Hi guys: refer: https://stackoverflow.com/questions/13027475/cpu-and-memory-usage-of-jemalloc-as-compared-to-glibc-malloc code: https://github.com/jemalloc/jemalloc-experiments https://code.woboq.org/userspace/glibc/benchtests/
Best Regards! Billy xie(谢志民) On Fri, Oct 30, 2020 at 4:27 PM Yun Tang <myas...@live.com> wrote: > Hi > > > Do you see a noticeable performance difference between the two? > @ Stephan Ewen , as we already use jemalloc as default memory allocator in > production, we do not have much experience to compare performace between > glibc and jemalloc. And I did not take a look at the performance difference > when I debug docker OOM. I'll have a try to run benchmark on docker with > different allocators when I have time these days. > > @wang gang, yes, that is what I also observed when I pmap the memory when > using glibc, many memory segments with 64MB size. > > @ Billy Xie, what kind of test case did you use? In my point of view, > compared to who would use more memory in some cases, we should care more > about who would behave under the max limit for most cases. > > Best > Yun Tang > ________________________________ > From: Xie Billy <billy.xiezhi...@gmail.com> > Sent: Friday, October 30, 2020 8:46 > To: dev@flink.apache.org <dev@flink.apache.org> > Subject: Re: [DISCUSS][docker] Adopt Jemalloc as default memory allocator > for debian based Flink docker image > > After long time running test application(>96 hours) , glibc used less > memory than jemalloc , almost half of jemalloc. Can refer this test case. > > Best Regards! > Billy xie(谢志民) > > > On Fri, Oct 30, 2020 at 12:38 AM 王刚 <wanggang11...@autohome.com.cn> wrote: > > > we also met glic memory leak .it appeared many 64 MB memory segment when > > using pmap command . i am +1 on setting jemalloc as default > > > > 发送自autohome > > ________________________________ > > 发件人: Yu Li <car...@gmail.com> > > 发送时间: 2020-10-30 00:15:12 > > 收件人: dev <dev@flink.apache.org> > > 抄送: n...@ververica.com <n...@ververica.com> > > 主题: Re: [DISCUSS][docker] Adopt Jemalloc as default memory allocator for > > debian based Flink docker image > > > > Thanks for sharing more thoughts guys. > > > > My experience with malloc libraries are also limited, and as mentioned in > > my previous email [1], my major concern comes from some online > information > > [2] which indicates in some cases jemalloc will consume as much as twice > > the memory than glibc, which is a huge cost from my point of view. > However, > > one may also argue that this post was written in 2015 and things might > have > > been improved a lot ever since. > > > > Nevertheless, as Till and Yun pointed out, I could also see the benefits > of > > setting jemalloc as default, so I don't have strong objections here. But > > this actually is a change of the default memory allocator of our docker > > image (previously glibc is the only choice) which definitely worth a big > > release note. > > > > Best Regards, > > Yu > > > > [1] > > > > > http://apache-flink-mailing-list-archive.1008284.n3.nabble.com/DISCUSS-docker-Adopt-Jemalloc-as-default-memory-allocator-for-debian-based-Flink-docker-image-tp45643p45692.html > > [2] https://stackoverflow.com/a/33993215 > > > > > > On Thu, 29 Oct 2020 at 20:55, Stephan Ewen <se...@apache.org<mailto: > > se...@apache.org>> wrote: > > > > > I think Till has a good point. The default should work well, because > very > > > few users will ever change it. Even on OOMs. > > > So I am slightly in favor of going with jemalloc. > > > > > > @Yun Tang - Do you see a noticeable performance difference between the > > two? > > > > > > On Thu, Oct 29, 2020 at 12:32 PM Yun Tang <myas...@live.com<mailto: > > myas...@live.com>> wrote: > > > > > > > Hi > > > > > > > > I think Till's view deserves wider discussion. > > > > I want to give my two cents when I debug with Nico on his reported > > > RocksDB > > > > OOM problem. > > > > Jemalloc has the mechanism to profile memory allocation [1] which is > > > > widely used to analysis memory leak. > > > > Once we set jemalloc as default memory allocator, the frequency of > OOM > > > > behavior decreases obviously. > > > > > > > > Considering the OOM killed problem in k8s, change default memory > > > allocator > > > > as jemalloc could be something beneficial. > > > > > > > > [1] > > https://github.com/jemalloc/jemalloc/wiki/Use-Case%3A-Heap-Profiling > > > > > > > > Best > > > > Yun Tang > > > > > > > > ________________________________ > > > > From: Till Rohrmann <trohrm...