Hi Guozhang, Are you proposing changing semantic of ack=all to acknowledge message only after all replicas (not all ISRs, which is what Kafka currently is doing) have committed the message? This is equivalent to setting min.isr=number of replicas, which makes ack=all much stricter than what Kafka has right now. I think this may introduce surprise to users too as producer will not succeed in producing a message to Kafka when one of the followers is down
On Sat, 3 Feb 2018 at 15:26 Guozhang Wang <wangg...@gmail.com> wrote: > Hi Dong, > > Could you elaborate a bit more how controller could affect leaders to > switch between all and quorum? > > > Guozhang > > > On Fri, Feb 2, 2018 at 10:12 PM, Dong Lin <lindon...@gmail.com> wrote: > > > Hey Guazhang, > > > > Got it. Thanks for the detailed explanation. I guess my point is that we > > can probably achieve the best of both worlds, i.e. maintain the existing > > behavior of ack="all" while improving the tail latency. > > > > Thanks, > > Dong > > > > > > > > On Fri, Feb 2, 2018 at 8:43 PM, Guozhang Wang <wangg...@gmail.com> > wrote: > > > >> Hi Dong, > >> > >> Yes, in terms of fault tolerance "quorum" does not do better than "all", > >> as I said, with {min.isr} to X+1 Kafka is able to tolerate X failures > only. > >> So if A and B are partitioned off at the same time, then there are two > >> concurrent failures and we do not guarantee all acked messages will be > >> retained. > >> > >> The goal of my approach is to maintain the behavior of ack="all", which > >> happen to do better than what Kafka is actually guaranteed: when both A > and > >> B are partitioned off, produced records will not be acked since "all" > >> requires all replicas (not only ISRs, my previous email has an incorrect > >> term) are required. This is doing better than tolerating X failures, > which > >> I was proposing to keep, so that we would not introduce any regression > >> "surprises" to users who are already using "all". In other words, > "quorum" > >> is trading a bit of failure tolerance that is strictly defined on > min.isr > >> for better tail latency. > >> > >> > >> Guozhang > >> > >> > >> On Fri, Feb 2, 2018 at 6:25 PM, Dong Lin <lindon...@gmail.com> wrote: > >> > >>> Hey Guozhang, > >>> > >>> According to the new proposal, with 3 replicas, min.isr=2 and > >>> acks="quorum", it seems that acknowledged messages can still be > truncated > >>> in the network partition scenario you mentioned, right? So I guess the > goal > >>> is for some user to achieve better tail latency at the cost of > potential > >>> message loss? > >>> > >>> If this is the case, then I think it may be better to adopt an approach > >>> where controller dynamically turn on/off this optimization. This > provides > >>> user with peace of mind (i.e. no message loss) while still reducing > tail > >>> latency. What do you think? > >>> > >>> Thanks, > >>> Dong > >>> > >>> > >>> On Fri, Feb 2, 2018 at 11:11 AM, Guozhang Wang <wangg...@gmail.com> > >>> wrote: > >>> > >>>> Hello Litao, > >>>> > >>>> Just double checking on the leader election details, do you have time > >>>> to complete the proposal on that part? > >>>> > >>>> Also Jun mentioned one caveat related to KIP-250 on the KIP-232 > >>>> discussion thread that Dong is working on, I figured it is worth > pointing > >>>> out here with a tentative solution: > >>>> > >>>> > >>>> ``` > >>>> Currently, if the producer uses acks=-1, a write will only succeed if > >>>> the write is received by all in-sync replicas (i.e., committed). This > >>>> is true even when min.isr is set since we first wait for a message to > >>>> be committed and then check the min.isr requirement. KIP-250 may > >>>> change that, but we can discuss the implication