experience is improved. Of course, the preset position may be preset according to the layout of the input/output points. The above-mentioned input/output points may represent information input/output interfaces of the target logical execution component or the target operator component.
As an optional implementation manner of the embodiment of the present invention, a predetermined operation of a user for an input/output point of a component in a canvas may also be obtained, and then information of the input/output point is displayed based on the predetermined operation, where the predetermined operation includes, but is not limited to: clicking operation on an input/output point.
Illustratively, as shown in fig. 9, for an input/output point of an SQL (Structured Query language) task logic execution component, when a user right clicks the input/output point through a mouse, a presentation box may pop up, in which information of the input/output point may be displayed, for example: download items, save as data sets, save as models, generate codes, disable items, and the like.
As an optional implementation manner of the embodiment of the present invention, as shown in fig. 10, the workflow modeling method according to the embodiment of the present invention may further include:
s301, acquiring an operation instruction which is issued by a user through a keyboard shortcut key and aims at the workflow in the canvas.
And S302, determining the operation corresponding to the operation instruction and executing the operation.
The existing workflow modeling platform cannot use shortcut keys to operate canvas, so that the operation of a user is inconvenient and poor in experience. Based on this, the embodiment of the invention can acquire the operation instruction which is issued by the user through the keyboard shortcut key and aims at the workflow in the canvas, and then determine the operation corresponding to the operation instruction and execute the operation, thereby increasing the user experience of workflow modeling.
Illustratively, when an operation of pressing a control key by a user is received, and a click operation for a target logic execution component and/or a target operator component (hereinafter referred to as a component) in a canvas is received, it may be determined that the operation corresponding to the operation instruction is a component in a multi-selection canvas, and then a plurality of components in the canvas may be selected, thereby implementing a multi-selection function.
When receiving the operation that a user selects one or more components through a mouse and presses a control key + C key in a combined mode, the components can be copied, and the connecting lines among the components can be copied together.
Of course, the user may also paste the copied component through the shortcut control key + V key.
Of course, the user may also cancel the previous operation through the shortcut control key + z key, and the embodiment of the present invention supports multiple-step cancellation operations, for example, 10 steps of cancellation operations, that is, 10 steps of cancellation operations before the current operation is cancelled. Of course, the user may also perform a reverse operation through the shortcut shift key + control key + z key, that is, cancel the previous undo operation.
Of course, when it is received that the user selected one or more components by mouse and presses delete key, the selected components may be deleted.
As an optional implementation manner in the embodiment of the present invention, for a component selected by a user in a canvas, the embodiment of the present invention may prompt the user which components are components that can be connected with the user, so that the user can connect the wires quickly, and modeling efficiency is improved.
As an alternative implementation manner of the embodiment of the present invention, the components may be displayed in different colors, for example, a first component is displayed in a first color (e.g., green), and a second component is displayed in a second color (e.g., red), where the first component is a component that can be connected to the component selected by the user, and the second component is a component that cannot be connected to the component selected by the user. Of course, the embodiment of the present invention may also use other preset prompting manners to prompt, for example, filling the component that can be connected to the component selected by the user with a diagonal stripe, and filling the component that cannot be connected to the component selected by the user with a straight stripe.
As an optional implementation manner of the embodiment of the present invention, as shown in fig. 11, the workflow modeling method according to the embodiment of the present invention may further include:
s401, aiming at a target logic execution component selected by a user in a canvas, acquiring a preset connectable component of the target logic execution component, and displaying a connectable component option in the canvas so as to recommend the connectable component to the user.
S402, when the user selects the component based on the connectable component option, the component selected by the user is displayed in the canvas.
