CN108632321A - Treating method and apparatus based on scheduling of resource under big data platform - Google Patents
Treating method and apparatus based on scheduling of resource under big data platform Download PDFInfo
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- CN108632321A CN108632321A CN201710179633.7A CN201710179633A CN108632321A CN 108632321 A CN108632321 A CN 108632321A CN 201710179633 A CN201710179633 A CN 201710179633A CN 108632321 A CN108632321 A CN 108632321A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/10—Protocols in which an application is distributed across nodes in the network
- H04L67/1001—Protocols in which an application is distributed across nodes in the network for accessing one among a plurality of replicated servers
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/60—Scheduling or organising the servicing of application requests, e.g. requests for application data transmissions using the analysis and optimisation of the required network resources
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/60—Scheduling or organising the servicing of application requests, e.g. requests for application data transmissions using the analysis and optimisation of the required network resources
- H04L67/61—Scheduling or organising the servicing of application requests, e.g. requests for application data transmissions using the analysis and optimisation of the required network resources taking into account QoS or priority requirements
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Abstract
The present invention provides a kind for the treatment of method and apparatus based on scheduling of resource under big data platform, wherein this method includes：The resource request sent as the terminal of service framework is received, resource request includes the resource situation for the required by task that terminal executes；According to preset node resource report, nodal information corresponding with resource request is determined, wherein node resource report includes the nodal information of each working node, and nodal information includes working node mark, node resources information corresponding with working node mark；Working node corresponding with node identification is connect with terminal, so that terminal goes execution task using identifying the resource in corresponding working node with working node.Same server will not be made to be required resource, solves the problems, such as server high load, also, terminal can go determination that can get the server of resource by management node, terminal need not carry out waiting resource, and then improve speed and efficiency that terminal executes task.
Description
Technical field
The present invention relates to big data technical field more particularly to a kind of processing sides based on scheduling of resource under big data platform
Method and device.
Background technology
With the development of computer technology, information technology (Information Technology, abbreviation IT), framework is
Gradually molding.Each task is executed in the terminal as service framework, when server being used to provide execution task for each terminal
Resource, the resource be central processing unit (Central Processing Unit, abbreviation CPU) resource and memory source etc..
In the prior art, a server is as a working node, executes each task in each terminal, server and with
The corresponding terminal connection of the server, to which terminal can obtain cpu resource and memory source etc. to server connected to it
Resource.
However in the prior art, server and terminal corresponding with server connection, terminal can only be to connected to it
Server obtains the resources such as cpu resource and memory source, and then the terminal that ought be connect with the server is more, is obtained to the server
When taking the terminal of resource more, the problem of causing server high load, while can reduce terminal execute task speed and
Efficiency；Also, when server provides resource without normal direction present terminal, present terminal can only be waited for, and then be influenced
Terminal executes task, reduces the efficiency that terminal executes task.
Invention content
The present invention provides a kind for the treatment of method and apparatus based on scheduling of resource under big data platform, to solve existing skill
In art the problem of server high load, while the problem of terminal executes the speed and efficiency of task can be reduced.
It is an aspect of the present invention to provide a kind of processing methods based on scheduling of resource under big data platform, including：
The resource request sent as the terminal of service framework is received, the resource request includes times that the terminal executes
Resource situation needed for business；
According to preset node resource report, nodal information corresponding with resource request is determined, wherein the node resource
Report includes the nodal information of each working node, and the nodal information includes working node mark and working node mark pair
The node resources information answered；
Working node corresponding with the node identification is connect with the terminal, so that the terminal use is saved with work
Resource in the corresponding working node of point identification goes execution task.
Another aspect of the present invention is to provide a kind of processing unit based on scheduling of resource under big data platform, including：
Receiving module, the resource request for receiving the terminal transmission as service framework, the resource request includes institute
State the resource situation of the required by task of terminal execution；
Determining module, for according to preset node resource report, determining nodal information corresponding with resource request,
In, the node resource report includes the nodal information of each working node, the nodal information include working node mark, with
Working node identifies corresponding node resources information；
Link block, for working node corresponding with the node identification to be connect with the terminal, so that the end
End use identifies the resource in corresponding working node with working node and goes execution task.