@apache.org<mailto: > trohrm...@apache.org > > >> > > > > Sent: Thursday, October 29, 2020 18:34 > > > > To: dev <dev@flink.apache.org<mailto:dev@flink.apache.org>> > > > > Cc: Yun Tang <myas...@live.com<mailto:myas...@live.com>> > > > > Subject: Re: [DISCUSS][docker] Adopt Jemalloc as default memory > > allocator > > > > for debian based Flink docker image > > > > > > > > Hi Yu, > > > > > > > > I see your point why you are in favour of continuing using glibc. > > > > > > > > I honestly don't have a lot of experience with malloc libraries so I > > can > > > > only argue from a general perspective: We know that glibc has some > > > problems > > > > wrt to memory fragmentation which can cause processes to exceed its > > > memory > > > > limit. jemalloc seems to address this problem by avoiding memory > > > > fragmentation. However, it might be the case that jemalloc introduces > > > other > > > > problems. In order to figure this out we would need to collect more > > data > > > > points/experience. So in the end we have to weigh glibc memory > > > > fragmentation against unknown problems in jemalloc. > > > > > > > > Given that choosing the malloc library will be quite an expert > > setting, I > > > > don't expect many Flink users to use it in case they see OOMs. > Hence, I > > > > would be slightly in favour of choosing jemalloc as the default > because > > > it > > > > would allow us to gather feedback from users and solve the existing > > > > problem. In the best case, user's won't run into new problems. If > they > > > do, > > > > then we will have to re-evaluate this decision and might have to > switch > > > the > > > > malloc library back. W/o setting jemalloc as the default, I fear that > > we > > > > will never gather enough feedback to make jemalloc confidently the > > > default. > > > > > > > > What one could argue, though, is that making jemalloc the default so > > > > shortly before the feature freeze limits the timespan we can observe > > how > > > it > > > > behaves before the actual release. Doing such a change at the > beginning > > > of > > > > a release cycle, would allow us to gain more confidence. > > > > > > > > In any way, I believe that we should add a big release note and > > document > > > > what users should do in case they see memory issues (OOM kills, > slower > > > > performance, etc.). > > > > > > > > Cheers, > > > > Till > > > > > > > > On Tue, Oct 20, 2020 at 5:39 PM Yu Li <car...@gmail.com<mailto: > > car...@gmail.com>> wrote: > > > > > > > > > True, thanks for the reminder Till! > > > > > > > > > > I suggest using glibc malloc as default. On one hand this follows > our > > > old > > > > > behavior (only with glibc malloc support in the image), on the > other > > > > hand I > > > > > believe glibc isn't using jemalloc as its default memory allocator > > for > > > > some > > > > > reason. > > > > > > > > > > Please let me know your thoughts. Thanks. > > > > > > > > > > Best Regards, > > > > > Yu > > > > > > > > > > > > > > > On Tue, 20 Oct 2020 at 21:45, Till Rohrmann <trohrm...@apache.org > > <mailto:trohrm...@apache.org>> > > > > wrote: > > > > > > > > > > > The only question left would be what will be the default value? > > > > > > > > > > > > Cheers, > > > > > > Till > > > > > > > > > > > > On Tue, Oct 20, 2020 at 10:16 AM Yu Li <car...@gmail.com<mailto: > > car...@gmail.com>> wrote: > > > > > > > > > > > > > I'm also +1 on making it configurable in the same Docker image. > > > > > > > > > > > > > > It seems we have reached consensus and there are already enough > > +1s > > > > to > > > > > > move > > > > > > > forward, and suggest @Yun to conclude the discussion directly > if > > > > there > > > > > > are > > > > > > > no objections. > > > > > > > > > > > > > > Thanks. > > > > > > > > > > > > > > Best Regards, > > > > > > > Yu > > > > > > > > > > > > > > > > > > > > > On Fri, 16 Oct 2020 at 23:16, Till Rohrmann < > > trohrm...