there. > >>>> ``` > >>>> > >>>> The caveat is that, if we change the acking semantics in KIP-250 that > >>>> we will only requires num of {min.isr} to acknowledge a produce, then > the > >>>> above scenario will have a caveat: imagine you have {A, B, C} > replicas of a > >>>> partition with A as the leader, all in the isr list, and min.isr is 2. > >>>> > >>>> 1. Say there is a network partition and both A and B are fenced off. C > >>>> is elected as the new leader, it shrinks its isr list to only {C}; > from A's > >>>> point of view it does not know it becomes the "ghost" and no longer > the > >>>> leader, all it does is shrinking the isr list to {A, B}. > >>>> > >>>> 2. At this time, any new writes with ack=-1 to C will not be acked, > >>>> since from C's pov there is only one replica. This is correct. > >>>> > >>>> 3. However, any writes that are send to A (NOTE this is totally > >>>> possible, since producers would only refresh metadata periodically, > >>>> additionally if they happen to ask A or B they will get the stale > metadata > >>>> that A's still the leader), since A thinks that isr list is {A, B} > and as > >>>> long as B has replicated the message, A can acked the produce. > >>>> > >>>> This is not correct behavior, since when network heals, A would > >>>> realize it is not the leader and will truncate its log. And hence as a > >>>> result the acked records are lost, violating Kafka's guarantees. And > >>>> KIP-232 would not help preventing this scenario. > >>>> > >>>> > >>>> Although one can argue that, with 3 replicas and min.isr set to 2, > >>>> Kafka is guaranteeing to tolerate only one failure, while the above > >>>> scenario is actually two concurrent failures (both A and B are > considered > >>>> wedged), this is still a regression to the current version. > >>>> > >>>> So to resolve this issue, I'd propose we can change the semantics in > >>>> the following way (this is only slightly different from your > proposal): > >>>> > >>>> > >>>> 1. Add one more value to client-side acks config: > >>>> > >>>> 0: no acks needed at all. > >>>> 1: ack from the leader. > >>>> all: ack from ALL the ISR replicas AND that current number of isr > >>>> replicas has to be no smaller than {min.isr} (i.e. not changing this > >>>> semantic). > >>>> quorum: this is the new value, it requires ack from enough number > of > >>>> ISR replicas no smaller than majority of the replicas AND no smaller > than > >>>> {min.isr}. > >>>> > >>>> 2. Clarify in the docs that if a user wants to tolerate X failures, > she > >>>> needs to set client acks=all or acks=quorum (better tail latency than > >>>> "all") with broker {min.sir} to be X+1; however, "all" is not > necessarily > >>>> stronger than "quorum": > >>>> > >>>> For example, with 3 replicas, and {min.isr} set to 2. Here is a list > of > >>>> scenarios: > >>>> > >>>> a. ISR list has 3: "all" waits for all 3, "quorum" waits for 2 of > them. > >>>> b. ISR list has 2: "all" and "quorum" waits for both 2 of them. > >>>> c. ISR list has 1: "all" and "quorum" would not ack. > >>>> > >>>> If {min.isr} is set to 1, interestingly, here would be the list of > >>>> scenarios: > >>>> > >>>> a. ISR list has 3: "all" waits for all 3, "quorum" waits for 2 of > them. > >>>> b. ISR list has 2: "all" and "quorum" waits for both 2 of them. > >>>> c. ISR list has 1: "all" waits for leader to return, while "quorum" > >>>> would not ack (because it requires that number > {min.isr}, AND >= > >>>> {majority of num.replicas}, so its actually stronger than "all"). > >>>> > >>>> > >>>> WDYT? > >>>> > >>>> > >>>> Guozhang > >>>> > >>>> > >>>> On Thu, Jan 25, 2018 at 8:13 PM, Dong Lin <lindon...