Referring to fig. 12, in the embodiment of the present invention, for a user-selected target logic execution component in a canvas, for example, a model evaluation logic execution component, connectable component options, such as operator a component, operator B component, operator C component, and operator D component options in fig. 12, may be displayed in the canvas, so as to recommend the connectable component to the user, and when the user selects an operator in the operator options, the user-selected component may be displayed in the canvas, such as highlighting the selected operator a component in fig. 12. Therefore, through the one-key connection operation and the recommendation of the connectable component option to the user, the user can quickly establish the model, and the workflow modeling efficiency is further improved.
As an optional implementation manner of the embodiment of the present invention, in the embodiment of the present invention, a one-key connection button may be further displayed in the workflow modeling interface, and a user may click the button to implement one-key connection operation of the component.
For example, after acquiring the one-touch operation of the user, the electronic device may connect the target logic execution component and the target computing group associated with the target logic execution component through a connection line, and may also connect other associated components of the target logic execution component in the canvas through connection lines.
According to the workflow modeling method provided by the embodiment of the invention, the workflow modeling interface comprising the component frame and the canvas is displayed, so that the target logic execution component and the target operator component selected by a user are displayed in the canvas, the target operator component associated with the target logic execution component and the target logic execution component is connected through the connecting line, and the relationship between the connected target logic execution component and the target operator component is established. Because the operator component is directly displayed in the component frame for selection of a user, and the user can directly establish a connection relation between the operator component and the logic execution component in the canvas through a connecting line, and the operator used in the operator integrated by the logic regression execution component does not need to be additionally configured, the operation complexity can be reduced, and the user experience is improved.
Corresponding to the above method embodiment, the embodiment of the present invention also provides a corresponding device embodiment.
As shown in fig. 13, an embodiment of the present invention provides a workflow modeling apparatus, including:
the first display module 501 is used for displaying a workflow modeling interface, wherein the workflow modeling interface comprises a component box and a canvas, and a user-selectable logic execution component and an operator component are provided in the component box.
A second display module 502 for displaying the user selected target logic execution component and target operator component in the canvas.
The relationship establishing module 503 is configured to connect the target logic execution component and the target operator component associated with the target logic execution component through a connection line, and establish an affiliation relationship between the connected target logic execution component and the target operator component.
The second display module 502 is specifically configured to:
acquiring a target logic execution component selected by a user in the component frame, and moving the target logic execution component from the component frame to the canvas in response to a dragging operation of the user on the target logic execution component;
and acquiring a target operator component selected by a user in the component frame, and moving the target operator component from the component frame to the canvas in response to a dragging operation of the user on the target operator component.
The relationship establishing module 503 is specifically configured to:
acquiring manual connection operation of a user on a target logic execution component and a target operator component in a canvas; generating a connection line between a target logic execution component and a target operator component displayed in the canvas based on the manual connection operation;
alternatively, the first and second electrodes may be,
detecting an incidence relation between a target logic execution assembly and a target operator assembly; and generating a connecting line between the target logic execution assembly and the target operator assembly according to the detected incidence relation.
The relationship establishing module 503 is specifically configured to:
and adding target operator component information in the attribute information of the target logic execution component, so that when the workflow is executed, the target logic execution component executes the workflow based on the algorithm corresponding to the target operator component.
On the basis of the device structure shown in fig. 13, as shown in fig. 14, the workflow modeling device according to the embodiment of the present invention may further include:
a third display module 504 for displaying information of the input/output point in the canvas in a predetermined position when the cursor is detected to hover over the input/output point of the component in the canvas or when the cursor is detected to hover to a predetermined range near the input/output point of the component in the canvas.
The workflow modeling apparatus according to the embodiment of the present invention may further include:
and the fourth display module is used for acquiring the preset operation of the user for the input/output point of the component in the canvas and displaying the information of the input/output point based on the preset operation.
As shown in fig. 15, the workflow modeling apparatus according to the embodiment of the present invention may further include:
the obtaining module 601 is configured to obtain an operation instruction, which is issued by a user through a keyboard shortcut key and is for a workflow in a canvas.
A determining module 602, configured to determine an operation corresponding to the operation instruction and execute the operation, where the operation includes: selecting, copying, pasting, revoking, anti-revoking, or deleting components in the workflow.