@apache.org<mailto:trohrm...@apache.org>> > > > > > > wrote: > > > > > > > > > > > > > > > +1 for making it configurable in the same Docker image. > > > > > > > > > > > > > > > > Cheers, > > > > > > > > Till > > > > > > > > > > > > > > > > On Fri, Oct 16, 2020 at 12:56 PM Chesnay Schepler < > > > > > ches...@apache.org<mailto:<br></a>> > > ches...@apache.org>> > > > > > > > > wrote: > > > > > > > > > > > > > > > > > If it is possible to support both allocators in a single > > image > > > > then > > > > > > we > > > > > > > > > should definitely go with that option. > > > > > > > > > > > > > > > > > > On 10/16/2020 12:21 PM, Yun Tang wrote: > > > > > > > > > > Thanks for Yang's suggestion. I think this could be a > > better > > > > > > choice. > > > > > > > > > > We could install jemalloc and only enable it in > LD_PRELOAD > > > when > > > > > > user > > > > > > > > > pass specific configuration for docker-entrypoint.sh. > > > > > > > > > > By doing so, we could avoid to create another docker > image > > > tags > > > > > and > > > > > > > > also > > > > > > > > > offer ability to reduce memory fragmentation problem. > > > > > > > > > > > > > > > > > > > > Does anyone else have other ideas? > > > > > > > > > > > > > > > > > > > > Best > > > > > > > > > > Yun Tang > > > > > > > > > > ________________________________ > > > > > > > > > > From: Yang Wang <danrtsey...@gmail.com<mailto: > > danrtsey...@gmail.com>> > > > > > > > > > > Sent: Thursday, October 15, 2020 14:59 > > > > > > > > > > To: dev <dev@flink.apache.org<mailto: > dev@flink.apache.org > > >> > > > > > > > > > > Subject: Re: [DISCUSS][docker] Adopt Jemalloc as default > > > memory > > > > > > > > > allocator for debian based Flink docker image > > > > > > > > > > > > > > > > > > > > Thanks Yun Tang for starting this discussion. > > > > > > > > > > > > > > > > > > > > I think this is very important when deploy Flink with > > > container > > > > > > > > > environment > > > > > > > > > > in production. I just > > > > > > > > > > have quick question. Could we have both memory > > allocator(e.g. > > > > > > glibc, > > > > > > > > > > jemalloc) in the Flink > > > > > > > > > > official image and enable a specific one by setting ENV? > > > > > > > > > > > > > > > > > > > > Best, > > > > > > > > > > Yang > > > > > > > > > > > > > > > > > > > > Yu Li <car...@gmail.com<mailto:car...@gmail.com>> > > 于2020年10月14日周三 下午12:23写道: > > > > > > > > > > > > > > > > > > > >> Thanks for debugging and resolving the issue and driving > > the > > > > > > > > discussion > > > > > > > > > >> Yun! > > > > > > > > > >> > > > > > > > > > >> For the given solutions, I prefer option 1 (supply > another > > > > > > > Dockerfile > > > > > > > > > using > > > > > > > > > >> jemalloc as default memory allocator) because of the > below > > > > > > reasons: > > > > > > > > > >> > > > > > > > > > >> 1. It's hard to say jemalloc is always better than > > ptmalloc > > > > > (glibc > > > > > > > > > malloc), > > > > > > > > > >> or else glibc should have already adopted it as the > > default > > > > > memory > > > > > > > > > >> allocator. And as indicated here [1], in some cases > > jemalloc > > > > > will > > > > > > > > > >> consume as much as twice the memory than glibc > > > > > > > > > >> > > > > > > > > > >> 2. All existing Flink docker images use glibc, if we > > change > > > > the > > > > > > > > default > > > > > > > > > >> memory allocator to jemalloc and only supply one series > of > > > > > images, > > > > > > > we > > > > > > > > > will > > > > > > > > > >> leave those having better performance with glibc no > other > > > > > choices > > > > > > > but > > > > > > > > > >> staying with old images. In another word, there's a risk > > of > > > > > > > > introducing > > > > > > > > > new > > > > > > > > > >> problems while fixing an existing one if choosing > > option-2. > > > > > > > > > >> > > > > > > > > > >> And there is a third option considering the efforts of > > > > > maintaining > > > > > > > > more > > > > > > > > > >> images if the memory leak issue is not widely observed, > > that > > > > we > > > > > > > could > > > > > > > > > >> document the steps of building Dockerfile with jemalloc > as > > > > > default > > > > > > > > > >> allocator so users could build it when needed, which > > leaves > > > > the > > > > > > > burden > > > > > > > > > to > > > > > > > > > >> our users so for me it's not the best option. > > > > > > > > > >> > > > > > > > > > >> Best Regards, > > > > > > > > > >> Yu > > > > > > > > > >> > > > > > > > > > >> [1] https://stackoverflow.com/a/33993215 > > > > > > > > > >> > > > > > > > > > >> On Tue, 13 Oct 2020 at 15:34, Yun Tang < > myas...