CN107908366A - A kind of intelligent data access method, apparatus and equipment - Google Patents

A kind of intelligent data access method, apparatus and equipment Download PDF

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Publication number
CN107908366A
CN107908366A CN201711122956.9A CN201711122956A CN107908366A CN 107908366 A CN107908366 A CN 107908366A CN 201711122956 A CN201711122956 A CN 201711122956A CN 107908366 A CN107908366 A CN 107908366A
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China
Prior art keywords
data
data stream
pending
storage
tag along
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CN201711122956.9A
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Chinese (zh)
Inventor
尹云峰
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Zhengzhou Yunhai Information Technology Co Ltd
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Zhengzhou Yunhai Information Technology Co Ltd
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Priority to CN201711122956.9A priority Critical patent/CN107908366A/en
Publication of CN107908366A publication Critical patent/CN107908366A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0602Interfaces specially adapted for storage systems specifically adapted to achieve a particular effect
    • G06F3/061Improving I/O performance
    • G06F3/0611Improving I/O performance in relation to response time
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0628Interfaces specially adapted for storage systems making use of a particular technique
    • G06F3/0638Organizing or formatting or addressing of data
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0628Interfaces specially adapted for storage systems making use of a particular technique
    • G06F3/0638Organizing or formatting or addressing of data
    • G06F3/0644Management of space entities, e.g. partitions, extents, pools
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0668Interfaces specially adapted for storage systems adopting a particular infrastructure
    • G06F3/0671In-line storage system

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

The invention discloses a kind of intelligent data access method, apparatus, equipment and computer-readable recording medium, wherein this method includes:Receive pending data stream;Pending data stream is inputted in the intelligent object obtained to advance training, intelligent object is using predetermined amount, is set with what the data flow of corresponding tag along sort was trained, and intelligent object has the function of identified input to the tag along sort of the data flow of the intelligent object and exports the tag along sort;The tag along sort for obtaining the pending data stream of intelligent object output is target classification label, and lookup and the target classification label have the storage section of correspondence between target storage, based on realization data access operation corresponding with pending data stream between the target storage.Corresponding tag along sort is accurately stamped by pending data stream is quick automatically by the intelligent object with classifier function in the application, and then realizes corresponding data accessing operation, can realize the purpose of efficiently access data.

