CN106341290A - Flow distribution server - Google Patents
Flow distribution server Download PDFInfo
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- CN106341290A CN106341290A CN201610793834.1A CN201610793834A CN106341290A CN 106341290 A CN106341290 A CN 106341290A CN 201610793834 A CN201610793834 A CN 201610793834A CN 106341290 A CN106341290 A CN 106341290A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/133—Protocols for remote procedure calls [RPC]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/50—Testing arrangements
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/60—Scheduling or organising the servicing of application requests, e.g. requests for application data transmissions using the analysis and optimisation of the required network resources
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- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
The invention provides a flow distribution server. The flow distribution server comprises an interface subsystem and an experiment portal subsystem. An experiment zone of the experiment portal subsystem is layered through unified interfaces provided by the interface subsystem to acquire at least one layer, the various layers sequentially share the flow and correspond to different experiments, for each layer, the flow is divided to acquire at least one sub flow, for each layer, flow distribution is carried out according to percentages of the various sub flows to the total flow, experiment flow sharing of different layers is realized, flow division is carried out according to different experiments of one same layer, multiple parallel experiments are realized, and an experiment speed is accelerated.
Description
Technical field
The present embodiments relate to webpage measuring technology, more particularly, to a kind of assignment of traffic server.
Background technology
At present, most of Internet firms carry out front page optimization by control experiment system.Wherein, control experiment system
It is referred to as ab test (ab test) system.
In experimentation, for certain function, define a page first, a page takies all of flow, obtains a page
Test result；Then, define the b page, the b page takies all of flow, obtains the test result of the b page；Then, two are surveyed
Test result is compareed, and determines to use a page or the b page.For example, it is assumed that the color of certain function button is set in a page
Redness, flow is 100 users, and in this 100 users, the user satisfied to red button is 80%；For same button,
Assume, in the b page, the color of function button is set to blueness, flow is 100 users, to blue buttons in this 100 users
Satisfied user is 40%.Find through comparison: the use satisfied to blue buttons is more than to the satisfied number of users of red button
Amount amount.Therefore, the page that a page is liked for user.
In above-mentioned experimentation, each experiment is respectively stands, and all flows are monopolized in each experiment, can only carry out one every time
Experiment, leads to the speed that different experiments is compareed slow.
Content of the invention
The embodiment of the present invention provides a kind of assignment of traffic server, by multiple experiments parallel, Acceleration study speed.
In a first aspect, the embodiment of the present invention provides a kind of assignment of traffic server, comprising:
Interface subsystem, for providing unified interface；
Experiment portal sub-system, for by described unified interface, carrying out layering to test block and obtaining at least one layer, respectively
Layer shares flow, the different experiment of each layer correspondence successively, for each layer, divides described flow, obtains at least one subflow amount,
For each layer, assignment of traffic is carried out according to the percentage that this layer of each subflow amount takies described flow.
In a kind of possible implementation, at least one layer described includes first kind layer, described first kind layer corresponding first
Experiment, described first kind layer includes parallel test block, and described parallel test block includes at least one different reality of the first experiment
Test version；
Described experiment portal sub-system, specifically for taking described flow according to experiment version each in described parallel test block
Percentage, divide described flow, obtain at least one subflow amount.
In a kind of possible implementation, at least one layer described includes Equations of The Second Kind layer, described Equations of The Second Kind layer corresponding second
Experiment includes exclusive test block and parallel test block with the 3rd experiment, described Equations of The Second Kind layer；
Described experiment portal sub-system, specifically for each accounting for using according to described exclusive test block and described parallel test block
The percentage of described flow, divides described flow, obtains at least one subflow amount.
In a kind of possible implementation, described interface subsystem, it is additionally operable to test in described experiment portal sub-system
The experiment in area is estimated or shows.
In a kind of possible implementation, above-mentioned assignment of traffic server also includes:
Analyzing subsystem in real time, the experiment adopting test block in described experiment portal sub-system for real-time analysis user is produced
Raw daily record.
In a kind of possible implementation, above-mentioned assignment of traffic server also includes:
Linking subsystem, for separating described interface subsystem and described real-time analyzing subsystem.
In a kind of possible implementation, described linking subsystem includes key assignments system, data system or file system.
