CN110505083A - Mixed architecture operation method and system based on data center and local edge calculations - Google Patents
Mixed architecture operation method and system based on data center and local edge calculations Download PDFInfo
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- CN110505083A CN110505083A CN201910700648.2A CN201910700648A CN110505083A CN 110505083 A CN110505083 A CN 110505083A CN 201910700648 A CN201910700648 A CN 201910700648A CN 110505083 A CN110505083 A CN 110505083A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/04—Network management architectures or arrangements
- H04L41/042—Network management architectures or arrangements comprising distributed management centres cooperatively managing the network
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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
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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
- H04L67/51—Discovery or management thereof, e.g. service location protocol [SLP] or web services
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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
- H04L67/56—Provisioning of proxy services
- H04L67/568—Storing data temporarily at an intermediate stage, e.g. caching
Abstract
The present invention provides a kind of mixed architecture operation method and system based on data center and local edge calculations.Wherein, the mixed architecture operation method based on data center and local edge calculations, including in preset regional deployment data center, be connected to multiple fringe nodes of data center;Fringe node obtains user information data from scene service system, and user information data are mapped to user identifier UID by transfer function;Fringe node or data center calculate to generate according to user information data, user behavior data is drawn a portrait by the user that UID is identified;Data center draws a portrait according to user recommends preset data to given scenario fringe node;The present embodiment can take into account consider platform manageability while, guarantee designated edge calculate customizability, data privacy, Information Security, under complex network environment, can preferably for user provide stabilization, security service.
Description
Technical field
It is the present embodiments relate to communication technique field, in particular to a kind of based on data center and local edge calculations
Mixed architecture operation method and system.
Background technique
By trans-regional, cross operator disposes cloud service for internet cloud service, for the user of different operators, differently
Area provides consistency, smooth cloud service.But in face of the user of commercial scene, due to commercial scene network environment not really
It is qualitative, the unstability of service is caused, traditional way is that independent service and internet are directly disposed in commercial scene
Not connection, such way cause platform that can not run.
Summary of the invention
In view of this, the present invention provide a kind of mixed architecture operation method based on data center and local edge calculations with
System can consider platform manageability take into account, and realize localization deployment, hardware and software platform operation, whiles personalized service etc.,
Guarantee given scenario business customizing, data privacy, network environment complexity, and can also be by data center to specified
The shared data of scene are managed concentratedly, are avoided repeating resource management waste, are improved service efficiency, and data center supports
The fringe node quantity of access given scenario on demand, has good scalability.
In order to solve the above technical problems, according to an aspect of the invention, there is provided a kind of be based on data center and local
The mixed architecture operation method of edge calculations.
In the mixed architecture operation method of the invention based on data center and local edge calculations, the mixed architecture packet
Include preset regional deployment data center, be connected to multiple fringe nodes of the data center, wherein each
The fringe node includes cache node, and the cache node is connect with a local server system;The described method includes: institute
The information data that fringe node obtains user from local server system is stated, and the information data that will acquire passes through transfer function
It is mapped to user identifier UID;User behavior is at least generated the use of the user with the UID by the fringe node by calculating
Family portrait;The data center draws a portrait according at least to the user, or at least while according to user portrait and the local
Scene where server system, Xiang Suoshu cache node recommend preset data, so that the cache node is by the present count
System is presented according to terminal is supplied to.
Optionally, the step of preset data is supplied to terminal presentation device by the cache node includes: described slow
It deposits after node receives the preset data and is forwarded immediately to the terminal presentation system;Or the cache node will be described pre-
If it includes: that the preset data received is stored in originally by the cache node that data, which are supplied to the step of terminal presentation device,
Ground is then sent to the terminal presentation system from the local data that read.
Optionally, user behavior is at least generated the user of the user with the UID by the fringe node by calculating
Portrait, comprising: the UID, the user behavior are generated the user by user's portrait edge calculations by the fringe node
Portrait.
Optionally, Xiang Suoshu cache node recommends preset data, and specifically include: the data center draws according to the user
Picture and article tag recommend preset data to the cache node.