The solution have the advantages that：By receiving the resource request be used as the terminal of service framework and sent, resource request
Resource situation including the required by task that terminal executes；According to preset node resource report, determination is corresponding with resource request
Nodal information, wherein node resource report includes the nodal information of each working node, and nodal information includes working node mark
Know, node resources information corresponding with working node mark；Working node corresponding with node identification is connect with terminal, so that
Terminal goes execution task using identifying the resource in corresponding working node with working node.Thus to more as physical machine
Server is integrated, and the dynamic resource for transferring server can respectively be managed as the server of working node by one
Node is connect with each terminal as service framework, to which the terminal as service framework can go determination can by management node
To get the server of resource, same server will not be made to be required resource, solve the problems, such as server high load, and
And terminal can go determination that can get the server of resource by management node, terminal need not carry out waiting resource, into
And improve speed and efficiency that terminal executes task.
Description of the drawings
Fig. 1 is the flow chart based on the processing method of scheduling of resource under big data platform that the embodiment of the present invention one provides；
Fig. 2 is the flow chart provided by Embodiment 2 of the present invention based on the processing method of scheduling of resource under big data platform；
Fig. 3 is the structural representation based on the processing unit of scheduling of resource under big data platform that the embodiment of the present invention three provides
Figure；
Fig. 4 is the structural representation based on the processing unit of scheduling of resource under big data platform that the embodiment of the present invention four provides
Figure.
Specific implementation mode
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is
A part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, those of ordinary skill in the art
The every other embodiment obtained without making creative work, shall fall within the protection scope of the present invention.
Fig. 1 is the flow chart based on the processing method of scheduling of resource under big data platform that the embodiment of the present invention one provides,
As shown in Figure 1, the method for the present embodiment may include：
Step 101 receives the resource request sent as the terminal of service framework, and resource request includes times that terminal executes
Resource situation needed for business.
In the present embodiment, specifically, providing the host resource of a cluster, including multiple clothes as working node
Business device, a server as management node, multiple terminals as service framework execute multiple tasks in each terminal.
To which by the terminal of all Data Physical hosts, working node is configured to by XML file.
The executive agent of the present embodiment is the server as management node.
Terminal as service framework feeds back to management node before execution task, by the resource situation currently needed,
Include the task institute that terminal executes in resource request to send resource request to management node as the terminal of service framework
The resource situation needed.To which management node receives the resource request of the terminal transmission as service framework.
Step 102, according to preset node resource report, determine nodal information corresponding with resource request, wherein node
Asset report includes the nodal information of each working node, and nodal information includes working node mark and working node mark pair
The node resources information answered.
In the present embodiment, it specifically, there are one preset node resource reports for tool in management node, is provided in the node
Source report includes the nodal information of each working node, each nodal information includes working node mark and working node mark
Know corresponding node resources information.Management node can determine node corresponding with resource request according to the node resource report
Information.
Working node corresponding with node identification is connect by step 103 with terminal, so that terminal use and working node mark
Know the resource in corresponding working node and goes execution task.
In the present embodiment, specifically, working node corresponding with node identification is attached by management node with terminal,
To which terminal can use the resource identified with working node in corresponding working node to go execution task.
The present embodiment includes that terminal executes by receiving the resource request be used as the terminal of service framework and sent, resource request
Required by task resource situation；According to preset node resource report, nodal information corresponding with resource request is determined,
In, node resource report includes the nodal information of each working node, and nodal information includes working node mark and working node
Identify corresponding node resources information；Working node corresponding with node identification is connect with terminal, so that terminal uses and work
The resource made in the corresponding working node of node identification goes execution task.It is whole to be carried out to the more servers as physical machine
It closes, the dynamic resource for transferring server can be respectively used as by a management node with each as the server of working node
The terminal of service framework connects, to which the terminal as service framework can go determination that can get resource by management node
Server, same server will not be made to be required resource, solve the problems, such as server high load, also, terminal can be with
Go determination that can get the server of resource by management node, terminal need not carry out waiting resource, and then improve terminal
The speed and efficiency of execution task.
