On Mon, Nov 30, 2015 at 12:54 PM, Bryan Beaudreault <
bbeaudrea...@hubspot.com> wrote:

> Should this be added as a known issue in the CDH or hbase documentation? It
> was a severe performance hit for us, all of our regionservers were sitting
> at a few thousand queued requests.
>
>
Let me take care of that.
St.Ack



> On Mon, Nov 30, 2015 at 3:53 PM Bryan Beaudreault <
> bbeaudrea...@hubspot.com>
> wrote:
>
> > Yea, they are all over the place and called from client and coprocessor
> > code. We ended up having no other option but to rollback, and aside from
> a
> > few NoSuchMethodErrors due to API changes (Put#add vs Put#addColumn), it
> > seems to be working and fixing our problem.
> >
> > On Mon, Nov 30, 2015 at 3:47 PM Stack <st...@duboce.net> wrote:
> >
> >> Rollback is untested. No fix in 5.5. I was going to work on this now.
> >> Where
> >> are your counters Bryan? In their own column family or scattered about
> in
> >> a
> >> row with other Cell types?
> >> St.Ack
> >>
> >> On Mon, Nov 30, 2015 at 10:28 AM, Bryan Beaudreault <
> >> bbeaudrea...@hubspot.com> wrote:
> >>
> >> > Is there any update to this? We just upgraded all of our production
> >> > clusters from CDH4 to CDH5.4.7 and, not seeing this JIRA listed in the
> >> > known issues, did not not about this.  Now we are seeing perfomance
> >> issues
> >> > across all clusters, as we make heavy use of increments.
> >> >
> >> > Can we roll forward to CDH5.5 to fix? Or is our only hope to roll back
> >> to
> >> > CDH 5.3.1 (if that is possible)?
> >> >
> >> >
> >> > On Thu, Sep 24, 2015 at 5:06 AM 鈴木俊裕 <brfrn...@gmail.com> wrote:
> >> >
> >> > > Thank you St.Ack!
> >> > >
> >> > > I would like to follow the ticket.
> >> > >
> >> > > Toshihiro Suzuki
> >> > >
> >> > > 2015-09-22 14:14 GMT+09:00 Stack <st...@duboce.net>:
> >> > >
> >> > > > Back to this problem. Simple tests confirm that as is, the
> >> > > > single-queue-backed MVCC instance can slow Region ops if some
> other
> >> row
> >> > > is
> >> > > > slow to complete. In particular Increment, checkAndPut, and batch
> >> > > mutations
> >> > > > are effected. I opened HBASE-14460 to start in on a fix up. Lets
> >> see if
> >> > > we
> >> > > > can somehow scope mvcc to row or at least shard mvcc so not all
> >> Region
> >> > > ops
> >> > > > are paused.
> >> > > >
> >> > > > St.Ack
> >> > > >
> >> > > >
> >> > > > On Mon, Sep 14, 2015 at 4:15 AM, 鈴木俊裕 <brfrn...@gmail.com> wrote:
> >> > > >
> >> > > > > > Thank you for the below reasoning (with accompanying helpful
> >> > > diagram).
> >> > > > > > Makes sense. Let me hack up a test case to help with the
> >> > > illustration.
> >> > > > It
> >> > > > > > is as though the mvcc should be scoped to a row only... Writes
> >> > > against
> >> > > > > > other rows should not hold up my read of my row. Tag an mvcc
> >> with a
> >> > > > 'row'
> >> > > > > > scope so we can see which on-going writes pertain to current
> >> > > operation?
> >> > > > > Thank you St.Ack! I think this approach would work.
> >> > > > >
> >> > > > > > You need to read back the increment and have it be 'correct'
> at
> >> > > > increment
> >> > > > > > time?
> >> > > > > Yes, we need it.
> >> > > > >
> >> > > > > I would like to help if there is anything I can do.
> >> > > > >
> >> > > > > Thanks,
> >> > > > > Toshihiro Suzuki
> >> > > > >
> >> > > > >
> >> > > > > 2015-09-13 14:11 GMT+09:00 Stack <st...@duboce.net>:
> >> > > > >
> >> > > > > > Thank you for the below reasoning (with accompanying helpful
> >> > > diagram).
> >> > > > > > Makes sense. Let me hack up a test case to help with the
> >> > > illustration.
> >> > > > It
> >> > > > > > is as though the mvcc should be scoped to a row only... Writes
> >> > > against
> >> > > > > > other rows should not hold up my read of my row. Tag an mvcc
> >> with a
> >> > > > 'row'
> >> > > > > > scope so we can see which on-going writes pertain to current
> >> > > operation?
> >> > > > > >
> >> > > > > > You need to read back the increment and have it be 'correct'
> at
> >> > > > increment
> >> > > > > > time?
> >> > > > > >
> >> > > > > > (This is a good one)
> >> > > > > >
> >> > > > > > Thank you Toshihiro Suzuki
> >> > > > > > St.Ack
> >> > > > > >
> >> > > > > > On Sat, Sep 12, 2015 at 8:09 AM, 鈴木俊裕 <brfrn...@gmail.com>
> >> wrote:
> >> > > > > >
> >> > > > > > > St.Ack,
> >> > > > > > >
> >> > > > > > > Thank you for your response.
> >> > > > > > >
> >> > > > > > > Why I make out that "A region lock (not a row lock) seems to
> >> > occur
> >> > > in
> >> > > > > > > waitForPreviousTransactionsComplete()" is as follows:
> >> > > > > > >
> >> > > > > > > A increment operation has 3 procedures for MVCC.
> >> > > > > > >
> >> > > > > > > 1. mvcc.waitForPreviousTransactionsComplete();
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/HRegion.java#L6712
> >> > > > > > >
> >> > > > > > > 2. w = mvcc.beginMemstoreInsertWithSeqNum(mvccNum);
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/HRegion.java#L6721
> >> > > > > > >
> >> > > > > > > 3. mvcc.completeMemstoreInsertWithSeqNum(w, walKey);
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/HRegion.java#L6893
> >> > > > > > >
> >> > > > > > >
> >> > > > > > > I think that MultiVersionConsistencyControl's writeQueue can
> >> > cause
> >> > > a
> >> > > > > > region
> >> > > > > > > lock.
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L42-L43
> >> > > > > > >
> >> > > > > > >
> >> > > > > > > Step 2 adds to a WriteEntry to writeQueue.
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L102-L108
> >> > > > > > >
> >> > > > > > > Step 3 removes the WriteEntry from writeQueue.
> >> > > > > > >
> >> > > > > > > completeMemstoreInsertWithSeqNum(w, walKey) ->
> >> > > > > > > waitForPreviousTransactionsComplete(e) -> advanceMemstore(w)
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L127
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L235
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L160
> >> > > > > > >
> >> > > > > > > Step 1 adds a WriteEntry w in beginMemstoreInsert() to
> >> writeQueue
> >> > > and
> >> > > > > > waits
> >> > > > > > > until writeQueue is empty or writeQueue.getFirst() == w.
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L201-L204
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L206-L241
> >> > > > > > >
> >> > > > > > >
> >> > > > > > > I think when a handler thread is processing between step 2
> and
> >> > step
> >> > > > 3,
> >> > > > > > the
> >> > > > > > > other handler threads can wait at step 1 until the thread
> >> > completes
> >> > > > > step
> >> > > > > > 3
> >> > > > > > > This is depicted as follows:
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://gist.githubusercontent.com/brfrn169/cb4f2c157129330cd932/raw/86d6aae5667b0fe006b16fed80f1b0c4945c7fd0/region_lock.png
> >> > > > > > >
> >> > > > > > >
> >> > > > > > > Actually, in the thread dump of our region server, many
> >> handler
> >> > > > threads
> >> > > > > > > (RW.default.writeRpcServer.handler) wait at Step 1
> >> > > > > > > (waitForPreviousTransactionsComplete()).
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://gist.githubusercontent.com/brfrn169/cb4f2c157129330cd932/raw/86d6aae5667b0fe006b16fed80f1b0c4945c7fd0/thread_dump.txt
> >> > > > > > >
> >> > > > > > > Many handler threads wait at this:
> >> > > > > > >
> >> > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> https://github.com/cloudera/hbase/blob/cdh5.4.5-release/hbase-server/src/main/java/org/apache/hadoop/hbase/regionserver/MultiVersionConsistencyControl.java#L224
> >> > > > > > >
> >> > > > > > >
> >> > > > > > > > Is it possible you are contending on a counter
> post-upgrade?
> >> > Is
> >> > > it
> >> > > > > > > > possible that all these threads are trying to get to the
> >> same
> >> > row
> >> > > > to
> >> > > > > > > update
> >> > > > > > > > it? Could the app behavior have changed?  Or are you
> >> thinking
> >> > > > > increment
> >> > > > > > > > itself has slowed significantly?
> >> > > > > > > We have just upgraded HBase, not changed the app behavior.
> We
> >> are
> >> > > > > > thinking
> >> > > > > > > increment itself has slowed significantly.
> >> > > > > > > Before upgrading HBase, it was good throughput and latency.
> >> > > > > > > Currently, to cope with this problem, we split the regions
> >> > finely.
> >> > > > > > >
> >> > > > > > > Thanks,
> >> > > > > > >
> >> > > > > > > Toshihiro Suzuki
> >> > > > > > >
> >> > > > > > >
> >> > > > > > > 2015-09-09 15:29 GMT+09:00 Stack <st...@duboce.net>:
> >> > > > > > >
> >> > > > > > > > On Tue, Sep 8, 2015 at 10:22 PM, 鈴木俊裕 <brfrn...@gmail.com
> >
> >> > > wrote:
> >> > > > > > > >
> >> > > > > > > > > Ted,
> >> > > > > > > > >
> >> > > > > > > > > Thank you for your response.
> >> > > > > > > > >
> >> > > > > > > > > I uploaded the complete stack trace to Gist.
> >> > > > > > > > >
> >> > > > > > > > > https://gist.github.com/brfrn169/cb4f2c157129330cd932
> >> > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > > > I think that increment operation works as follows:
> >> > > > > > > > >
> >> > > > > > > > > 1. get row lock
> >> > > > > > > > > 2. mvcc.waitForPreviousTransactionsComplete() // wait
> for
> >> all
> >> > > > prior
> >> > > > > > > MVCC
> >> > > > > > > > > transactions to finish
> >> > > > > > > > > 3. mvcc.beginMemstoreInsertWithSeqNum() // start a
> >> > transaction
> >> > > > > > > > > 4. get previous values
> >> > > > > > > > > 5. create KVs
> >> > > > > > > > > 6. write to Memstore
> >> > > > > > > > > 7. write to WAL
> >> > > > > > > > > 8. release row lock
> >> > > > > > > > > 9. mvcc.completeMemstoreInsertWithSeqNum() // complete
> the
> >> > > > > > transaction
> >> > > > > > > > >
> >> > > > > > > > > A instance of MultiVersionConsistencyControl has a
> pending
> >> > > queue
> >> > > > of
> >> > > > > > > > writes
> >> > > > > > > > > named writeQueue.
> >> > > > > > > > > Step 2 puts a WriteEntry w to writeQueue and waits until
> >> > > > writeQueue
> >> > > > > > is
> >> > > > > > > > > empty or writeQueue.getFirst() == w.
> >> > > > > > > > > Step 3 puts a WriteEntry to writeQueue and step 9
> removes
> >> the
> >> > > > > > > WriteEntry
> >> > > > > > > > > from writeQueue.
> >> > > > > > > > >
> >> > > > > > > > > I think that when a handler thread is processing between
> >> > step 2
> >> > > > and
> >> > > > > > > step
> >> > > > > > > > 9,
> >> > > > > > > > > the other handler threads can wait until the thread
> >> completes
> >> > > > step
> >> > > > > 9.
> >> > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > > That is right. We need to read, after all outstanding
> >> updates
> >> > are
> >> > > > > > done...
> >> > > > > > > > because we need to read the latest update before we go to
> >> > > > > > > modify/increment
> >> > > > > > > > it.
> >> > > > > > > >
> >> > > > > > > > How do you make out this?
> >> > > > > > > >
> >> > > > > > > > "A region lock (not a row lock) seems to occur in
> >> > > > > > > > waitForPreviousTransactionsComplete()."
> >> > > > > > > >
> >> > > > > > > > In 0.98.x we did this:
> >> > > > > > > >
> >> > > > > > > > mvcc.completeMemstoreInsert(mvcc.beginMemstoreInsert());
> >> > > > > > > >
> >> > > > > > > > ... and in 1.0 we do this:
> >> > > > > > > >
> >> > > > > > > > mvcc.waitForPreviousTransactionsComplete() which is
> this....
> >> > > > > > > >
> >> > > > > > > > +  public void waitForPreviousTransactionsComplete() {
> >> > > > > > > > +    WriteEntry w = beginMemstoreInsert();
> >> > > > > > > > +    waitForPreviousTransactionsComplete(w);
> >> > > > > > > > +  }
> >> > > > > > > >
> >> > > > > > > > The mvcc and region sequenceid were merged in 1.0 (
> >> > > > > > > > https://issues.apache.org/jira/browse/HBASE-8763).
> Previous
> >> > mvcc
> >> > > > and
> >> > > > > > > > region
> >> > > > > > > > sequenceid would spin independent of each other. Perhaps
> >> this
> >> > > > > > responsible
> >> > > > > > > > for some slow down.
> >> > > > > > > >
> >> > > > > > > > That said, looking in your thread dump, we seem to be down
> >> in
> >> > the
> >> > > > > Get.
> >> > > > > > If
> >> > > > > > > > you do a bunch of thread dumps in a row, where is the
> >> > > lock-holding
> >> > > > > > > thread?
> >> > > > > > > > In Get or writing Increment... or waiting on sequence id?
> >> > > > > > > >
> >> > > > > > > > Is it possible you are contending on a counter
> post-upgrade?
> >> > Is
> >> > > it
> >> > > > > > > > possible that all these threads are trying to get to the
> >> same
> >> > row
> >> > > > to
> >> > > > > > > update
> >> > > > > > > > it? Could the app behavior have changed?  Or are you
> >> thinking
> >> > > > > increment
> >> > > > > > > > itself has slowed significantly?
> >> > > > > > > >
> >> > > > > > > > St.Ack
> >> > > > > > > >
> >> > > > > > > >
> >> > > > > > > >
> >> > > > > > > >
> >> > > > > > > > > Thanks,
> >> > > > > > > > >
> >> > > > > > > > > Toshihiro Suzuki
> >> > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > > > 2015-09-09 0:05 GMT+09:00 Ted Yu <yuzhih...@gmail.com>:
> >> > > > > > > > >
> >> > > > > > > > > > In HRegion#increment(), we lock the row (not region):
> >> > > > > > > > > >
> >> > > > > > > > > >     try {
> >> > > > > > > > > >       rowLock = getRowLock(row);
> >> > > > > > > > > >
> >> > > > > > > > > > Can you pastebin the complete stack trace ?
> >> > > > > > > > > >
> >> > > > > > > > > > Thanks
> >> > > > > > > > > >
> >> > > > > > > > > > On Tue, Sep 8, 2015 at 2:01 AM, 鈴木俊裕 <
> >> brfrn...@gmail.com>
> >> > > > wrote:
> >> > > > > > > > > >
> >> > > > > > > > > > > Hi,
> >> > > > > > > > > > >
> >> > > > > > > > > > > We upgraded our cluster from CDH5.3.1(HBase0.98.6)
> to
> >> > > > > > > > > > CDH5.4.5(HBase1.0.0)
> >> > > > > > > > > > > and we experience slowdown in increment operation.
> >> > > > > > > > > > >
> >> > > > > > > > > > > Here's an extract from thread dump of the
> >> RegionServer of
> >> > > our
> >> > > > > > > > cluster:
> >> > > > > > > > > > >
> >> > > > > > > > > > > Thread 68
> >> > > > > > > (RW.default.writeRpcServer.handler=15,queue=5,port=60020):
> >> > > > > > > > > > >   State: BLOCKED
> >> > > > > > > > > > >   Blocked count: 21689888
> >> > > > > > > > > > >   Waited count: 39828360
> >> > > > > > > > > > >   Blocked on java.util.LinkedList@3474e4b2
> >> > > > > > > > > > >   Blocked by 63
> >> > > > > > > > >
> (RW.default.writeRpcServer.handler=10,queue=0,port=60020)
> >> > > > > > > > > > >   Stack:
> >> > > > > > > > > > >     java.lang.Object.wait(Native Method)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> org.apache.hadoop.hbase.regionserver.MultiVersionConsistencyControl.waitForPreviousTransactionsComplete(MultiVersionConsistencyControl.java:224)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> org.apache.hadoop.hbase.regionserver.MultiVersionConsistencyControl.waitForPreviousTransactionsComplete(MultiVersionConsistencyControl.java:203)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > >
> >> > > > >
> >> > >
> >>
> org.apache.hadoop.hbase.regionserver.HRegion.increment(HRegion.java:6712)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> org.apache.hadoop.hbase.regionserver.RSRpcServices.increment(RSRpcServices.java:501)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> org.apache.hadoop.hbase.regionserver.RSRpcServices.doNonAtomicRegionMutation(RSRpcServices.java:570)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> org.apache.hadoop.hbase.regionserver.RSRpcServices.multi(RSRpcServices.java:1901)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> org.apache.hadoop.hbase.protobuf.generated.ClientProtos$ClientService$2.callBlockingMethod(ClientProtos.java:31451)
> >> > > > > > > > > > >
> >> > > > > >
> org.apache.hadoop.hbase.ipc.RpcServer.call(RpcServer.java:2035)
> >> > > > > > > > > > >
> >> > > > > >
> org.apache.hadoop.hbase.ipc.CallRunner.run(CallRunner.java:107)
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> org.apache.hadoop.hbase.ipc.RpcExecutor.consumerLoop(RpcExecutor.java:130)
> >> > > > > > > > > > >
> >> > > > > > > >
> >> > > >
> org.apache.hadoop.hbase.ipc.RpcExecutor$1.run(RpcExecutor.java:107)
> >> > > > > > > > > > >     java.lang.Thread.run(Thread.java:745)
> >> > > > > > > > > > >
> >> > > > > > > > > > > There are many similar threads in the thread dump.
> >> > > > > > > > > > >
> >> > > > > > > > > > > I read the source code and I think this is caused by
> >> > > changes
> >> > > > of
> >> > > > > > > > > > > MultiVersionConsistencyControl.
> >> > > > > > > > > > > A region lock (not a row lock) seems to occur in
> >> > > > > > > > > > > waitForPreviousTransactionsComplete().
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > > Also we wrote performance test code for increment
> >> > operation
> >> > > > > that
> >> > > > > > > > > included
> >> > > > > > > > > > > 100 threads and ran it in local mode.
> >> > > > > > > > > > >
> >> > > > > > > > > > > The result is shown below:
> >> > > > > > > > > > >
> >> > > > > > > > > > > CDH5.3.1(HBase0.98.6)
> >> > > > > > > > > > > Throughput(op/s): 12757, Latency(ms):
> >> 7.975072509210629
> >> > > > > > > > > > >
> >> > > > > > > > > > > CDH5.4.5(HBase1.0.0)
> >> > > > > > > > > > > Throughput(op/s): 2027, Latency(ms):
> 49.11840157868772
> >> > > > > > > > > > >
> >> > > > > > > > > > >
> >> > > > > > > > > > > Thanks,
> >> > > > > > > > > > >
> >> > > > > > > > > > > Toshihiro Suzuki
> >> > > > > > > > > > >
> >> > > > > > > > > >
> >> > > > > > > > >
> >> > > > > > > >
> >> > > > > > >
> >> > > > > >
> >> > > > >
> >> > > >
> >> > >
> >> >
> >>
> >
>

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