@live.com > > <mailto:myas...@live.com>> > > > > > wrote: > > > > > > > > > >> > > > > > > > > > >>> Hi all > > > > > > > > > >>> > > > > > > > > > >>> Users report they meet serious memory leak when > > submitting > > > > jobs > > > > > > > > > >>> continously in session mode within k8s (please refer to > > > > > > > > FLINK-18712[1] > > > > > > > > > ), > > > > > > > > > >>> and I also reproduce this to find this is caused by > > memory > > > > > > > > > fragmentation > > > > > > > > > >> of > > > > > > > > > >>> glibc [2][3] and provide solutions to fix this: > > > > > > > > > >>> > > > > > > > > > >>> * Quick but not very clean solution to limit the > > > memory > > > > > pool > > > > > > > of > > > > > > > > > >> glibc, > > > > > > > > > >>> limit MALLOC_ARENA_MAX to 2 > > > > > > > > > >>> > > > > > > > > > >>> * More general solution by rebuilding the image to > > > > install > > > > > > > > > >>> libjemalloc-dev and add the libjemalloc.so it to > > LD_PRELOAD > > > > > > > > > >>> > > > > > > > > > >>> The reporter adopted the 2nd solution to fix this issue > > > > > > eventually. > > > > > > > > > Thus, > > > > > > > > > >>> I begin to think whether we should change our > Dockerfile > > to > > > > > adopt > > > > > > > > > >> jemalloc > > > > > > > > > >>> as default memory allocator [4]. > > > > > > > > > >>> From my point of view, we have two choices: > > > > > > > > > >>> > > > > > > > > > >>> 1. Introduce another Dockerfile using jemalloc as > > > default > > > > > > > memory > > > > > > > > > >>> allocator, which means Flink needs another two new > image > > > tags > > > > > to > > > > > > > > build > > > > > > > > > >>> docker with jemalloc while default docker still use > > glibc. > > > > > > > > > >>> 2. Set the default memory allocator as jemalloc in > > our > > > > > > existing > > > > > > > > > >>> Dockerfiles, which means Flink offer docker image with > > > > jemalloc > > > > > > by > > > > > > > > > >> default. > > > > > > > > > >>> I prefer the 2nd option as our company already use > > jemalloc > > > > as > > > > > > > > default > > > > > > > > > >>> memory allocator for JDK at our production environment > > due > > > to > > > > > > > > messages > > > > > > > > > >> from > > > > > > > > > >>> os team warning of glibc's memory fragmentation. > > > > > > > > > >>> Moreover, I found several open source projects adopting > > > > > jemalloc > > > > > > as > > > > > > > > > >>> default memory allocator within their images to resolve > > > > memory > > > > > > > > > >>> fragmentation problem, e.g fluent [5], home-assistant > > [6]. > > > > > > > > > >>> > > > > > > > > > >>> What do you guys think of this issue? > > > > > > > > > >>> > > > > > > > > > >>> [1] https://issues.apache.org/jira/browse/FLINK-18712 > > > > > > > > > >>> [2] > > > > > > > > > >>> > > > > > > > > > >> > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > https://www.gnu.org/software/libc/manual/html_mono/libc.html#Freeing-after-Malloc > > > > > > > > > >>> [3] > > https://sourceware.org/bugzilla/show_bug.cgi?id=15321 > > > > > > > > > >>> [4] https://issues.apache.org/jira/browse/FLINK-19125 > > > > > > > > > >>> [5] > > > > > > > > > >>> > > > > > > > > > >> > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > https://docs.fluentbit.io/manual/v/1.0/installation/docker#why-there-is-no-fluent-bit-docker-image-based-on-alpine-linux > > > > > > > > > >>> [6] https://github.com/home-assistant/core/pull/33237 > > > > > > > > > >>> > > > > > > > > > >>> > > > > > > > > > >>> Best > > > > > > > > > >>> Yun Tang > > > > > > > > > >>> > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > > >