CN110635966B - Visual display system, method, medium and electronic equipment for flow data - Google Patents
Visual display system, method, medium and electronic equipment for flow data Download PDFInfo
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- CN110635966B CN110635966B CN201910768875.9A CN201910768875A CN110635966B CN 110635966 B CN110635966 B CN 110635966B CN 201910768875 A CN201910768875 A CN 201910768875A CN 110635966 B CN110635966 B CN 110635966B
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/04—Processing captured monitoring data, e.g. for logfile generation
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/04—Processing captured monitoring data, e.g. for logfile generation
- H04L43/045—Processing captured monitoring data, e.g. for logfile generation for graphical visualisation of monitoring data
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
- H04L43/0876—Network utilisation, e.g. volume of load or congestion level
Abstract
The invention provides a visual display system, a visual display method, a visual display medium and electronic equipment for flow data, wherein the system comprises the following components: the flow data collection unit is used for consuming first flow data from a cache queue of the flow cache middleware, converting the first flow data into second flow data which accords with a preset data format type, and inserting the second flow data into the time sequence database in batches; the flow statistics service unit is used for accessing to a statistics interface of the corresponding second flow data according to the retrieval request, calling the second flow data of the corresponding type from the time sequence database according to the retrieval request, and carrying out statistics on the called second flow data to obtain a statistical result; and the visual display unit is used for visually displaying the statistical result. According to the flow counting service unit, the visual display unit is introduced to visually display the counting result of the flow counting service unit, so that the counting result can be seen more visually, and the user experience degree is improved.
Description
Technical Field
The invention relates to the technical field of computers, in particular to a visual display system, a visual display method, a visual display medium and electronic equipment for flow data.
Background
The industrial control system faces increasingly severe safety risks, the industrial control safety is promoted to the national strategic level, if the network flow big data can be effectively analyzed and stored, the flow data is statistically calculated, then the flow data is displayed by utilizing a visualization technology, and the method has important significance for the design optimization of the whole industrial control network, the real-time monitoring of network threats and the positioning and tracing of safety events.
The traditional schema design based on the relational database is usually based on a determined data structure (attribute column), cannot meet the requirements of flexible dynamic expansion storage of unpredictable attributes, and cannot meet the requirement of an aggregation query function of complex logic of a large data set; currently, popular NOSQL databases such as Redis, MongoDB, etc. cannot satisfy the aggregation analysis function facing large data sets.
Due to the characteristics of large network traffic data volume, various and flexible statistical modes and presentation modes and the like, challenges are brought to the design of a storage structure of traffic data, the performance of statistical retrieval and the presentation of a flexible and easy-to-use interface. Therefore, in the long-term research and development, the inventor has conducted a great deal of research on a flow rate demonstration method, and has proposed a flow rate demonstration method to solve one of the above technical problems.
Disclosure of Invention
The present invention is directed to a system, a method, a medium, and an electronic device for visually displaying flow data, which solve at least one of the above-mentioned problems. The specific scheme is as follows:
according to a specific embodiment of the present invention, in a first aspect, the present disclosure provides a system for visually displaying flow data, including:
the flow caching middleware is used for collecting flow data through a plurality of flow engines and caching the collected flow data to a local disk;
the flow data collection unit is used for consuming first flow data from a cache queue of the flow cache middleware, converting the first flow data into second flow data which accords with a preset data format type, and inserting the second flow data into the time sequence database in batches;
the time sequence database is used for storing and managing the second flow data converted by the flow data collection unit;
the flow counting service unit is used for accessing a counting interface of second flow data stored in the corresponding time sequence database according to a retrieval request, calling the second flow data of a corresponding type from the time sequence database according to the retrieval request, and counting the called second flow data to obtain a counting result;
and the visual display unit is used for visually displaying the statistical result.
Optionally, the system further includes:
an obtaining unit configured to obtain format type information of the second streaming data;
wherein the data format type information of the second traffic data acquired by the acquisition unit at least includes:
attribute name information, type information, field type information, and corresponding description information.
Optionally, the visual display unit is further configured to:
and visually displaying various data format type information of the second flow data.
Optionally, the visualization display unit is used for visually displaying the various data format type information of the second traffic data in a map display manner.
Optionally, the visualization display unit performs visualization display on the data format type information of the second traffic data in a form display manner.
