CN104410821B - A kind of extensive intelligent video analysis arithmetic system and operation method - Google Patents
A kind of extensive intelligent video analysis arithmetic system and operation method Download PDFInfo
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Abstract
The present invention relates to a kind of extensive intelligent video analysis arithmetic system and operation method, its system includes some centre management service units, the extensive intelligent video analysis arithmetic system is interconnected to form between some centre management service units, each centre management service unit corresponds to a task initiator terminal, each centre management service unit includes center management server, if hardware computing resource unit and stem algorithm computational service unit, the hardware computing resource unit and some algorithm computational service units are connected with the center management server simultaneously, each algorithm computational service unit can realize a kind of structuring processing to HD video, algorithm needed for each algorithm computational service unit is integrated with realizes function, each algorithm computational service unit can structuring processing of the complete independently to the HD video.
Description
Technical field
The present invention relates to a kind of intelligent video analysis arithmetic system and operation method, particularly relate to a kind of high-definition monitoring and regard
The extensive high concurrent intelligent video arithmetic system of display system and operation method.
Background technology
It is well known that with the development of high-definition monitoring video system, video intelligent computing safe city, smart city,
The various fields such as scientific and technological strong police are widely used.Because the video data of high-definition monitoring video system is very big, intelligence
Video algorithms need many algorithms and powerful hardware computing resource is supported, particularly high-definition monitoring video Large scale construction and general
And when, existing intelligent video algorithm and product can not meet the requirement of high-definition monitoring video system, have a strong impact on it
Behavior extension and application, cause a large amount of HD video wastings of resources.Because the data volume of high-definition monitoring video system is unusual
Greatly, when particularly HD video reaches that roads thousands of or even up to ten thousand, data reach the PB grades of above, intelligent video computing has become
The bottleneck of whole system, can not meet the business demand application of normal high-definition monitoring video system at all.Therefore, how to solve
The processing of certainly extensive, high concurrent is thousands of or even high-definition intelligent video algorithms in road up to ten thousand, is that high-definition video monitoring system is intelligently regarded
Frequency arithmetic center urgent problem to be solved.
The content of the invention
The purpose of the present invention is that there is provided a kind of dynamic high concurrent for existing intelligent video computing and product not enough
The method that scheduling intelligent video algorithm realizes large-scale high-definition video data computing, to solve a large amount of HD video data resource waves
The problem of taking.The core concept of the present invention is various intelligent mathematical algorithm and hardware computing resource high integrations to be realized to calculating
The dynamic configuration scheduling of method service and the Dynamic expansion of hardware computing resource are distributed, so as to meet extensive, high concurrent high definition intelligence
Can video algorithms demand.
The technical solution used in the present invention is：A kind of extensive intelligent video analysis arithmetic system, it include it is some in
The extensive intelligent video analysis computing is interconnected to form between heart management service unit, some centre management service units
System, each centre management service unit corresponds to a task initiator terminal, and the service of each centre management is single
If member all includes center management server, hardware computing resource unit and stem algorithm computational service unit, the hardware calculates money
Source unit and some algorithm computational service units are connected with the center management server simultaneously, each algorithm computing
Service unit can realize a kind of structuring processing to HD video, and each algorithm computational service unit is integrated with
Required algorithm realizes function, each algorithm computational service unit can complete independently to the structure of the HD video
Change is handled.
The center management server is the base node inside the extensive intelligent video analysis arithmetic system, the central tube
Reason server admin controls the hardware computing resource unit and some the algorithm computational service units, the center management server
The intelligent video processing task requests that the corresponding task initiator terminal is initiated are received, the center management server is same
When into the extensive intelligent video analysis arithmetic system other center management servers transmit its own service condition letter
Breath.
When work, the hardware computing resource unit in each centre management service unit and it is some should
Algorithm computational service unit sends the center management server of request into the centre management service unit and registered in real time,
And its status information is sent to the centre management by the hardware computing resource unit and some algorithm computational service units
Server.
Monitored in real time by the center management server and dispatched some algorithm computational service units and allocate the hardware
Computing resource unit, is realized to the intelligent management and the hardware computing resource unit of some algorithm computational service units at this
Load balancing in centre management service unit.At the same time, the center management server is simultaneously to the extensive intelligent video
The center management server of other in analytic operation system transmits the business state information of its own, meanwhile, centre management clothes
Business device receives the business state information of other center management servers in the extensive intelligent video analysis arithmetic system.
