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HBASE-28837: Row Statistics Coprocessor
HBase provides many configuration options to help administrators tune their tables and clusters for desired performance and reliability. However, it can be difficult for administrators to leverage these configuration options because they do not have a nuanced understanding of the shape of their data in HBase.
In this PR, we introduce a row statistics coprocessor to the hbase-examples module. This coprocessor allows administrators to collect statistics on the rows in their HBase tables as these rows compact. With more information about the shape of their data in HBase, administrators can leverage the available configuration options to unlock performance and reliability gains for their HBase tables/clusters.
(Thank you to Bryan Beaudreault for collaborating with me on this!)
cc @hgromer @krconv @rmdmattingly @ndimiduk @bbeaudreault
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| Subsystem | Report/Notes |
|---|---|
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28842 |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/1/console |
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| Subsystem | Report/Notes |
|---|---|
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| JIRA Issue | HBASE-28842 |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/1/console |
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| JIRA Issue | HBASE-28842 |
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| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
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| versions | git=2.34.1 maven=3.9.8 |
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@eab148 if you want community eyes on this, I recommend that you send a note to the dev@ mailing list. I think most folks are not watching PRs or Jira issue creation.
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| _ Other Tests _ | ||||
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| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28842 |
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| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28842 |
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| _ Other Tests _ | ||||
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| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28842 |
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:confetti_ball: +1 overall
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| 21m 15s |
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| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28842 |
| Optional Tests | javac javadoc unit shadedjars compile |
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:confetti_ball: +1 overall
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| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
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@stoty @virajjasani is this something that Phoenix could use to make better query plans?
Since i cannot leave a comment on the design doc, would you mind filling in some detail about how these statistics are queried and used? Thanks @eab148 !
@stoty @virajjasani is this something that Phoenix could use to make better query plans?
Most of these statistics are not particularly relevant for Phoenix, as extreme row/cell sizes are less typical in Phoenix's relational model.
However, I think this same infrastructure could be extended for key distribution, cardinality, and other statistics that are relevant for query plan optimization. Those would probably need some kind of pluggalble interface where Phoenix can process the rowkeys as its own PK components as the data is collected.
Phoenix doesn't really do optimization based on table contents today, so there is a lot of room for improvement.
Unfortunately, my knowledge on optimization techniques is also lacking, so I cannot tell whether this infrastructure has any flaws that would later limit Phoenix's ability to use it.
As for the data collection, one alternative could be using a special CF for the statistics, instead of a separate table. That way the statistics could be stored right with the table, and with the correct rowkey design (i.e. prepending the region's start key) it would also be local to the same region server.
Phoenix's local indexes use this trick.
If write performance is a problem, the rowkey for the statistics table could also be salted.
IUC we now have one cell per region per CF, so the the statistics write load might not even be an issue, it's a tradeoff between write and read performance, as usual.
I think if we were to build this natively into hbase as a feature, it probably shouldn't be a coprocessor. It could be written within the core internals, which would afford us some extra power. Namely, we could store these statistics directly into the HFiles in the metadata. The query layer could handle aggregating across the HFiles of a region. We could provide coprocessor hooks to let users add their own data to the same per-HFile metadata.
Since i cannot leave a comment on the design doc, would you mind filling in some detail about how these statistics are queried and used? Thanks @eab148 !
Querying row statistics:
We have an API that fetches and performs aggregations/filtering on our row statistics. These results are cached for a duration of time.
The available API queries include:
- Get a given region's row statistics
- Sample X row statistics for a given table/CF
- Aggregate all of the row statistics across table/CF pairs
- Fetch the "top N" row statistics for a given field and table/CF pair
- In other words, we may provide
LARGEST_ROW_NUM_BYTESand fetch the top N row statistics in order ofRowStatistics::largestRowNumBytes(descending order)
- In other words, we may provide
As a reminder, the cells in our internal row statistics table have the following fields:
- rowKey: full region name
- family:
0 - qualifier:
1for majorCompaction row statistics,0for minor compaction row statistics - value: JSON blob of the
RowStatisticobject
Using row statistics:
At my day job, we've used the row statistics to
- Tune the block sizes for tables that service random read workloads, reducing disk I/O on relevant clusters
- Remove huge cells (>512 KiB) from our tables. Huge cells are ticking time bombs in HBase, as they cannot be cached in memory without admin intervention/memory configuration changes.