Fig. 2 is the flow chart provided by Embodiment 2 of the present invention based on the processing method of scheduling of resource under big data platform,
On the basis of embodiment one, as shown in Fig. 2, in the method for the present embodiment, before step 101, further include：
Step 201 receives the nodal information that each working node is sent, and nodal information includes working node mark, work section
The current node resources information of point；The nodal information that each working node is sent, in storage to node resource report.
In the present embodiment, specifically, respective nodal information is sent to management node, nodal information by each working node
Including working node mark, the current node resources information of working node, wherein node resources information include the free messages CPU,
Free memory information etc..The nodal information that management node sends each working node, in storage to node resource report, and then should
Node resource report includes the nodal information of each working node, each nodal information includes working node mark, saved with work
The corresponding node resources information of point identification, wherein each nodal information in the node resource report has priority, the priority
For what is set up according to the priority order of each working node.
Step 102, it specifically includes：
According to the order of the priority of each nodal information in node resource report, the task institute for meeting terminal execution is determined
Need resource situation node resources information, with determine one meet terminal execution required by task resource situation node
Information.
In the present embodiment, specifically, management node is according to node resource report, according to each section in node resource report
The order of the priority of point information determines the resource situation for meeting the required by task that the current terminal as service framework executes
Node resources information, and then to determine the resource feelings for meeting the required by task that the current terminal as service framework executes
The nodal information of condition.
After step 102, further include：
Nodal information corresponding with resource request is sent to terminal by step 202, so that terminal determines whether recipient node
It generates after information and returns to confirmation message；Receive the confirmation message that terminal returns.
In the present embodiment, specifically, management node will nodal information corresponding with resource request, be sent to as service
The terminal of frame.Terminal determines whether to receive the nodal information, then determines whether to generate after recipient node information in terminal
One confirmation message；Management node can receive the confirmation message of terminal return.
If step 203, confirmation message characterization terminal determine recipient node information, 103 are thened follow the steps.
If terminal, which determines, receives the nodal information, sends characterization terminal to management node and determine recipient node information really
Recognize information, then management node according to receive ask, by terminal by management node and with the working node mark in nodal information
Know corresponding working node connection so that terminal uses the money that corresponding working node is identified with the working node in nodal information
Execution task is gone in source.
If step 204, confirmation message characterize terminal and determine not recipient node information, nodal information is issued into other needs
The terminal of resource.
In the present embodiment, if specifically, terminal does not receive the nodal information, terminal sends characterization eventually to management node
End determines the confirmation message of not recipient node information, and then the nodal information is sent to other ends for needing resource by management node
End.Step 103 is not executed at this time.
After step 103, further include：
Step 205 receives the release resource request that terminal is sent, and release resource request is terminal use and working node mark
Know the resource in corresponding working node and executes what completion task was sent later；According to release resource request, disconnect and node mark
Know the connection between corresponding working node and terminal；Release resource request is sent to work section corresponding with node identification
Point, so that working node destroys the container to be established with terminal according to release resource request, to discharge terminal institute in working node
The resource occupied.
In the present embodiment, specifically, using work section corresponding with the working node mark in nodal information in terminal
The resource of point, goes after execution task, and terminal sends release resource request to management node, which includes terminal
Mark.To which management node receives the release resource request that terminal is sent, the company of management node disconnected end and the working node
It connects.Then terminal is sent to the working node by resource request is discharged so that working node is destroyed according to release resource request and is
The container that terminal corresponding with terminal iidentification is established, and then discharge in the working node occupied by terminal corresponding with terminal iidentification
Resource.
The present embodiment is stored by the nodal information for sending each working node into node resource report；Receive conduct
The resource request that the terminal of service framework is sent, resource request include the resource situation for the required by task that terminal executes；According to section
The order of the priority of each nodal information in point asset report determines the resource situation for the required by task for meeting terminal execution
Node resources information, with determine one meet terminal execution required by task resource situation nodal information, wherein node
Asset report includes the nodal information of each working node, and nodal information includes working node mark and working node mark pair
The node resources information answered；Working node corresponding with node identification is connect with terminal, so that terminal uses and working node
It identifies the resource in corresponding working node and goes execution task；The release resource request that terminal is sent is sent to and node identification
Corresponding working node, so that working node destroys the container to be established with terminal according to release resource request, to discharge work
Resource in node occupied by terminal.To be integrated to the more servers as physical machine, server is dynamically transferred
Resource, can respectively be connect with each terminal for being used as service framework by a management node as the server of working node,
To go determination that can get the server of resource by management node as the terminal of service framework, will not make same
One server is required resource, solves the problems, such as server high load, also, terminal can go determination can by management node
To get the server of resource, terminal need not carry out waiting resource, and then improve speed and efficiency that terminal executes task.
