CN109873773A - A kind of jamming control method for data center - Google Patents

A kind of jamming control method for data center Download PDF

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CN109873773A
CN109873773A CN201910195726.8A CN201910195726A CN109873773A CN 109873773 A CN109873773 A CN 109873773A CN 201910195726 A CN201910195726 A CN 201910195726A CN 109873773 A CN109873773 A CN 109873773A
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ack
congestion
rtt
data
data flow
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CN109873773B (en
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江先亮
马阿曼
金光
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Nanjing Shuizhishi Information Technology Co.,Ltd.
Shanghai Miyuan Intellectual Property Service Co ltd
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Ningbo University
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Abstract

The invention discloses a kind of jamming control methods for data center, are updated according to the size of the priority of data flow, queuing delay and congestion level to congestion window;Advantage is to carry out differentiation control to the data flow of different priorities, when to deadline sensitive high amount of traffic Retransmission timeout, it is possible to reduce the deadline of low-volume traffic stream improves the handling capacity of long data flow.

Description

A kind of jamming control method for data center
Technical field
The present invention relates to a kind of jamming control methods, more particularly, to a kind of jamming control method for data center.
Background technique
The development achievements of high-speed network technology data center.Data center has unique network topology structure, high band Wide and low delay data link and the workload flow rate mode of high burst.In order to guarantee data interaction in data center Order and timeliness need to be monitored the data congestion situation of data center and controlled according to detection case.Mesh Before, in order to reduce the deadline of low-volume traffic stream (being less than 200KB), meet the need of the deadline to the data flow of time-sensitive Ask and maximize the handling capacity of high amount of traffic (being greater than 1MB), the TCP congestion control of some specific customizations for data center Method is suggested, such as DCTCP and L2DCT。
In network data transmission, data flow is typically divided into multiple data packets and sequentially sends, and all data packets are sent It completes to indicate that data flow is sent completely.DCTCP and L2Both jamming control methods of DCT are all by congestion window The control of size is to realize congestion control.Both jamming control methods, sender maintain a congestion window, congestion window Size depend on the Congestion Level SPCC of network, and dynamic change, the principle that sender controls congestion window is: as long as network does not have Congestion is occurred, congestion window just increases, to send data packets more in data flow;As long as network occurs Congestion, congestion window are reduced by, to reduce the data packet being injected into network.DCTCP is utilized explicit in interchanger Congestion notification (ECN) function combines ECN function with the control strategy of data source, to guarantee interchanger spatial cache Data occupy rate and be consistently lower than some threshold value.When a packet is lost, DCTCP adjusts congestion window using network congestion degree. On switches, DCTCP is arrived using very simple Active Queue for Management Mechanism when queue occupies over the threshold value of setting Labeled upper congestion (CE) mark of the data packet reached, indicates that congestion has occurred in data packet.ECN passback is carried out in receiving end, i.e., Which data packet the receiving end DCTCP can accurately convey experienced congestion.And can data be coated with the probability α of label in transmitting terminal Estimated, whenever a data packet of transmitting terminal transmission data flow is to receiving end, receiving end can be sent after receiving the data packet ACK (confirmation message) is updated congestion probability α according to the quantity of the confirmation message received to transmitting terminal, transmitting terminal. Illustrate that congestion may be low when α>0 and α<1;Work as α > 1 and illustrate that congestion possibility is high, thus according to and the value of probability α to congestion window Mouth size is adjusted.But DCTCP needs to come the support of the good ecn (explicit congestion notification) of configuration of interchanger in automatic network, It is more complicated, and DCTCP does not account for the transmission feature of high amount of traffic and low-volume traffic stream, therefore is unfavorable for reducing low-volume traffic stream Transmission delay.L2DCT considers data stream size, and the data packet number and net sent so far is flowed to according to a data Network Congestion Level SPCC adjusts congestion window.L2DCT is the adjustment that congestion window is carried out using the data volume of transmission, hidden to realize Formula priority scheduling and lowest service (LAS).But same, L2DCT is a deadline unknowable method, it cannot be guaranteed that cutting The only transmission performance of the data flow of time-sensitive.
DCTCP and L as a result,2Both jamming control methods of DCT are not able to satisfy the big data sensitive to deadline The demand of stream cannot be the high amount of traffic distribution more bandwidth sensitive to deadline before deadline reaches, once The data flow sensitive to deadline cannot complete transmission, big number sensitive to deadline at this time before deadline reaches According to stream will Retransmission timeout, thus cause the deadline of low-volume traffic stream elongated, the throughput degradation of long data flow.
