TWI751706B - Method and device for automatically generating development solution - Google Patents

Abstract

The present disclosure provides a method and a device for automatically generating a development solution, including: in response to determining that a trigger event of an enter key is received in a development environment, obtaining a specific output message provided by the development environment in response to the trigger event; obtaining a plurality of first command lines; determining whether the specific output message is an error message based on the specific output message and the first command lines; in response to determining that the specific output message is the error message, obtaining a plurality of specific command lines received in a time interval between a previous error message and the specific output message; and providing a development solution corresponding to the specific output message at least based on the development environment information of the development environment, the specific output message and the specific command lines.

Description

Method and apparatus for automatically generating development solutions

The present invention relates to a technology for assisting software development, and in particular, to a method and apparatus for automatically generating a development solution.

Generally speaking, when developers develop in an open source (Open source) development environment, they will experience a tedious and lengthy development process, and when they encounter problems, most of them need to spend a lot of time finding solutions.

Also, the time-consuming methods are not always the right solution, so developers still need constant trial and error, and these methods may even have unwanted side effects.

Therefore, for those skilled in the art, if a technology that can automatically generate a development solution can be designed, the related development and debugging time will be shortened, and the development difficulty will be greatly reduced.

In view of this, the present invention provides a method and apparatus for automatically generating a development solution, which can be used to solve the above-mentioned technical problems.

The present invention provides a method for automatically generating a development solution, comprising: in response to determining that a trigger event of an input key is received in a development environment, obtaining a specific output message provided by the development environment in response to the trigger event; obtaining a plurality of a first command line, wherein the plurality of first command lines are received between a trigger event and a previous trigger event of the input key; determining whether the specific output message belongs to the specific output message and the plurality of first command lines an error message; in response to determining that the specific output message is an error message, a plurality of specific command lines received within a time interval between a previous error message and the specific output message are obtained; and at least the development environment information based on the development environment, The specific output message and the plurality of specific command lines provide a development solution corresponding to the specific output message.

The present invention provides a device for automatically generating a development solution, including a storage circuit and a processor. The storage circuit stores a plurality of modules. The processor is coupled to the storage circuit, and accesses the plurality of modules to execute the following steps: in response to determining that a trigger event of an input key is received in a development environment, obtaining a specific information provided by the development environment in response to the trigger event output message; obtain a plurality of first command lines, wherein the plurality of first command lines are received between a trigger event and a previous trigger event of an input key; based on a specific output message and the plurality of first command lines determining whether the specific output message is an error message; in response to determining that the specific output message is an error message, obtaining a plurality of specific command lines received in a time interval between a previous error message and the specific output message; and at least based on the development The development environment information of the environment, the specific output message, and the plurality of specific command lines provide a development solution corresponding to the specific output message.

Please refer to FIG. 1 , which is a schematic diagram of an apparatus for automatically generating a development solution according to an embodiment of the present invention. In different embodiments, the device 100 is, for example, various computer devices and/or smart devices, but is not limited thereto.

As shown in FIG. 1 , the device 100 includes a storage circuit 102 and a processor 104 . The storage circuit 102 is, for example, any type of fixed or removable random access memory (Random Access Memory, RAM), read-only memory (Read-Only Memory, ROM), flash memory (Flash memory), hard drive A disc or other similar device or a combination of these devices may be used to record multiple code or modules.

The processor 104 is coupled to the storage circuit 102 and can be a general purpose processor, a special purpose processor, a conventional processor, a digital signal processor, a plurality of microprocessors, one or more combined digital signal processors microprocessor, controller, microcontroller, Application Specific Integrated Circuit (ASIC), Field Programmable Gate Array (FPGA), any other kind of integrated circuit , state machines, Advanced RISC Machine (ARM)-based processors, and the like.

In an embodiment of the present invention, the processor 104 can access the modules and program codes recorded in the storage circuit 102 to implement the method for automatically generating a development solution proposed by the present invention, the details of which are described in detail below.

Please refer to FIG. 2 , which is a flowchart of a method for automatically generating a development solution according to an embodiment of the present invention. The method of this embodiment can be executed by the apparatus 100 in FIG. 1 , and the details of each step in FIG. 2 will be described below with the elements shown in FIG. 1 .

