[ 
https://issues.apache.org/jira/browse/HBASE-15560?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16802263#comment-16802263
 ] 

Hadoop QA commented on HBASE-15560:
-----------------------------------

| (x) *{color:red}-1 overall{color}* |
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|| Vote || Subsystem || Runtime || Comment ||
| {color:blue}0{color} | {color:blue} reexec {color} | {color:blue}  0m  
9s{color} | {color:blue} Docker mode activated. {color} |
|| || || || {color:brown} Prechecks {color} ||
| {color:green}+1{color} | {color:green} hbaseanti {color} | {color:green}  0m  
0s{color} | {color:green} Patch does not have any anti-patterns. {color} |
| {color:green}+1{color} | {color:green} @author {color} | {color:green}  0m  
0s{color} | {color:green} The patch does not contain any @author tags. {color} |
| {color:green}+1{color} | {color:green} test4tests {color} | {color:green}  0m 
 0s{color} | {color:green} The patch appears to include 4 new or modified test 
files. {color} |
|| || || || {color:brown} master Compile Tests {color} ||
| {color:blue}0{color} | {color:blue} mvndep {color} | {color:blue}  0m 
25s{color} | {color:blue} Maven dependency ordering for branch {color} |
| {color:green}+1{color} | {color:green} mvninstall {color} | {color:green}  4m 
15s{color} | {color:green} master passed {color} |
| {color:green}+1{color} | {color:green} compile {color} | {color:green} 10m 
40s{color} | {color:green} master passed {color} |
| {color:green}+1{color} | {color:green} checkstyle {color} | {color:green}  2m 
23s{color} | {color:green} master passed {color} |
| {color:blue}0{color} | {color:blue} refguide {color} | {color:blue} 16m 
39s{color} | {color:blue} branch has no errors when building the reference 
guide. See footer for rendered docs, which you should manually inspect. {color} 
|
| {color:green}+1{color} | {color:green} shadedjars {color} | {color:green}  4m 
29s{color} | {color:green} branch has no errors when building our shaded 
downstream artifacts. {color} |
| {color:blue}0{color} | {color:blue} findbugs {color} | {color:blue}  0m  
0s{color} | {color:blue} Skipped patched modules with no Java source: 
hbase-resource-bundle hbase-shaded . {color} |
| {color:green}+1{color} | {color:green} findbugs {color} | {color:green}  2m 
53s{color} | {color:green} master passed {color} |
| {color:green}+1{color} | {color:green} javadoc {color} | {color:green}  3m 
37s{color} | {color:green} master passed {color} |
|| || || || {color:brown} Patch Compile Tests {color} ||
| {color:blue}0{color} | {color:blue} mvndep {color} | {color:blue}  0m 
12s{color} | {color:blue} Maven dependency ordering for patch {color} |
| {color:red}-1{color} | {color:red} mvninstall {color} | {color:red}  3m 
37s{color} | {color:red} root in the patch failed. {color} |
| {color:red}-1{color} | {color:red} compile {color} | {color:red} 10m  
7s{color} | {color:red} root in the patch failed. {color} |
| {color:red}-1{color} | {color:red} javac {color} | {color:red} 10m  7s{color} 
| {color:red} root in the patch failed. {color} |
| {color:red}-1{color} | {color:red} checkstyle {color} | {color:red}  2m 
24s{color} | {color:red} root: The patch generated 2 new + 55 unchanged - 1 
fixed = 57 total (was 56) {color} |
| {color:green}+1{color} | {color:green} whitespace {color} | {color:green}  0m 
 0s{color} | {color:green} The patch has no whitespace issues. {color} |
| {color:green}+1{color} | {color:green} xml {color} | {color:green}  0m  
6s{color} | {color:green} The patch has no ill-formed XML file. {color} |
| {color:blue}0{color} | {color:blue} refguide {color} | {color:blue}  5m 
55s{color} | {color:blue} patch has no errors when building the reference 
guide. See footer for rendered docs, which you should manually inspect. {color} 
|
| {color:red}-1{color} | {color:red} shadedjars {color} | {color:red}  4m  
3s{color} | {color:red} patch has 10 errors when building our shaded downstream 
artifacts. {color} |
| {color:red}-1{color} | {color:red} hadoopcheck {color} | {color:red}  3m 
39s{color} | {color:red} The patch causes 10 errors with Hadoop v2.7.4. {color} 
|
| {color:red}-1{color} | {color:red} hadoopcheck {color} | {color:red}  7m 
29s{color} | {color:red} The patch causes 10 errors with Hadoop v3.0.0. {color} 
|
| {color:blue}0{color} | {color:blue} findbugs {color} | {color:blue}  0m  
0s{color} | {color:blue} Skipped patched modules with no Java source: 
hbase-resource-bundle hbase-shaded . {color} |
| {color:green}+1{color} | {color:green} findbugs {color} | {color:green}  3m 
21s{color} | {color:green} the patch passed {color} |
| {color:green}+1{color} | {color:green} javadoc {color} | {color:green}  3m 
38s{color} | {color:green} the patch passed {color} |
|| || || || {color:brown} Other Tests {color} ||
| {color:red}-1{color} | {color:red} unit {color} | {color:red}183m 10s{color} 
| {color:red} root in the patch failed. {color} |
| {color:green}+1{color} | {color:green} asflicense {color} | {color:green}  2m 
 8s{color} | {color:green} The patch does not generate ASF License warnings. 
{color} |
| {color:black}{color} | {color:black} {color} | {color:black}272m 45s{color} | 
{color:black} {color} |
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|| Reason || Tests ||
| Failed junit tests | hadoop.hbase.snapshot.TestExportSnapshotNoCluster |
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|| Subsystem || Report/Notes ||
| Docker | Client=17.05.0-ce Server=17.05.0-ce Image:yetus/hbase:b002b0b |
| JIRA Issue | HBASE-15560 |
| JIRA Patch URL | 
https://issues.apache.org/jira/secure/attachment/12963781/HBASE-15560.patch |
| Optional Tests |  dupname  asflicense  javac  javadoc  unit  refguide  xml  
shadedjars  hadoopcheck  compile  findbugs  hbaseanti  checkstyle  |
| uname | Linux 3695b45f5dbc 4.4.0-131-generic #157~14.04.1-Ubuntu SMP Fri Jul 
13 08:53:17 UTC 2018 x86_64 GNU/Linux |
| Build tool | maven |
| Personality | 
/home/jenkins/jenkins-slave/workspace/PreCommit-HBASE-Build/component/dev-support/hbase-personality.sh
 |
| git revision | master / a93febecc4 |
| maven | version: Apache Maven 3.5.4 
(1edded0938998edf8bf061f1ceb3cfdeccf443fe; 2018-06-17T18:33:14Z) |
| Default Java | 1.8.0_181 |
| refguide | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/branch-site/book.html
 |
| findbugs | v3.1.11 |
| mvninstall | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-mvninstall-root.txt
 |
| compile | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-compile-root.txt
 |
| javac | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-compile-root.txt
 |
| checkstyle | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/diff-checkstyle-root.txt
 |
| refguide | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-site/book.html
 |
| shadedjars | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-shadedjars.txt
 |
| hadoopcheck | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-javac-2.7.4.txt
 |
| hadoopcheck | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-javac-3.0.0.txt
 |
| unit | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/artifact/patchprocess/patch-unit-root.txt
 |
|  Test Results | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/testReport/ |
| Max. process+thread count | 5047 (vs. ulimit of 10000) |
| modules | C: hbase-common hbase-resource-bundle hbase-server hbase-shaded . 
U: . |
| Console output | 
https://builds.apache.org/job/PreCommit-HBASE-Build/16543/console |
| Powered by | Apache Yetus 0.8.0   http://yetus.apache.org |


This message was automatically generated.



> TinyLFU-based BlockCache
> ------------------------
>
>                 Key: HBASE-15560
>                 URL: https://issues.apache.org/jira/browse/HBASE-15560
>             Project: HBase
>          Issue Type: Improvement
>          Components: BlockCache
>    Affects Versions: 2.0.0
>            Reporter: Ben Manes
>            Assignee: Ben Manes
>            Priority: Major
>             Fix For: 3.0.0, 2.3.0
>
>         Attachments: HBASE-15560.patch, HBASE-15560.patch, HBASE-15560.patch, 
> HBASE-15560.patch, HBASE-15560.patch, HBASE-15560.patch, HBASE-15560.patch, 
> HBASE-15560.patch, HBASE-15560.patch, HBASE-15560.patch, bc.hit.count, 
> bc.miss.count, branch-1.tinylfu.txt, gets, run_ycsb_c.sh, 
> run_ycsb_loading.sh, tinylfu.patch
>
>
> LruBlockCache uses the Segmented LRU (SLRU) policy to capture frequency and 
> recency of the working set. It achieves concurrency by using an O( n ) 
> background thread to prioritize the entries and evict. Accessing an entry is 
> O(1) by a hash table lookup, recording its logical access time, and setting a 
> frequency flag. A write is performed in O(1) time by updating the hash table 
> and triggering an async eviction thread. This provides ideal concurrency and 
> minimizes the latencies by penalizing the thread instead of the caller. 
> However the policy does not age the frequencies and may not be resilient to 
> various workload patterns.
> W-TinyLFU ([research paper|http://arxiv.org/pdf/1512.00727.pdf]) records the 
> frequency in a counting sketch, ages periodically by halving the counters, 
> and orders entries by SLRU. An entry is discarded by comparing the frequency 
> of the new arrival (candidate) to the SLRU's victim, and keeping the one with 
> the highest frequency. This allows the operations to be performed in O(1) 
> time and, though the use of a compact sketch, a much larger history is 
> retained beyond the current working set. In a variety of real world traces 
> the policy had [near optimal hit 
> rates|https://github.com/ben-manes/caffeine/wiki/Efficiency].
> Concurrency is achieved by buffering and replaying the operations, similar to 
> a write-ahead log. A read is recorded into a striped ring buffer and writes 
> to a queue. The operations are applied in batches under a try-lock by an 
> asynchronous thread, thereby track the usage pattern without incurring high 
> latencies 
> ([benchmarks|https://github.com/ben-manes/caffeine/wiki/Benchmarks#server-class]).
> In YCSB benchmarks the results were inconclusive. For a large cache (99% hit 
> rates) the two caches have near identical throughput and latencies with 
> LruBlockCache narrowly winning. At medium and small caches, TinyLFU had a 
> 1-4% hit rate improvement and therefore lower latencies. The lack luster 
> result is because a synthetic Zipfian distribution is used, which SLRU 
> performs optimally. In a more varied, real-world workload we'd expect to see 
> improvements by being able to make smarter predictions.
> The provided patch implements BlockCache using the 
> [Caffeine|https://github.com/ben-manes/caffeine] caching library (see 
> HighScalability 
> [article|http://highscalability.com/blog/2016/1/25/design-of-a-modern-cache.html]).
> Edward Bortnikov and Eshcar Hillel have graciously provided guidance for 
> evaluating this patch ([github 
> branch|https://github.com/ben-manes/hbase/tree/tinylfu]).



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