Fig. 3 is the structural representation based on the processing unit of scheduling of resource under big data platform that the embodiment of the present invention three provides
Figure, as shown in figure 3, the device of the present embodiment, including：
Receiving module 31, the resource request for receiving the terminal transmission as service framework, resource request includes terminal
The resource situation of the required by task of execution；
Determining module 32, for according to preset node resource report, determining nodal information corresponding with resource request,
In, node resource report includes the nodal information of each working node, and nodal information includes working node mark and working node
Identify corresponding node resources information；
Link block 33, for working node corresponding with node identification to be connect with terminal, so that terminal uses and work
The resource made in the corresponding working node of node identification goes execution task.
The processing unit based on scheduling of resource under big data platform of the present embodiment can perform the embodiment of the present invention one and provide
The processing method based on scheduling of resource under big data platform, realization principle is similar, and details are not described herein again.
The present embodiment includes that terminal executes by receiving the resource request be used as the terminal of service framework and sent, resource request
Required by task resource situation；According to preset node resource report, nodal information corresponding with resource request is determined,
In, node resource report includes the nodal information of each working node, and nodal information includes working node mark and working node
Identify corresponding node resources information；Working node corresponding with node identification is connect with terminal, so that terminal uses and work
The resource made in the corresponding working node of node identification goes execution task.It is whole to be carried out to the more servers as physical machine
It closes, the dynamic resource for transferring server can be respectively used as by a management node with each as the server of working node
The terminal of service framework connects, to which the terminal as service framework can go determination that can get resource by management node
Server, same server will not be made to be required resource, solve the problems, such as server high load, also, terminal can be with
Go determination that can get the server of resource by management node, terminal need not carry out waiting resource, and then improve terminal
The speed and efficiency of execution task.
Fig. 4 is the structural representation based on the processing unit of scheduling of resource under big data platform that the embodiment of the present invention four provides
Figure, on the basis of embodiment three, as shown in figure 4, the device of the present embodiment, further includes：
Memory module 41 is used for before receiving module 31 receives the resource request sent as the terminal of service framework,
The nodal information that each working node is sent is received, nodal information includes the node resource that working node identifies, working node is current
Information；The nodal information that each working node is sent, in storage to node resource report.
Determining module 32, is specifically used for：
According to the order of the priority of each nodal information in node resource report, the task institute for meeting terminal execution is determined
Need resource situation node resources information, with determine one meet terminal execution required by task resource situation node
Information.
The device of the present embodiment further includes：
Confirmation module 42, for, according to preset node resource report, determination to be corresponding with resource request in determining module 32
Nodal information after, nodal information corresponding with resource request is sent to terminal, so that terminal determines whether recipient node
It generates after information and returns to confirmation message；Receive the confirmation message that terminal returns；
First execution module 43 executes link block if determining recipient node information for confirmation message characterization terminal
33。
The device of the present embodiment further includes：
Second execution module 44, if not recipient node information is determined for confirmation message characterization terminal, by nodal information
Issue other terminals for needing resource.
The device of the present embodiment further includes：
Release module 45, for working node corresponding with node identification to be connect with terminal in link block 33, so that
Terminal, which is used, to be identified with working node after the resource in corresponding working node goes execution task, and the release that terminal is sent is received
Resource request, it is that terminal identifies the execution completion times of the resource in corresponding working node using with working node to discharge resource request
What business was sent later；According to release resource request, the connection between working node corresponding with node identification and terminal is disconnected；It will
Release resource request is sent to working node corresponding with node identification, so that working node is according to release resource request destruction
The container established with terminal, to discharge the resource in working node occupied by terminal.