Optionally, when the given scenario is hotel, advanced medical or apartment, the scene service system of the given scenario
The PMS system of the PMS system in the hotel Tong Wei, the PMS system of advanced medical or apartment.
Optionally, the transfer function is irreversible mapping algorithm.
According to another aspect of the present invention, a kind of mixed architecture system based on data center and local edge calculations is provided
System.
The mixed architecture system based on data center and local edge calculations of the invention, comprising: the mixed architecture includes
Preset regional deployment data center, be connected to multiple fringe nodes of the data center, wherein each institute
Stating fringe node includes cache node, and the cache node is connect with a local server system;The fringe node, is used for
The information data of user is obtained from local server system, and the information data that will acquire is mapped to user by transfer function
Identify UID;It is also used at least generate user behavior by calculating user's portrait of the user with the UID;The data
Center, for being drawn a portrait and the local server system according at least to user portrait, or at least while according to the user
The scene at place, Xiang Suoshu cache node recommend preset data;The cache node, for the preset data to be supplied to end
Hold presentation system.
Optionally, the cache node is also used to be forwarded immediately to the terminal presentation after receiving the preset data
System;Or the preset data that the cache node is also used to receive is stored in local, reads data then from local
It is sent to the terminal and system is presented.
Optionally, the fringe node is also used to the UID, the user behavior is raw by user's portrait edge calculations
It draws a portrait at the user.
Optionally, the data center is also used to be drawn a portrait according to the user and article tag is to the scene service system
Recommend preset data.
According to the technique and scheme of the present invention, the scene service system of data center, fringe node and given scenario is simultaneously
Service is provided for user, realizes localization deployment, hardware and software platform operation, personalized service, and data center and this destination edge meter
The two-stage mixed architecture of calculation helps to improve the service stability and fluency of given scenario.
Detailed description of the invention
Attached drawing for a better understanding of the present invention, does not constitute an undue limitation on the present invention.Wherein:
Fig. 1 is hybrid frame composition of the first embodiment of the invention based on data center and local edge calculations;
Fig. 2 is the stream of mixed architecture operation method of the first embodiment of the invention based on data center and local edge calculations
Cheng Tu;
Fig. 3 is the stream of mixed architecture operation method of the second embodiment of the invention based on data center and local edge calculations
Cheng Tu;
Fig. 4 is the structure of mixed architecture system of the third embodiment of the invention based on data center and local edge calculations
Figure;
Fig. 5 is the structure of mixed architecture system of the fourth embodiment of the invention based on data center and local edge calculations
Figure.
Specific embodiment
The first embodiment of the present invention is related to a kind of mixed architecture operation side based on data center and local edge calculations
Method.As shown in Figure 1, in preset regional deployment data center 33, multiple fringe nodes of data center 33 are connected to,
In each fringe node include cache node.Wherein, each region in figure can be the same geographic area, be also possible to
Different geographic areas, can according to the actual situation depending on.Given scenario in Fig. 1 is hotel, and fringe node is high-end hotel
Scene 11;Given scenario is advanced medical, and fringe node is advanced medical scene 12;Or given scenario is apartment, fringe node
For high-end apartment scene 13.Here scene can also be any other commercial scene.Data center 33 is public cloud.It is public
There is cloud that preset data, such as text, voice or video data are sent to cache node, and the control in scene operation system
Under, it is played out in given scenario.In the case that the connection of data center 33 and fringe node disconnects, scene service system
The preset data cached in advance can also be obtained from cache node to play out.Specifically, can by display or TV into
Row plays, if played out by TV, fringe node can also connect television terminal 14, and wherein television terminal 14 can
Think integrated machine television, or set-top box etc..
As shown in Fig. 2, should mixed architecture operation method based on data center and local edge calculations the following steps are included:
Step 101, fringe node obtains the information data of user from the scene service system of given scenario, and will acquire
Information data the user identifier (UID) of active user is mapped to by transfer function.The information data of user at least can with but
Be not limited to include user gender, nationality, birthday.For example, when given scenario is hotel, fringe node is from hotel
The information such as gender, nationality, the birthday of user are obtained in PMS system.When the information data of the user can move in last time for user
Information.
