+1. We've also been hit by OOMs on the broker because we were not able
to properly bound its memory usage.

On Mon, Nov 14, 2016 at 5:56 PM, radai <radai.rosenbl...@gmail.com> wrote:
> @rajini - fixed the hasBytesBuffered() method. also updated poll() so that
> no latency is added for picking up data stuck in ssl buffers (timeout is
> set to 0, just like with immediately connected keys and staged receives).
> thank you for pointing these out.
> added ssl (re) testing to the KIP testing plan.
>
>
>
>
> On Mon, Nov 14, 2016 at 7:24 AM, Rajini Sivaram <
> rajinisiva...@googlemail.com> wrote:
>
>> Open point 1. I would just retain the current long value that specifies
>> queued.max.bytes as long and not as %heap since it is simple and easy to
>> use. And keeps it consistent with other ".bytes" configs.
>>
>> Point 3. ssl buffers - I am not quite sure the implementation looks
>> correct. hasBytesBuffered() is checking position() of buffers == 0. And the
>> code checks this only when poll with a timeout returns (adding a delay when
>> there is nothing else to read).
>> But since this and open point 2 (optimization) are implementation details,
>> they can be looked at during PR review.
>>
>> It will be good to add SSL testing to the test plan as well, since there is
>> additional code to test for SSL.
>>
>>
>> On Fri, Nov 11, 2016 at 9:03 PM, radai <radai.rosenbl...@gmail.com> wrote:
>>
>> > ok, i've made the following changes:
>> >
>> > 1. memory.pool.class.name has been removed
>> > 2. the code now only uses SimpleMemoryPool. the gc variant is left
>> (unused)
>> > as a developement aid and is unsettable via configuration.
>> > 3. I've resolved the issue of stale data getting stuck in intermediate
>> > (ssl) buffers.
>> > 4. default value for queued.max.bytes is -1, so off by default. any <=0
>> > value is interpreted as off by the underlying code.
>> >
>> > open points:
>> >
>> > 1. the kafka config framework doesnt allow a value to be either long or
>> > double, so in order to pull off the queued.max.bytes = 1000000 or
>> > queued.max.bytes = 0.3 thing i'd need to define the config as type
>> string,
>> > which is ugly to me. do we want to support setting queued.max.bytes to %
>> of
>> > heap ? if so, by way of making queued.max.bytes of type string, or by way
>> > of a 2nd config param (with the resulting either/all/combination?
>> > validation). my personal opinion is string because i think a single
>> > queued.max.bytes with overloaded meaning is more understandable to users.
>> > i'll await other people's opinions before doing anything.
>> > 2. i still need to evaluate rajini's optimization. sounds doable.
>> >
>> > asides:
>> >
>> > 1. i think you guys misunderstood the intent behind the gc pool. it was
>> > never meant to be a magic pool that automatically releases buffers
>> (because
>> > just as rajini stated the performance implications would be horrible). it
>> > was meant to catch leaks early. since that is indeed a dev-only concern
>> it
>> > wont ever get used in production.
>> > 2. i said this on some other kip discussion: i think the nice thing about
>> > the pool API is it "scales" from just keeping a memory bound to actually
>> > re-using buffers without changing the calling code. i think
>> actuallypooling
>> > large buffers will result in a significant performance impact, but thats
>> > outside the scope of this kip. at that point i think more pool
>> > implementations (that actually pool) would be written. i agree with the
>> > ideal of exposing as few knobs as possible, but switching pools (or pool
>> > params) for tuning may happen at some later point.
>> >
>> >
>> >
>> > On Fri, Nov 11, 2016 at 11:44 AM, Rajini Sivaram <
>> > rajinisiva...@googlemail.com> wrote:
>> >
>> > > 13. At the moment, I think channels are not muted if:
>> > >     channel.receive != null && channel.receive.buffer != null
>> > > This mutes all channels that aren't holding onto a incomplete buffer.
>> > They
>> > > may or may not have read the 4-byte size.
>> > >
>> > > I was thinking you could avoid muting channels if:
>> > >     channel.receive == null || channel.receive.size.remaining()
>> > > This will not mute channels that are holding onto a buffer (as above).
>> In
>> > > addition, it will not mute channels that haven't read the 4-byte size.
