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CN109344109A - The system and method for accelerating artificial intelligence to calculate in big data based on solid state hard disk - Google Patents

The system and method for accelerating artificial intelligence to calculate in big data based on solid state hard disk Download PDF

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Publication number
CN109344109A
CN109344109A CN201811236270.7A CN201811236270A CN109344109A CN 109344109 A CN109344109 A CN 109344109A CN 201811236270 A CN201811236270 A CN 201811236270A CN 109344109 A CN109344109 A CN 109344109A
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China
Prior art keywords
artificial intelligence
hard disk
solid state
state hard
big data
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CN201811236270.7A
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Chinese (zh)
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CN109344109B (en
Inventor
洪振洲
李庭育
陈育鸣
魏智汎
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Jiangsu Hua Cun Electronic Technology Co Ltd
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Jiangsu Hua Cun Electronic Technology Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/38Information transfer, e.g. on bus
    • G06F13/42Bus transfer protocol, e.g. handshake; Synchronisation
    • G06F13/4204Bus transfer protocol, e.g. handshake; Synchronisation on a parallel bus
    • G06F13/4221Bus transfer protocol, e.g. handshake; Synchronisation on a parallel bus being an input/output bus, e.g. ISA bus, EISA bus, PCI bus, SCSI bus
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/14Handling requests for interconnection or transfer
    • G06F13/16Handling requests for interconnection or transfer for access to memory bus
    • G06F13/1668Details of memory controller
    • 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
    • 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
    • G06F3/0673Single storage device
    • G06F3/0679Non-volatile semiconductor memory device, e.g. flash memory, one time programmable memory [OTP]
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00Energy efficient computing, e.g. low power processors, power management or thermal management

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Human Computer Interaction (AREA)
  • Power Sources (AREA)

Abstract

The present invention provides the systems for accelerating artificial intelligence to calculate in a kind of big data based on solid state hard disk, including solid state hard disk, IC chip is set in the solid state hard disk, its innovative point is: the IC chip is integrated by central microprocessor and hardware algorithm module, and the hardware algorithm module is realized using embedded programmable logic gate array module.The present invention is in solid state hard disk in main control chip, hardware-accelerated artificial intelligence operation is realized in the way of embedded field programmable gate array, first can solve to show card as high power consumption problem caused by artificial intelligence operation, second solves the problems, such as with low elasticity caused by pure hardware realization intelligent algorithm, and third solves the problems, such as high speed serialization computer expansion bus high bandwidth requirements caused by executing artificial intelligence operation at main frame end.