Specifically, scene service system refers to for business scenario management, the proprietary system of service.When the given scenario
Whens for high-end hotel, advanced medical or apartment etc., the scene service system of the given scenario can for hotel PMS system,
The HIS system (HIS system, that is, hospital information system) of advanced medical or the PMS system in apartment etc..Scene service system can be with
Fringe node docking, provides user information data for fringe node, promotes the intelligent ability of edge calculations.Wherein, PMS is
Property Management System can be translated into as property local server.The information data that will acquire passes through conversion
When Function Mapping is at user identifier UID, the information data before mapping supports triple<name, nationality, gender>or four-tuple
<name, nationality, gender, the birthday>.Can be according to<name, nationality, gender>by transfer function is mapped to user identifier
UID.Can also be according to<name, nationality, gender, birthday>by transfer function is mapped to user identifier UID.
It is worth noting that given scenario is not limited to hotel, advanced medical or apartment etc., herein by way of example only,
In actual application, given scenario can also be other commercial scenes.In addition, the information data of user is converted into UID's
Function is irreversible, i.e., the information data of user can not be retrodicted out by UID.
For example, when the given scenario is hotel, the scene service system of the given scenario is the PMS in hotel
System.Fringe node obtains the information data of user in the PMS system in hotel.Specifically, fringe node is connect by PMS agreement
The information data of user is obtained in the PMS system in the oral hotel Wu Cong.
Step 102, fringe node, which calculates, generates user's portrait.It need to be carried out according to user behavior when calculating, obtained user
Portrait is user's portrait of active user.
Step 103, user's portrait of generation is passed to data center by fringe node.
Step 104, data center draws a portrait according to user and searches preset data.Wherein, preset data can be lteral data
Or video data etc..
Specifically, data center parses user's portrait, obtain user identifier UID and user draw a portrait label to
Amount.In actual application, it can be stored in advance and " user's portrait label vector " associated preset data information.In data
The heart finds out corresponding preset data according to user's portrait label vector.
Step 105, the preset data of recommendation is sent to cache node by data center.
Specifically, recommending the preset data found out to the cache node of fringe node.
Step 106, cache node receives the preset data recommended, and the preset data of recommendation is cached.
Step 107, preset data is supplied to terminal and system is presented by cache node, so that the latter plays preset data.Tool
It says to body, system, which is presented, in terminal can be television set and set-top box.
It is noted that this gives " data center draws a portrait according to the user and pushes away to the fringe node
Recommend preset data ".And in actual design process, " data center can also be simultaneously according to user portrait and the finger
Determine scene and recommend preset data to the fringe node ".It for example, is " hotel, apartment or hospital etc. " for given scenario
For, the television set or display screen being hung on a wall are designed in hotel, apartment or hospital.According to given scenario to the edge section
Point recommends preset data, preset data can be passed through the television set being hung on a wall or display screen plays out.
In addition, scene service system is not required to have in this programme, used if it is present being generated according to above-mentioned steps
Family mark and user's portrait.
Present embodiment obtains the information data of user by fringe node from the scene service system of given scenario, and
The information data that will acquire is mapped to user identifier UID by transfer function, and the fringe node or the data center are at least
The UID, user behavior are generated into user's portrait by user's portrait edge calculations, then pass through the data center at least root
It draws a portrait according to the user to the scene service system recommendation preset data, so that data center, fringe node and specified field
The scene service system of scape can provide service simultaneously for user, realize localization deployment, hardware and software platform operation, personalized service
Deng, and can perfectly be solved in given scenario by the two-stage mixed architecture of data center and local edge calculations because of network
Service stability caused by complexity, fluency problem.To which the present embodiment can consider platform manageability taking into account
Meanwhile guaranteeing given scenario business customizing, data privacy, network environment complexity, can clothes preferably be provided for user
Business.Furthermore it is also possible to manage concentratedly by the data that data center shares given scenario, avoid repeating resource management wave
Take, improves service efficiency, and data center supports the fringe node quantity of access given scenario on demand, there is extension well
Property.