>> A
>> > > client that is closed gracefully while the pool is full will not be
>> muted
>> > > in this case and the server can process close without waiting for the
>> > pool
>> > > to free up. Once the 4-byte size is read, the channel will be muted if
>> > the
>> > > pool is still out of memory - for each channel, at most one failed read
>> > > attempt would be made while the pool is out of memory. I think this
>> would
>> > > also delay muting of SSL channels since they can continue to read into
>> > > their (already allocated) network buffers and unwrap the data and block
>> > > only when they need to allocate a buffer from the pool.
>> > >
>> > > On Fri, Nov 11, 2016 at 6:00 PM, Jay Kreps <j...@confluent.io> wrote:
>> > >
>> > > > Hey Radai,
>> > > >
>> > > > +1 on deprecating and eventually removing the old config. The
>> intention
>> > > was
>> > > > absolutely bounding memory usage. I think having two ways of doing
>> > this,
>> > > > one that gives a crisp bound on memory and one that is hard to reason
>> > > about
>> > > > is pretty confusing. I think people will really appreciate having one
>> > > > config which instead lets them directly control the thing they
>> actually
>> > > > care about (memory).
>> > > >
>> > > > I also want to second Jun's concern on the complexity of the
>> self-GCing
>> > > > memory pool. I wrote the memory pool for the producer. In that area
>> the
>> > > > pooling of messages is the single biggest factor in performance of
>> the
>> > > > client so I believed it was worth some sophistication/complexity if
>> > there
>> > > > was performance payoff. All the same, the complexity of that code has
>> > > made
>> > > > it VERY hard to keep correct (it gets broken roughly every other time
>> > > > someone makes a change). Over time I came to feel a lot less proud of
>> > my
>> > > > cleverness. I learned something interesting reading your self-GCing
>> > > memory
>> > > > pool, but I wonder if the complexity is worth the payoff in this
>> case?
>> > > >
>> > > > Philosophically we've tried really hard to avoid needlessly
>> "pluggable"
>> > > > implementations. That is, when there is a temptation to give a config
>> > > that
>> > > > plugs in different Java classes at run time for implementation
>> choices,
>> > > we
>> > > > should instead think of how to give the user the good behavior
>> > > > automatically. I think the use case for configuring a the GCing pool
>> > > would
>> > > > be if you discovered a bug in which memory leaked. But this isn't
>> > > something
>> > > > the user should have to think about right? If there is a bug we
>> should
>> > > find
>> > > > and fix it.
>> > > >
>> > > > -Jay
>> > > >
>> > > > On Fri, Nov 11, 2016 at 9:21 AM, radai <radai.rosenbl...@gmail.com>
>> > > wrote:
>> > > >
>> > > > > jun's #1 + rajini's #11 - the new config param is to enable
>> changing
>> > > the
>> > > > > pool implentation class. as i said in my response to jun i will
>> make
>> > > the
>> > > > > default pool impl be the simple one, and this param is to allow a
>> > user
>> > > > > (more likely a dev) to change it.
>> > > > > both the simple pool and the "gc pool" make basically just an
>> > > > > AtomicLong.get() + (hashmap.put for gc) calls before returning a
>> > > buffer.
>> > > > > there is absolutely no dependency on GC times in allocating (or
>> not).
>> > > the
>> > > > > extra background thread in the gc pool is forever asleep unless
>> there
>> > > are
>> > > > > bugs (==leaks) so the extra cost is basically nothing (backed by
>> > > > > benchmarks). let me re-itarate again - ANY BUFFER ALLOCATED MUST
>> > ALWAYS
>> > > > BE
>> > > > > RELEASED - so the gc pool should not rely on gc for reclaiming
>> > buffers.
>> > > > its
>> > > > > a bug detector, not a feature and is definitely not intended to
>> hide
>> > > > bugs -
>> > > > > the exact opposite - its meant to expose them sooner. i've cleaned
>> up
>> > > the
>> > > > > docs to avoid this confusion. i also like the fail on leak. will
>> do.
>> > > > > as for the gap between pool size and heap size - thats a valid
>> > > argument.
>> > > > > may allow also sizing the pool as % of heap size? so
>> > queued.max.bytes =
>> > > > > 1000000 for 1MB and queued.max.bytes = 0.25 for 25% of available
>> > heap?
>> > > > >
>> > > > > jun's 2.2 - queued.max.bytes + socket.request.max.bytes still
>> holds,
>> > > > > assuming the ssl-related buffers are small. the largest weakness in
>> > > this
>> > > > > claim has to do with decompression rather than anything
>> ssl-related.