Optionally, the visualization display unit is used for visually displaying the various data format type information of the second flow data in a chart display manner.
According to a second aspect, the present invention provides a method for visually displaying flow data by using a visual display system, including:
consuming first flow data from a buffer queue of the flow buffer middleware, converting the first flow data into second flow data which accords with a preset data format type, and inserting the second flow data into the time sequence database in batches;
analyzing the second flow data in the time sequence database, and analyzing corresponding data format type information;
visually displaying the second streaming data through the visual display unit according to the data format type information;
wherein the data format type information at least includes:
attribute name information, type information, field type information, and corresponding description information.
Optionally, the visual display manner of the second flow data by the visual display unit at least includes:
map-based presentation, table-based presentation, and chart-based presentation.
According to a third aspect, the present invention provides a computer-readable storage medium, on which a computer program is stored, which program, when being executed by a processor, is adapted to carry out the method of visualizing a presentation as set forth in any of the above.
According to a fourth aspect of the present invention, there is provided an electronic apparatus including: one or more processors; a storage device for storing one or more programs which, when executed by the one or more processors, cause the one or more processors to implement a method of visualization as in any of the above.
Compared with the prior art, the scheme of the embodiment of the invention at least has the following beneficial effects: the invention provides a visual display system, a visual display method, a visual display medium and electronic equipment for flow data.
Drawings
The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the invention and together with the description, serve to explain the principles of the invention. It is obvious that the drawings in the following description are only some embodiments of the invention, and that for a person skilled in the art, other drawings can be derived from them without inventive effort. In the drawings:
FIG. 1 illustrates a schematic structural diagram of a visualization system for flow data according to an embodiment of the present invention;
FIG. 2 shows a flow diagram of a method of visualization of flow data according to an embodiment of the invention;
fig. 3 shows a schematic diagram of an electronic device connection structure according to an embodiment of the invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention clearer, the present invention will be described in further detail with reference to the accompanying drawings, and it is apparent that the described embodiments are only a part of the embodiments of the present invention, 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.
The terminology used in the embodiments of the invention is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. As used in the examples of the present invention and the appended claims, the singular forms "a", "an", and "the" are intended to include the plural forms as well, unless the context clearly indicates otherwise, and "a plurality" typically includes at least two.
It should be understood that the term "and/or" as used herein is merely one type of association that describes an associated object, meaning that three relationships may exist, e.g., a and/or B may mean: a exists alone, A and B exist simultaneously, and B exists alone. In addition, the character "/" herein generally indicates that the former and latter related objects are in an "or" relationship.
It should be understood that although the terms first, second, third, etc. may be used to describe … … in embodiments of the present invention, these … … should not be limited to these terms. These terms are used only to distinguish … …. For example, the first … … can also be referred to as the second … … and, similarly, the second … … can also be referred to as the first … … without departing from the scope of embodiments of the present invention.
The words "if", as used herein, may be interpreted as "at … …" or "at … …" or "in response to a determination" or "in response to a detection", depending on the context. Similarly, the phrases "if determined" or "if detected (a stated condition or event)" may be interpreted as "when determined" or "in response to a determination" or "when detected (a stated condition or event)" or "in response to a detection (a stated condition or event)", depending on the context.
It is also noted that the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that an 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 article or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other like elements in the article or device in which the element is included.
An alternative embodiment of the present invention is described in detail below with reference to the drawings.
Example 1
As shown in fig. 1, according to a specific embodiment of the present disclosure, in a first aspect, the present disclosure provides a system for visually displaying flow data, including:
the traffic caching middleware 102 is configured to collect traffic data by a plurality of traffic engines, and cache the collected traffic data to a local disk;
the traffic data collection unit 104 is configured to consume first traffic data from a cache queue of the traffic cache middleware 102, convert the first traffic data into second traffic data conforming to a preset data format type, and insert the second traffic data into the time sequence database 106 in batch;
it should be noted that the cache queue is responsible for caching the collected traffic data into the disk, so as to avoid the problem of data loss caused by limited consumer consumption capability when the traffic is too much.