The second embodiment of the present invention is related to a kind of mixed architecture operation side based on data center and local edge calculations
Method.Second embodiment is roughly the same with first embodiment, is in place of the main distinction: in first embodiment, passing through fringe node
Generate user's portrait;And in a second embodiment, user's portrait is generated by data center.
As shown in figure 3, the mixed architecture operation method based on data center and local edge calculations includes:
In preset regional deployment data center, multiple fringe nodes of the data center are connected to, wherein often
One fringe node includes cache node and scene service system, i.e. each described cache node and corresponding described
Scene service system constitutes fringe node.Wherein, preset region can be the same region, be also possible to different regions,
Can according to the actual situation depending on.For example, can be by data center deployment in some position in back-stage management region, in hotel
Put a cache node.It is worth noting that herein by way of example only, not to the " tool of cache node and the deployment of data " center "
Body position is specifically limited.
Step 201, fringe node obtains the information data of user from the scene service system of given scenario, and will acquire
Information data user identifier UID is mapped to by transfer function.Wherein, UID is user identifier;The information data of user is at least
Can be, but not limited to include user gender, nationality, birthday.For example, when given scenario is hotel, fringe node is from wine
The information such as gender, nationality, the birthday of user are obtained in the PMS system in shop.The information data of the user can enter last time for user
Information when firmly.
Specifically, when the given scenario is hotel, advanced medical or apartment etc., the scene industry of the given scenario
Business system is the PMS system in the PMS system in hotel, the HIS system of advanced medical (HIS system, that is, hospital information system) or apartment
Deng.Scene service system can be docked with fringe node, provided user information data for fringe node, promoted the intelligence of edge calculations
Ability can be changed.Wherein, PMS, that is, Property Management System can be translated into as property scene service system.It will obtain
When the information data taken is mapped to user identifier UID by transfer function, the information data before mapping supports triple < surname
Name, nationality, gender>or four-tuple<name, nationality, gender, the birthday>.Can be according to<name, nationality, gender>by turning
Exchange the letters number is mapped to user identifier UID.Can also be according to<name, nationality, gender, birthday>by transfer function is mapped to user
Identify UID.
It is worth noting that given scenario is not limited to hotel, advanced medical or apartment etc., herein by way of example only,
In actual application, given scenario can also be other commercial scenes.In addition, the information data of user is converted into UID's
Function is irreversible, i.e., the information data of user can not be retrodicted out by UID.
For example, when the given scenario is hotel, the scene service system of the given scenario is the PMS in hotel
System.Fringe node obtains the information data of user in the PMS system in hotel.Specifically, fringe node is connect by PMS agreement
The information data of user is obtained in the PMS system in the oral hotel Wu Cong.
Step 202, UID, user behavior are generated user's portrait by user's portrait edge calculations by data center.
Step 203, data center draws a portrait according to the user of article tag and generation and searches preset data.
Specifically, data center parses user's portrait, obtain user identifier UID and user draw a portrait label to
Amount.Wherein, user's portrait label vector includes the information such as gender, nationality, the birthday of user.It, can be pre- in actual application
First storage and " article tag and user's portrait " associated Item Information.Data center is according to the use of article tag and generation
Family portrait finds out corresponding preset data.
Step 204, the preset data of recommendation is sent to cache node by data center.
Specifically, the preset data of lookup is sent to the cache node of fringe node by data center.
Step 205, cache node receives the preset data recommended, and the preset data of recommendation is cached.
Step 206, scene service system control cache node plays preset data.
Specifically, scene service system can be connected with the set-top box of television set, control default inside cache node
Data are played out by TV.
The scene service system of data center, fringe node and given scenario can be user simultaneously in present embodiment
Service is provided, realizes localization deployment, hardware and software platform operation, personalized service etc., and pass through data center and this destination edge meter
The two-stage mixed architecture of calculation can perfectly solve in given scenario service stability, fluency because of caused by network complexity
Problem.To which the present embodiment can guarantee given scenario business customizing, data while taking into account consideration platform manageability
Privacy, network environment complexity, preferably can provide service for user.Furthermore it is also possible to by data center to specified
The shared data of scene are managed concentratedly, are avoided repeating resource management waste, are improved service efficiency, and data center supports
The fringe node quantity of access given scenario on demand, has good scalability.