, should when the task initiator terminal sends task to the center management server corresponding thereto
Center management server is first preferentially using the hardware in the centre management service unit residing for the center management server
Computing resource unit and some algorithm computational service units are handled the task, if the center management server institute
The hardware computing resource unit and some algorithm computational service units in the centre management service unit at place are not free
Spare time is available, then the task is sent to other centre management service units and is in being somebody's turn to do for idle condition by the center management server
Center management server is handled, the like, so as to realize that the whole network of the intelligent computing of whole high-definition monitoring video system is born
Carry balanced.
The structuring processing include in the HD video using the size of target image as the structuring of foundation processing or
Handle or handled or using movement velocity as foundation using movement locus as the structuring of foundation using color as the structuring of foundation
Structuring processing or the structuring processing of foundation is identified as with Face datection or the knot of foundation is extracted as with characteristics of human body
Structureization processing is extracted as the structuring processing of foundation or the structure for the purpose of video image sharpening by information of vehicles
Change processing or by video image quality diagnose for the purpose of structuring processing or by video frequency abstract concentrate for the purpose of structure
Change processing or the structuring processing for the purpose of the retrieval playback to interesting target or the knot for the purpose of video code conversion
Structureization processing.
The hardware computing resource unit includes some small servers.The hardware computing resource unit can also be some
PC cluster.
The business state information includes number of tasks, the center management server sky that the center management server is being handled
The loading condition information of not busy number of tasks and the hardware computing resource unit by its management control.The status information includes should
The load information of the shared hardware computing resource of hardware computing resource unit and some algorithm computational service units
Ongoing algorithm computational service information, idle algorithm computational service information.Pass through short chain between center management server
The form for connecing and growing connection keeps communication and the scheduling of resource.
A kind of extensive intelligent video analysis operation method, creates some centre management service units, makes some centers
The extensive intelligent video analysis arithmetic system, the service of each centre management are interconnected to form between management service unit
Unit all corresponds to a task initiator terminal, and each centre management service unit includes center management server, hard
If part computing resource unit and stem algorithm computational service unit, the hardware computing resource unit and some algorithm computings clothes
Business unit is connected with the center management server simultaneously, and each algorithm computational service unit can be realized to be regarded to high definition
A kind of structuring processing of frequency.
Algorithm needed for each algorithm computational service unit is integrated with realizes function, each algorithm computing clothes
Be engaged in unit can complete independently the structuring of the HD video is handled, the center management server is the extensive intelligence
Base node inside video analysis arithmetic system, the center management server management control the hardware computing resource unit and
Some algorithm computational service units, the center management server receives what the corresponding task initiator terminal was initiated
Intelligent video handle task requests, the center management server simultaneously into the extensive intelligent video analysis arithmetic system other
The center management server transmits the business state information of its own.
First, the hardware computing resource unit in each centre management service unit and some algorithm computings
Service unit sends the center management server of request into the centre management service unit and registered in real time, and this is hard
Its status information is sent to the center management server by part computing resource unit and some algorithm computational service units.
Then, being monitored in real time by the center management server and dispatch some algorithm computational service units and allocate should
Hardware computing resource unit, realizes the intelligent management and the hardware computing resource unit to some algorithm computational service units
Load balancing in the centre management service unit.
At the same time, the center management server simultaneously into the extensive intelligent video analysis arithmetic system other this in
Heart management server transmits the business state information of its own.
Synchronous, the center management server receives other central tubes in the extensive intelligent video analysis arithmetic system
Manage the business state information of server.
, should when the task initiator terminal sends task to the center management server corresponding thereto
Center management server is first preferentially using the hardware in the centre management service unit residing for the center management server
Computing resource unit and some algorithm computational service units are handled the task, if the center management server institute
The hardware computing resource unit and some algorithm computational service units in the centre management service unit at place are not free
Spare time is available, then the task is sent to other centre management service units and is in being somebody's turn to do for idle condition by the center management server
Center management server is handled, the like, so as to realize that the whole network of the intelligent computing of whole high-definition monitoring video system is born
Carry balanced.