The present embodiment is stored by the nodal information for sending each working node into node resource report；Receive conduct
The resource request that the terminal of service framework is sent, resource request include the resource situation for the required by task that terminal executes；According to section
The order of the priority of each nodal information in point asset report determines the resource situation for the required by task for meeting terminal execution
Node resources information, with determine one meet terminal execution required by task resource situation nodal information, wherein node
Asset report includes the nodal information of each working node, and nodal information includes working node mark and working node mark pair
The node resources information answered；Working node corresponding with node identification is connect with terminal, so that terminal uses and working node
It identifies the resource in corresponding working node and goes execution task；The release resource request that terminal is sent is sent to and node identification
Corresponding working node, so that working node destroys the container to be established with terminal according to release resource request, to discharge work
Resource in node occupied by terminal.To be integrated to the more servers as physical machine, server is dynamically transferred
Resource, can respectively be connect with each terminal for being used as service framework by a management node as the server of working node,
To go determination that can get the server of resource by management node as the terminal of service framework, will not make same
One server is required resource, solves the problems, such as server high load, also, terminal can go determination can by management node
To get the server of resource, terminal need not carry out waiting resource, and then improve speed and efficiency that terminal executes task.
One of ordinary skill in the art will appreciate that：Realize that all or part of step of above-mentioned each method embodiment can lead to
The relevant hardware of program instruction is crossed to complete.Program above-mentioned can be stored in a computer read/write memory medium.The journey
When being executed, execution includes the steps that above-mentioned each method embodiment to sequence；And storage medium above-mentioned includes：ROM, RAM, magnetic disc or
The various media that can store program code such as person's CD.
Finally it should be noted that：The above embodiments are merely illustrative of the technical solutions of the present invention, rather than its limitations；Although
Present invention has been described in detail with reference to the aforementioned embodiments, it will be understood by those of ordinary skill in the art that：It still may be used
With technical scheme described in the above embodiments is modified or equivalent replacement of some of the technical features；
And these modifications or replacements, various embodiments of the present invention technical solution that it does not separate the essence of the corresponding technical solution spirit and
Range.
Claims (12)
1. a kind of processing method based on scheduling of resource under big data platform, which is characterized in that including：
The resource request sent as the terminal of service framework is received, the resource request includes the task institute that the terminal executes
The resource situation needed；
According to preset node resource report, nodal information corresponding with resource request is determined, wherein the node resource report
Include the nodal information of each working node, the nodal information includes that working node identifies, is corresponding with working node mark
Node resources information；
Working node corresponding with the node identification is connect with the terminal, so that the terminal use and working node mark
Know the resource in corresponding working node and goes execution task.
2. according to the method described in claim 1, it is characterized in that, in the money for receiving and being sent as the terminal of service framework
Before the request of source, further include：
Receive the nodal information that each working node is sent, the nodal information includes that working node mark, working node are current
Node resources information；
The nodal information that each working node is sent, in storage to node resource report.
3. according to the method described in claim 1, it is characterized in that, described according to preset node resource report, determining and money
Corresponding nodal information is asked in source, including：
According to the order of the priority of each nodal information in the node resource report, determines and meet times that the terminal executes
The node resources information of resource situation needed for business, to determine the resource feelings for meeting the required by task that the terminal executes
The nodal information of condition.
4. according to the method described in claim 1, it is characterized in that, described according to preset node resource report, determine with
After the corresponding nodal information of resource request, further include：
Nodal information corresponding with resource request is sent to the terminal, so that the terminal determines whether to receive the node
It generates after information and returns to confirmation message；
Receive the confirmation message that the terminal returns；
If the confirmation message, which characterizes the terminal and determines, receives the nodal information, execute it is described will be with the node identification
The step of corresponding working node is connect with the terminal.
5. according to the method described in claim 4, it is characterized in that, further including：
If the confirmation message, which characterizes the terminal determination, does not receive the nodal information, the nodal information is issued other
Need the terminal of resource.
6. according to claim 1-5 any one of them methods, which is characterized in that it is described will be corresponding with the node identification
Working node is connect with the terminal, so that the terminal is used identifies the resource in corresponding working node with working node
After execution task, further include：
The release resource request that the terminal is sent is received, the release resource request is the terminal use and working node mark
Know the resource in corresponding working node and executes what completion task was sent later；
According to the release resource request, the company between working node corresponding with the node identification and the terminal is disconnected
It connects；
The release resource request is sent to working node corresponding with the node identification so that the working node according to
The release resource request destroys the container to be established with the terminal, to discharge occupied by terminal described in the working node
Resource.