The third embodiment of the present invention is related to a kind of mixed architecture system based on data center and local edge calculations.Such as
(scene service system for the PMS system in hotel for) in Fig. 4 by given scenario shown in Fig. 4, in preset regional deployment number
According to center 33, multiple fringe nodes 31 of the data center 33 are connected to, wherein each described fringe node 31 is
Including cache node 32, scene service system, that is, hotel PMS system 34 of the cache node 32 and a given scenario connects
It connects, the PMS system 34 in each described cache node 32 and the corresponding hotel constitutes fringe node 31.
The fringe node 31 can be by fringe node 32 from scene service system (the i.e. PMS in hotel of given scenario
System 34) in obtain the information data of user, the information data that will acquire by the computing unit in fringe node 31 is by turning
Exchange the letters number is mapped to user identifier UID.It is noted that when the given scenario is hotel, advanced medical or apartment etc.,
The scene service system of the given scenario is PMS system, the PMS system of advanced medical or the PMS system in apartment etc. in hotel.
Specifically, the inner information data for obtaining user of PMS system 34 of the fringe node 31 by the service 35 of PMS protocol interface from hotel.
The fringe node 31, is also used at least by the UID, also in combination with user behavior, is drawn a portrait edge by user
It calculates and generates user's portrait or data center 33, for the UID, user behavior is raw by user's portrait edge calculations
It draws a portrait at user.It is worth noting that at least the UID, user behavior are drawn a portrait by user by fringe node 31 in Fig. 3
Edge calculations generate user's portrait.Preferably, the fringe node 31 is also used to the UID, the user behavior and object
Product label generates the user by user's portrait edge calculations and draws a portrait.Wherein, article tag is data center to fringe node
31 article tags sent.
Preferably, the data center 33 is also used to draw a portrait to the scene service system (i.e. according at least to the user
The PMS system 34 in hotel) recommend preset data.
Preferably, the data center 33 is also used to the article recommended being cached to cache node 32.
The scene service system of data center, fringe node and given scenario can be user simultaneously in present embodiment
Service is provided, realizes localization deployment, hardware and software platform operation, personalized service etc., and pass through data center and this destination edge meter
The two-stage mixed architecture of calculation can perfectly solve in given scenario service stability, fluency because of caused by network complexity
Problem.To which the present embodiment can guarantee given scenario business customizing, data while taking into account consideration platform manageability
Privacy, network environment complexity, preferably can provide service for user.Furthermore it is also possible to by data center to specified
The shared data of scene are managed concentratedly, are avoided repeating resource management waste, are improved service efficiency, and data center supports
The fringe node quantity of access given scenario on demand, has good scalability.
Fourth embodiment is related to a kind of mixed architecture system based on data center and local edge calculations.As shown in figure 5,
The fringe node 31 can be by cache node 32 from the scene service system (i.e. the PMS system 34 in hotel) of given scenario
The information data for obtaining user is mapped by the information data that the computing unit in fringe node 31 will acquire by transfer function
At user identifier UID.It is noted that when the given scenario is hotel, advanced medical or apartment etc., the specified field
The scene service system of scape is PMS system, the PMS system of advanced medical or the PMS system in apartment etc. in hotel.Specifically, side
The inner information data for obtaining user of PMS system 34 of the edge node 31 by the service 35 of PMS protocol interface from hotel.
The fringe node 31 is also used to that at least the UID, user behavior are generated by user's portrait edge calculations and used
Family portrait or data center 33, for the UID, user behavior to be generated user's portrait by user's portrait edge calculations.
It is worth noting that the UID, user behavior are generated user by user's portrait edge calculations by data center 33 in Fig. 4
Portrait.
The data center 33 is also used to draw a portrait according at least to the user to the scene service system (i.e. hotel
PMS system 34) recommend preset data.Preferably, the data center 33 is also used to according to user portrait and article tag
To recommendation preset data in the scene service system (i.e. the PMS system 34 in hotel).
Preferably, the data center 33 is also used to the article recommended being cached to cache node 32.