Beneficial effects of the present invention are：By center management server to algorithm computational service unit and calculating in the present invention
The dynamically distributes of resource unit and scheduling, realize the whole network load balancing of the intelligent computing of whole high-definition monitoring video system, especially
It is to be not in, when the concurrent Intelligent treatment of the thousands of road HD videos of the whole network, produces at high-definition intelligent video algorithms pressure
Manage situation about not coming.So as to which whole high-definition intelligent Video processing is more stablized, efficiently, while with need high definition to be processed
Video scale is increasing, can constantly increase to centre management service or register corresponding algorithm computational service and hardware meter
Resource is calculated, further the calculation processing power of lifting intelligent video.In addition, the present invention is disposed using distributed way, its
The form for being connect between center management server by short chain and growing connection keeps communication and the scheduling of various resources.Centre management takes
Device be engaged in as the base node of intelligent arithmetic center, extensive, the intelligent computing of high concurrent of the whole network high-definition monitoring video is realized
Demand, can fully share using the resource between node, form a highly expansible, healthy and strong intelligent video calculation process
Center.
Brief description of the drawings
Fig. 1 is functional-block diagram of the invention.
Embodiment
As shown in figure 1, a kind of extensive intelligent video analysis arithmetic system, it includes some centre management service units
10, the extensive intelligent video analysis arithmetic system is interconnected to form between some centre management service units 10.
Each centre management service unit 10 corresponds to a task initiator terminal 20.
Each centre management service unit 10 include center management server 30, hardware computing resource unit 40 with
And if stem algorithm computational service unit 50.
The hardware computing resource unit 40 and some algorithm computational service units 50 are serviced with the centre management simultaneously
Device 30 is connected.
Each algorithm computational service unit 50 can realize a kind of structuring processing to HD video.
Specific implementation when, the structuring processing include in the HD video using the size of target image as foundation
Structuring processing or using color as the structuring of foundation handle or using movement locus as the structuring of foundation processing or
The structuring processing or special with human body of foundation is handled or is identified as with Face datection using movement velocity as the structuring of foundation
Levy the structuring processing for being extracted as foundation or the structuring processing or clear with video image that foundation is extracted as with information of vehicles
It is clear turn to purpose structuring processing or by video image quality diagnose for the purpose of structuring processing or with video frequency abstract
For the purpose of concentration structuring processing or by interesting target retrieval playback for the purpose of structuring processing or with regarding
Structuring processing for the purpose of frequency transcoding, but it is not limited to these contents for enumerating.
Algorithm needed for each algorithm computational service unit 50 is integrated with realizes function, each algorithm computing
Service unit 50 can complete independently the structuring of the HD video is handled, so as to realize the integration to algorithm, formed
Highly integrated reusable algorithm computational services resources.
When specific implementation, the hardware computing resource unit 40 includes some small servers, and the hardware calculates money
Source unit 40 can also be some PC cluster.
The hardware computing resource unit 40 is to be showed by the quantization of many small servers or the computing capability of PC clusters.
The center management server 30 is the base node inside the extensive intelligent video analysis arithmetic system.
The center management server 30 management controls the hardware computing resource unit 40 and some algorithm computational services
Unit 50.
The center management server 30 is received at the intelligent video that the corresponding task initiator terminal 20 is initiated
Manage task requests.
The center management server 30 simultaneously into the extensive intelligent video analysis arithmetic system other centre managements
Server 30 transmits the business state information of its own.
The business state information includes number of tasks, center management server that the center management server 30 is being handled
30 idle number of tasks and loading condition information of the hardware computing resource unit 40 by its management control etc..
When work, if the hardware computing resource unit 40 in each centre management service unit 10 and
Do the algorithm computational service unit 50 and send the center management server 30 into the centre management service unit 10 of request
Row registration in real time.
And the hardware computing resource unit 40 and some algorithm computational service units 50 send its status information
Give the center management server 30.
The load information of the shared hardware computing resource of the status information including the hardware computing resource unit 40 with
And ongoing algorithm computational service information, the idle algorithm computational service letter of some algorithm computational service units 50
Breath.
Being monitored in real time by the center management server 30 and dispatched some algorithm computational service units 50 and allocate should
Hardware computing resource unit 40, realizes the intelligent management and the hardware computing resource to some algorithm computational service units 50
Load balancing of the unit 40 in the centre management service unit 10.
