CN112269534A - Data reading method, device and equipment and computer readable storage medium - Google Patents
Data reading method, device and equipment and computer readable storage medium Download PDFInfo
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input 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
- G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
- G06F3/0601—Interfaces specially adapted for storage systems
- G06F3/0602—Interfaces specially adapted for storage systems specifically adapted to achieve a particular effect
- G06F3/061—Improving I/O performance
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input 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
- G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
- G06F3/0601—Interfaces specially adapted for storage systems
- G06F3/0628—Interfaces specially adapted for storage systems making use of a particular technique
- G06F3/0638—Organizing or formatting or addressing of data
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input 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
- G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
- G06F3/0601—Interfaces specially adapted for storage systems
- G06F3/0668—Interfaces specially adapted for storage systems adopting a particular infrastructure
- G06F3/0671—In-line storage system
Abstract
The invention discloses a data reading method, which comprises the following steps: analyzing the received data reading request to obtain a target object identifier corresponding to target data to be read; searching a target object cache space corresponding to the target object identifier from the solid state disk; judging whether target data exist in the target object cache space; if yes, returning the target data from the solid state disk to the data reading end; if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk. By applying the data reading method provided by the invention, the accuracy of judging the heat degree of the data is greatly improved, the data loading frequency is reduced, and the system performance is improved. The invention also discloses a data reading device, equipment and a storage medium, and has corresponding technical effects.
Description
Technical Field
The present invention relates to the field of storage technologies, and in particular, to a data reading method, apparatus, device, and computer-readable storage medium.
Background
The Hard Disk Drive (HDD) has the advantages of low price and large storage capacity, the Solid State Disk (SSD) has the advantages of high random IO concurrency and high data read-write speed, and in order to improve the IO performance of the system and reduce the cost of the storage medium in the distributed storage system, the Solid State Disk is usually used as a cache, and the Hard Disk is used as a main storage medium. Because the storage space of the solid state disk is limited, and the service data volume is often far beyond the capacity of the solid state disk, the data in the solid state disk needs to be continuously flushed into the mechanical hard disk to make free space for new data to use.
The data cached on the solid state disk is related to the cache hit rate of IO, and further the IO performance of the storage system is directly influenced. In actual services, hot spots often exist in data access, and recently accessed data is generally considered to have higher access probability in subsequent services. And (3) determining the storage and the downloading of the cache data according to the access heat of the general data in the solid state disk cache scheme. Generally, if data is flushed from the solid state disk cache, and in subsequent accesses, the part of data becomes hot data, and the part of data needs to be pulled up from the mechanical hard disk into the solid state disk cache. However, the data pull-up mode is to pull up the data in the solid state disk as long as the data in the mechanical hard disk is accessed, and it is likely that the data is only accessed accidentally, and the judgment on the heat degree of the data is not accurate, so that frequent data loading operations are caused, and the system performance is affected.
In summary, how to effectively solve the problems of inaccurate data heat judgment, frequent data loading operation, influence on system performance and the like is a problem which needs to be solved by technical personnel in the field at present.
Disclosure of Invention
The invention aims to provide a data reading method, which greatly improves the accuracy of data heat judgment, reduces the data loading frequency and improves the system performance; another object of the present invention is to provide a data reading apparatus, a device and a computer readable storage medium.
In order to solve the technical problems, the invention provides the following technical scheme:
a data reading method comprising:
analyzing the received data reading request to obtain a target object identifier corresponding to target data to be read;
searching a target object cache space corresponding to the target object identifier from the solid state disk;
judging whether the target data exists in the target object cache space or not;
if yes, returning the target data from the solid state disk to a data reading end;
if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
In a specific embodiment of the present invention, if it is determined that the target data is hot data, pulling up the target data to the solid state disk includes:
obtaining the access hit rate of each access list of the target data in a preset period;
judging whether the access hit rate is higher than a preset value;
and if so, pulling the target data from the mechanical hard disk into the solid state hard disk.
In a specific embodiment of the present invention, pulling the target data from the mechanical hard disk into the solid state hard disk includes:
and pulling the target data from the mechanical hard disk to the target object cache space of the solid state disk.
In a specific embodiment of the present invention, after pulling up the target data from the mechanical hard disk into the target object cache space of the solid state disk, the method further includes:
performing metadata information updating operation on the target object in the target object cache space; and storing the target data in the target object cache space by taking the target object as a unit.
In a specific embodiment of the present invention, after obtaining a target object identifier corresponding to target data to be read, the method further includes:
judging whether the target object identification exists in the current access list or not;
and if not, inserting the target object identification into the current access list.