The workflow modeling apparatus according to the embodiment of the present invention may further include:
and the prompting module is used for prompting the components which can be connected with the components selected by the user to the user according to a preset prompting mode aiming at the components selected by the user in the canvas.
Wherein, above-mentioned suggestion module is specifically used for:
and displaying the components by using different colors, wherein the different colors represent whether the target operator component is a connectable component of the component selected by the user.
As shown in fig. 16, the workflow modeling apparatus according to the embodiment of the present invention may further include:
a fifth display module 701, configured to, for a target logic execution component selected by a user in the canvas, obtain a preset connectable component of the target logic execution component, and display a connectable component option in the canvas, so as to recommend the connectable component to the user.
A sixth display module 702 for displaying the user-selected component in the canvas when the user selects the component based on the connectable component option; wherein the connectable components comprise logical execution components or operator components.
The relationship establishing module 503 is specifically configured to:
acquiring a one-key connection operation of a user; and according to the one-key connection operation, connecting the target logic execution component and the target operator component associated with the target logic execution component through a connecting line and connecting other associated components in the canvas through a connecting line.
According to the workflow modeling device provided by the embodiment of the invention, the workflow modeling interface comprising the component frame and the canvas is displayed, so that the target logic execution component and the target operator component selected by a user are displayed in the canvas, the target operator component associated with the target logic execution component and the target logic execution component is connected through the connecting line, and the relationship between the connected target logic execution component and the target operator component is established. Because the operator component is directly displayed in the component frame for selection of a user, and the user can directly establish a connection relation between the operator component and the logic execution component in the canvas through a connecting line, and the operator used in the operator integrated by the logic regression execution component does not need to be additionally configured, the operation complexity can be reduced, and the user experience is improved.
An embodiment of the present invention further provides an electronic device, which may be specifically a server, as shown in fig. 17, where the device 800 includes a processor 801 and a machine-readable storage medium 802, where the machine-readable storage medium stores machine-executable instructions that can be executed by the processor, and the processor executes the machine-executable instructions to implement the following steps:
displaying a workflow modeling interface, wherein the workflow modeling interface comprises a component frame and a canvas, and a user-selectable logic execution component and an operator component are provided in the component frame;
displaying the target logic execution component and the target operator component selected by the user in the canvas;
and connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly.
The machine-readable storage medium may include a Random Access Memory (RAM) or a non-volatile Memory (non-volatile Memory), such as at least one disk Memory. Optionally, the memory may also be at least one memory device located remotely from the processor.
The Processor may be a general-purpose Processor, and includes a Central Processing Unit (CPU), a Network Processor (NP), and the like; the device can also be a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other Programmable logic device, a discrete Gate or transistor logic device, or a discrete hardware component.
According to the electronic device provided by the embodiment of the invention, the target logic execution assembly and the target operator assembly selected by a user are displayed in the canvas by displaying the workflow modeling interface comprising the assembly frame and the canvas, the target operator assembly associated with the target logic execution assembly and the target logic execution assembly is connected through the connecting line, and the relationship between the connected target logic execution assembly and the target operator assembly is established. Because the operator component is directly displayed in the component frame for selection of a user, and the user can directly establish a connection relation between the operator component and the logic execution component in the canvas through a connecting line, and the operator used in the operator integrated by the logic regression execution component does not need to be additionally configured, the operation complexity can be reduced, and the user experience is improved.
An embodiment of the present invention further provides a computer-readable storage medium, in which a computer program is stored, and when the computer program is executed by a processor, the computer program is configured to perform the following steps:
displaying a workflow modeling interface, wherein the workflow modeling interface comprises a component frame and a canvas, and a user-selectable logic execution component and an operator component are provided in the component frame;
displaying the target logic execution component and the target operator component selected by the user in the canvas;
and connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly.