First, in the embodiment of the present invention, the processor 104 may determine whether a trigger event of an input key is received in the development environment. In some embodiments, the above input key is, for example, the Enter key on a general keyboard, and the related trigger event is, for example, a key event generated when the Enter key is pressed, but it is not limited thereto. In addition, the above-mentioned development environment is, for example, a development environment for various programs, software, and application programs, which can operate in the operating system (eg, Linux ^TM , Windows ^{TM ,} etc.) desired by developers, but not limited thereto.

In step S210, in response to determining that a trigger event of an input key is received in the development environment, the processor 104 can obtain specific output information provided by the development environment in response to the trigger event. Next, in step S220, the processor 104 may obtain a plurality of first command lines, wherein the plurality of first command lines are received between the above trigger event and a previous trigger event of the input key.

In detail, when developing programs in the development environment used by a general developer, they may press the Enter key only after batch inputting multiple command lines, and the development environment will provide an output accordingly. message. Based on this, in an embodiment, the previous trigger event is, for example, a key event formed when the Enter key was triggered last time. In other words, step S220 can be understood as the processor 104 fetching the command lines received between two consecutive trigger events of the Enter key as the plurality of first command lines, but it is not limited thereto.

Afterwards, in step S230, the processor 104 may determine whether the specific output message is an error message based on the specific output message and the plurality of first command lines. In one embodiment, the processor 104 may, for example, input the above-mentioned first instruction line and the specific output information obtained in step S210 into the pre-trained first long short term memory (LSTM) model, so as to The first LSTM model determines whether the specific output message is an error message based on the above-mentioned first command line and the specific output message.

In one embodiment, in order to enable the first LSTM model to have the ability to determine whether a specific output message is an error message, the designer can first store a plurality of error messages and their respective corresponding error command lines as a corresponding text file as training data, and used to train the first LSTM model. Specifically, for a certain first error message, the designer can collect multiple instruction lines that cause the first error message as its corresponding error instruction lines, and train the first LSTM accordingly. In this way, when the first LSTM receives a plurality of command lines and a corresponding output message in the future, the first LSTM can identify whether the output message is an error message, but it is not limited thereto.

In one embodiment, if the specific output message is not an error message, the processor 104 may allow the developer to input subsequent command lines, but it is not limited thereto.

On the other hand, in step S240, in response to determining that the specific output message is an error message, the processor 104 can obtain a plurality of specific command lines received in the time interval between the previous error message and the specific output message. In one embodiment, the previous error message is, for example, a previous output message determined to be an error message. In other words, step S240 can be understood as the processor 104 fetching the command lines received between two consecutive error messages as the plurality of specific command lines, but it is not limited thereto.

Further, if the previous error message has a first occurrence time point, and the specific output message has a second occurrence time point, the time interval may be between the first occurrence time point and the second occurrence time point, for example In between, the processor 104 may, for example, retrieve the command line received in this time interval as the above-mentioned specific command line, but it is not limited thereto.

Afterwards, in step S250, the processor 104 may provide a development solution corresponding to the specific output message based on at least the development environment information of the development environment, the specific output message and the plurality of specific command lines. In one embodiment, the development environment information of the development environment includes, for example, the operating system name and operating system version of the development environment, but it is not limited thereto.

In one embodiment, the processor 104 can input, for example, the development environment information of the development environment, the specific output information, and the above-mentioned specific command line to a pre-trained second LSTM model, so that the second LSTM model provides the information corresponding to the specific Development solutions for output messages. In an embodiment of the present invention, the development solution may include, for example, a plurality of candidate instruction lines, which are used as reference information for developers to debug. For example, the developer may directly input the plurality of candidate instruction lines into the development environment in an attempt to debug, but it is not limited thereto.

In one embodiment, in order to enable the second LSTM model to have the ability to provide a development solution corresponding to a specific output message, the designer can first combine a plurality of error messages, their respective corresponding error command lines, development environment information and development The solution (which can be found by the designer in the relevant database/network) is organized into a text file as training data, and used to train the second LSTM model. Specifically, for a first error message, the designer can collect multiple command lines that cause the first error message as their corresponding error command lines, and train them with relevant development environment information and development solutions. Second LSTM. In this way, when the second LSTM receives multiple command lines, corresponding error messages and development environment information in the future, the second LSTM can provide a development solution corresponding to the specific output message, but not limited to this.