A data reading apparatus comprising:
the object identification obtaining module is used for analyzing the received data reading request to obtain a target object identification corresponding to target data to be read;
the space searching module is used for searching a target object cache space corresponding to the target object identifier from the solid state disk;
the first judgment module is used for judging whether the target data exists in the target object cache space;
the data returning module is used for returning the target data to a data reading end from the solid state disk when the target data is determined to exist in the target object cache space;
the data pull-up module is used for returning the target data to the data reading end from the mechanical hard disk when the target data does not exist in the target object cache space; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
In an embodiment of the present invention, the data pull-up module includes:
the hit rate obtaining submodule is used for obtaining the access hit rate of each access list of the target data in a preset period;
the judging submodule is used for judging whether the access hit rate is higher than a preset value;
and the data pull-up sub-module is used for pulling up the target data from the mechanical hard disk into the solid state hard disk when the access hit rate is determined to be higher than a preset value.
In one embodiment of the present invention, the method further comprises:
the second judgment module is used for judging whether the target object identifier exists in the current access list after the target object identifier corresponding to the target data to be read is obtained;
and the identification inserting module is used for inserting the target object identification into the current access list when the target object identification does not exist in the current access list.
A data reading apparatus comprising:
a memory for storing a computer program;
a processor for implementing the steps of the data reading method as described above when executing the computer program.
A computer-readable storage medium, having stored thereon a computer program which, when being executed by a processor, carries out the steps of the data reading method as set forth above.
The data reading method provided by the invention analyzes the received data reading request to obtain a target object identifier corresponding to target data to be read; searching a target object cache space corresponding to the target object identifier from the solid state disk; judging whether target data exist in the target object cache space; if yes, returning the target data from the solid state disk to the data reading end; if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk. When it is determined that no target data exists in the target object cache space of the solid state disk, after it is determined that the target data to be read is hot data, the target data is pulled up to the solid state disk. The accuracy of judging the data heat is greatly improved, the data loading frequency is reduced, and the system performance is improved.
Correspondingly, the invention also provides a data reading device, equipment and a computer readable storage medium corresponding to the data reading method, which have the technical effects and are not described herein again.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
FIG. 1 is a flowchart illustrating an implementation of a data reading method according to an embodiment of the present invention;
FIG. 2 is a flow chart of another embodiment of a data reading method according to the present invention;
FIG. 3 is a block diagram of a data reading apparatus according to an embodiment of the present invention;
fig. 4 is a block diagram of a data reading apparatus according to an embodiment of the present invention.
Detailed Description
In order that those skilled in the art will better understand the disclosure, the invention will be described in further detail with reference to the accompanying drawings and specific embodiments. It is to be understood that the described embodiments are merely exemplary of the invention, and not restrictive of the full scope of the invention. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
The first embodiment is as follows:
referring to fig. 1, fig. 1 is a flowchart of an implementation of a data reading method according to an embodiment of the present invention, where the method may include the following steps:
s101: and analyzing the received data reading request to obtain a target object identifier corresponding to the target data to be read.
When data in the storage system needs to be read, for example, when a client needs to read data from the storage system, a data reading request is generated and sent to the storage system, where the data reading request includes a target object identifier oid corresponding to target data to be read. And the storage system receives the data reading request and analyzes the received data reading request to obtain a target object identifier corresponding to target data to be read.
S102: and searching a target object cache space corresponding to the target object identifier from the solid state disk.
In the distributed storage system, the data access takes an object as a unit, each object corresponds to a unique object identifier, and different data are distinguished according to the object identifiers when data heat statistics is carried out. The solid state disk of the distributed storage system comprises object cache spaces corresponding to the object identifications, and after target object identifications corresponding to target data to be read are obtained through analysis, the target object cache spaces corresponding to the target object identifications are searched from the solid state disk.
S103: and judging whether target data exists in the target object cache space, if so, executing step S104, and if not, executing step S105.
After the target object cache space corresponding to the target object identifier is found from the solid state disk, whether target data exists in the target object cache space is judged, if yes, the target data to be read is hit on the solid state disk, step S104 is executed, if not, the target data to be read is not hit on the solid state disk, and step S105 is executed.
S104: and returning the target data from the solid state disk to the data reading end.
And directly returning the target data from the solid state disk to the data reading end after determining that the target data exists in the target object cache space.
S105: returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
And after determining that the target data does not exist in the target object cache space, returning the target data from the mechanical hard disk to the data reading end. And performing heat analysis on the target data according to a preset heat data judgment condition, and if the target data is determined to be heat data, pulling up the target data to the solid state disk. When it is determined that no target data exists in the target object cache space of the solid state disk, after it is determined that the target data to be read is hot data, the target data is pulled up to the solid state disk. The accuracy of judging the data heat is greatly improved, the data loading frequency is reduced, and the system performance is improved.