Description

The system and method for accelerating artificial intelligence to calculate in big data based on solid state hard disk
Technical field
It is artificial the present invention relates to accelerating in intelligent Computation Technology field more particularly to a kind of big data based on solid state hard disk The system of intelligence computation, and it is related to the method that artificial intelligence is accelerated to calculate in a kind of big data of solid state hard disk.
Background technique
Existing intelligent algorithm common are 1. and do artificial intelligence operation by display adapter, and 2. using firmly Artificial intelligence operation is done in part acceleration, and it is that power consumption is excessively huge that method 1, which has a major defect, because display adapter is not special needle It is specially designed to artificial intelligence operation.2 major defect of method is then to cause due to algorithm is followed the string with hardware implementation in people Work intelligence is limited on.In addition method 1 and 2 then has common disadvantage, due to needing to big data data access simultaneously It calculates, it is known that the bus bandwidth of huge amount high speed serialization computer expansion bus (PCIe) will be occupied, this is beyond the clouds in operation It then will be greatly reduced the efficiency of whole system.
In the prior art, Chinese patent CN103413164B discloses one kind and uses embedded programmable in intelligent chip The method that logic gate array realizes encryption and decryption functions, the technical solution are mentioned, a kind of device for realizing data encrypting and deciphering function, institute Stating device includes system bus, channel, embedded microcontroller and smart card interface module, wherein described device further include by The hardware enciphering and deciphering algoritic module of deciphering module and encrypting module composition, the device of the realization data encrypting and deciphering function, In, using embedded programmable logic gate array module as the hardware encryption algorithm module.The technical solution discloses its master It is to solve the speed of service slow problem when using software realization data (encryption and decryption) algorithm, and is not mentioned in the technical solution To the acceleration for how carrying out hardware algorithm.
Traditional embedded programmable logic gate array module is made of combinatorial logic unit and sequential logic unit Minimum unit into the Gate Array module generated after combination.The above-mentioned main operating basis of technical solution listed of documents 1 Combinatorial logic unit, therefore, the use of above scheme will almost inoperative sequential logic unit from embedded programmable It is removed in logic gate array module, to reach the area for reducing embedded programmable logic gate array module, improves storage resource.
Chinese patent CN100369017C discloses a kind of encryption dress of static RAM programmable gate array chip It sets and encryption method, the encryption device of the invention includes a piece of FLASH fpga chip and in FLASH FPGA and SRAM The handshake circuit realized in FPGA and in FLASH fpga chip, by remaining logic for realizing the part in system function Low-speed logic, to further increase the safety of system.The invention is the programmable gate core based on Static RAM Therefore the encryption method of piece inevitably has the defect of Static RAM, such as when its power down, inside The information of storage is just lost, and needs to re-start the load of information herein after powering on, this can virtually increase it is encrypted The time of journey is not suitable for the data communication system of high speed.
Summary of the invention
To overcome power consumption existing in the prior art excessively huge and causing due to algorithm is followed the string with hardware implementation Artificial intelligence on by limitation the problem of, the present invention provides accelerate people in a kind of big data based on solid state hard disk The system and method for work intelligence computation.
The technical solution adopted by the present invention are as follows: accelerate that artificial intelligence calculates in a kind of big data based on solid state hard disk is IC chip is arranged in the solid state hard disk in system, including solid state hard disk, it is characterised in that: the IC chip by Central microprocessor and hardware algorithm module are integrated, and the hardware algorithm module uses embedded programmable logic gate array module It realizes.
In one embodiment of the invention, the system also includes a main frame, the main frame is according to institute It states embedded programmable logic gate array module resource and generates configuration file.
In one embodiment of the invention, the IC chip further includes a data cell and a program unit, institute State the read-write operation that central microprocessor carries out data to the data cell and described program unit.
In one embodiment of the invention, the embedded programmable logic gate array of the hardware algorithm module use Module realizes that it is written into high speed algorithm, to carry out the complicated data processing mode of high speed.
Accelerate based on artificial intelligence it is a further object to provide a kind of using by the big data of solid state hard disk The method that the artificial intelligence of the system of calculation calculates, it is characterised in that: the following steps are included:
Artificial intelligence client software in main frame end is transferred to solid state hard disk by high speed serialization computer bus and is intended to The characteristic of search;
The IC chip of the solid state hard disk then stores the data cell and described program unit in inside big Data access does timely operation;
Then the client for the characteristic met directly being returned to calculator host by high speed serialization computer bus is soft Part.
In one embodiment of the invention, the embedded programmable logic gate array module realizes hardware artificial intelligence fortune It calculates, and the maximum flexibility of artificial intelligence's algorithm is provided, different algorithms and calculation magic arts are written according to different application demand Data.
In one embodiment of the invention, the IC chip is by central microprocessor and hardware algorithm module collection At the hardware algorithm module is realized using embedded programmable logic gate array module.
Compared with prior art, the beneficial effects of the present invention are: the present invention is in (SSD) solid state hard disk in main control chip, Hardware-accelerated artificial intelligence operation is realized in the way of embedded field programmable gate array (eFPGA), first can solve Using display card as high power consumption problem caused by artificial intelligence operation, second solves to realize manually with pure hardware (pure ASIC) Low elasticity problem caused by intelligent algorithm, third solve to go here and there at a high speed caused by executing artificial intelligence operation at main frame end Row computer expansion bus (PCIe) high bandwidth requirements problem.
Detailed description of the invention
To describe the technical solutions in the embodiments of the present invention more clearly, make required in being described below to embodiment Attached drawing is briefly described, it should be apparent that, drawings in the following description are only some embodiments of the invention, for For those of ordinary skill in the art, without creative efforts, it can also be obtained according to these attached drawings other Attached drawing.
Fig. 1 is intelligent algorithm schematic diagram common in the art;
Fig. 2 is intelligent algorithm schematic diagram of the present invention;
Fig. 3 is that integrated chip of the present invention constitutes schematic diagram.
Specific embodiment