At the same time, into the extensive intelligent video analysis arithmetic system, other should simultaneously for the center management server 30
Center management server 30 transmits the business state information of its own.
Meanwhile, the center management server 30 receives other central tubes in the extensive intelligent video analysis arithmetic system
Manage the business state information of server 30.
When the task initiator terminal 20 to corresponding thereto the center management server 30 send task when
Wait.
The center management server 30 is preferentially serviced using the centre management residing for the center management server 30 first
The hardware computing resource unit 40 and some 50 pairs of tasks of algorithm computational service unit in unit 10 are handled.
If hardware computing resource list in the centre management service unit 10 residing for the center management server 30
Member 40 and some algorithm computational service units 50 can use without idle, then the center management server 30 sends the task
The center management server 30 for being in idle condition to other centre management service units 10 is handled.
The like, so that the whole network load balancing of the intelligent computing of whole high-definition monitoring video system is realized, so as to meet
On a large scale, the intelligent computing demand of high concurrent HD video.
When specific implementation, the form for being connect between center management server 30 by short chain and growing connection keeps communication
With the scheduling of resource.
A kind of extensive intelligent video analysis operation method, creates some centre management service units 10, makes some in this
The extensive intelligent video analysis arithmetic system, each centre management are interconnected to form between heart management service unit 10
Service unit 10 all corresponds to a task initiator terminal 20, and each centre management service unit 10 includes centre management
If server 30, hardware computing resource unit 40 and stem algorithm computational service unit 50, the hardware computing resource unit 40 with
And some algorithm computational service units 50 are connected with the center management server 30 simultaneously, each algorithm computational service
Unit 50 can realize a kind of structuring processing to HD video.
Algorithm needed for each algorithm computational service unit 50 is integrated with realizes function, each algorithm computing
Service unit 50 can complete independently the structuring of the HD video is handled, so as to realize the integration to algorithm, formed
Highly integrated reusable algorithm computational services resources.
The center management server 30 is the base node inside the extensive intelligent video analysis arithmetic system, the center
The management of management server 30 controls the hardware computing resource unit 40 and some algorithm computational service units 50.
The center management server 30 is received at the intelligent video that the corresponding task initiator terminal 20 is initiated
Manage task requests, the center management server 30 simultaneously into the extensive intelligent video analysis arithmetic system other central tubes
Manage server 30 and transmit the business state information of its own.
First, hardware computing resource unit 40 and some algorithms in each centre management service unit 10
Computational service unit 50 sends the center management server 30 of request into the centre management service unit 10 and noted in real time
Volume, and its status information is sent in this by the hardware computing resource unit 40 and some algorithm computational service units 50
Heart management server 30.
Then, monitored in real time by the center management server 30 and dispatch some algorithm computational service units 50 and adjust
With the hardware computing resource unit 40, realize and the intelligent management of some algorithm computational service units 50 and the hardware are calculated
Load balancing of the resource unit 40 in the centre management service unit 10.
At the same time, into the extensive intelligent video analysis arithmetic system, other should simultaneously for the center management server 30
Center management server 30 transmits the business state information of its own.
Synchronous, the center management server 30 receives other centers in the extensive intelligent video analysis arithmetic system
The business state information of management server 30.
When the task initiator terminal 20 to corresponding thereto the center management server 30 send task when
Wait.
The center management server 30 is preferentially serviced using the centre management residing for the center management server 30 first
The hardware computing resource unit 40 and some 50 pairs of tasks of algorithm computational service unit in unit 10 are handled.
If hardware computing resource list in the centre management service unit 10 residing for the center management server 30
Member 40 and some algorithm computational service units 50 can use without idle, then the center management server 30 sends the task
The center management server 30 for being in idle condition to other centre management service units 10 is handled.
The like, so that the whole network load balancing of the intelligent computing of whole high-definition monitoring video system is realized, so as to meet
On a large scale, the intelligent computing demand of high concurrent HD video.