@gmail.com> > wrote: > >>>> > >>>>> Hey Litao, > >>>>> > >>>>> Not sure there will be an easy way to select the broker with highest > >>>>> LEO > >>>>> without losing acknowledged message. In case it is useful, here is > >>>>> another > >>>>> idea. Maybe we can have a mechanism to turn switch between the > min.isr > >>>>> and > >>>>> isr set for determining when to acknowledge a message. Controller can > >>>>> probably use RPC to request the current leader to use isr set before > it > >>>>> sends LeaderAndIsrRequest for leadership change. > >>>>> > >>>>> Regards, > >>>>> Dong > >>>>> > >>>>> > >>>>> On Wed, Jan 24, 2018 at 7:29 PM, Litao Deng > >>>>> <litao.d...@airbnb.com.invalid> > >>>>> wrote: > >>>>> > >>>>> > Thanks Jun for the detailed feedback. > >>>>> > > >>>>> > Yes, for #1, I mean the live replicas from the ISR. > >>>>> > > >>>>> > Actually, I believe for all of the 4 new leader election strategies > >>>>> > (offline, reassign, preferred replica and controlled shutdown), we > >>>>> need to > >>>>> > make corresponding changes. Will document the details in the KIP. > >>>>> > > >>>>> > On Wed, Jan 24, 2018 at 3:59 PM, Jun Rao <j...@confluent.io> wrote: > >>>>> > > >>>>> > > Hi, Litao, > >>>>> > > > >>>>> > > Thanks for the KIP. Good proposal. A few comments below. > >>>>> > > > >>>>> > > 1. The KIP says "select the live replica with the largest LEO". > I > >>>>> guess > >>>>> > > what you meant is selecting the live replicas in ISR with the > >>>>> largest > >>>>> > LEO? > >>>>> > > > >>>>> > > 2. I agree that we can probably just reuse the current min.isr > >>>>> > > configuration, but with a slightly different semantics. > Currently, > >>>>> if > >>>>> > > min.isr is set, a user expects the record to be in at least > min.isr > >>>>> > > replicas on successful ack. This KIP guarantees this too. Most > >>>>> people are > >>>>> > > probably surprised that currently the ack is only sent back after > >>>>> all > >>>>> > > replicas in ISR receive the record. This KIP will change the ack > >>>>> to only > >>>>> > > wait on min.isr replicas, which matches the user's expectation > and > >>>>> gives > >>>>> > > better latency. Currently, we guarantee no data loss if there are > >>>>> fewer > >>>>> > > than replication factor failures. The KIP changes that to fewer > >>>>> than > >>>>> > > min.isr failures. The latter probably matches the user > expectation. > >>>>> > > > >>>>> > > 3. I agree that the new leader election process is a bit more > >>>>> > complicated. > >>>>> > > The controller now needs to contact all replicas in ISR to > >>>>> determine who > >>>>> > > has the longest log. However, this happens infrequently. So, it's > >>>>> > probably > >>>>> > > worth doing for the better latency in #2. > >>>>> > > > >>>>> > > 4. We have to think through the preferred leader election > process. > >>>>> > > Currently, the first assigned replica is preferred for load > >>>>> balancing. > >>>>> > > There is a process to automatically move the leader to the > >>>>> preferred > >>>>> > > replica when it's in sync. The issue is that the preferred > replica > >>>>> may no > >>>>> > > be the replica with the longest log. Naively switching to the > >>>>> preferred > >>>>> > > replica may cause data loss when there are actually fewer > failures > >>>>> than > >>>>> > > configured min.isr. One way to address this issue is to do the > >>>>> following > >>>>> > > steps during preferred leader election: (a) controller sends an > RPC > >>>>> > request > >>>>> > > to the current leader; (b) the current leader stops taking new > >>>>> writes > >>>>> > > (sending a new error code to the clients) and returns its LEO > >>>>> (call it L) > >>>>> > > to the controller; (c) the controller issues an RPC request to > the > >>>>> > > preferred replica and waits its LEO to reach L; (d) the > controller > >>>>> > changes > >>>>> > > the leader to the preferred replica. > >>>>> > > > >>>>> > > Jun > >>>>> > > > >>>>> > > On Wed, Jan 24, 2018 at 2:51 PM, Litao Deng > >>>>> > <litao.d...