In another embodiment, the processor 104 may, for example, first obtain the generation source of the specific output message (for example, an application under development corresponding to the specific output message), and then obtain the generation source, the development environment information of the development environment, and the specific output. The message and the above-mentioned specific command line are input to the pre-trained second LSTM model, so that the second LSTM model provides a development solution corresponding to the specific output message, and the related training mechanism of the second LSTM can refer to the above description, here No further description.

As can be seen from the above, for developers, when they input multiple command lines in the development environment and press the Enter key, the development environment will provide specific output messages accordingly, and the device 100 of the present application can determine this based on the previous teaching. Whether a particular output message is an error message. If so, the device 100 can then retrieve the command line input by the developer after the last error message occurred as a specific command line, and automatically supplement the development environment information, the specific output message (and the generation source of the specific output message) and other information automatically Provides development solutions corresponding to specific output messages. In this way, the developer can more efficiently debug based on the development solution provided by the device 100 , thereby saving the time required for searching for the relevant solution, thereby speeding up the development process.

In one embodiment, after providing a development solution including multiple candidate instruction lines, the processor 104 may further obtain multiple input instruction lines received after providing the development solution. That is, the processor 104 can continue to retrieve the command line input by the developer into the development environment after referring to the development solution as the input command line, but it is not limited thereto.

Afterwards, the processor 104 can determine whether the obtained input instruction line is the same as the plurality of candidate instruction lines provided in the development solution. That is, the processor 104 can determine whether the developer performs debugging according to the suggestion of developing the solution.

In one embodiment, in response to determining that the input command line is different from the candidate command line, and no other specific output messages belonging to the error message appear, it means that the developer has successfully adopted a method different from that provided by the development solution. Complete debugging. In this case, the processor 104 may update the second LSTM model based on the specific output message and the aforementioned input command.

In one embodiment, the processor 104 may update the second LSTM model based on a reinforcement learning mechanism. Specifically, the processor 104 can maintain an observation agent, and the observation agent can be used to determine whether the obtained input command line is the same as a plurality of candidate command lines provided in the development solution, and whether it is not Then there are other specific output messages that are error messages. If it is determined that the input command line is different from the candidate command line and no other specific output message belonging to the error message appears, the watcher can provide a punishment signal to trigger the processor 104 based on the specific output message and the input command Retrain the second LSTM model. On the other hand, if the watch program determines that the input command line is different from the candidate command line, but there are other specific output messages that are error messages, the watch program can provide a reward signal to trigger the processor 104 to maintain the second LSTM model, but not limited to this.

To sum up, the device of the present invention can determine whether the specific output message is an error message when the development environment provides the specific output message in response to the developer triggering the input key. If so, the device of the present invention can then retrieve the command line input by the developer after the last error message occurred as a specific command line, supplemented by development environment information, specific output information (and the source of the specific output message), etc. Information automatically provides development solutions corresponding to specific output messages. In this way, developers can more efficiently debug based on the development solution provided by the device of the present invention, thereby saving time required for searching for relevant solutions, thereby speeding up the development process.

Although the present invention has been disclosed above by the embodiments, it is not intended to limit the present invention. Anyone with ordinary knowledge in the technical field can make some changes and modifications without departing from the spirit and scope of the present invention. Therefore, The protection scope of the present invention shall be determined by the scope of the appended patent application.

100: A device that automatically generates development solutions 102: Storage circuit 104: Processor S210~S250: Steps

FIG. 1 is a schematic diagram of an apparatus for automatically generating a development solution according to an embodiment of the present invention. FIG. 2 is a flowchart of a method for automatically generating a development solution according to an embodiment of the present invention.