Summary of the invention
Technical problem to be solved by the invention is to provide the data flows of a kind of pair of different priorities to carry out differentiation control, When to deadline sensitive high amount of traffic Retransmission timeout, it is possible to reduce the deadline of low-volume traffic stream improves long data flow Handling capacity a kind of jamming control method for data center.
The technical scheme of the invention to solve the technical problem is: a kind of congestion control side for data center Method is updated according to the size of the priority of data flow, queuing delay and congestion level to congestion window.
It is updated according to the size of the priority of data flow, queuing delay and congestion level to congestion window specific Process are as follows:
1. setting reference value: congestion window size, the data flow weight threshold upper limit, data flow weight threshold lower limit, data The stream size threshold value upper limit, data stream size bottom threshold, decision threshold, the minimum two-way time of data packet, transmitting terminal receive The total quantity of ACK, transmitting terminal receive total quantity, weighted factor, congestion level and congestion threshold with congestion marking ACK, The size of congestion window is denoted as cwnd, the data flow weight threshold upper limit is denoted as Smax, enable Smax=2.5, by data flow weight Bottom threshold is denoted as Smin, enable Smin=0.125, data stream size upper threshold is denoted as ce, enable ce=1MB, by data stream size Bottom threshold is denoted as mc, mcDecision threshold is denoted as p by=200KBc, enable pc=0.125, the minimum two-way time of data packet is remembered For RTTmin, the total quantity that transmitting terminal receives ACK is denoted as ACKo, transmitting terminal receives the total quantity with congestion marking ACK It is denoted as ACKs, weighted factor is denoted as g, enables g=0.0625, congestion level is denoted as α, congestion variable is denoted as α 1;
2. following the steps below control when the data packet that one transmits round, which reaches transmitting terminal, to be sent
2. the priority of data flow belonging to each data packet is respectively calculated in -1 pair of transmission round, detailed process Are as follows:
A. the priority of each data packet is equal to the priority of the data flow belonging to it, therefore by data flow belonging to data packet Priority weighting be denoted as sc, the priority of the data flow is denoted as p, obtains the size of the data flow, by the size of the data flow It is denoted as fs
B. the priority weighting s of the data flow is determinedcIf: fs≤mc, enable sc=SmaxIf fs≥ce, enable sc=Smin, If mc< fs< ce, then enableSymbol * is multiplication symbol;
C. determine the priority p of the data flow: priority threshold value is denoted as p1, using formula by setting priority threshold valueP1 is calculated, if p1 < pc, then by pcValue be assigned to p, if p1 >=pc, then the value of p1 is assigned to p;
2. -2 couples of congestion level α are updated, detailed process are as follows:
D. to RTTmin、ACKo、ACKsIt is initialized with α, enables RTTmin=0, ACKo=0, ACKs=0, α=0;
E. in a network, each data flow is sequentially transmitted after being divided into multiple data packets, by a data in data flow It wraps and is denoted as since the ACK time experienced for the data packet for receiving receiving end transmission to transmitting terminal being sent transmitting terminal RTT obtains the RTT of data packet corresponding to the ACK when transmitting terminal receives an ACK of receiving end sending;
F. transmitting terminal often receives an ACK, then according to following rule to RTTmin、ACKo、ACKsIt is successively carried out more with α 1 It is new: first to RTTminCurrent value determined, if RTTminCurrent value be equal to 0 or RTTminCurrent value be greater than work as The RTT of data packet corresponding to preceding received ACK, the value of the RTT of data packet corresponding to currently received ACK is assigned to RTTmin, to RTTminCurrent value be updated, otherwise RTTminCurrent value remain unchanged;Then by ACKoCurrent value add 1 Obtained value assignment ACKo, to ACKoCurrent value be updated;Subsequently determine that data packet corresponding to currently received ACK Whether RTT is greater than RTTmin+ Oth, wherein Oth=0.17d, d are equal to the RTT of data packet corresponding to currently received ACK, such as The RTT of data packet corresponding to the currently received ACK of fruit is greater than RTTmin+ Oth is then marked the ACK, which is marked For an ACK with congestion marking, and by ACKsCurrent value add 1 obtained value to be assigned to ACKS,To ACKsCurrent value into Row updates, if the RTT of data packet corresponding to currently received ACK is less than or equal to RTTminWhen+Oth, then ACKsWork as Preceding value remains unchanged;Last set intermediate variable parameter alpha 1 is calculated using formula α 1=(1-g) * α+g* (ACKs/ACKo) The value for the α 1 being calculated is assigned to α, is updated to the current value of α by α 1;