The data reading method provided by the invention analyzes the received data reading request to obtain a target object identifier corresponding to target data to be read; searching a target object cache space corresponding to the target object identifier from the solid state disk; judging whether target data exist in the target object cache space; if yes, returning the target data from the solid state disk to the data reading end; if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk. When it is determined that no target data exists in the target object cache space of the solid state disk, after it is determined that the target data to be read is hot data, the target data is pulled up to the solid state disk. The accuracy of judging the data heat is greatly improved, the data loading frequency is reduced, and the system performance is improved.
It should be noted that, based on the first embodiment, the embodiment of the present invention further provides a corresponding improvement scheme. In the following embodiments, steps that are the same as or correspond to those in the first embodiment may be referred to each other, and corresponding advantageous effects may also be referred to each other, which are not described in detail in the following modified embodiments.
Example two:
referring to fig. 2, fig. 2 is a flowchart of another implementation of a data reading method according to an embodiment of the present invention, where the method may include the following steps:
s201: and analyzing the received data reading request to obtain a target object identifier corresponding to the target data to be read.
S202: and judging whether the target object identification exists in the current access list, if so, not processing, and if not, executing the step S203.
Presetting the time length of each access list as the current access list, for example, setting the time length as 5 minutes, when the time length of a certain access list as the current access list exceeds 5 minutes, inserting the access list into the historical access list, creating a new access list, and using the new access list as the current access list.
After the target object identifier corresponding to the target data to be read is obtained through analysis, whether the target object identifier exists in the current access list or not is judged, if yes, the fact that the target data are subjected to heat statistics is shown, no processing is needed, if not, the fact that the target data are not subjected to the heat statistics is shown, and step S203 is executed.
S203: and inserting the target object identification into the current access list.
And when the target object identification does not exist in the current access list, inserting the target object identification into the current access list, thereby realizing the heat statistics of the target data.
S204: and searching a target object cache space corresponding to the target object identifier from the solid state disk.
S205: and judging whether target data exists in the target object cache space, if so, executing step S206, and if not, executing step S207.
S206: and returning the target data from the solid state disk to the data reading end.
S207: and returning the target data from the mechanical hard disk to the data reading end.
S208: and acquiring the access hit rate of each access list of the target data in a preset period.
The period for deleting and updating the access list is preset, for example, statistics of 5 recent access lists is performed by taking statistics of 5 consecutive access lists as one period. After the target data is returned to the data reading end from the mechanical hard disk, the access hit rate of the target data in each access list in the preset period is obtained, specifically, the number of the target object identifiers in 5 access lists is obtained, and the ratio of the number of the target object identifiers in 5 access lists is used as the access hit rate of the target data in each access list in the preset period.
S209: and judging whether the access hit rate is higher than a preset value, if so, executing the step S210, and if not, not processing.
After the access hit rate of each access list of the target data in a preset period is obtained, whether the access hit rate is higher than a preset value or not is judged, if yes, the target data is hot data, and a high possibility of subsequent access exists, step S210 is executed, and if not, the target data is not processed if the probability of subsequent access is low. If the access hit rate threshold can be set to 60%, taking the above example into account, when it is determined that the number of target object identifiers in the 5 access lists is greater than or equal to 3, it indicates that the target data is hot data, and step S210 is performed.
S210: and pulling the target data from the mechanical hard disk to a target object cache space of the solid state disk.
And after the access hit rate is determined to be higher than the preset value, the target data is pulled up from the mechanical hard disk to a target object cache space corresponding to the target object identification in the solid state disk.
S211: and carrying out metadata information updating operation on the target object in the target object cache space.
And the target data is stored in the target object cache space by taking the target object as a unit.
After the target data are pulled from the mechanical hard disk to the target object cache space of the solid state disk, metadata information updating operation is carried out on the target object in the target object cache space, so that data searching and positioning can be carried out quickly during subsequent data access.
The present embodiment is different from the first embodiment corresponding to the technical solution claimed in independent claim 1, and the technical solutions claimed in dependent claims 2 to 5 are added, and of course, according to different practical situations and requirements, the technical solutions claimed in the dependent claims can be flexibly combined on the basis of not affecting the completeness of the solutions, so as to better meet the requirements of different use scenarios.
Corresponding to the above method embodiments, the present invention further provides a data reading apparatus, and the data reading apparatus described below and the data reading method described above may be referred to correspondingly.