S210~S250: Steps

Claims (10)

A method for automatically generating a development solution, comprising: in response to determining that a trigger event of an input key is received in a development environment, obtaining a specific output message provided by the development environment in response to the trigger event, wherein the development environment The development environment information includes an operating system name and an operating system version of the development environment; a plurality of first command lines are obtained, wherein the first command lines are between the trigger event and a previous trigger event of the input key received; based on the specific output message and the first command lines, determine whether the specific output message belongs to an error message; in response to determining that the specific output message belongs to the error message, obtain the difference between a previous error message and the specific output message A plurality of specific command lines received in a time interval between, wherein the previous error message has a first occurrence time point, the specific output message has a second occurrence time point, and the time interval is between the first occurrence time point and the second occurrence time point, and the method includes retrieving the command lines received in the time interval as the specific command lines; and at least based on the development environment information of the development environment, the specific output The message and the specific command lines provide a development solution corresponding to the specific output message. The method of claim 1, wherein the step of determining whether the specific output message belongs to the error message based on the specific output message and the first command lines comprises: Inputting the first command lines and the specific output information into a pre-trained first long short-term memory model, so that the first long short-term memory model determines the specific output based on the first command lines and the specific output information Whether the output message belongs to this error message. The method of claim 1, wherein the step of providing the development solution corresponding to the specific output message based on at least the development environment information, the specific output message and the specific command lines of the development environment comprises: the development The development environment information, the specific output message and the specific command lines of the environment are input to a pre-trained second long short term memory model, so that the development corresponding to the specific output message is provided by the second long short term memory model solution. The method of claim 1, further comprising obtaining a source of the specific output message, and at least providing the specific output message based on the development environment information, the specific output message and the specific command lines of the development environment corresponding to the specific output message The steps of the development solution include: inputting the development environment information of the development environment, the specific output message, the generation source of the specific output message and the specific command lines into a pre-trained second long short-term memory a model, so that the development solution corresponding to the specific output message is provided by the second long short-term memory model; wherein the generation source of the specific output message includes an application under development corresponding to the specific output message. The method of claim 3 or 4, wherein the development solution includes a plurality of candidate instruction lines, and after the step of providing the development solution corresponding to the specific output message, further comprising: obtaining and providing the development solution Multiple input command lines received afterward; in response to determining that the input command lines are different from the candidate command lines, and no other specific output messages belonging to the error message appear, based on the specific output message and the input commands The second long and short-term memory model is updated, otherwise, the second long and short-term memory model is maintained. A device for automatically generating a development solution, comprising: a storage circuit storing a plurality of modules; and a processor coupled to the storage circuit and accessing the modules to perform the following steps: in response to determining that a development A trigger event of an input button is received in the environment, and a specific output message provided by the development environment in response to the trigger event is obtained, wherein the development environment information of the development environment includes an operating system name and an operating system of the development environment version; obtain a plurality of first command lines, wherein the first command lines are received between the trigger event and a previous trigger event of the input key; determine the first command line based on the specific output message and the first command lines Whether the specific output message belongs to an error message; in response to determining that the specific output message belongs to the error message, a plurality of specific command lines received in a time interval between a previous error message and the specific output message are obtained, wherein the The previous error message had a first occurrence point, the particular input The outgoing message has a second occurrence time point, and the time interval is between the first occurrence time point and the second occurrence time point, and the processor retrieves the command lines received in the time interval as the a specific command line; and a development solution corresponding to the specific output message is provided at least based on the development environment information, the specific output message and the specific command lines of the development environment. 6. The apparatus of claim 6, wherein the processor is configured to: input the first command lines and the specific output message into a pretrained first long short-term memory model for The memory model determines whether the specific output message belongs to the error message based on the first command lines and the specific output message. The apparatus of claim 6, wherein the processor is configured to: input the development environment information, the specific output message, and the specific command lines of the development environment into a pretrained second long short-term memory model , to provide the development solution corresponding to the specific output message by the second long short-term memory model. The apparatus of claim 6, wherein the processor is further configured to: obtain a generation source of the specific output message; and the development environment information, the specific output message, the specific output message of the development environment The generation source and the specific command lines are input to a pre-trained second long short term memory model to provide the development solution corresponding to the specific output message by the second long short term memory model. The apparatus of claim 8 or 9, wherein the development solution includes a plurality of candidate instruction lines, and after providing the development solution corresponding to the specific output message, the processor is further configured to: obtain the supply of the Multiple input command lines received after the solution is developed; in response to determining that the input command lines are different from the candidate command lines, and no other specific output messages belonging to the error message appear, based on the specific output message and the The second long and short-term memory model is updated by some input commands, otherwise, the second long and short-term memory model is maintained.

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