Description

A kind of intelligent data access method, apparatus and equipment
Technical field
The present invention relates to technical field of data processing, more specifically to a kind of intelligent data access method, apparatus, Equipment and computer-readable recording medium.
Background technology
With the arrival in big data epoch, the storage demand of data is increasing, and the response speed of data read request is got over To be more concerned.Traditional data-storage system is visited to improve data reading speed when storing data typically by data Ask that data separation to be stored is dsc data and cold data by frequency, is then stored in a kind of hard disk by dsc data or one is deposited In storage area, cold data is stored in another kind of hard disk or another storage section, just can be very fast so when reading data The temperature according to data to be read to corresponding hard disk or storage section in read.
It is typically to be determined by the module of similar counter by recording the access times of data to be read in the prior art The data belong to dsc data or cold data, and then arrive hard disk corresponding with dsc data or cold data or the realization pair of storage section again The data read operation answered.But this mode for realizing digital independent determines that data to be read belong to dsc data or cold data Required time is longer, and data reading performance using redundancy is poor.
It is current this area in conclusion how to provide a kind of data reading performance using redundancy higher data storage technology scheme Technical staff's urgent problem to be solved.
The content of the invention
The object of the present invention is to provide a kind of intelligent data access method, apparatus, equipment and computer-readable recording medium, To solve the problems, such as that data reading performance using redundancy existing in the prior art is poor.
To achieve these goals, the present invention provides following technical solution:
A kind of intelligent data access method, including:
Receive pending data stream;
The pending data stream is inputted in the intelligent object obtained to advance training, the intelligent object is using pre- What if data flow amount, being set with corresponding tag along sort was trained, the intelligent object has identified input to the intelligence The tag along sort of the data flow of module and the function of exporting the tag along sort;
The tag along sort for obtaining the pending data stream of the intelligent object output is target classification label, and is searched With the target classification label have correspondence storage section for target storage between, based between the target storage realize and The corresponding data access operation of the pending data stream.
Preferably, the tag along sort for obtaining the pending data stream of the intelligent object output is target classification mark Label, including:
The tag along sort for obtaining the pending data stream of intelligent object output is target classification label, the mesh Marking tag along sort includes the pending data stream type in itself, the data message of the pending data stream corresponding data, The type of the pending data stream in itself includes data to be stored and reads request of data, and the data message includes data class Type and data access frequency.
Preferably, further include:
If between not finding target storage and the pending data stream is data to be stored, will be described to be stored Data are stored to idle storage section, and store the correspondence in the storage section and the target classification label, the sky Not busy storage section is the storage section for not being stored with other data;It is if between not finding target storage and described pending Data flow then returns to the information for obtaining data failure to read request of data.
Preferably, storage section corresponding with the target classification label is determined between target storage, including:
Judge to whether there is address section corresponding with the target classification label in mapping address interval table, if so, Then determine that the address section corresponds to storage section between target storage;The mapping address interval table is the storage being pre-created There is the table of the correspondence between tag along sort and address section.
Preferably, based on realized between the target storage corresponding with pending data stream data access operation it Before, further include:
The data storage medium for being used for realization data storage is divided into multiple storage sections, and determines each storage section Initial address be the storage section address section, wherein each storage section correspond to a tag along sort.
A kind of intelligent data access device, including:
Receiving module, is used for:Receive pending data stream;
Input module, is used for:The pending data stream is inputted in the intelligent object obtained to advance training, the intelligence Energy module is using predetermined amount, is set with what the data flow of corresponding tag along sort was trained, and the intelligent object, which has, to be known Do not input to the tag along sort of the data flow of the intelligent object and export the function of the tag along sort;
Operation module, is used for:The tag along sort for obtaining the pending data stream of the intelligent object output is target Tag along sort, and lookup and the target classification label have the storage section of correspondence between target storage, based on the mesh Realize data access operation corresponding with the pending data stream in mark storage section.
Preferably, the operation module includes:
Acquiring unit, is used for:The tag along sort for obtaining the pending data stream of the intelligent object output is target Tag along sort, the target classification label include type, the pending data stream correspondence of the pending data stream in itself The data message of data, the type of the pending data stream in itself include data to be stored and read request of data, the number It is believed that breath includes data type and data access frequency.
Preferably, further include:
Processing module, is used for:If between not finding target storage and the pending data stream is data to be stored, Then the data to be stored is stored to idle storage section, and stores pair in the storage section and the target classification label It should be related to, the idle storage section is the storage section for not being stored with other data;If target storage is not found Between and the pending data stream for read request of data, then return obtain data failure information.
A kind of intelligent data access equipment, including:
Memory, for storing computer program;
Processor, the step of any one of the as above intelligent data access method is realized during for performing the computer program Suddenly.
A kind of computer-readable recording medium, is stored with computer program on the computer-readable recording medium, described The step of as above any one intelligent data access method is realized when computer program is executed by processor.
The present invention provides a kind of intelligent data access method, apparatus, equipment and computer-readable recording medium, wherein should Method includes:Receive pending data stream;The pending data stream is inputted in the intelligent object obtained to advance training, institute State intelligent object to be using predetermined amount, be set with what the data flow of corresponding tag along sort was trained, the intelligent object tool There is identified input to the tag along sort of the data flow of the intelligent object and export the function of the tag along sort;Obtain the intelligent mould The tag along sort of the pending data stream of block output be target classification label, and search with the target classification label with pair The storage section that should be related to is corresponding with the pending data stream based on being realized between the target storage between target storage Data access operation.It is automatically that pending data stream is quick and accurate by the intelligent object with classifier function in the application Stamp corresponding tag along sort, and then determine that pending data stream corresponds to storage section to realize corresponding number based on the tag along sort According to accessing operation, the purpose for efficiently accessing data can be realized.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing There is attached drawing needed in technology description to be briefly described, it should be apparent that, drawings in the following description are only this The embodiment of invention, for those of ordinary skill in the art, without creative efforts, can also basis The attached drawing of offer obtains other attached drawings.
Fig. 1 is a kind of flow chart of intelligent data access method provided in an embodiment of the present invention;
Fig. 2 is a kind of structure diagram of intelligent data access device provided in an embodiment of the present invention.
Embodiment
Below in conjunction with the attached drawing in the embodiment of the present invention, the technical solution in the embodiment of the present invention is carried out clear, complete Site preparation describes, it is clear that described embodiment is only part of the embodiment of the present invention, instead of all the embodiments.It is based on Embodiment in the present invention, those of ordinary skill in the art are obtained every other without making creative work Embodiment, belongs to the scope of protection of the invention.
, can be with referring to Fig. 1, it illustrates a kind of flow chart of intelligent data access method provided in an embodiment of the present invention Including:
S11:Receive pending data stream.
Pending data stream is pending data flow, namely any pending data flow all can be in the application Pending data stream.
S12:Pending data stream is inputted in the intelligent object obtained to advance training, intelligent object is to utilize predetermined amount , data flow that be set with corresponding tag along sort is trained, intelligent object has identified input to the number of the intelligent object According to stream tag along sort and export the function of the tag along sort.
Predetermined amount can determine that the precision for the intelligent object that the bigger corresponding training of predetermined amount obtains is more according to being actually needed It is high.The data flow of predetermined amount is obtained, and each data flow is set with corresponding tag along sort, to be set with classification using these The data flow of label trains to obtain the intelligent object that can play classifier function, which can be to inputting intelligent object Data flow carry out the identification of tag along sort, i.e. intelligent object can export tag along sort corresponding with the data flow inputted.
S13:The tag along sort for obtaining the pending data stream of intelligent object output is target classification label, and searches and be somebody's turn to do Target classification label has the storage section of correspondence between target storage, based on realizing and wait between the target storage to locate Manage the corresponding data access operation of data flow.
It is target classification label that intelligent object, which exports tag along sort corresponding with the pending data stream inputted, thus, it is possible to Search and the tag along sort has the storage section of correspondence between target storage, reading in need is stored in the storage section The data (corresponding pending data stream be read request of data) that take are that the position that data to be stored should be stored in (corresponds to and waits to locate Reason data flow is data to be stored), so as to complete corresponding data access operation in the storage section.
In technical solution disclosed by the invention, the data flow for the being set with corresponding tag along sort training of predetermined amount is advanced with The intelligent object with classifier function is obtained, so that intelligent object is input to when receiving pending data stream, and The tag along sort of the pending data stream of intelligent object output is obtained, and then searches storage section corresponding with the tag along sort simultaneously Corresponding data accessing operation is realized based on the storage section;Automatically will in the application by the intelligent object with classifier function Pending data stream is quick and accurately stamps corresponding tag along sort, and then determines pending data stream pair based on the tag along sort Section should be stored to realize corresponding data accessing operation, can realize the purpose of efficiently access data.