7. a kind of processing unit based on scheduling of resource under big data platform, which is characterized in that including：
Receiving module, the resource request for receiving the terminal transmission as service framework, the resource request includes the end
Hold the resource situation of the required by task executed；
Determining module, for according to preset node resource report, determining nodal information corresponding with resource request, wherein institute
The nodal information that node resource report includes each working node is stated, the nodal information includes working node mark and work
The corresponding node resources information of node identification；
Link block, for working node corresponding with the node identification to be connect with the terminal, so that the terminal makes
Execution task is gone with the resource identified with working node in corresponding working node.
8. device according to claim 7, which is characterized in that further include：
Memory module, for before the receiving module receives the resource request sent as the terminal of service framework, receiving
The nodal information that each working node is sent, the nodal information include the node resource that working node identifies, working node is current
Information；The nodal information that each working node is sent, in storage to node resource report.
9. device according to claim 7, which is characterized in that the determining module is specifically used for：
According to the order of the priority of each nodal information in the node resource report, determines and meet times that the terminal executes
The node resources information of resource situation needed for business, to determine the resource feelings for meeting the required by task that the terminal executes
The nodal information of condition.
10. device according to claim 7, which is characterized in that further include：
Confirmation module, for, according to preset node resource report, determining section corresponding with resource request in the determining module
After point information, nodal information corresponding with resource request is sent to the terminal, so that the terminal determines whether to receive
It generates after the nodal information and returns to confirmation message；Receive the confirmation message that the terminal returns；If the confirmation
Terminal described in information representation, which determines, receives the nodal information, then executes the link block.
11. device according to claim 10, which is characterized in that further include：
Execution module, if characterizing the terminal determination for the confirmation message does not receive the nodal information, by the section
Point information issues other terminals for needing resource.
12. according to claim 7-11 any one of them devices, which is characterized in that further include：
Release module, for working node corresponding with the node identification to be connect with the terminal in the link block,
It is identified after the resource in corresponding working node goes execution task with working node so that the terminal is used, receives the end
It is terminal use work section corresponding with working node mark to hold the release resource request sent, the release resource request
Resource in point executes what completion task was sent later；According to the release resource request, disconnect corresponding with the node identification
Working node and the terminal between connection；The release resource request is sent to work corresponding with the node identification
Make node, so that the working node destroys the container to be established with the terminal according to the release resource request, with release
Resource occupied by terminal described in the working node.
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| CN112527513A (en) * | 2021-02-09 | 2021-03-19 | 南京飞灵智能科技有限公司 | Method and system for dynamically distributing multiple GPUs |
| CN112714146A (en) * | 2019-10-25 | 2021-04-27 | 中国移动通信有限公司研究院 | Resource scheduling method, device, equipment and computer readable storage medium |
| CN115080364A (en) * | 2022-05-20 | 2022-09-20 | 北京百度网讯科技有限公司 | Application state determination method and device, electronic equipment and storage medium |
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| US20140012985A1 (en) * | 2011-06-15 | 2014-01-09 | Huawei Technologies Co., Ltd. | Method and Apparatus for Scheduling a Service Processing Resource |
| CN102891773A (en) * | 2011-07-18 | 2013-01-23 | 北京邮电大学 | Cloud computing SLA management framework based on resource credibility evaluation |
| CN103516763A (en) * | 2012-06-30 | 2014-01-15 | 华为技术有限公司 | Method, system and device for processing resources |
| CN104317635A (en) * | 2014-10-13 | 2015-01-28 | 北京航空航天大学 | Dynamic resource scheduling method and system under mixed task |
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| CN112714146A (en) * | 2019-10-25 | 2021-04-27 | 中国移动通信有限公司研究院 | Resource scheduling method, device, equipment and computer readable storage medium |
| CN112714146B (en) * | 2019-10-25 | 2023-01-13 | 中国移动通信有限公司研究院 | Resource scheduling method, device, equipment and computer readable storage medium |
| CN112527513A (en) * | 2021-02-09 | 2021-03-19 | 南京飞灵智能科技有限公司 | Method and system for dynamically distributing multiple GPUs |
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