The scene service system of data center, fringe node and given scenario can be user simultaneously in present embodiment
Service is provided, realizes localization deployment, hardware and software platform operation, personalized service etc., and pass through data center and this destination edge meter
The two-stage mixed architecture of calculation can perfectly solve in given scenario service stability, fluency because of caused by network complexity
Problem.To which the present embodiment can guarantee given scenario business customizing, data while taking into account consideration platform manageability
Privacy, network environment complexity, preferably can provide service for user.Furthermore it is also possible to by data center to specified
The shared data of scene are managed concentratedly, are avoided repeating resource management waste, are improved service efficiency, and data center supports
The fringe node quantity of access given scenario on demand, has good scalability.
Above-mentioned specific embodiment, does not constitute a limitation on the scope of protection of the present invention.Those skilled in the art should be bright
It is white, design requirement and other factors are depended on, various modifications, combination, sub-portfolio and substitution can occur.It is any
Made modifications, equivalent substitutions and improvements etc. within the spirit and principles in the present invention, should be included in the scope of the present invention
Within.
Claims (10)
1. a kind of mixed architecture operation method based on data center and local edge calculations, which is characterized in that the mixed architecture
Including preset regional deployment data center, be connected to multiple fringe nodes of the data center, wherein each
A fringe node includes cache node, and the cache node is connect with a local server system;The described method includes:
The fringe node obtains the information data of user from local server system, and the information data that will acquire is by turning
Exchange the letters number is mapped to user identifier UID;
User behavior is at least generated user's portrait of the user with the UID by the fringe node by calculating;
The data center draws a portrait according at least to the user, or at least while according to user portrait and the local service
Scene where device system, Xiang Suoshu cache node recommends preset data, so that the cache node proposes the preset data
It supplies terminal and system is presented.
2. the method according to claim 1, wherein
The step of preset data is supplied to terminal presentation device by the cache node includes: that the cache node receives institute
It states preset data and is forwarded immediately to the terminal presentation system later;
Or the cache node the step of preset data is supplied to terminal presentation device includes: that the cache node will
The preset data received is stored in local, is then sent to the terminal presentation system from the local data that read.
3. the method according to claim 1, wherein the fringe node is at least by user behavior by calculating life
It draws a portrait at the user of the user with the UID, comprising:
The UID, the user behavior are generated the user by user's portrait edge calculations and drawn a portrait by the fringe node.
4. being specifically included the method according to claim 1, wherein recommending preset data to the cache node:
Preset data is recommended to the cache node according to user portrait and article tag by the data center.
5. method as claimed in any of claims 1 to 4, which is characterized in that when the given scenario is hotel, height
End medical treatment or when apartment, the scene service system of the given scenario be the PMS system in hotel, the PMS system of advanced medical or
The PMS system in apartment.
6. method as claimed in any of claims 1 to 4, which is characterized in that the transfer function is irreversible
Mapping algorithm.
7. a kind of mixed architecture system based on data center and local edge calculations characterized by comprising the mixed architecture
Including preset regional deployment data center, be connected to multiple fringe nodes of the data center, wherein each
A fringe node includes cache node, and the cache node is connect with a local server system;
The fringe node, for obtaining the information data of user, and the information data that will acquire from local server system
User identifier UID is mapped to by transfer function;It is also used at least by user behavior by calculating the use for generating and there is the UID
The user at family draws a portrait;
The data center, for being drawn a portrait and described according at least to user portrait, or at least while according to the user
Scene where ground server system, Xiang Suoshu cache node recommend preset data;
System is presented for the preset data to be supplied to terminal in the cache node.
8. system according to claim 7, which is characterized in that
The cache node is also used to be forwarded immediately to the terminal after receiving the preset data and system is presented;
Or the preset data that the cache node is also used to receive is stored in local, reads data then hair from local
It gives the terminal and system is presented.
9. system according to claim 7, which is characterized in that
The fringe node is also used to the UID, the user behavior generating the user by user's portrait edge calculations
Portrait.
10. system according to claim 7, which is characterized in that the data center is also used to be drawn a portrait according to the user
With article tag to the scene service system recommendation preset data.
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