- Implement smarter compaction schedules, reducing the daily network data transfer cost of our HBase setup
Tune Block Sizes
Our block size tuning job halves the block size for each family of a table if
- The table’s "typical row" can fit into the smaller block size. At my day job, clients usually query full rows, so we want all cells for a given row to be in the same block.
- The cluster’s memory has space for the larger index size
- The table serves mostly random read traffic.
Tuning the block sizes for sequential read workloads is more complicated as estimating the number of blocks a Scan will require is an ambiguous task when one considers filtered, partial, and full table Scans.
Remove Huge Cells
- Use our Row Statistics API to aggregate all of the row statistics for a given table.
- Use this response to find the number of cells that exceed the max cache size, which we have set to 512 KiB.
- Alert the relevant teams within our organization that they need to remove or break up these cells in their HBase tables.
Smarter Compaction Schedules
- Use our Row Statistics API to aggregate get the most recent row statistics for a given region.
- Estimate the amount of useful work that a major compaction accomplishes based on the number of StoreFiles in that region, the number of tombstones in that region, and the time since last compaction for that region
:broken_heart: -1 overall
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|---|---|
| Docker | ClientAPI=1.47 ServerAPI=1.47 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/8/artifact/yetus-jdk17-hadoop3-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | javac javadoc unit shadedjars compile |
| uname | Linux 3e2ffe62e03f 5.4.0-195-generic #215-Ubuntu SMP Fri Aug 2 18:28:05 UTC 2024 x86_64 x86_64 x86_64 GNU/Linux |
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| modules | C: hbase-examples U: hbase-examples |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/8/console |
| versions | git=2.34.1 maven=3.9.8 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
This message was automatically generated.
:broken_heart: -1 overall
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| _ Prechecks _ | ||||
| _ master Compile Tests _ | ||||
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| _ Patch Compile Tests _ | ||||
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| _ Other Tests _ | ||||
| -1 :x: | unit | 0m 18s | /patch-unit-hbase-examples.txt | hbase-examples in the patch failed. |
| 19m 56s |
| Subsystem | Report/Notes |
|---|---|
| Docker | ClientAPI=1.43 ServerAPI=1.43 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/9/artifact/yetus-jdk17-hadoop3-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | javac javadoc unit shadedjars compile |
| uname | Linux 57db93ec431f 5.4.0-1103-aws #111~18.04.1-Ubuntu SMP Tue May 23 20:04:10 UTC 2023 x86_64 x86_64 x86_64 GNU/Linux |
| Build tool | maven |
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| modules | C: hbase-examples U: hbase-examples |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/9/console |
| versions | git=2.34.1 maven=3.9.8 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
This message was automatically generated.
:broken_heart: -1 overall
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| _ master Compile Tests _ | ||||
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| _ Patch Compile Tests _ | ||||
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| -1 :x: | hadoopcheck | 6m 55s | The patch causes 16 errors with Hadoop v3.4.0. | |
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| _ Other Tests _ | ||||
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| 20m 40s |
| Subsystem | Report/Notes |
|---|---|
| Docker | ClientAPI=1.47 ServerAPI=1.47 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/9/artifact/yetus-general-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | dupname asflicense javac codespell detsecrets xmllint hadoopcheck spotless compile spotbugs checkstyle hbaseanti |
| uname | Linux ac7fa4b1ede4 5.4.0-195-generic #215-Ubuntu SMP Fri Aug 2 18:28:05 UTC 2024 x86_64 x86_64 x86_64 GNU/Linux |
| Build tool | maven |
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| hadoopcheck | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/9/artifact/yetus-general-check/output/patch-javac-3.4.0.txt |
| spotless | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/9/artifact/yetus-general-check/output/patch-spotless.txt |
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| versions | git=2.34.1 maven=3.9.8 spotbugs=4.7.3 xmllint=20913 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
This message was automatically generated.