The computer-readable storage medium provided by the embodiment of the invention displays the target logic execution component and the target operator component selected by the user in the canvas by displaying the workflow modeling interface comprising the component frame and the canvas, connects the target logic execution component and the target operator component associated with the target logic execution component through a connecting line, and establishes the relationship between the connected target logic execution component and the target operator component. Because the operator component is directly displayed in the component frame for selection of a user, and the user can directly establish a connection relation between the operator component and the logic execution component in the canvas through a connecting line, and the operator used in the operator integrated by the logic regression execution component does not need to be additionally configured, the operation complexity can be reduced, and the user experience is improved.
Embodiments of the present invention also provide a computer program product comprising instructions which, when run on a computer, cause the computer to perform the steps of:
displaying a workflow modeling interface, wherein the workflow modeling interface comprises a component frame and a canvas, and a user-selectable logic execution component and an operator component are provided in the component frame;
displaying the target logic execution component and the target operator component selected by the user in the canvas;
and connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly.
The computer program product containing the instructions displays a target logic execution component and a target operator component selected by a user in a canvas by displaying a workflow modeling interface comprising a component frame and the canvas, connects the target logic execution component and the target operator component associated with the target logic execution component through a connecting line, and establishes the relationship between the connected target logic execution component and the target operator component. Because the operator component is directly displayed in the component frame for selection of a user, and the user can directly establish a connection relation between the operator component and the logic execution component in the canvas through a connecting line, and the operator used in the operator integrated by the logic regression execution component does not need to be additionally configured, the operation complexity can be reduced, and the user experience is improved.
Embodiments of the present invention further provide a computer program, which when running on a computer, causes the computer to execute the following steps:
displaying a workflow modeling interface, wherein the workflow modeling interface comprises a component frame and a canvas, and a user-selectable logic execution component and an operator component are provided in the component frame;
displaying the target logic execution component and the target operator component selected by the user in the canvas;
and connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly.
The computer program containing the instructions displays a target logic execution component and a target operator component selected by a user in a canvas by displaying a workflow modeling interface comprising a component frame and the canvas, connects the target logic execution component and the target operator component associated with the target logic execution component through a connecting line, and establishes the relationship between the connected target logic execution component and the target operator component. Because the operator component is directly displayed in the component frame for selection of a user, and the user can directly establish a connection relation between the operator component and the logic execution component in the canvas through a connecting line, and the operator used in the operator integrated by the logic regression execution component does not need to be additionally configured, the operation complexity can be reduced, and the user experience is improved.
For the apparatus/electronic device/storage medium embodiment, since it is substantially similar to the method embodiment, the description is relatively simple, and for the relevant points, reference may be made to part of the description of the method embodiment.
It is noted that, herein, relational terms such as first and second, and the like may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other identical elements in a process, method, article, or apparatus that comprises the element.
All the embodiments in the present specification are described in a related manner, and the same and similar parts among the embodiments may be referred to each other, and each embodiment focuses on the differences from the other embodiments. In particular, for the system embodiment, since it is substantially similar to the method embodiment, the description is simple, and for the relevant points, reference may be made to the partial description of the method embodiment.
The above description is only for the preferred embodiment of the present invention, and is not intended to limit the scope of the present invention. Any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention shall fall within the protection scope of the present invention.
Claims (14)
1. A method of workflow modeling, the method comprising:
displaying a workflow modeling interface, wherein the workflow modeling interface comprises a component box and a canvas, and a user-selectable logic execution component and an operator component are provided in the component box;
displaying a user-selected target logic execution component and a target operator component in the canvas;
and connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line, and establishing the relationship between the connected target logic execution assembly and the target operator assembly.
2. The method of claim 1, wherein the step of displaying the user-selected target logic execution component and target operator component in the canvas comprises:
acquiring a target logic execution component selected in the component block by a user, and moving the target logic execution component from the component block to the canvas in response to a dragging operation of the target logic execution component by the user;
and acquiring a target operator component selected by a user in the component frame, and moving the target operator component from the component frame to the canvas in response to a dragging operation of the target operator component by the user.