As soon as 2. the every reception ACK of -3 transmitting terminals, according to corresponding to the α and currently received ACK that are currently calculated The value of the priority p of the affiliated data flow of data packet is updated the size cwnd of congestion window, and according to updated congestion The size cwnd of window adjusts congestion window: if currently received ACK is the ACK with congestion marking, usingValue go update congestion window size cwnd, if currently received ACK is not with congestion marking ACK, the size cwnd of congestion window keeps its current value constant;
2. -4 after transmitting terminal receives the ACK of all data packets of current transmission round, are gone using the value of cwnd+cinc The size cwnd of congestion window is updated, whereinWherein Qd indicates that queuing delay, queuing delay Qd are The RTT of the last one data packet subtracts the difference of RTTmin in current transmission round, and the congestion control of the transmission round terminates;
3. return step is 2. to next transmission round when the data packet of next transmission round, which reaches transmitting terminal, to be sent Congestion control is carried out, in cycles.In this method, network congestion is predicted using the delay of data packet rather than ECN label, this There is no need to the supports of intermediate equipment, when α is zero, i.e., when network is without congestion, the data flow of high priority and low priority The speed that data flow occupies bottleneck bandwidth is identical, this can guarantee the high link utilization of bottleneck link, work as α > 0, i.e. network is light When spending congestion or severe congestion, low priority flows reduce transmission rate than high priority congestion mechanism earlier, both mechanism The common guarantee performance of system, therefore this method can guarantee high-priority traffic in the case where network congestion degree is high Transmission.
Compared with the prior art, the advantages of the present invention are as follows by according to the priority of data flow, queuing delay and gathering around Plug grade is updated the size of congestion window, thus carries out differentiation control to the data flows of different priorities, when to cutting Only when the high amount of traffic Retransmission timeout of time-sensitive, it is possible to reduce the deadline of low-volume traffic stream improves handling up for long data flow Amount.
Specific embodiment
Present invention is further described in detail with reference to embodiments.
Embodiment one: a kind of jamming control method for data center, according to the priority of data flow, queuing delay with And congestion level is updated the size of congestion window.
Embodiment two: the present embodiment is basically the same as the first embodiment, and difference is: according to the priority of data flow, being lined up The detailed process that time delay and congestion level are updated the size of congestion window are as follows:
1. setting reference value: congestion window size, the data flow weight threshold upper limit, data flow weight threshold lower limit, data The stream size threshold value upper limit, data stream size bottom threshold, decision threshold, the minimum two-way time of data packet, transmitting terminal receive The total quantity of ACK, transmitting terminal receive total quantity, weighted factor, congestion level and congestion threshold with congestion marking ACK, The size of congestion window is denoted as cwnd, the data flow weight threshold upper limit is denoted as Smax, enable Smax=2.5, by data flow weight Bottom threshold is denoted as Smin, enable Smin=0.125, data stream size upper threshold is denoted as ce, enable ce=1MB, by data stream size Bottom threshold is denoted as mc, mcDecision threshold is denoted as p by=200KBc, enable pc=0.125, the minimum two-way time of data packet is remembered For RTTmin, the total quantity that transmitting terminal receives ACK is denoted as ACKo, transmitting terminal receives the total quantity with congestion marking ACK It is denoted as ACKs, weighted factor is denoted as g, enables g=0.0625, congestion level is denoted as α, congestion variable is denoted as α 1;
2. following the steps below control when the data packet that one transmits round, which reaches transmitting terminal, to be sent
2. the priority of data flow belonging to each data packet is respectively calculated in -1 pair of transmission round, detailed process Are as follows:
A. the priority of each data packet is equal to the priority of the data flow belonging to it, therefore by data flow belonging to data packet Priority weighting be denoted as sc, the priority of the data flow is denoted as p, obtains the size of the data flow, by the size of the data flow It is denoted as fs
B. the priority weighting s of the data flow is determinedcIf: fs≤mc, enable sc=SmaxIf fs≥ce, enable sc=Smin, If mc< fs< ce, then enableSymbol * is multiplication symbol;
C. determine the priority p of the data flow: priority threshold value is denoted as p1, using formula by setting priority threshold valueP1 is calculated, if p1 < pc, then by pcValue be assigned to p, if p1 >=pc, then the value of p1 is assigned to p;
2. -2 couples of congestion level α are updated, detailed process are as follows:
D. to RTTmin、ACKo、ACKsIt is initialized with α, enables RTTmin=0, ACKo=0, ACKs=0, α=0;
E. in a network, each data flow is sequentially transmitted after being divided into multiple data packets, by a data in data flow It wraps and is denoted as since the ACK time experienced for the data packet for receiving receiving end transmission to transmitting terminal being sent transmitting terminal RTT obtains the RTT of data packet corresponding to the ACK when transmitting terminal receives an ACK of receiving end sending;
F. transmitting terminal often receives an ACK, then according to following rule to RTTmin、ACKo、ACKsIt is successively carried out more with α 1 It is new: first to RTTminCurrent value determined, if RTTminCurrent value be equal to 0 or RTTminCurrent value be greater than work as The RTT of data packet corresponding to preceding received ACK, the value of the RTT of data packet corresponding to currently received ACK is assigned to RTTmin, to RTTminCurrent value be updated, otherwise RTTminCurrent value remain unchanged;Then by ACKoCurrent value add 1 Obtained value assignment ACKo, to ACKoCurrent value be updated;Subsequently determine that data packet corresponding to currently received ACK Whether RTT is greater than RTTmin+ Oth, wherein Oth=0.17d, d are equal to the RTT of data packet corresponding to currently received ACK, such as The RTT of data packet corresponding to the currently received ACK of fruit is greater than RTTmin+ Oth is then marked the ACK, which is marked For an ACK with congestion marking, and by ACKsCurrent value add 1 obtained value to be assigned to ACKs, to ACKsCurrent value into Row updates, if the RTT of data packet corresponding to currently received ACK is less than or equal to RTTminWhen+Oth, then ACKsWork as Preceding value remains unchanged;Last set intermediate variable parameter alpha 1 is calculated using formula α 1=(1-g) * α+g* (ACKs/ACKo) The value for the α 1 being calculated is assigned to α, is updated to the current value of α by α 1;
As soon as 2. the every reception ACK of -3 transmitting terminals, according to corresponding to the α and currently received ACK that are currently calculated The value of the priority p of the affiliated data flow of data packet is updated the size cwnd of congestion window, and according to updated congestion The size cwnd of window adjusts congestion window: if currently received ACK is the ACK with congestion marking, usingValue go update congestion window size cwnd, if currently received ACK is not with congestion marking ACK, the size cwnd of congestion window keeps its current value constant;
2. -4 after transmitting terminal receives the ACK of all data packets of current transmission round, are gone using the value of cwnd+cinc The size cwnd of congestion window is updated, whereinWherein Qd indicates that queuing delay, queuing delay Qd are The RTT of the last one data packet subtracts the difference of RTTmin in current transmission round, and the congestion control of the transmission round terminates;
3. return step is 2. to next transmission round when the data packet of next transmission round, which reaches transmitting terminal, to be sent Congestion control is carried out, in cycles.
The working principle of jamming control method for data center of the invention are as follows: be to replace network with time delay first The ECN of interior interchanger is marked, and then adjusts transmitting terminal by the priority of data flow, queuing delay and network congestion degree Congestion window size, when data are coated with virtual ECN label, expression may occur congestion, just reduce congestion window, one After a transmission round, the size of congestion window is just updated by data stream priority and network congestion degree.

Claims (2)

1. a kind of jamming control method for data center, it is characterised in that according to the priority of data flow, queuing delay with And congestion level is updated the size of congestion window.