>> > so
>> > > > yes
>> > > > > there is an O(#ssl connections * sslEngine packet size) component,
>> > but
>> > > i
>> > > > > think its small. again - decompression should be the concern.
>> > > > >
>> > > > > rajini's #13 - interesting optimization. the problem is there's no
>> > > > knowing
>> > > > > in advance what the _next_ request to come out of a socket is, so
>> > this
>> > > > > would mute just those sockets that are 1. mutable and 2. have a
>> > > > > buffer-demanding request for which we could not allocate a buffer.
>> > > > downside
>> > > > > is that as-is this would cause the busy-loop on poll() that the
>> mutes
>> > > > were
>> > > > > supposed to prevent - or code would need to be added to ad-hocmute
>> a
>> > > > > connection that was so-far unmuted but has now generated a
>> > > > memory-demanding
>> > > > > request?
>> > > > >
>> > > > >
>> > > > >
>> > > > > On Fri, Nov 11, 2016 at 5:02 AM, Rajini Sivaram <
>> > > > > rajinisiva...@googlemail.com> wrote:
>> > > > >
>> > > > > > Radai,
>> > > > > >
>> > > > > > 11. The KIP talks about a new server configuration parameter
>> > > > > > *memory.pool.class.name
>> > > > > > <http://memory.pool.class.name> *which is not in the
>> > implementation.
>> > > > Is
>> > > > > it
>> > > > > > still the case that the pool will be configurable?
>> > > > > >
>> > > > > > 12. Personally I would prefer not to have a garbage collected
>> pool
>> > > that
>> > > > > > hides bugs as well. Apart from the added code complexity and
>> extra
>> > > > thread
>> > > > > > to handle collections, I am also concerned about the
>> > > non-deterministic
>> > > > > > nature of GC timings. The KIP introduces delays in processing
>> > > requests
>> > > > > > based on the configuration parameter *queued.max.bytes. *This in
>> > > > > unrelated
>> > > > > > to the JVM heap size and hence pool can be full when there is no
>> > > > pressure
>> > > > > > on the JVM to garbage collect. The KIP does not prevent other
>> > > timeouts
>> > > > in
>> > > > > > the broker (eg. consumer session timeout) because it is relying
>> on
>> > > the
>> > > > > pool
>> > > > > > to be managed in a deterministic, timely manner. Since a garbage
>> > > > > collected
>> > > > > > pool cannot provide that guarantee, wouldn't it be better to run
>> > > tests
>> > > > > with
>> > > > > > a GC-pool that perhaps fails with a fatal error if it encounters
>> a
>> > > > buffer
>> > > > > > that was not released?
>> > > > > >
>> > > > > > 13. The implementation currently mutes all channels that don't
>> > have a
>> > > > > > receive buffer allocated. Would it make sense to mute only the
>> > > channels
>> > > > > > that need a buffer (i.e. allow channels to read the 4-byte size
>> > that
>> > > is
>> > > > > not
>> > > > > > read using the pool) so that normal client connection close() is
>> > > > handled
>> > > > > > even when the pool is full? Since the extra 4-bytes may already
>> be
>> > > > > > allocated for some connections, the total request memory has to
>> > take
>> > > > into
>> > > > > > account *4*numConnections* bytes anyway.
>> > > > > >
>> > > > > >
>> > > > > > On Thu, Nov 10, 2016 at 11:51 PM, Jun Rao <j...@confluent.io>
>> > wrote:
>> > > > > >
>> > > > > > > Hi, Radai,
>> > > > > > >
>> > > > > > > 1. Yes, I am concerned about the trickiness of having to deal
>> > with
>> > > > > wreak
>> > > > > > > refs. I think it's simpler to just have the simple version
>> > > > instrumented
>> > > > > > > with enough debug/trace logging and do enough stress testing.
>> > Since
>> > > > we
>> > > > > > > still have queued.max.requests, one can always fall back to
>> that
>> > > if a
>> > > > > > > memory leak issue is identified. We could also label the
>> feature
>> > as
>> > > > > beta
>> > > > > > if
>> > > > > > > we don't think this is production ready.
>> > > > > > >
>> > > > > > > 2.2 I am just wondering after we fix that issue whether the
>> claim
>> > > > that
>> > > > > > the
>> > > > > > > request memory is bounded by  queued.max.bytes +
>> > > > > socket.request.max.bytes
>> > > > > > > is still true.
>> > > > > > >
>> > > > > > > 5. Ok, leaving the default as -1 is fine then.