Referring to fig. 3, fig. 3 is a block diagram of a data reading apparatus according to an embodiment of the present invention, where the apparatus may include:
an object identifier obtaining module 31, configured to analyze the received data reading request to obtain a target object identifier corresponding to target data to be read;
the space searching module 32 is configured to search a target object cache space corresponding to the target object identifier from the solid state disk;
a first judging module 33, configured to judge whether target data exists in the target object cache space;
the data returning module 34 is configured to return the target data from the solid state disk to the data reading end when it is determined that the target data exists in the target object cache space;
the data pull-up module 35 is configured to, when it is determined that the target data does not exist in the target object cache space, return the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
The data reading device provided by the invention analyzes the received data reading request to obtain a target object identifier corresponding to target data to be read; searching a target object cache space corresponding to the target object identifier from the solid state disk; judging whether target data exist in the target object cache space; if yes, returning the target data from the solid state disk to the data reading end; if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk. When it is determined that no target data exists in the target object cache space of the solid state disk, after it is determined that the target data to be read is hot data, the target data is pulled up to the solid state disk. The accuracy of judging the data heat is greatly improved, the data loading frequency is reduced, and the system performance is improved.
In one embodiment of the present invention, the data pull-up module 35 includes:
the hit rate obtaining submodule is used for obtaining the access hit rate of each access list of the target data in a preset period;
the judgment submodule is used for judging whether the access hit rate is higher than a preset value or not;
and the data pull-up sub-module is used for pulling up the target data from the mechanical hard disk into the solid state hard disk when the access hit rate is determined to be higher than the preset value.
In a specific embodiment of the present invention, the data pull-up sub-module is specifically a module that pulls up the target data from the mechanical hard disk to the target object cache space of the solid state disk.
In one embodiment of the present invention, the apparatus may further include:
the metadata updating module is used for performing metadata information updating operation on the target object in the target object cache space after the target data are pulled from the mechanical hard disk to the target object cache space of the solid state disk; and storing the target data in the target object cache space by taking the target object as a unit.
In one embodiment of the present invention, the apparatus may further include:
the second judgment module is used for judging whether the target object identifier exists in the current access list after the target object identifier corresponding to the target data to be read is obtained;
and the identification inserting module is used for inserting the target object identification into the current access list when the target object identification does not exist in the current access list.
Corresponding to the above method embodiment, referring to fig. 4, fig. 4 is a schematic diagram of a data reading device provided by the present invention, where the data reading device may include:
a memory 41 for storing a computer program;
the processor 42, when executing the computer program stored in the memory 41, may implement the following steps:
analyzing the received data reading request to obtain a target object identifier corresponding to target data to be read; searching a target object cache space corresponding to the target object identifier from the solid state disk; judging whether target data exist in the target object cache space; if yes, returning the target data from the solid state disk to the data reading end; if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
For the introduction of the device provided by the present invention, please refer to the above method embodiment, which is not described herein again.
Corresponding to the above method embodiment, the present invention further provides a computer-readable storage medium having a computer program stored thereon, the computer program, when executed by a processor, implementing the steps of:
analyzing the received data reading request to obtain a target object identifier corresponding to target data to be read; searching a target object cache space corresponding to the target object identifier from the solid state disk; judging whether target data exist in the target object cache space; if yes, returning the target data from the solid state disk to the data reading end; if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
The computer-readable storage medium may include: various media capable of storing program codes, such as a usb disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk, or an optical disk.
For the introduction of the computer-readable storage medium provided by the present invention, please refer to the above method embodiments, which are not described herein again.
The embodiments are described in a progressive manner, each embodiment focuses on differences from other embodiments, and the same or similar parts among the embodiments are referred to each other. The device, the apparatus and the computer-readable storage medium disclosed in the embodiments correspond to the method disclosed in the embodiments, so that the description is simple, and the relevant points can be referred to the description of the method.
The principle and the implementation of the present invention are explained in the present application by using specific examples, and the above description of the embodiments is only used to help understanding the technical solution and the core idea of the present invention. It should be noted that, for those skilled in the art, it is possible to make various improvements and modifications to the present invention without departing from the principle of the present invention, and those improvements and modifications also fall within the scope of the claims of the present invention.
Claims (10)
1. A data reading method, comprising:
analyzing the received data reading request to obtain a target object identifier corresponding to target data to be read;
searching a target object cache space corresponding to the target object identifier from the solid state disk;
judging whether the target data exists in the target object cache space or not;
if yes, returning the target data from the solid state disk to a data reading end;
if not, returning the target data from the mechanical hard disk to the data reading end; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
2. The data reading method of claim 1, wherein if it is determined that the target data is hot data, pulling up the target data to the solid state disk comprises:
obtaining the access hit rate of each access list of the target data in a preset period;
judging whether the access hit rate is higher than a preset value;
and if so, pulling the target data from the mechanical hard disk into the solid state hard disk.