2. a kind of jamming control method for data center according to claim 1, it is characterised in that according to data flow Priority, queuing delay and congestion level detailed process that the size of congestion window is updated are as follows:
1. setting reference value: congestion window size, the data flow weight threshold upper limit, data flow weight threshold lower limit, data flow are big Small upper threshold, data stream size bottom threshold, decision threshold, the minimum two-way time of data packet, transmitting terminal receive ACK's Total quantity, transmitting terminal receive total quantity, weighted factor, congestion level and congestion threshold with congestion marking ACK, by congestion The size of window is denoted as cwnd, and the data flow weight threshold upper limit is denoted as Smax, enable Smax=2.5, it will be under data flow weight threshold Limit is denoted as Smin, enable Smin=0.125, data stream size upper threshold is denoted as ce, enable ce=1MB, will be under data stream size threshold value Limit is denoted as mc, mcDecision threshold is denoted as p by=200KBc, enable pc=0.125, the minimum two-way time of data packet is denoted as RTTmin, the total quantity that transmitting terminal receives ACK is denoted as ACKo, transmitting terminal receive the total quantity with congestion marking ACK note For ACKs, weighted factor is denoted as g, enables g=0.0625, congestion level is denoted as α, congestion variable is denoted as α 1;
2. following the steps below control when the data packet that one transmits round, which reaches transmitting terminal, to be sent
2. the priority of data flow belonging to each data packet is respectively calculated in -1 pair of transmission round, detailed process are as follows:
A. the priority of each data packet is equal to the priority of the data flow belonging to it, therefore by the excellent of data flow belonging to data packet First grade weight is denoted as sc, the priority of the data flow is denoted as p, obtains the size of the data flow, the size of the data flow is denoted as fs
B. the priority weighting s of the data flow is determinedcIf: fs≤mc, enable sc=SmaxIf fs≥ce, enable sc=SminIf mc< fs< ce, then enableSymbol * is multiplication symbol;
C. determine the priority p of the data flow: priority threshold value is denoted as p1, using formula by setting priority threshold value P1 is calculated, if p1 < pc, then by pcValue be assigned to p, if p1 >=pc, then the value of p1 is assigned to p;
2. -2 couples of congestion level α are updated, detailed process are as follows:
D. to RTTmin、ACKo、ACKsIt is initialized with α, enables RTTmin=0, ACKo=0, ACKs=0, α=0;
E. in a network, each data flow is sequentially transmitted after being divided into multiple data packets, by a data packet in data flow from It is denoted as RTT in the ACK time experienced that transmitting terminal sends the data packet for starting to transmitting terminal to receive receiving end transmission, often When transmitting terminal receives an ACK of receiving end sending, the RTT of data packet corresponding to the ACK is obtained;
F. transmitting terminal often receives an ACK, then according to following rule to RTTmin、ACKo、ACKsIt is successively updated with α 1: first First to RTTminCurrent value determined, if RTTminCurrent value be equal to 0 or RTTminCurrent value be greater than current receive ACK corresponding to data packet RTT, the value of the RTT of data packet corresponding to currently received ACK is assigned to RTTmin, right RTTminCurrent value be updated, otherwise RTTminCurrent value remain unchanged;Then by ACKoCurrent value add 1 obtained value Assignment ACKo, to ACKoCurrent value be updated;Subsequently determine that whether the RTT of data packet corresponding to currently received ACK is big In RTTmin+ Oth, wherein Oth=0.17d, d are equal to the RTT of data packet corresponding to currently received ACK, if current receive ACK corresponding to data packet RTT be greater than RTTmin+ Oth is then marked the ACK, which is had labeled as one The ACK of congestion marking, and by ACKsCurrent value add 1 obtained value to be assigned to ACKs, to ACKsCurrent value be updated, such as The RTT of data packet corresponding to the currently received ACK of fruit is less than or equal to RTTminWhen+Oth, then ACKsCurrent value keep It is constant;Last set intermediate variable parameter alpha 1 is calculated α 1 using formula α 1=(1-g) * α+g* (ACKs/ACKo), will count The value of obtained α 1 is assigned to α, is updated to the current value of α;
As soon as 2. the every reception ACK of -3 transmitting terminals, according to data corresponding to the α and currently received ACK that are currently calculated The value of the priority p of data flow belonging to wrapping is updated the size cwnd of congestion window, and according to updated congestion window Size cwnd adjust congestion window: if currently received ACK be the ACK with congestion marking, useValue go update congestion window size cwnd, if currently received ACK is not with congestion marking ACK, the size cwnd of congestion window keeps its current value constant;
2. -4 after transmitting terminal receives the ACK of all data packets of current transmission round, go to update using the value of cwnd+cinc The size cwnd of congestion window, whereinWherein Qd indicates queuing delay, and queuing delay Qd is current The RTT of the last one data packet subtracts the difference of RTTmin in transmission round, and the congestion control of the transmission round terminates;
3. when the data packet of next transmission round, which reaches transmitting terminal, to be sent 2. return step carries out next transmission round Congestion control, in cycles.
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