Illustrate embodiments of the present invention below by way of specific specific example, those skilled in the art can be by this specification Other advantages and efficacy of the present invention can be easily understood for disclosed content.The present invention can also pass through in addition different specific realities The mode of applying is embodied or practiced, the various details in this specification can also based on different viewpoints and application, without departing from Various modifications or alterations are carried out under spirit of the invention.It should be noted that in the absence of conflict, following embodiment and implementation Feature in example can be combined with each other that the present invention will be described in further detail.It should be appreciated that specific reality described herein Example is applied only to explain the present invention, is not intended to limit the present invention.
Existing intelligent algorithm, common are:
First does artificial intelligence operation by display adapter;It is that power consumption is excessively huge that method one, which has a major defect, because of display Adapter is not specially designed particular for artificial intelligence operation.
Second does artificial intelligence operation using hardware-accelerated;Two major defect of method is then to be lost because of algorithm with hardware implementation Elasticity and lead to being limited in artificial intelligence.
In addition, method one and second having common disadvantage, due to needing to big data data access and calculating, it is known that will The bus bandwidth for occupying huge amount high speed serialization computer expansion bus (PCIe), then will be greatly reduced in operation whole beyond the clouds The efficiency of a system.Existing common intelligent algorithm either by display adapter auxiliary operation or is specifically designed hardware Operation requires to read mass data by the storage device in big data, expends a large amount of high speed serialization computer expansion bus (PCIe) bandwidth, and lack flexibility and expend electricity (as shown in Figure 1.)
For above-mentioned standing state, the present invention utilizes embedded field programmable door in the main control chip of (SSD) solid state hard disk Array (eFPGA) mode realizes hardware-accelerated artificial intelligence operation, and first can solve to show card as artificial intelligence fortune High power consumption problem caused by calculation, second solves to realize low elasticity caused by intelligent algorithm with pure hardware (pure ASIC) Problem, third solve high speed serialization computer expansion bus (PCIe) caused by executing artificial intelligence operation at main frame end High bandwidth requirements problem.
Specifically, the present invention discloses the system for accelerating artificial intelligence to calculate in a kind of big data based on solid state hard disk, Including solid state hard disk, IC chip is set, and as shown in Figure 3: the IC chip is by center in the solid state hard disk Microprocessor and hardware algorithm module are integrated, and the hardware algorithm module is real using embedded programmable logic gate array module It is existing.This chip architecture, while there is the high-speed computation characteristic of " specific integrated circuit (ASIC) ", with " embedded programmable patrols The high resiliency of volume Gate Array module array (FPGA) ".The part of ASIC realizes high speed solid hard disk master control design, the portion of eFPGA Part provides the maximum flexibility of artificial intelligence's algorithm then to realize hardware artificial intelligence operation, according to different application demand And different algorithms and calculation magic arts data are written.Further, which further includes a main frame, the calculating owner Machine generates configuration file according to the embedded programmable logic gate array module resource.
The IC chip may also include a data cell and a program unit, and the central microprocessor is to the number The read-write operation of data is carried out according to unit and described program unit.The embedded programmable logic that hardware algorithm module uses Gate Array module realizes that it is written into high speed algorithm, to carry out the complicated data processing mode of high speed.
Accelerate based on artificial intelligence it is a further object to provide a kind of using by the big data of solid state hard disk The method that the artificial intelligence of the system of calculation calculates, specifically, as shown in Figure 2: the following steps are included:
Artificial intelligence client software in main frame end is transferred to solid state hard disk by high speed serialization computer bus and is intended to The characteristic of search;
The IC chip of the solid state hard disk then stores the data cell and described program unit in inside big Data access does timely operation;
Then the client for the characteristic met directly being returned to calculator host by high speed serialization computer bus is soft Part.Visual demand is updated intelligent algorithm by so design by the present invention, supports more artificial intelligence applications, and Mass data transmission bandwidth and power consumption are saved, efficiency is promoted.
Above-mentioned embedded programmable logic gate array module realizes the operation of hardware artificial intelligence, and provides artificial intelligence's calculation Different algorithms and calculation magic arts data are written according to different application demand for the maximum flexibility of method.The IC chip by Central microprocessor and hardware algorithm module are integrated, and the hardware algorithm module uses embedded programmable logic gate array module It realizes.
In conclusion the present invention utilizes embedded field programmable gate array in (SSD) solid state hard disk main control chip (eFPGA) mode realizes hardware-accelerated artificial intelligence operation, and first can solve to show that card is made as artificial intelligence operation At high power consumption problem, second solve the problems, such as with pure hardware (pure ASIC) realize intelligent algorithm caused by low elasticity, Third solves high speed serialization computer expansion bus (PCIe) high band caused by executing artificial intelligence operation at main frame end Wide needs of problems.
In the description of the present invention, it is to be understood that, term " coaxial ", " bottom ", " one end ", " top ", " middle part ", The orientation or positional relationship of the instructions such as " other end ", "upper", " side ", " top ", "inner", " front ", " center ", " both ends " is It is based on the orientation or positional relationship shown in the drawings, is merely for convenience of description of the present invention and simplification of the description, rather than instruction or dark Show that signified device or element must have a particular orientation, be constructed and operated in a specific orientation, therefore should not be understood as pair Limitation of the invention.
In the present invention unless specifically defined or limited otherwise, term " installation ", " setting ", " connection ", " fixation ", Terms such as " being screwed on " shall be understood in a broad sense, for example, it may be being fixedly connected, may be a detachable connection, or integral;It can be with It is mechanical connection, is also possible to be electrically connected;It can be directly connected, two can also be can be indirectly connected through an intermediary The interaction relationship of connection or two elements inside a element, unless otherwise restricted clearly, for the common of this field For technical staff, the specific meanings of the above terms in the present invention can be understood according to specific conditions.
The preferred embodiment of the present invention has shown and described in above description, as previously described, it should be understood that the present invention is not office Be limited to form disclosed herein, should not be regarded as an exclusion of other examples, and can be used for various other combinations, modification and Environment, and can be changed within that scope of the inventive concept describe herein by the above teachings or related fields of technology or knowledge It is dynamic.And changes and modifications made by those skilled in the art do not depart from the spirit and scope of the present invention, then it all should be appended by the present invention In scope of protection of the claims.