In a kind of possible implementation, above-mentioned assignment of traffic server also includes:
Data acquisition subsystem, adopts the experiment of test block in described experiment portal sub-system to produce for gathering user
Daily record simultaneously stores.
In a kind of possible implementation, described data acquisition subsystem includes:
Bury an acquisition module, synchronously realized by teledata or tank is realized.
And/or
Log acquisition module, is realized by messaging bus.
In a kind of possible implementation, described interface subsystem is realized by remote procedure call protocol rpc.
Assignment of traffic server provided in an embodiment of the present invention, including interface subsystem and experiment portal sub-system, passes through
The unified interface that interface subsystem provides, carries out layering to the test block in experiment portal sub-system and obtains at least one layer, respectively
Layer shares flow, the different experiment of each layer correspondence successively, for each layer, divides described flow, obtains at least one subflow amount,
For each layer, assignment of traffic is carried out according to the percentage that this layer of each subflow amount takies described flow, realizes the experiment of different layers
Shared flow, the different experiments of same layer divide flow, and then realize multiple experiments parallel, Acceleration study speed.
Brief description
In order to be illustrated more clearly that the technical scheme of the inventive method embodiment, below will be to required in embodiment description
Use accompanying drawing be briefly described it should be apparent that, drawings in the following description are some embodiments of the inventive method,
For those skilled in the art, on the premise of not paying creative work, can also obtain other according to these accompanying drawings
Accompanying drawing.
Fig. 1 is the structural representation of inventive flow distribution server embodiment one；
Fig. 2 divides the principle schematic of flow for inventive flow distribution server；
Fig. 3 is the structural representation of inventive flow distribution server embodiment two；
Fig. 4 distributes, by inventive flow distribution server, the system architecture schematic diagram that flow is suitable for.
Specific embodiment
Purpose, technical scheme and advantage for making the embodiment of the present invention are clearer, below in conjunction with the embodiment of the present invention
In accompanying drawing, the technical scheme in the embodiment of the present invention is clearly and completely described it is clear that described embodiment is
The a part of embodiment of the present invention, rather than whole embodiments.Based on the embodiment in the present invention, those skilled in the art are not having
There is the every other embodiment being obtained under the premise of making creative work, broadly fall into the scope of protection of the invention.Herein below
It is to combine accompanying drawing and preferred embodiment, detailed to the specific embodiment of foundation the present patent application, structure, feature and its effect
Explanation.
Term " first " in description and claims of this specification and above-mentioned accompanying drawing, " second ", " the 3rd ", "
Four " etc. (if present) is for distinguishing similar object, without for describing specific order or precedence.Should manage
The data that solution so uses can be exchanged, in the appropriate case so that embodiments of the invention described herein for example can be to remove
Illustrate here or description those beyond order implement.Additionally, term " comprising " and " having " and theirs is any
Deformation, it is intended that covering non-exclusive comprising, for example, contains the process of series of steps or unit, method, system, product
Product or equipment are not necessarily limited to those steps or the unit clearly listed, but may include clearly not listing or for this
A little processes, method, product or the intrinsic other steps of equipment or unit.
Fig. 1 is the structural representation of inventive flow distribution server embodiment one, comprising:
Interface subsystem 11, for providing unified interface；
Experiment portal sub-system 12, for by described unified interface, layering being carried out to test block and obtaining at least one layer,
Each layer shares flow, the different experiment of each layer correspondence successively, for each layer, divides described flow, obtains at least one subflow
Amount, for each layer, carries out assignment of traffic according to the percentage that this layer of each subflow amount takies described flow.
In the embodiment of the present invention, domain (domain) refers to one of flow division, will the latter part of flow of traffic partition,
Layer (layer) refers to a subset of parameter, and experiment (experience, exp) refers on a traffic partition, carry out zero or
The modification of multiple parameters, and the process that finally this disease request is processed.Domain can be mutually nested with layer, comprises layer in domain, wraps in layer
Containing experiment, domain in layer, can also be comprised.Nested domain can make the parameter of this layer enter traveling one in nested domain in one layer
Step divides.