A time sequence database 106, configured to store and manage the second traffic data obtained by the traffic data collection unit 104;
the traffic statistics service unit 108 is configured to access a statistics interface of the second traffic data stored in the corresponding time sequence database 106 according to the retrieval request, retrieve the second traffic data of the corresponding type from the time sequence database 106 according to the retrieval request, and perform statistics on the retrieved second traffic data to obtain a statistical result;
and a visual display unit 110, configured to visually display the statistical result.
Table 1 shows the definition of the network traffic structure in advance, which is described as follows:
the two fields of packages and bytes are mainly used for performing aggregation analysis on the size of traffic according to bps and pps, and the other fields belong to basic attribute information fields of the link, are mainly used for identifying link attributes, and can be grouped according to one or more of the attributes.
Optionally, the system further includes:
an acquisition unit (not shown in fig. 1) for acquiring format type information of the second streaming data;
the data format type information of the second traffic data acquired by the acquisition unit at least includes:
attribute name information, type information, field type information, and corresponding description information.
Optionally, the visual display unit 110 is further configured to:
and visually displaying various data format type information of the second flow data.
Optionally, the visualization display unit 110 is used to visually display various data format type information of the second traffic data in a map display manner.
Optionally, the visualization display unit 110 is used to visually display the data format type information of the second traffic data in a table display manner.
Optionally, the visualization display unit 110 is used to visually display the data format type information of the second flow data in a chart display manner.
The system, the method, the medium and the electronic device for visually displaying the flow data are provided, the visual display unit is introduced to visually display the statistical result of the flow statistical service unit, the statistical result can be seen more visually, and the user experience is improved.
In addition, the present disclosure provides a system, a method, a medium and an electronic device for visually displaying flow data, which further have the following advantages:
1. the flow data is not lost, the cache is supported, and the scene of instantaneous large concurrency is met;
2. the structure of the flow data is not limited, and the dynamic change of the flow data structure is self-adapted;
3. supporting cluster deployment, and dynamically expanding the capacity and performance of the system;
4. the real-time and historical statistical speed of the flow data is extremely high, and the real-time performance is high;
5. the flow statistical mode is flexible and changeable, and the statistical dimensionality is various.
6. According to the real-time data concurrent page display, the dynamic effect is displayed in all aspects
7. Simultaneously and simultaneously dynamically displaying effects, and analyzing data quickly and efficiently
8. The data are displayed more simply and intuitively, and the fluency and the integrity of the project are improved.
Example 2
As shown in fig. 2, according to a second aspect of the present disclosure, the present disclosure provides a method for visually displaying flow data by using a visual display system, including:
s202: consuming first flow data from a buffer queue of the flow buffer middleware, converting the first flow data into second flow data which accords with a preset data format type, and inserting the second flow data into a time sequence database in batches;
s204: analyzing the second flow data in the time sequence database, and analyzing corresponding data format type information;
s206: performing visual display on the second streaming data through a visual display unit according to the data format type information;
wherein, the data format type information at least comprises:
attribute name information, type information, field type information, and corresponding description information.
As shown in table 1 in embodiment 1, the definition of the network traffic structure in advance is shown, and please refer to table 1 in embodiment 1, which is not described herein again.
Optionally, the visual display mode of the second flow data through the visual display unit at least includes:
map-based presentation, table-based presentation, and chart-based presentation.
In a specific example, the received traffic data is analyzed, the data format of the current traffic data is analyzed, and a visual display mode matched with the data format of the current traffic data is selected according to different data formats of different traffic data.
If the data format of the current flow data is analyzed, the following steps are obtained: the visual display mode matched with the data format of the current flow data is to visually display the current flow data in a map display mode, and then the current flow data is visually displayed in the map display mode.
Or, if the following is known by analyzing the data format of the current flow data: the visual display mode matched with the data format of the current flow data is to visually display the current flow data in a table display mode, and then the current flow data is visually displayed in the table display mode.
Furthermore, if the following data format is obtained by analyzing the current flow data: the visual display mode matched with the data format of the current flow data is to visually display the current flow data in a chart display mode, and then the current flow data is visually displayed in the chart display mode.
In a specific example, different visualization display manners meeting the needs of the user can be selected according to different user needs, which is not described herein again.
The system, the method, the medium and the electronic device for visually displaying the flow data are provided, the visual display unit is introduced to visually display the statistical result of the flow statistical service unit, the statistical result can be seen more visually, and the user experience is improved.