Claims (8)
1. a kind of extensive intelligent video analysis arithmetic system, it is characterised in that：Including some centre management service units (10),
The extensive intelligent video analysis arithmetic system is interconnected to form between some centre management service units (10), each
The centre management service unit (10) all corresponds to a task initiator terminal (20),
Each centre management service unit (10) includes center management server (30), hardware computing resource unit (40)
And if stem algorithm computational service unit (50), wherein, the hardware computing resource unit (40) and some algorithm computings clothes
Unit (50) be engaged in while being connected with the center management server (30), each algorithm computational service unit (50) can
Realize that a kind of structuring to HD video is handled, each algorithm computational service unit (50) is integrated with required algorithm
Realize function, each algorithm computational service unit (50) can complete independently to the structuring of the HD video at
Reason, the center management server (30) is the base node inside the extensive intelligent video analysis arithmetic system, the central tube
Manage server (30) management and control the hardware computing resource unit (40) and some algorithm computational service units (50), in this
The intelligent video processing task that the corresponding task initiator terminal (20) of heart management server (30) reception is initiated please
Ask, the center management server (30) is while other centre managements are serviced into the extensive intelligent video analysis arithmetic system
Device (30) transmits the business state information of its own, the hardware computing resource in each centre management service unit (10)
Unit (40) and some algorithm computational service units (50) send request being somebody's turn to do into the centre management service unit (10)
Center management server (30) is registered in real time, and the hardware computing resource unit (40) and some algorithm computings clothes
Its status information is sent to the center management server (30) by business unit (50),
Being monitored in real time by the center management server (30) and dispatched some algorithm computational service units (50) and allocate should
Hardware computing resource unit (40), realizes and the intelligent management and the hardware of some algorithm computational service units (50) is calculated
Load balancing of the resource unit (40) in the centre management service unit (10), at the same time, the center management server
(30) while other center management servers (30) transmit its own into the extensive intelligent video analysis arithmetic system
Business state information, meanwhile, the center management server (30) receives other in the extensive intelligent video analysis arithmetic system
The business state information of the center management server (30),
When the task initiator terminal (20) to corresponding thereto the center management server (30) send task when
Wait, the center management server (30) is preferentially single using the centre management service residing for the center management server (30) first
The hardware computing resource unit (40) and some algorithm computational service units (50) in first (10) to the task at
Manage, if the hardware computing resource unit in the centre management service unit (10) residing for the center management server (30)
(40) and some algorithm computational service units (50) are without idle available, then the center management server (30) by the task
The center management server (30) of other centre management service units (10) in idle condition is sent to be handled.
2. a kind of extensive intelligent video analysis arithmetic system as claimed in claim 1, it is characterised in that：The structuring is handled
Including to being handled or using color as the structuring of foundation using the size of target image as the structuring of foundation in the HD video
Processing is handled using movement locus as the structuring of foundation or handled or with people using movement velocity as the structuring of foundation
Face detection is identified as the structuring processing of foundation or is extracted as the structuring processing of foundation with characteristics of human body or is believed with vehicle
Breath is extracted as the structuring processing of foundation or the structuring processing for the purpose of video image sharpening or with video image
For the purpose of quality diagnosis structuring processing or by video frequency abstract concentrate for the purpose of structuring processing or with to interested
Structuring processing for the purpose of the retrieval playback of target or the structuring processing for the purpose of video code conversion.
3. a kind of extensive intelligent video analysis arithmetic system as claimed in claim 1, it is characterised in that：The hardware calculates money
Source unit (40) includes some small servers.
4. a kind of extensive intelligent video analysis arithmetic system as claimed in claim 1, it is characterised in that：The hardware calculates money
Source unit (40) is some PC cluster.
5. a kind of extensive intelligent video analysis arithmetic system as claimed in claim 1, it is characterised in that：The service condition is believed
Breath include the number of tasks that the center management server (30) handling, the number of tasks of the center management server (30) free time with
And the loading condition information of the hardware computing resource unit (40) by its management control.
6. a kind of extensive intelligent video analysis arithmetic system as claimed in claim 1, it is characterised in that：The status information bag
Include the load information and some algorithm computings clothes of the shared hardware computing resource of the hardware computing resource unit (40)
The ongoing algorithm computational service information of business unit (50), idle algorithm computational service information.
7. a kind of extensive intelligent video analysis arithmetic system as claimed in claim 1, it is characterised in that：Centre management is serviced
The form for being connect between device (30) by short chain and growing connection keeps communication and the scheduling of resource.