A kind of intelligent data access method provided in an embodiment of the present invention, obtains the pending data stream of intelligent object output Tag along sort be target classification label, can include:
The tag along sort for obtaining the pending data stream of intelligent object output is target classification label, target classification label bag Include pending data stream type in itself, the data message of pending data stream corresponding data, the class of pending data stream in itself Type includes data to be stored and reads request of data, and data message includes data type and data access frequency.
It should be noted that the data type that tag along sort can include pending data stream corresponding data (can such as wrap Include the types such as image data, document data), the data access frequency of pending data stream corresponding data and pending data stream sheet The type of application, the wherein type of pending data stream in itself include data to be stored and read request of data.As it can be seen that the application Relative to simple classification is only carried out to it in the prior art, the fine-grained grouped data stream of energy, has disclosed above-mentioned technical proposal For body, the foundation classified in the prior art is single, data can only be simply divided into dsc data and cold data, granularity of classification is very It is coarse, it is impossible to distinguish the particular type of data, cause various types of data mixings together, be unfavorable for quickly access or Store the data of a certain type.Intelligent object can accurately not only determine input to the data flow of intelligent object in the application It is data to be stored or reads request of data, and data to be stored and the reading requested data of request of data can be made Intelligentized classification, determine its corresponding tag along sort, and then determines corresponding storage section based on the label, accelerates data and deposits Take speed.
A kind of intelligent data access method provided in an embodiment of the present invention, can also include:
If between not finding target storage and pending data stream is data to be stored, data to be stored is stored To idle storage section, and the correspondence in the storage section and target classification label is stored, idle storage section is not It is stored with the storage section of other data;If between not finding target storage and pending data stream please to read data Ask, then return to the information for obtaining data failure.
By the above-mentioned means, storage section and pending corresponding with the tag along sort of pending data stream is not being found In the case that data flow is data to be stored, data to be stored is stored to a new storage section (i.e. idle storage section) And the storage section and the correspondence of the tag along sort of pending data stream are stored, stored so as to fulfill data, and in next time The data for reading the data or having same tag along sort need to realize that correspondence is deposited based on the new storage section during storage Extract operation;It is to read number not finding storage section corresponding with the tag along sort of pending data stream and pending data stream The information for obtaining data failure is then returned in the case of according to request, so that the sender of pending data stream can know the letter Breath is so that other corresponding operations.As it can be seen that intelligent object mainly has the function of three:First, it is to read to distinguish pending data stream Take request of data or data to be stored;If the 2, pending data stream is data to be stored, the number of data to be stored is identified According to type and data access frequency to determine the tag along sort of the data to be stored;The 3rd, if pending data is to read number According to request, then identify the data type and data access frequency of the data that request needs obtain, need to obtain with the definite request The tag along sort of the data taken.
A kind of intelligent data access method provided in an embodiment of the present invention, determines memory block corresponding with target classification label Between between target storage, can include:
Judge to whether there is address section corresponding with target classification label in mapping address interval table, if it is, really The fixed address section corresponds to storage section between target storage;Mapping address interval table be pre-created be stored with contingency table The table of correspondence between label and address section.
A mapping address interval table can be pre-created in the application and realizes correspondence between tag along sort and address section The storage of relation, the key of this table is tag along sort, and value is address section, so as to based on the mapping address interval table The quick inquiry for realizing tag along sort corresponding address section greatly improves pending data to realize corresponding data accessing operation The response speed of stream, enhances user experience..
A kind of intelligent data access method provided in an embodiment of the present invention, based on realization between target storage and pending number According to before flowing corresponding data access operation, can also include:
The data storage medium for being used for realization data storage is divided into multiple storage sections, and determines each storage section Initial address be the storage section address section, wherein each storage section correspond to a tag along sort.