In addition, the present disclosure provides a system, a method, a medium and an electronic device for visually displaying flow data, which further have the following advantages:
1. the flow data is not lost, the cache is supported, and the scene of instantaneous large concurrency is met;
2. the structure of the flow data is not limited, and the dynamic change of the structure of the flow data is self-adapted;
3. supporting cluster deployment, and dynamically expanding the capacity and performance of the system;
4. the real-time and historical statistical speed of the flow data is extremely high, and the real-time performance is high;
5. the flow statistical mode is flexible and changeable, and the statistical dimensionality is various.
6. According to the real-time data concurrent page display, the dynamic effect is displayed in all aspects
7. Simultaneously and simultaneously displaying effect dynamically, analyzing data quickly and efficiently
8. The data are displayed more simply and intuitively, and the fluency and the integrity of the project are improved.
Example 3
As shown in fig. 3, the present embodiment provides an electronic device, which is used for a method for visually displaying flow data, and the electronic device includes: at least one processor; and a memory communicatively coupled to the at least one processor; wherein the content of the first and second substances,
the memory stores instructions executable by the one processor to cause the at least one processor to: by introducing the visual display unit, the statistical result of the flow statistical service unit is visually displayed, the statistical result can be seen more visually, and the user experience is improved.
Example 4
The embodiment of the present disclosure provides a non-volatile computer storage medium, where computer-executable instructions are stored, and the computer-executable instructions may execute the method for visually displaying the flow data in any method embodiment described above.
Example 5
Referring now to FIG. 3, a block diagram of an electronic device 300 suitable for use in implementing embodiments of the present disclosure is shown. The terminal device in the embodiments of the present disclosure may include, but is not limited to, a mobile terminal such as a mobile phone, a notebook computer, a digital broadcast receiver, a PDA (personal digital assistant), a PAD (tablet computer), a PMP (portable multimedia player), a vehicle terminal (e.g., a car navigation terminal), and the like, and a stationary terminal such as a digital TV, a desktop computer, and the like. The electronic device shown in fig. 3 is only an example, and should not bring any limitation to the functions and the scope of use of the embodiments of the present disclosure.
As shown in fig. 3, the electronic device 300 may include a processing means (e.g., a central processing unit, a graphics processor, etc.) 301 that may perform various appropriate actions and processes in accordance with a program stored in a Read Only Memory (ROM)302 or a program loaded from a storage means 308 into a Random Access Memory (RAM) 303. In the RAM 303, various programs and data necessary for the operation of the electronic apparatus 300 are also stored. The processing device 301, the ROM 302, and the RAM 303 are connected to each other via a bus 304. An input/output (I/O) interface 305 is also connected to bus 304.
Generally, the following devices may be connected to the I/O interface 305: input devices 306 including, for example, a touch screen, touch pad, keyboard, mouse, camera, microphone, accelerometer, gyroscope, or the like; an output device 307 including, for example, a Liquid Crystal Display (LCD), a speaker, a vibrator, and the like; storage devices 308 including, for example, magnetic tape, hard disk, etc.; and a communication device 309. The communication means 309 may allow the electronic device 300 to communicate wirelessly or by wire with other devices to exchange data. While fig. 3 illustrates an electronic device 300 having various means, it is to be understood that not all illustrated means are required to be implemented or provided. More or fewer devices may alternatively be implemented or provided.
In particular, according to an embodiment of the present disclosure, the processes described above with reference to the flowcharts may be implemented as computer software programs. For example, embodiments of the present disclosure include a computer program product comprising a computer program embodied on a computer-readable medium, the computer program comprising program code for performing the method illustrated by the flow chart. In such an embodiment, the computer program may be downloaded and installed from a network via the communication means 309, or installed from the storage means 308, or installed from the ROM 302. The computer program, when executed by the processing device 301, performs the above-described functions defined in the methods of the embodiments of the present disclosure.