Specifically, in the embodiment of the present invention, interface subsystem 11 is provided out unified interface, and the such as application based on rest is compiled
Journey interface (application programming interface, api), by this unified interface, to experiment portal sub-system
Experiment in 12 is configured, assessed or is shown.Wherein, carry out configuration to the experiment in experiment portal sub-system 12 to include: right
Test block carries out layering and obtains at least one layer, and each layer shares flow successively, the corresponding different experiment of each layer, for each layer,
Divide flow, obtain at least one subflow amount, for each layer, flowed according to the percentage that this layer of each subflow amount takies flow
Amount distribution.Specifically, test block is layered by assignment of traffic server in the horizontal, experiment between layers mutually not shadow
Ring, each layer comprises at least one experiment, and flow can sequentially pass through each layer, and is again broken up in each layer to distribute to not
Same experiment, or the different editions of same experiment, realize multiplexing flow, the experiment of different layers is carried out with flow and shares, right
The different experiments of same layer carry out traffic partition.
Assignment of traffic server provided in an embodiment of the present invention, including interface subsystem and experiment portal sub-system, passes through
The unified interface that interface subsystem provides, carries out layering to the test block in experiment portal sub-system and obtains at least one layer, respectively
Layer shares flow, the different experiment of each layer correspondence successively, for each layer, divides described flow, obtains at least one subflow amount,
For each layer, assignment of traffic is carried out according to the percentage that this layer of each subflow amount takies described flow, realizes the experiment of different layers
Shared flow, the different experiments of same layer divide flow, and then realize multiple experiments parallel, Acceleration study speed.
In the embodiment of the present invention, after test block is layered, the layer that is divided into generally comprises two classes:
First kind layer, corresponding first experiment, described first kind layer includes parallel test block, and described parallel test block includes the
At least one different experiment version of one experiment；Now, described experiment portal sub-system, specifically for according to described parallel reality
Test the percentage that each experiment version in area takies described flow, divide described flow, obtain at least one subflow amount.
Equations of The Second Kind layer, corresponding second experiment of described Equations of The Second Kind layer and the 3rd experiment, described Equations of The Second Kind layer includes exclusive experiment
Area and parallel test block；Described experiment portal sub-system, specifically for according to described exclusive test block and described parallel test block
Each account for the percentage with described flow, divide described flow, obtain at least one subflow amount.
Below, so that test block is divided into four layers as a example, the first kind layer in the embodiment of the present invention and Equations of The Second Kind layer are entered
Row describes in detail.Specifically, can be found in Fig. 2, Fig. 2 divides the principle schematic of flow for inventive flow distribution server.
Refer to Fig. 2, the experiment (experience, exp) of ground floor configuration is exp1 and exp2, and this two experiments are permissible
It is interpreted as the experiment of two different editions that same function is tested, flow is divided into 40% subflow amount and 60%
Subflow amount, wherein, 40% subflow amount is used for exp1, and 60% subflow amount is used for exp2.It can thus be appreciated that: ground floor is first
Class layer, this layer includes parallel test block, and that is, exp1 and exp2 is the experiment of the different editions of same experiment, and user is according to each
The assignment of traffic percentage of experiment selects one of experiment, and experiment enters the second layer after finishing.
The experiment of second layer configuration is exp3, and because this layer is only configured with an experiment, the subflow amount therefore marking off accounts for
The 100% of total flow, entirely will all be used for exp3 by flow.It can thus be appreciated that: this layer is only configured with an experiment, and this experiment is only
There is an experiment version, be the special circumstances of first kind layer.