Claims (7)

1. the system for accelerating artificial intelligence to calculate in a kind of big data based on solid state hard disk, including solid state hard disk, the solid-state IC chip is set in hard disk main control chip, it is characterised in that: the IC chip is by central microprocessor and firmly Part algoritic module is integrated, and the hardware algorithm module is realized using embedded programmable logic gate array module.
2. the system for accelerating artificial intelligence to calculate in the big data according to claim 1 based on solid state hard disk, feature Be: the system also includes a main frame, the main frame is according to the embedded programmable logic gate array Module resource generates configuration file.
3. the system for accelerating artificial intelligence to calculate in the big data according to claim 1 based on solid state hard disk, feature Be: the IC chip further includes a data cell and a program unit, and the central microprocessor is to the data Unit and described program unit carry out the read-write operation of data.
4. the system for accelerating artificial intelligence to calculate in the big data according to claim 2 or 3 based on solid state hard disk, special Sign is: the embedded programmable logic gate array module that the hardware algorithm module uses realizes that it is written into height and calculates quickly Method, to carry out the complicated data processing mode of high speed.
5. a kind of people using the system for accelerating artificial intelligence to calculate in the big data described in claim 1 based on solid state hard disk The method of work intelligence computation, it is characterised in that: the following steps are included:
Artificial intelligence client software in main frame end is transferred to solid state hard disk by high speed serialization computer bus and is intended to The characteristic of search;
The IC chip of the solid state hard disk then stores the data cell and described program unit in inside big Data access does timely operation;
Then the client for the characteristic met directly being returned to calculator host by high speed serialization computer bus is soft Part.
6. the method for accelerating artificial intelligence to calculate in the big data according to claim 5 based on solid state hard disk, feature Be: the embedded programmable logic gate array module realizes the operation of hardware artificial intelligence, and provides artificial intelligence's algorithm Maximum flexibility, be written according to different application demand different algorithms and calculation magic arts data.
7. the method for accelerating artificial intelligence to calculate in the big data according to claim 5 or 6 based on solid state hard disk, special Sign is: the IC chip is integrated by central microprocessor and hardware algorithm module, and the hardware algorithm module uses Embedded programmable logic gate array module is realized.
CN201811236270.7A 2018-10-23 2018-10-23 System and method for accelerating artificial intelligence calculation in big data based on solid state disk Active CN109344109B (en)

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CN109947694A (en) * 2019-04-04 2019-06-28 上海威固信息技术股份有限公司 A kind of Reconfigurable Computation storage fusion flash memory control system
CN110069834A (en) * 2019-04-01 2019-07-30 京微齐力(北京)科技有限公司 A kind of system-in-a-package method of integrated fpga chip and artificial intelligence chip
CN110070187A (en) * 2019-04-18 2019-07-30 山东超越数控电子股份有限公司 A kind of design method of the portable computer towards artificial intelligence application
CN112580285A (en) * 2020-12-14 2021-03-30 深圳宏芯宇电子股份有限公司 Embedded server subsystem and configuration method thereof

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CN112580285A (en) * 2020-12-14 2021-03-30 深圳宏芯宇电子股份有限公司 Embedded server subsystem and configuration method thereof

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