Those skilled in the art will appreciate that the present invention includes apparatus directed to performing one or more of the operations described in the present application. These devices may be specially designed and manufactured for the required purposes, or they may comprise known devices in general purpose computers. These devices have stored therein computer programs that are selectively activated or reconfigured. Such a computer program may be stored in a device (e.g., computer) readable medium, including, but not limited to, any type of disk including floppy disks, hard disks, optical disks, CD-ROMs, and magnetic-optical disks, ROMs (Read-Only memories), RAMs (Random Access memories), EPROMs (Erasable Programmable Read-Only memories), EEPROMs (Electrically Erasable Programmable Read-Only memories), flash memories, magnetic cards, or optical cards, or any type of media suitable for storing electronic instructions, and each coupled to a bus. That is, a readable medium includes any medium that stores or transmits information in a form readable by a device (e.g., a computer).
It will be understood by those within the art that each block of the block diagrams and/or flowchart illustrations, and combinations of blocks in the block diagrams and/or flowchart illustrations, can be implemented by computer program instructions. Those skilled in the art will appreciate that the computer program instructions may be implemented by a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, implement the aspects specified in the block diagrams and/or flowchart block or blocks of the present disclosure.
Those of skill in the art will appreciate that various operations, methods, steps in the processes, acts, or solutions discussed in the present application may be alternated, modified, combined, or deleted. Further, various operations, methods, steps in the flows, which have been discussed in the present application, may be interchanged, modified, rearranged, decomposed, combined, or eliminated. Further, steps, measures, schemes in the various operations, methods, procedures disclosed in the prior art and the present invention can also be alternated, changed, rearranged, decomposed, combined, or deleted.
The foregoing is only a partial embodiment of the present invention, and it should be noted that, for those skilled in the art, various modifications and decorations can be made without departing from the principle of the present invention, and these modifications and decorations should also be regarded as the protection scope of the present invention.
Claims (8)
1. A system for visually presenting flow data, comprising:
the flow caching middleware is used for collecting flow data through a plurality of flow engines and caching the collected flow data to a local disk;
the flow data collection unit is used for consuming first flow data from a cache queue of the flow cache middleware, converting the first flow data into second flow data which accords with a preset data format type, and inserting the second flow data into a time sequence database in batches;
the time sequence database is used for storing and managing the second flow data converted by the flow data collection unit;
the flow statistics service unit is used for accessing a statistics interface of second flow data stored in the corresponding time sequence database according to a retrieval request, calling the second flow data of a corresponding type from the time sequence database according to the retrieval request, performing statistics on the called second flow data to obtain a statistical result, analyzing the received flow data, analyzing the data format of the current flow data, and selecting a visual display mode matched with the data format of the current flow data according to different data formats of different flow data;
the visual display unit is used for visually displaying the statistical result according to the visual display mode selected by the traffic statistical service unit;
an obtaining unit configured to obtain format type information of the second streaming data;
wherein the data format type information of the second traffic data acquired by the acquisition unit at least includes:
attribute name information, type information, field type information and corresponding description information;
the visual display unit is also used for:
and visually displaying various data format types of the second flow data.
2. The system of claim 1,
and visually displaying each item of data format type information of the second flow data in a map display mode through the visual display unit.
3. The system of claim 1,
and visually displaying each item of data format type information of the second flow data in a form display mode through the visual display unit.
4. The system of claim 1,
and visually displaying each item of data format type information of the second flow data in a chart display mode through the visual display unit.
5. A method for visually presenting flow data using the system of any of claims 1-4, comprising:
consuming first flow data from a buffer queue of the flow buffer middleware, converting the first flow data into second flow data which accords with a preset data format type, and inserting the second flow data into the time sequence database in batches;
analyzing the second flow data in the time sequence database, and analyzing corresponding data format type information;
visually displaying the second streaming data through the visual display unit according to the data format type information;
wherein the data format type information at least includes:
attribute name information, type information, field type information, and corresponding description information.
6. The method of claim 5,
the visual display mode of the second flow data through the visual display unit at least comprises the following steps:
map-based presentation, table-based presentation, and chart-based presentation.
7. A computer-readable storage medium, on which a computer program is stored, which program, when being executed by a processor, is adapted to carry out the system of claims 1-4.
8. An electronic device, comprising: one or more processors;
storage means for storing one or more programs which, when executed by the one or more processors, cause the one or more processors to implement the system of claims 1-4.
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| CN103957118A (en) * | 2014-04-18 | 2014-07-30 | 国家电网公司 | Real-time intelligent analysis method for network flow of electric power data communication network and system thereof |
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