8. a kind of extensive intelligent video analysis operation method, it is characterised in that：Some centre management service units (10) are created,
Make to be interconnected to form the extensive intelligent video analysis arithmetic system between some centre management service units (10), it is each
The individual centre management service unit (10) all corresponds to a task initiator terminal (20), each centre management service unit
(10) center management server (30), hardware computing resource unit (40) are all included and if stem algorithm computational service unit
(50), the hardware computing resource unit (40) and some algorithm computational service units (50) with the centre management while service
Device (30) is connected, and each algorithm computational service unit (50) can be realized at a kind of structuring to HD video
Reason, the algorithm needed for each algorithm computational service unit (50) is integrated with realizes function, each algorithm computing clothes
Be engaged in unit (50) can complete independently the structuring of the HD video is handled, the center management server (30) is big for this
Base node inside scale intelligent video analysis arithmetic system, the center management server (30) management controls the hardware to calculate
Resource unit (40) and some algorithm computational service units (50), the center management server (30) receive corresponding
Intelligent video that the task initiator terminal (20) is initiated processing task requests, the center management server (30) at the same to this
Other center management servers (30) transmit the business state information of its own in extensive intelligent video analysis arithmetic system,
First, the hardware computing resource unit (40) in each centre management service unit (10) and some algorithm computings
Service unit (50) sends the center management server (30) of request into the centre management service unit (10) and carried out in real time
Register, and the hardware computing resource unit (40) and some algorithm computational service units (50) send its status information
The center management server (30) is given,
Then, monitored in real time by the center management server (30) and dispatch some algorithm computational service units (50) and adjust
With the hardware computing resource unit (40), the intelligent management and the hardware to some algorithm computational service units (50) are realized
Load balancing of the computing resource unit (40) in the centre management service unit (10),
At the same time, the center management server (30) and meanwhile into the extensive intelligent video analysis arithmetic system other this in
Heart management server (30) transmits the business state information of its own, synchronous, and it is big that the center management server (30) receives this
The business state information of the center management server (30) of other in scale intelligent video analysis arithmetic system, when the task
Initiator terminal (20) to corresponding thereto the center management server (30) send task when, the centre management service
Device (30) is first preferentially using the hardware in the centre management service unit (10) residing for the center management server (30)
Computing resource unit (40) and some algorithm computational service units (50) are handled the task, if the centre management
The hardware computing resource unit (40) in the centre management service unit (10) and some calculations residing for server (30)
Method computational service unit (50) be can use without idle, then the task is sent to other centers by the center management server (30)
The center management server (30) that management service unit (10) is in idle condition is handled, the like, so as to realize
The whole network load balancing of the whole intelligent computing of high-definition monitoring video system.
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| CN106817562A (en) * | 2015-12-01 | 2017-06-09 | 欧阳卓明 | A kind of platform software with video monitoring image intellectual analysis function |
| CN106851189A (en) * | 2015-12-07 | 2017-06-13 | 大唐软件技术股份有限公司 | Video information processing method, system and device |
| CN107239131B (en) * | 2016-03-28 | 2020-05-08 | 杭州海康威视数字技术股份有限公司 | Power consumption adjusting method and video analysis system based on battery endurance |
| CN109302586B (en) * | 2018-10-22 | 2020-12-15 | 成都臻识科技发展有限公司 | Structured face snapshot camera and corresponding video monitoring system |
| CN110087033A (en) * | 2019-04-24 | 2019-08-02 | 北京旷视科技有限公司 | Processing system for video and method, video processing equipment and medium |
| CN112799826B (en) * | 2019-11-14 | 2024-07-05 | 杭州海康威视数字技术股份有限公司 | Intelligent analysis algorithm selection method, device and system and electronic equipment |
| CN113992493B (en) * | 2020-07-08 | 2024-09-06 | 阿里巴巴集团控股有限公司 | Video processing method, system, equipment and storage medium |
| CN111866466A (en) * | 2020-07-28 | 2020-10-30 | 深圳天海宸光科技有限公司 | Distributed video intelligent analysis processing system and method |
| CN113194281B (en) * | 2021-01-27 | 2024-04-26 | 广东建邦计算机软件股份有限公司 | Video parsing method, device, computer equipment and storage medium |
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