3. The data reading method of claim 2, wherein pulling the target data from the mechanical hard disk into the solid state hard disk comprises:
and pulling the target data from the mechanical hard disk to the target object cache space of the solid state disk.
4. The data reading method according to claim 3, further comprising, after pulling the target data from the mechanical hard disk into the target object cache space of the solid state hard disk:
performing metadata information updating operation on the target object in the target object cache space; and storing the target data in the target object cache space by taking the target object as a unit.
5. The data reading method according to any one of claims 2 to 4, further comprising, after obtaining a target object identifier corresponding to target data to be read:
judging whether the target object identification exists in the current access list or not;
and if not, inserting the target object identification into the current access list.
6. A data reading apparatus, comprising:
the object identification obtaining module is used for analyzing the received data reading request to obtain a target object identification corresponding to target data to be read;
the space searching module is used for searching a target object cache space corresponding to the target object identifier from the solid state disk;
the first judgment module is used for judging whether the target data exists in the target object cache space;
the data returning module is used for returning the target data to a data reading end from the solid state disk when the target data is determined to exist in the target object cache space;
the data pull-up module is used for returning the target data to the data reading end from the mechanical hard disk when the target data does not exist in the target object cache space; and if the target data is determined to be hot data, the target data is pulled up to the solid state disk.
7. The data reading apparatus of claim 6, wherein the data pull-up module comprises:
the hit rate obtaining submodule is used for obtaining the access hit rate of each access list of the target data in a preset period;
the judging submodule is used for judging whether the access hit rate is higher than a preset value;
and the data pull-up sub-module is used for pulling up the target data from the mechanical hard disk into the solid state hard disk when the access hit rate is determined to be higher than a preset value.
8. The data reading apparatus according to claim 7, further comprising:
the second judgment module is used for judging whether the target object identifier exists in the current access list after the target object identifier corresponding to the target data to be read is obtained;
and the identification inserting module is used for inserting the target object identification into the current access list when the target object identification does not exist in the current access list.
9. A data reading apparatus, characterized by comprising:
a memory for storing a computer program;
a processor for implementing the steps of the data reading method according to any one of claims 1 to 5 when executing the computer program.
10. A computer-readable storage medium, characterized in that a computer program is stored on the computer-readable storage medium, which computer program, when being executed by a processor, carries out the steps of the data reading method according to any one of claims 1 to 5.
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CN113220233A (en) * | 2021-05-14 | 2021-08-06 | 北京百度网讯科技有限公司 | Data reading method, device and system |
CN113342837A (en) * | 2021-08-06 | 2021-09-03 | 北京金山云网络技术有限公司 | Data transmission method, device, electronic equipment and computer readable medium |
CN113687781A (en) * | 2021-07-30 | 2021-11-23 | 济南浪潮数据技术有限公司 | Method, device, equipment and medium for pulling up thermal data |
CN114327260A (en) * | 2021-11-30 | 2022-04-12 | 苏州浪潮智能科技有限公司 | Data reading method, system, server and storage medium |
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CN108845768A (en) * | 2018-06-19 | 2018-11-20 | 郑州云海信息技术有限公司 | A kind of date storage method, device, equipment and storage medium |
CN108875046A (en) * | 2018-06-28 | 2018-11-23 | 郑州云海信息技术有限公司 | A kind of storage system access method, device and electronic equipment |
CN109976680A (en) * | 2019-04-11 | 2019-07-05 | 苏州浪潮智能科技有限公司 | A kind of data migration method, device, equipment and readable storage medium storing program for executing |
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Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
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CN113220233A (en) * | 2021-05-14 | 2021-08-06 | 北京百度网讯科技有限公司 | Data reading method, device and system |
CN113687781A (en) * | 2021-07-30 | 2021-11-23 | 济南浪潮数据技术有限公司 | Method, device, equipment and medium for pulling up thermal data |
CN113342837A (en) * | 2021-08-06 | 2021-09-03 | 北京金山云网络技术有限公司 | Data transmission method, device, electronic equipment and computer readable medium |
CN114327260A (en) * | 2021-11-30 | 2022-04-12 | 苏州浪潮智能科技有限公司 | Data reading method, system, server and storage medium |
CN114327260B (en) * | 2021-11-30 | 2023-08-25 | 苏州浪潮智能科技有限公司 | Data reading method, system, server and storage medium |
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