The experiment of third layer configuration is exp4～exp8, and wherein, the function of exp4 is equal to the sum of the function of exp5～exp8,
The function of exp5 is equivalent to the function sum of exp6 and exp7.When flow is drawn, first by traffic partition be 30% subflow amount with
70% subflow amount, 30% subflow amount is used for exp4, and 70% subflow amount is used for exp5 and exp6, specifically, 40% son
Flow is used for exp5, and 30% subflow amount is used for exp6, and the subflow amount flowing through the 30% of exp6 is additionally operable to exp7, finally, flows through
The subflow amount of the 40% of exp5 all flows through exp8 with the subflow amount of flow through exp7 30%.The experiment of the 4th layer of configuration is exp9,
Because this layer is only configured with an experiment, the subflow amount therefore marking off accounts for the 100% of total flow, will entirely flow all be used for
exp9.It can thus be appreciated that: the second layer is Equations of The Second Kind layer, including exclusive test block and parallel test block.When exp5～exp8 is regarded as
During one entirety, exp4 is exclusive test block, takies 30% flow, and exp5～exp8, as generally and to test block, accounts for
With 70% flow.It can be understood as it includes 2 layers in exp5～exp8, the experiment of ground floor configuration is exp5～exp7, the
The experiment of two layers of configuration is exp8, and wherein, in ground floor, exp5 is exclusive test block, exp6 and exp7 is respectively first kind layer
Special circumstances, be each only configured with an experiment.If in addition, the entirety of exp4 and exp5～exp8 is interpreted as respectively
Domain, then comprise domain in ground floor～four layer, comprise layer in domain, comprises to test, also comprise domain in layer in layer.Knowable to comprehensive: this
In inventive embodiments, by test block in the vertical with transversely divided, transversely, each layer shares flow successively, and every layer is solely
Account for and do not disturbed by other layer of experiment during flow；In longitudinal direction, flow can enter exclusive test block or parallel test block, different
Function belong to different layers (layer), the inside of each application, multiple layers can be divided into, between layers mutually not again
Impact.Therefore flow can pass laterally through multilayer, and each layer can have multiple experiments, and, flow all can be again in each layer
Broken up.
The experiment of second layer configuration is exp9, and because this layer is only configured with an experiment, the subflow amount therefore marking off accounts for
The 100% of total flow, entirely will all be used for exp9 by flow.It can thus be appreciated that: this layer is only configured with an experiment, and this experiment is only
There is an experiment version, be the special circumstances of first kind layer.
During above-mentioned division layer, when certain layer is configured two or more experiment, it is possible to use
Cookie, uid etc., divide to user, make user select the experiment entering from this layer, prevent user from different bodies
Test.During being somebody's turn to do, assignment of traffic model is exp=f (cookie, layer) %100, or exp=f (uid, layer) %100.
Layer (layer) is introduced by assignment of traffic model as a variable, thus ensureing independence during the experiment between each layer, does not mutually do
Disturb.
In addition, date (day) variable can also be introduced by assignment of traffic model, now, exp=f (cookie, layer,
Day) %100 is so that daily shunting result is different, but interior shunting result is stable on the same day.Except using cookie, uid
Outside user is divided, can also be using client identity mark (client id), Internet protocol (internet
Protocol, ip), telephone number, International Mobile Station Equipment Identification (international mobile equipment
Identity, imei) etc. user is divided.
In addition, assignment of traffic model introduces the variables such as layer, day carries out flow dyeing.However, the embodiment of the present invention
It is not limited thereto system, or dye or add other dyeing strategies in other feasible implementations at random.
During above-mentioned division layer, flow is as follows with the relation of experiment:
When flow goes to ground floor, by the assignment of traffic percentage of exp1, exp2, select one from exp1 and exp2
Individual experiment；
When flow goes to the second layer, because the second layer is configured with exp3, therefore select exp3；
When flow goes to third layer, can be considered two big experiment, exp4 and expx, expx include exp5～exp8.False
If choosing expx by flow percentage, now expx is divided into 2 layers, i.e. layer31 sublayer and layer32 sublayer, wherein,
Layer31 sublayer includes: exp5～exp7, layer32 word layer includes exp8.Assume select exp6 in layer31 layer, then it
Select exp7 afterwards, then reach exp8；
When flow goes to the 4th layer, because the 4th layer is configured with exp9, therefore select exp9.
Below, from the angle of software architecture, with a specific embodiment, above-mentioned assignment of traffic server is carried out in detail
Describe in detail bright.Specifically, in the embodiment of the present invention, for convenience of front and back end concurrent development, front end can be decoupled with rear end, be made
Obtain assignment of traffic server and include the front end of service access and the rear end that business is processed, and the reality with rear end decoupling
Test portal sub-system, interface subsystem etc., can also optionally include being connected subsystem, real-time analyzing subsystem and data acquisition
Subsystem etc..Specifically, can be found in Fig. 3, Fig. 3 is the structural representation of inventive flow distribution server embodiment two, comprising:
Service access subsystem, for access service, business includes recruitment, house property, used car, second-hand, application
(application, app) etc..