@airbnb.com.invalid > >>>>> > > > > >>>>> > > wrote: > >>>>> > > > >>>>> > > > Sorry folks, just realized I didn't use the correct thread > >>>>> format for > >>>>> > the > >>>>> > > > discussion. I started this new one and copied all of the > >>>>> responses from > >>>>> > > the > >>>>> > > > old one. > >>>>> > > > > >>>>> > > > @Dong > >>>>> > > > It makes sense to just use the min.insync.replicas instead of > >>>>> > > introducing a > >>>>> > > > new config, and we must make this change together with the > >>>>> LEO-based > >>>>> > new > >>>>> > > > leader election. > >>>>> > > > > >>>>> > > > @Xi > >>>>> > > > I thought about embedding the LEO information to the > >>>>> ControllerContext, > >>>>> > > > didn't find a way. Using RPC will make the leader election > period > >>>>> > longer > >>>>> > > > and this should happen in very rare cases (broker failure, > >>>>> controlled > >>>>> > > > shutdown, preferred leader election and partition > reassignment). > >>>>> > > > > >>>>> > > > @Jeff > >>>>> > > > The current leader election is to pick the first replica from > AR > >>>>> which > >>>>> > > > exists both in the live brokers and ISR sets. I agree with you > >>>>> about > >>>>> > > > changing the current/default behavior will cause many > >>>>> confusions, and > >>>>> > > > that's the reason the title is "Add Support ...". In this case, > >>>>> we > >>>>> > > wouldn't > >>>>> > > > break any current promises and provide a separate option for > our > >>>>> user. > >>>>> > > > In terms of KIP-250, I feel it is more like the > "Semisynchronous > >>>>> > > > Replication" in the MySQL world, and yes it is something > between > >>>>> acks=1 > >>>>> > > and > >>>>> > > > acks=insync.replicas. Additionally, I feel KIP-250 and KIP-227 > >>>>> are > >>>>> > > > two orthogonal improvements. KIP-227 is to improve the > >>>>> replication > >>>>> > > protocol > >>>>> > > > (like the introduction of parallel replication in MySQL), and > >>>>> KIP-250 > >>>>> > is > >>>>> > > an > >>>>> > > > enhancement for the replication architecture (sync, semi-sync, > >>>>> and > >>>>> > > async). > >>>>> > > > > >>>>> > > > > >>>>> > > > Dong Lin > >>>>> > > > > >>>>> > > > > Thanks for the KIP. I have one quick comment before you > >>>>> provide more > >>>>> > > > detail > >>>>> > > > > on how to select the leader with the largest LEO. > >>>>> > > > > Do you think it would make sense to change the default > >>>>> behavior of > >>>>> > > > acks=-1, > >>>>> > > > > such that broker will acknowledge the message once the > message > >>>>> has > >>>>> > been > >>>>> > > > > replicated to min.insync.replicas brokers? This would allow > us > >>>>> to > >>>>> > keep > >>>>> > > > the > >>>>> > > > > same durability guarantee, improve produce request latency > >>>>> without > >>>>> > > > having a > >>>>> > > > > new config. > >>>>> > > > > >>>>> > > > > >>>>> > > > Hu Xi > >>>>> > > > > >>>>> > > > > Currently, with holding the assigned replicas(AR) for all > >>>>> > partitions, > >>>>> > > > > controller is now able to elect new leaders by selecting the > >>>>> first > >>>>> > > > replica > >>>>> > > > > of AR which occurs in both live replica set and ISR. If > >>>>> switching to > >>>>> > > the > >>>>> > > > > LEO-based strategy, controller context might need to be > >>>>> enriched or > >>>>> > > > > augmented to store those values. If retrieving those LEOs > >>>>> real-time, > >>>>> > > > > several rounds of RPCs are unavoidable which seems to violate > >>>>> the > >>>>> > > > original > >>>>> > > > > intention of this KIP. > >>>>> > > > > >>>>> > > > > >>>>> > > > Jeff Widman > >>>>> > > > > >>>>> > > > > I agree with Dong, we should see if it's possible to change > the > >>>>> > default > >>>>> > > > > behavior so that as soon as min.insync.replicas brokers > >>>>> respond than > >>>>> > > the > >>>>> > > > > broker acknowledges the message back to the client without > >>>>> waiting > >>>>> > for > >>>>> > > > > additional brokers who are in the in-sync replica list to > >>>>> respond. (I > >>>>> > > > > actually thought it already worked this way). > >>>>> > > > > As you implied in the KIP though, changing this default > >>>>> introduces a > >>>>> > > > weird > >>>>> > > > > state where an in-sync follower broker is not guaranteed to > >>>>> have a > >>>>> > > > > message... > >>>>> > > > > So at a minimum, the leadership failover algorithm would need > >>>>> to be > >>>>> > > sure > >>>>> > > > to > >>>>> > > > > pick the most up-to-date follower... I thought it already did > >>>>> this? > >>>>> > > > > But if multiple brokers fail in quick succession, then a > >>>>> broker that > >>>>> > > was > >>>>> > > > in > >>>>> > > > > the ISR could become a leader without ever receiving the > >>>>> message... > >>>>> > > > > violating the current promises of unclean.leader.election. > >>>>> > > > enable=False... > >>>>> > > > > so changing the default might be not be a tenable solution. > >>>>> > > > > What also jumped out at me in the KIP was the goal of > reducing > >>>>> p999 > >>>>> > > when > >>>>> > > > > setting replica lag time at 10 seconds(!!)... I understand > the > >>>>> desire > >>>>> > > to > >>>>> > > > > minimize frequent ISR shrink/expansion, as I face this same > >>>>> issue at > >>>>> > my > >>>>> > > > day > >>>>> > > > > job. But what you're essentially trying to do here is create > an > >>>>> > > > additional > >>>>> > > > > replication state that is in-between acks=1 and acks = ISR to > >>>>> paper > >>>>> > > over > >>>>> > > > a > >>>>> > > > > root problem of ISR shrink/expansion... > >>>>> > > > > I'm just wary of shipping more features (and more operational > >>>>> > > confusion) > >>>>> > > > if > >>>>> > > > > it's only addressing the symptom rather than the root cause. > >>>>> For > >>>>> > > example, > >>>>> > > > > my day job's problem is we run a very high number of > >>>>> low-traffic > >>>>> > > > > partitions-per-broker, so the fetch requests hit many > >>>>> partitions > >>>>> > before > >>>>> > > > > they fill. Solving that requires changing our architecture + > >>>>> making > >>>>> > the > >>>>> > > > > replication protocol more efficient (KIP-227). > >>>>> > > > > >>>>> > > > > >>>>> > > > On Tue, Jan 23, 2018 at 10:02 PM, Litao Deng < > >>>>> litao.d...@airbnb.com> > >>>>> > > > wrote: > >>>>> > > > > >>>>> > > > > Hey folks. I would like to add a feature to support the > >>>>> quorum-based > >>>>> > > > > acknowledgment for the producer request. We have been > running a > >>>>> > > modified > >>>>> > > > > version of Kafka on our testing cluster for weeks, the > >>>>> improvement of > >>>>> > > > P999 > >>>>> > > > > is significant with very stable latency. Additionally, I > have a > >>>>> > > proposal > >>>>> > > > to > >>>>> > > > > achieve a similar data durability as with the > >>>>> insync.replicas-based > >>>>> > > > > acknowledgment through LEO-based leader election. > >>>>> > > > > > >>>>> > > > > https://cwiki.apache.org/confluence/display/KAFKA/KIP- > >>>>> > > > > 250+Add+Support+for+Quorum-based+Producer+Acknowledge > >>>>> > > > > > >>>>> > > > > >>>>> > > > >>>>> > > >>>>> > >>>> > >>>> > >>>> > >>>> -- > >>>> -- Guozhang > >>>> > >>> > >>> > >> > >> > >> -- > >> -- Guozhang > >> > > > > > > > -- > -- Guozhang >