The data storage medium for realizing data storage can be divided into multiple storage sections, Mei Gecun according to actual needs Corresponded between a corresponding tag along sort between storage area, i.e. tag along sort and storage section, so that the data of same tag along sort It is stored in same storage section, the convenient access for data.It is corresponding, stored in mapping address interval table each Location section can be represented with the first address of the address section, so that the convenient lookup for the address section.
In addition, in a kind of specific implementation of the present invention, the classification with pending data stream can be first determined whether there is The corresponding storage section of label, if it is, the type of pending data stream is judged, if pending data stream is number to be stored According to, then the data to be stored is stored to corresponding and stores section, if pending data stream to read request of data, by corresponding to Storage section obtains the request corresponding data;If it is not, then the type of pending data stream is judged, if pending data stream is Data to be stored, then store data to be stored to a new storage section and store the storage section and data to be stored stream Correspondence between tag along sort, if pending data stream returns to the letter for obtaining data failure to read request of data Breath.According to being actually needed above-mentioned intelligent data access side provided in an embodiment of the present invention can certainly be realized according to other flows Method, within protection scope of the present invention.
The embodiment of the present invention additionally provides a kind of intelligent data access device, as shown in Fig. 2, can include:
Receiving module 11, is used for:Receive pending data stream;
Input module 12, is used for:Pending data stream is inputted in the intelligent object obtained to advance training, intelligent object For using predetermined amount, be set with what the data flow of corresponding tag along sort was trained, intelligent object have identified input to should The tag along sort of the data flow of intelligent object and the function of exporting the tag along sort;
Operation module 13, is used for:The tag along sort for obtaining the pending data stream of intelligent object output is target classification mark Label, and lookup and the target classification label have the storage section of correspondence between target storage, are stored based on the target Realize data access operation corresponding with pending data stream in section.
A kind of intelligent data access device provided in an embodiment of the present invention, operation module can include:
Acquiring unit, is used for:The tag along sort for obtaining the pending data stream of intelligent object output is target classification label, Target classification label includes pending data stream type in itself, the data message of pending data stream corresponding data, pending The type of data flow in itself includes data to be stored and reads request of data, and data message includes data type and data access frequency Rate.
A kind of intelligent data access device provided in an embodiment of the present invention, can also include:
Processing module, is used for:, will if between not finding target storage and pending data stream is data to be stored Data to be stored is stored to idle storage section, and stores the correspondence in the storage section and target classification label, idle Storage section be not to be stored with the storage sections of other data;If between not finding target storage and pending data stream To read request of data, then the information for obtaining data failure is returned.
A kind of intelligent data access device provided in an embodiment of the present invention, operation module can include:
Judging unit, is used for:Judge to whether there is address area corresponding with target classification label in mapping address interval table Between, if it is, determining that the address section corresponds to storage section between target storage;Mapping address interval table is to be pre-created The correspondence being stored between tag along sort and address section table.
A kind of intelligent data access device provided in an embodiment of the present invention, can also include:
Division module, is used for:The data storage medium for being used for realization data storage is divided into multiple storage sections, and really The initial address in fixed each storage section is the address section in the storage section, wherein each storage section corresponds to a contingency table Label.
The embodiment of the present invention additionally provides a kind of intelligent data access equipment, can include:
Memory, for storing computer program;
Processor, the intelligent data access side provided such as any of the above-described embodiment is realized during for performing computer program The step of method.
The embodiment of the present invention additionally provides a kind of computer-readable recording medium, is stored with computer-readable recording medium Computer program, can realize the intelligent data access that as above any one embodiment provides when computer program is executed by processor The step of method.
A kind of intelligent data access device provided in an embodiment of the present invention, intelligent data access equipment and computer-readable deposit The explanation of relevant portion refers to corresponding part in a kind of intelligent data access method provided in an embodiment of the present invention in storage media Detailed description, details are not described herein.In addition, in above-mentioned technical proposal provided in an embodiment of the present invention with it is corresponding in the prior art The consistent part of technical solution realization principle is simultaneously unspecified, in order to avoid excessively repeat.
The foregoing description of the disclosed embodiments, enables those skilled in the art to realize or use the present invention.To this A variety of modifications of a little embodiments will be apparent for a person skilled in the art, and the general principles defined herein can Without departing from the spirit or scope of the present invention, to realize in other embodiments.Therefore, the present invention will not be limited The embodiments shown herein is formed on, and is to fit to consistent with the principles and novel features disclosed herein most wide Scope.