Experiment portal sub-system, for providing user interface, facilitates product manager (product manager, pm), data
Analysis personnel etc. realize experimental configuration, experimental evaluation and experiment effect contrast displaying etc. by unified interface.In addition, if desired entering
When row function expands, new function can be added to experiment portal sub-system.
Unified interface subsystem, for being provided out the api based on rest so that pm etc. passes through this api to experiment door
Carry out experimental configuration, flow-dividing control in subsystem, and carry out additions and deletions to experimental data changing the operation looked into, and dyeing clothes are provided
Business, can bear high frequency inquiry under peak flow, and can quickly carry out extending transversely.
In above-described embodiment, when using api as unified interface, if testing as HTML (hypertext
Markup language, html) related experiment when, asynchronous java script and xml can also be used
(asynchronous javascript and xml, ajak) is packaged to api；If test for application (application,
App) during related experiment, it is possible to use SDK (software development kit, sdk) is carried out to api
Envelope；If test as business related experiment, it is possible to use either statically or dynamically chained library is packaged to api.
In addition, in above-described embodiment, interface subsystem passes through remote procedure call protocol (remote procedure
Call protocol, rpc) realize, in addition to using api as unified interface, Simple Object Access Protocol can also be used
(simple object access protocol, soap), session initiation protocol (session initiation
Protocol, sip) etc..
Linking subsystem, for separating described interface subsystem and described real-time analyzing subsystem.For example, it is connected subsystem
Can be key assignments (key-value, kv) system, data system or file system etc..When being connected subsystem specially kv system,
Kv system that including but not limited to self-built kv system, redis mode are realized or the kv system that memcached mode is realized.
Analyzing subsystem in real time, the experiment adopting test block in described experiment portal sub-system for real-time analysis user is produced
The daily record of life, real-time experiment with computing data, such as count real-time clicking rate, click volume, light exposure etc..In addition, when service access
When the access of system access is especially many, experimental data amount can be very huge, therefore, in the embodiment of the present invention, implements analysis subsystem
There is very high concurrency and real-time, and can be quickly extending transversely.In the embodiment of the present invention, can be with self-built real-time analysis
System, or realized by storm, spark or hadoop.
Data acquisition subsystem, adopts the experiment of test block in described experiment portal sub-system to produce for gathering user
Daily record simultaneously stores.Optionally, data acquisition subsystem specifically includes and buries an acquisition module and/or log acquisition module, wherein, buries
Point acquisition module, is used as by teledata synchronous (rsync), tank (flume) or rsyslog and buries a collection terminal；Daily record is adopted
Collection module, is realized by messaging bus, using messaging bus and kafka as log information queue, furthermore it is also possible to adopt
Multiple message queue such as rabbitmq, activemq, rocketmq.
Next, being described in detail to above-mentioned assignment of traffic server with an interaction figure.Specifically, can be found in figure
4, Fig. 4 distribute, by inventive flow distribution server, the system architecture schematic diagram that flow is suitable for.
Refer to Fig. 4, assignment of traffic server include service access subsystem, experiment portal sub-system, interface subsystem,
Linking subsystem, real-time analyzing subsystem, data acquisition subsystem.User carries out business by internet (internet) and connects
Enter, business reaches service access subsystem after fire wall with shunting machine, and the journal file of generation is through data acquisition
System reaches implements analyzing subsystem.During being somebody's turn to do, user's request business, by load balancing, request experiment on line, obtaining will
Carry out testing and testing, and gives user Experimental results show.In addition, also sending an information of burying to real-time analysis subsystem
System, and experiment portal sub-system is sent to by message queue.The analysis result of analyzing subsystem is stored in linking subsystem in real time
In system, inquired about for experiment portal sub-system.
The unified interface that pm is provided by interface subsystem, creates and configuration experiment in experiment portal sub-system, pm sum
The unified interface providing also by interface subsystem according to analysis personnel, implements to check the experiment in experiment portal sub-system and experiment
Result.
One of ordinary skill in the art will appreciate that: all or part of step realizing above-mentioned each method embodiment can be led to
Cross the related hardware of programmed instruction to complete.Aforesaid program can be stored in a computer read/write memory medium.This journey
Sequence upon execution, executes the step including above-mentioned each method embodiment；And aforesaid storage medium includes: rom, ram, magnetic disc or
Person's CD etc. is various can be with the medium of store program codes.