>> > > > > > >
>> > > > > > > Thanks,
>> > > > > > >
>> > > > > > > Jun
>> > > > > > >
>> > > > > > > On Wed, Nov 9, 2016 at 6:01 PM, radai <
>> > radai.rosenbl...@gmail.com>
>> > > > > > wrote:
>> > > > > > >
>> > > > > > > > Hi Jun,
>> > > > > > > >
>> > > > > > > > Thank you for taking the time to review this.
>> > > > > > > >
>> > > > > > > > 1. short version - yes, the concern is bugs, but the cost is
>> > tiny
>> > > > and
>> > > > > > > worth
>> > > > > > > > it, and its a common pattern. long version:
>> > > > > > > >    1.1 detecting these types of bugs (leaks) cannot be easily
>> > > done
>> > > > > with
>> > > > > > > > simple testing, but requires stress/stability tests that run
>> > for
>> > > a
>> > > > > long
>> > > > > > > > time (long enough to hit OOM, depending on leak size and
>> > > available
>> > > > > > > memory).
>> > > > > > > > this is why some sort of leak detector is "standard practice"
>> > > .for
>> > > > > > > example
>> > > > > > > > look at netty (http://netty.io/wiki/
>> reference-counted-objects.
>> > > > > > > > html#leak-detection-levels)
>> > > > > > > > <http://netty.io/wiki/reference-counted-objects.
>> > > > > > > html#leak-detection-levels
>> > > > > > > > >-
>> > > > > > > > they have way more complicated built-in leak detection
>> enabled
>> > by
>> > > > > > > default.
>> > > > > > > > as a concrete example - during development i did not properly
>> > > > dispose
>> > > > > > of
>> > > > > > > > in-progress KafkaChannel.receive when a connection was
>> abruptly
>> > > > > closed
>> > > > > > > and
>> > > > > > > > I only found it because of the log msg printed by the pool.
>> > > > > > > >    1.2 I have a benchmark suite showing the performance cost
>> of
>> > > the
>> > > > > gc
>> > > > > > > pool
>> > > > > > > > is absolutely negligible -
>> > > > > > > > https://github.com/radai-rosenblatt/kafka-benchmarks/
>> > > > > > > > tree/master/memorypool-benchmarks
>> > > > > > > >    1.3 as for the complexity of the impl - its just ~150
>> lines
>> > > and
>> > > > > > pretty
>> > > > > > > > straight forward. i think the main issue is that not many
>> > people
>> > > > are
>> > > > > > > > familiar with weak refs and ref queues.
>> > > > > > > >
>> > > > > > > >    how about making the pool impl class a config param
>> > (generally
>> > > > > good
>> > > > > > > > going forward), make the default be the simple pool, and keep
>> > the
>> > > > GC
>> > > > > > one
>> > > > > > > as
>> > > > > > > > a dev/debug/triage aid?
>> > > > > > > >
>> > > > > > > > 2. the KIP itself doesnt specifically treat SSL at all - its
>> an
>> > > > > > > > implementation detail. as for my current patch, it has some
>> > > minimal
>> > > > > > > > treatment of SSL - just enough to not mute SSL sockets
>> > > > mid-handshake
>> > > > > -
>> > > > > > > but
>> > > > > > > > the code in SslTransportLayer still allocates buffers itself.
>> > it
>> > > is
>> > > > > my
>> > > > > > > > understanding that netReadBuffer/appReadBuffer shouldn't grow
>> > > > beyond
>> > > > > 2
>> > > > > > x
>> > > > > > > > sslEngine.getSession().getPacketBufferSize(), which i assume
>> > to
>> > > be
>> > > > > > > small.
>> > > > > > > > they are also long lived (they live for the duration of the
>> > > > > connection)
>> > > > > > > > which makes a poor fit for pooling. the bigger fish to fry i
>> > > think
>> > > > is
>> > > > > > > > decompression - you could read a 1MB blob into a
>> pool-provided
>> > > > buffer
>> > > > > > and
>> > > > > > > > then decompress it into 10MB of heap allocated on the spot
>> :-)
>> > > > also,
>> > > > > > the
>> > > > > > > > ssl code is extremely tricky.