3. The method of claim 1, wherein connecting the target logical execution component and the target operator component associated with the target logical execution component by a wire comprises:
acquiring the manual wiring operation of a user on the target logic execution component and the target operator component in the canvas; generating a link between the target logic execution component and a target operator component displayed in the canvas based on the manual link operation;
alternatively, the first and second electrodes may be,
detecting an incidence relation between the target logic execution component and the target operator component; and generating a connecting line between the target logic execution assembly and the target operator assembly according to the detected incidence relation.
4. The method of claim 1, wherein the step of establishing an affiliation of a target logical execution component and a target operator component of the connection comprises:
adding the target operator component information in the attribute information of the target logic execution component, so that when the workflow is executed, the target logic execution component executes based on an algorithm corresponding to the target operator component.
5. The method of claim 1, further comprising:
displaying information of the input/output point in the canvas in a predetermined position when a cursor is detected to hover over the input/output point of the component in the canvas or when a cursor is detected to hover to a predetermined range near the input/output point of the component in the canvas.
6. The method of claim 1, further comprising:
and acquiring a preset operation of a user for an input/output point of the component in the canvas, and displaying information of the input/output point based on the preset operation.
7. The method of claim 1, further comprising:
acquiring an operation instruction which is issued by a user through a keyboard shortcut key and aims at the workflow in the canvas;
determining an operation corresponding to the operation instruction and executing the operation, wherein the operation comprises: selecting, copying, pasting, revoking, anti-revoking, or deleting components in the workflow.
8. The method of claim 1, further comprising:
and aiming at the components selected by the user in the canvas, prompting the components which can be connected with the components selected by the user to the user according to a preset prompting mode.
9. The method of claim 8, wherein the prompting a user of the components that can be connected to the user-selected component according to the preset prompting manner comprises:
displaying each component using a different color, wherein the different color indicates whether the target operator component is a connectable component of the user-selected component.
10. The method of claim 1, further comprising:
aiming at a target logic execution component selected by a user in the canvas, acquiring a preset connectable component of the target logic execution component, and displaying a connectable component option in the canvas so as to recommend the connectable component to the user;
when a user selects a component based on the connectable component option, displaying the user-selected component in the canvas; wherein the connectable component comprises a logic execution component or an operator component.
11. The method of claim 1, wherein the step of connecting the target logical execution component and the target operator component associated with the target logical execution component by a wire comprises:
acquiring a one-key connection operation of a user;
and according to the one-key connection operation, connecting the target logic execution component with the target operator component associated with the target logic execution component through a connecting line and connecting other associated components in the canvas through connecting lines.
12. A workflow modeling apparatus, the apparatus comprising:
the system comprises a first display module, a second display module and a display module, wherein the first display module is used for displaying a workflow modeling interface, the workflow modeling interface comprises a component frame and a canvas, and a logic execution component and an operator component which can be selected by a user are provided in the component frame;
the second display module is used for displaying the target logic execution component and the target operator component selected by the user in the canvas;
and the relation establishing module is used for connecting the target logic execution assembly and the target operator assembly associated with the target logic execution assembly through a connecting line and establishing the affiliated relation between the connected target logic execution assembly and the target operator assembly.
13. An electronic device comprising a processor and a machine-readable storage medium storing machine-executable instructions executable by the processor to perform method steps of the workflow modeling method of any of claims 1-11.
14. A computer-readable storage medium, characterized in that a computer program is stored in the computer-readable storage medium, which computer program, when being executed by a processor, carries out the method steps of the workflow modeling method according to any one of the claims 1 to 11.
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| CN114579822A (en) * | 2021-12-13 | 2022-06-03 | 北京市建筑设计研究院有限公司 | Method and device for pushing modeling tool, electronic equipment and storage medium |
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