Finally it is noted that various embodiments above, only in order to technical scheme to be described, is not intended to limit；To the greatest extent
Pipe has been described in detail to the present invention with reference to foregoing embodiments, it will be understood by those within the art that: its according to
So the technical scheme described in foregoing embodiments can be modified, or wherein some or all of technical characteristic is entered
Row equivalent；And these modifications or replacement, do not make the essence of appropriate technical solution depart from various embodiments of the present invention technology
The scope of scheme.
Claims (10)
1. a kind of assignment of traffic server is it is characterised in that include:
Interface subsystem, for providing unified interface；
Experiment portal sub-system, for by described unified interface, test block being carried out with layering and obtaining at least one layer, each layer according to
Secondary shared flow, the different experiment of each layer correspondence, for each layer, divide described flow, obtain at least one subflow amount, for
Each layer, carries out assignment of traffic according to the percentage that this layer of each subflow amount takies described flow.
2. server according to claim 1 is it is characterised in that at least one layer described includes first kind layer, and described
Corresponding first experiment of one class layer, described first kind layer includes parallel test block, and described parallel test block includes the first experiment extremely
A few different experiment version；
Described experiment portal sub-system, specifically for taking the hundred of described flow according to experiment version each in described parallel test block
Divide ratio, divide described flow, obtain at least one subflow amount.
3. server according to claim 1 is it is characterised in that at least one layer described includes Equations of The Second Kind layer, and described
Corresponding second experiment of two class layers and the 3rd experiment, described Equations of The Second Kind layer includes exclusive test block and parallel test block；
Described experiment portal sub-system, specifically for each accounting for described according to described exclusive test block and described parallel test block
The percentage of flow, divides described flow, obtains at least one subflow amount.
4. the server according to any one of claims 1 to 3 it is characterised in that
Described interface subsystem, is additionally operable to the experiment of test block in described experiment portal sub-system is estimated or shows.
5. the server according to any one of claims 1 to 3 is it is characterised in that also include:
Analyzing subsystem in real time, the experiment adopting test block in described experiment portal sub-system for real-time analysis user produces
Daily record.
6. the server according to any one of claims 1 to 3 is it is characterised in that also include:
Linking subsystem, for separating described interface subsystem and described real-time analyzing subsystem.
7. server according to claim 6 is it is characterised in that described linking subsystem includes key assignments system, data system
System or file system.
8. the server according to any one of claims 1 to 3 is it is characterised in that also include:
Data acquisition subsystem, for gathering the daily record that user adopts the experiment of test block in described experiment portal sub-system to produce
And store.
9. server according to claim 8 is it is characterised in that described data acquisition subsystem includes:
Bury an acquisition module, synchronously realized by teledata or tank is realized.
And/or
Log acquisition module, is realized by messaging bus.
10. the server according to any one of claims 1 to 3 is it is characterised in that described interface subsystem is by long-range mistake
Journey invocation protocol rpc is realized.
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| CN110008131A (en) * | 2019-04-12 | 2019-07-12 | 重庆天蓬网络有限公司 | A kind of method and device for the region AB experiment management realized based on algorithm |
| CN110046296A (en) * | 2019-03-12 | 2019-07-23 | 平安城市建设科技(深圳)有限公司 | Processing method, device, equipment and the storage medium of experimental data |
| CN110532192A (en) * | 2019-09-06 | 2019-12-03 | 北京温杜科技有限公司 | A kind of api interface performance optimized experimental facility |
| CN110620697A (en) * | 2018-06-19 | 2019-12-27 | 北京嘀嘀无限科技发展有限公司 | Flow control-based test method and system |
| CN110765182A (en) * | 2019-10-29 | 2020-02-07 | 北京达佳互联信息技术有限公司 | Data statistical method and device, electronic equipment and storage medium |
| CN110808872A (en) * | 2019-10-21 | 2020-02-18 | 微梦创科网络科技（中国）有限公司 | Method and device for realizing flow experiment and electronic equipment |
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| CN110620697B (en) * | 2018-06-19 | 2021-07-13 | 北京嘀嘀无限科技发展有限公司 | Flow control-based test method and system |
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| CN110008131A (en) * | 2019-04-12 | 2019-07-12 | 重庆天蓬网络有限公司 | A kind of method and device for the region AB experiment management realized based on algorithm |
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