Claims (10)

  1. A kind of 1. intelligent data access method, it is characterised in that including:
    Receive pending data stream;
    The pending data stream is inputted in the intelligent object obtained to advance training, the intelligent object is to utilize predetermined amount , data flow that be set with corresponding tag along sort is trained, the intelligent object has identified input to the intelligent object Data flow tag along sort and export the function of the tag along sort;
    The tag along sort for obtaining the pending data stream of the intelligent object output is target classification label, and searches and be somebody's turn to do Target classification label have correspondence storage section for target storage between, based between the target storage realization with it is described The corresponding data access operation of pending data stream.
  2. 2. according to the method described in claim 1, it is characterized in that, obtain the pending data of the intelligent object output The tag along sort of stream is target classification label, including:
    The tag along sort for obtaining the pending data stream of the intelligent object output is target classification label, and the target is divided Class label includes the pending data stream type in itself, the data message of the pending data stream corresponding data, described The type of pending data stream in itself include data to be stored and read request of data, the data message include data type and Data access frequency.
  3. 3. according to the method described in claim 2, it is characterized in that, further include:
    If between not finding target storage and the pending data stream is data to be stored, by the data to be stored Store to idle storage section, and store the correspondence in the storage section and the target classification label, it is described idle Storage section is the storage section for not being stored with other data;If between not finding target storage and the pending data Flow to read request of data, then return to the information for obtaining data failure.
  4. 4. according to the method described in claim 1, it is characterized in that, determine storage section corresponding with the target classification label Between target storage, including:
    Judge to whether there is address section corresponding with the target classification label in mapping address interval table, if it is, really The fixed address section corresponds to storage section between target storage;The mapping address interval table is being stored with point of being pre-created The table of correspondence between class label and address section.
  5. 5. according to the method described in claim 4, it is characterized in that, based on realize between the target storage with it is described pending Before the corresponding data access operation of data flow, further include:
    The data storage medium for being used for realization data storage is divided into multiple storage sections, and determines rising for each storage section Beginning address be the storage section address section, wherein each storage section correspond to a tag along sort.
  6. A kind of 6. intelligent data access device, it is characterised in that including:
    Receiving module, is used for:Receive pending data stream;
    Input module, is used for:The pending data stream is inputted in the intelligent object obtained to advance training, the intelligence mould Block is using predetermined amount, is set with what the data flow of corresponding tag along sort was trained, and the intelligent object is defeated with identifying Enter to the tag along sort of the data flow of the intelligent object and export the function of the tag along sort;
    Operation module, is used for:The tag along sort for obtaining the pending data stream of the intelligent object output is target classification Label, and lookup and the target classification label have the storage section of correspondence between target storage, are deposited based on the target Data access operation corresponding with the pending data stream is realized between storage area.
  7. 7. device according to claim 6, it is characterised in that the operation module includes:
    Acquiring unit, is used for:The tag along sort for obtaining the pending data stream of the intelligent object output is target classification Label, the target classification label include the pending data stream type in itself, the pending data stream corresponding data Data message, the type of the pending data stream in itself includes data to be stored and reads request of data, data letter Breath includes data type and data access frequency.
  8. 8. device according to claim 7, it is characterised in that further include:
    Processing module, is used for:, will if between not finding target storage and the pending data stream is data to be stored The data to be stored is stored to idle storage section, and stores storage section pass corresponding with the target classification label System, the idle storage section are the storage section for not being stored with other data;If between not finding target storage and The pending data stream then returns to the information for obtaining data failure to read request of data.
  9. A kind of 9. intelligent data access equipment, it is characterised in that including:
    Memory, for storing computer program;
    Processor, the intelligent data access side as described in any one of claim 1 to 5 is realized during for performing the computer program The step of method.
  10. 10. a kind of computer-readable recording medium, it is characterised in that be stored with computer on the computer-readable recording medium Program, realizes the intelligent data access method as described in any one of claim 1 to 5 when the computer program is executed by processor The step of.
CN201711122956.9A 2017-11-14 2017-11-14 A kind of intelligent data access method, apparatus and equipment Pending CN107908366A (en)

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CN106940805A (en) * 2017-03-06 2017-07-11 江南大学 A kind of group behavior analysis method based on mobile phone sensor
CN107092439A (en) * 2017-03-07 2017-08-25 华为技术有限公司 A kind of method and apparatus of data storage

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CN109358814A (en) * 2018-10-17 2019-02-19 天津易众腾动力技术有限公司 A kind of method of EEPROM storage
CN109542912A (en) * 2018-12-04 2019-03-29 北京锐安科技有限公司 Interval censored data storage method, device, server and storage medium
CN111796916A (en) * 2019-04-09 2020-10-20 Oppo广东移动通信有限公司 Data distribution method, device, storage medium and server
US20210303153A1 (en) * 2020-03-26 2021-09-30 EMC IP Holding Company LLC Method, device and computer program for data storage
US11709596B2 (en) * 2020-03-26 2023-07-25 EMC IP Holding Company LLC Method, device and computer program for data storage

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