>> > > > > > > >    2.2 just to make sure, youre talking about Selector.java:
>> > > while
>> > > > > > > > ((networkReceive = channel.read()) != null)
>> > > > > > addToStagedReceives(channel,
>> > > > > > > > networkReceive); ? if so youre right, and i'll fix that
>> > (probably
>> > > > by
>> > > > > > > > something similar to immediatelyConnectedKeys, not sure yet)
>> > > > > > > >
>> > > > > > > > 3. isOutOfMemory is self explanatory (and i'll add javadocs
>> and
>> > > > > update
>> > > > > > > the
>> > > > > > > > wiki). isLowOnMem is basically the point where I start
>> > > randomizing
>> > > > > the
>> > > > > > > > selection key handling order to avoid potential starvation.
>> its
>> > > > > rather
>> > > > > > > > arbitrary and now that i think of it should probably not
>> exist
>> > > and
>> > > > be
>> > > > > > > > entirely contained in Selector (where the shuffling takes
>> > place).
>> > > > > will
>> > > > > > > fix.
>> > > > > > > >
>> > > > > > > > 4. will do.
>> > > > > > > >
>> > > > > > > > 5. I prefer -1 or 0 as an explicit "OFF" (or basically
>> anything
>> > > > <=0).
>> > > > > > > > Long.MAX_VALUE would still create a pool, that would still
>> > waste
>> > > > time
>> > > > > > > > tracking resources. I dont really mind though if you have a
>> > > > preferred
>> > > > > > > magic
>> > > > > > > > value for off.
>> > > > > > > >
>> > > > > > > >
>> > > > > > > >
>> > > > > > > >
>> > > > > > > >
>> > > > > > > > On Wed, Nov 9, 2016 at 9:28 AM, Jun Rao <j...@confluent.io>
>> > > wrote:
>> > > > > > > >
>> > > > > > > > > Hi, Radai,
>> > > > > > > > >
>> > > > > > > > > Thanks for the KIP. Some comments below.
>> > > > > > > > >
>> > > > > > > > > 1. The KIP says "to facilitate faster implementation (as a
>> > > safety
>> > > > > > net)
>> > > > > > > > the
>> > > > > > > > > pool will be implemented in such a way that memory that was
>> > not
>> > > > > > > > release()ed
>> > > > > > > > > (but still garbage collected) would be detected and
>> > > "reclaimed".
>> > > > > this
>> > > > > > > is
>> > > > > > > > to
>> > > > > > > > > prevent "leaks" in case of code paths that fail to
>> release()
>> > > > > > > properly.".
>> > > > > > > > > What are the cases that could cause memory leaks? If we are
>> > > > > concerned
>> > > > > > > > about
>> > > > > > > > > bugs, it seems that it's better to just do more testing to
>> > make
>> > > > > sure
>> > > > > > > the
>> > > > > > > > > usage of the simple implementation (SimpleMemoryPool) is
>> > solid
>> > > > > > instead
>> > > > > > > of
>> > > > > > > > > adding more complicated logic (GarbageCollectedMemoryPool)
>> to
>> > > > hide
>> > > > > > the
>> > > > > > > > > potential bugs.
>> > > > > > > > >
>> > > > > > > > > 2. I am wondering how much this KIP covers the SSL channel
>> > > > > > > > implementation.
>> > > > > > > > > 2.1 SslTransportLayer maintains netReadBuffer,
>> > netWriteBuffer,
>> > > > > > > > > appReadBuffer per socket. Should those memory be accounted
>> > for
>> > > in
>> > > > > > > memory
>> > > > > > > > > pool?
>> > > > > > > > > 2.2 One tricky thing with SSL is that during a
>> > > > KafkaChannel.read(),
>> > > > > > > it's
>> > > > > > > > > possible for multiple NetworkReceives to be returned since
>> > > > multiple
>> > > > > > > > > requests' data could be encrypted together by SSL. To deal
>> > with
>> > > > > this,
>> > > > > > > we
>> > > > > > > > > stash those NetworkReceives in Selector.stagedReceives and
>> > give
>> > > > it
>> > > > > > back
>> > > > > > > > to
>> > > > > > > > > the poll() call one NetworkReceive at a time. What this
>> means
>> > > is
>> > > > > > that,
>> > > > > > > if
>> > > > > > > > > we stop reading from KafkaChannel in the middle because
>> > memory
>> > > > pool
>> > > > > > is
>> > > > > > > > > full, this channel's key may never get selected for reads
>> > (even
>> > > > > after
>> > > > > > > the
>> > > > > > > > > read interest is turned on), but there are still pending
>> data
>> > > for
>> > > > > the
>> > > > > > > > > channel, which will never get processed.
>> > > > > > > > >
>> > > > > > > > > 3. The code has the following two methods in MemoryPool,
>> > which
>> > > > are
>> > > > > > not
>> > > > > > > > > described in the KIP. Could you explain how they are used
>> in
>> > > the
>> > > > > > wiki?
>> > > > > > > > > isLowOnMemory()
>> > > > > > > > > isOutOfMemory()
>> > > > > > > > >
>> > > > > > > > > 4. Could you also describe in the KIP at the high level,
>> how
>> > > the
>> > > > > read
>> > > > > > > > > interest bit for the socket is turned on/off with respect
>> to
>> > > > > > > MemoryPool?
>> > > > > > > > >
>> > > > > > > > > 5. Should queued.max.bytes defaults to -1 or
>> Long.MAX_VALUE?
>> > > > > > > > >
>> > > > > > > > > Thanks,
>> > > > > > > > >
>> > > > > > > > > Jun
>> > > > > > > > >
>> > > > > > > > > On Mon, Nov 7, 2016 at 1:08 PM, radai <
>> > > > radai.rosenbl...@gmail.com>
>> > > > > > > > wrote:
>> > > > > > > > >
>> > > > > > > > > > Hi,
>> > > > > > > > > >
>> > > > > > > > > > I would like to initiate a vote on KIP-72:
>> > > > > > > > > >
>> > > > > > > > > > https://cwiki.apache.org/confluence/display/KAFKA/KIP-
>> > 72%3A+
>> > > > > > > > > > Allow+putting+a+bound+on+memory+consumed+by+Incoming+
>> > > requests
>> > > > > > > > > >
>> > > > > > > > > > The kip allows specifying a limit on the amount of memory
>> > > > > allocated
>> > > > > > > for
>> > > > > > > > > > reading incoming requests into. This is useful for
>> > "sizing" a
>> > > > > > broker
>> > > > > > > > and
>> > > > > > > > > > avoiding OOMEs under heavy load (as actually happens
>> > > > occasionally
>> > > > > > at
>> > > > > > > > > > linkedin).
>> > > > > > > > > >
>> > > > > > > > > > I believe I've addressed most (all?) concerns brought up
>> > > during
>> > > > > the
>> > > > > > > > > > discussion.
>> > > > > > > > > >
>> > > > > > > > > > To the best of my understanding this vote is about the
>> goal
>> > > and
>> > > > > > > > > > public-facing changes related to the new proposed
>> behavior,
>> > > but
>> > > > > as
>> > > > > > > for
>> > > > > > > > > > implementation, i have the code up here:
>> > > > > > > > > >
>> > > > > > > > > > https://github.com/radai-rosenblatt/kafka/tree/broker-
>> > memory
>> > > > > > > > > > -pool-with-muting
>> > > > > > > > > >
>> > > > > > > > > > and I've stress-tested it to work properly (meaning it
>> > chugs
>> > > > > along
>> > > > > > > and
>> > > > > > > > > > throttles under loads that would DOS 10.0.1.0 code).
>> > > > > > > > > >
>> > > > > > > > > > I also believe that the primitives and "pattern"s
>> > introduced
>> > > in
>> > > > > > this
>> > > > > > > > KIP
>> > > > > > > > > > (namely the notion of a buffer pool and retrieving from /
>> > > > > releasing
>> > > > > > > to
>> > > > > > > > > said
>> > > > > > > > > > pool instead of allocating memory) are generally useful
>> > > beyond
>> > > > > the
>> > > > > > > > scope
>> > > > > > > > > of
>> > > > > > > > > > this KIP for both performance issues (allocating lots of
>> > > > > > short-lived
>> > > > > > > > > large
>> > > > > > > > > > buffers is a performance bottleneck) and other areas
>> where
>> > > > memory
>> > > > > > > > limits
>> > > > > > > > > > are a problem (KIP-81)
>> > > > > > > > > >
>> > > > > > > > > > Thank you,
>> > > > > > > > > >
>> > > > > > > > > > Radai.
>> > > > > > > > > >
>> > > > > > > > >
>> > > > > > > >
>> > > > > > >
>> > > > > >
>> > > > > >
>> > > > > >
>> > > > > > --
>> > > > > > Regards,
>> > > > > >
>> > > > > > Rajini
>> > > > > >
>> > > > >
>> > > >
>> > >
>> > >
>> > >
>> > > --
>> > > Regards,
>> > >
>> > > Rajini
>> > >
>> >
>>
>>
>>
>> --
>> Regards,
>>
>> Rajini
>>

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