:broken_heart: -1 overall
| Vote | Subsystem | Runtime | Logfile | Comment |
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| _ Prechecks _ | ||||
| _ master Compile Tests _ | ||||
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| _ Patch Compile Tests _ | ||||
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| _ Other Tests _ | ||||
| -1 :x: | unit | 0m 17s | /patch-unit-hbase-examples.txt | hbase-examples in the patch failed. |
| 19m 32s |
| Subsystem | Report/Notes |
|---|---|
| Docker | ClientAPI=1.43 ServerAPI=1.43 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/10/artifact/yetus-jdk17-hadoop3-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | javac javadoc unit shadedjars compile |
| uname | Linux 48196e498632 5.4.0-1103-aws #111~18.04.1-Ubuntu SMP Tue May 23 20:04:10 UTC 2023 x86_64 x86_64 x86_64 GNU/Linux |
| Build tool | maven |
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| git revision | master / 8ad776e3032bc3b2dcfda6100ea34aed00aa567f |
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| modules | C: hbase-examples U: hbase-examples |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/10/console |
| versions | git=2.34.1 maven=3.9.8 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
This message was automatically generated.
:broken_heart: -1 overall
| Vote | Subsystem | Runtime | Logfile | Comment |
|---|---|---|---|---|
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| _ Prechecks _ | ||||
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| _ master Compile Tests _ | ||||
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| +1 :green_heart: | compile | 0m 45s | master passed | |
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| _ Patch Compile Tests _ | ||||
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| -1 :x: | compile | 0m 31s | /patch-compile-hbase-examples.txt | hbase-examples in the patch failed. |
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| -1 :x: | hadoopcheck | 4m 1s | The patch causes 16 errors with Hadoop v3.3.6. | |
| -1 :x: | hadoopcheck | 8m 39s | The patch causes 16 errors with Hadoop v3.4.0. | |
| -1 :x: | spotless | 0m 48s | patch has 69 errors when running spotless:check, run spotless:apply to fix. | |
| _ Other Tests _ | ||||
| +1 :green_heart: | asflicense | 0m 11s | The patch does not generate ASF License warnings. | |
| 26m 13s |
| Subsystem | Report/Notes |
|---|---|
| Docker | ClientAPI=1.47 ServerAPI=1.47 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/10/artifact/yetus-general-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | dupname asflicense javac codespell detsecrets xmllint hadoopcheck spotless compile spotbugs checkstyle hbaseanti |
| uname | Linux 9cdd4d41e8ff 5.4.0-195-generic #215-Ubuntu SMP Fri Aug 2 18:28:05 UTC 2024 x86_64 x86_64 x86_64 GNU/Linux |
| Build tool | maven |
| Personality | dev-support/hbase-personality.sh |
| git revision | master / 8ad776e3032bc3b2dcfda6100ea34aed00aa567f |
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| hadoopcheck | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/10/artifact/yetus-general-check/output/patch-javac-3.4.0.txt |
| spotless | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/10/artifact/yetus-general-check/output/patch-spotless.txt |
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| modules | C: hbase-examples U: hbase-examples |
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| versions | git=2.34.1 maven=3.9.8 spotbugs=4.7.3 xmllint=20913 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
This message was automatically generated.
:confetti_ball: +1 overall
| Vote | Subsystem | Runtime | Logfile | Comment |
|---|---|---|---|---|
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| -0 :warning: | yetus | 0m 5s | Unprocessed flag(s): --brief-report-file --spotbugs-strict-precheck --author-ignore-list --blanks-eol-ignore-file --blanks-tabs-ignore-file --quick-hadoopcheck | |
| _ Prechecks _ | ||||
| _ master Compile Tests _ | ||||
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| +1 :green_heart: | compile | 0m 24s | master passed | |
| +1 :green_heart: | javadoc | 0m 22s | master passed | |
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| _ Patch Compile Tests _ | ||||
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| +1 :green_heart: | javac | 0m 23s | the patch passed | |
| +1 :green_heart: | javadoc | 0m 18s | the patch passed | |
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| _ Other Tests _ | ||||
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| 25m 27s |
| Subsystem | Report/Notes |
|---|---|
| Docker | ClientAPI=1.43 ServerAPI=1.43 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/11/artifact/yetus-jdk17-hadoop3-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | javac javadoc unit shadedjars compile |
| uname | Linux 72cb85d8d8ce 5.4.0-1103-aws #111~18.04.1-Ubuntu SMP Tue May 23 20:04:10 UTC 2023 x86_64 x86_64 x86_64 GNU/Linux |
| Build tool | maven |
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| git revision | master / ce36d5853ca6ed9d7c2d60894a84c67c69ba0f7b |
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| Test Results | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/11/testReport/ |
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| modules | C: hbase-examples U: hbase-examples |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/11/console |
| versions | git=2.34.1 maven=3.9.8 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
This message was automatically generated.
:broken_heart: -1 overall
| Vote | Subsystem | Runtime | Logfile | Comment |
|---|---|---|---|---|
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| _ Prechecks _ | ||||
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| +1 :green_heart: | @author | 0m 0s | The patch does not contain any @author tags. | |
| +1 :green_heart: | hbaseanti | 0m 0s | Patch does not have any anti-patterns. | |
| _ master Compile Tests _ | ||||
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| +1 :green_heart: | compile | 0m 25s | master passed | |
| +1 :green_heart: | checkstyle | 0m 10s | master passed | |
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| _ Patch Compile Tests _ | ||||
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| _ Other Tests _ | ||||
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| 27m 53s |
| Subsystem | Report/Notes |
|---|---|
| Docker | ClientAPI=1.43 ServerAPI=1.43 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/11/artifact/yetus-general-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | dupname asflicense javac codespell detsecrets xmllint hadoopcheck spotless compile spotbugs checkstyle hbaseanti |
| uname | Linux 5a14bac2ae24 5.4.0-1103-aws #111~18.04.1-Ubuntu SMP Tue May 23 20:04:10 UTC 2023 x86_64 x86_64 x86_64 GNU/Linux |
| Build tool | maven |
| Personality | dev-support/hbase-personality.sh |
| git revision | master / ce36d5853ca6ed9d7c2d60894a84c67c69ba0f7b |
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| modules | C: hbase-examples U: hbase-examples |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/11/console |
| versions | git=2.34.1 maven=3.9.8 spotbugs=4.7.3 xmllint=20913 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
This message was automatically generated.
:broken_heart: -1 overall
| Vote | Subsystem | Runtime | Logfile | Comment |
|---|---|---|---|---|
| +0 :ok: | reexec | 0m 41s | Docker mode activated. | |
| _ Prechecks _ | ||||
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| _ master Compile Tests _ | ||||
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| _ Patch Compile Tests _ | ||||
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| -0 :warning: | javac | 11m 1s | /patch-compile-root.txt | root in the patch failed. |
| +1 :green_heart: | blanks | 0m 0s | The patch has no blanks issues. | |
| -0 :warning: | checkstyle | 2m 9s | /results-checkstyle-root.txt | root: The patch generated 10 new + 0 unchanged - 0 fixed = 10 total (was 0) |
| +1 :green_heart: | xmllint | 0m 1s | No new issues. | |
| -1 :x: | spotbugs | 0m 17s | /patch-spotbugs-hbase-examples.txt | hbase-examples in the patch failed. |
| -1 :x: | spotbugs | 10m 19s | /patch-spotbugs-root.txt | root in the patch failed. |
| -1 :x: | hadoopcheck | 4m 27s | The patch causes 10 errors with Hadoop v3.3.6. | |
| -1 :x: | hadoopcheck | 9m 6s | The patch causes 10 errors with Hadoop v3.4.0. | |
| -1 :x: | spotless | 0m 17s | patch has 29 errors when running spotless:check, run spotless:apply to fix. | |
| _ Other Tests _ | ||||
| +1 :green_heart: | asflicense | 0m 37s | The patch does not generate ASF License warnings. | |
| 68m 37s |
| Subsystem | Report/Notes |
|---|---|
| Docker | ClientAPI=1.43 ServerAPI=1.43 base: https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/12/artifact/yetus-general-check/output/Dockerfile |
| GITHUB PR | https://github.com/apache/hbase/pull/6327 |
| JIRA Issue | HBASE-28837 |
| Optional Tests | dupname asflicense javac codespell detsecrets xmllint hadoopcheck spotless compile spotbugs checkstyle hbaseanti |
| uname | Linux c351d872264b 5.4.0-1103-aws #111~18.04.1-Ubuntu SMP Tue May 23 20:04:10 UTC 2023 x86_64 x86_64 x86_64 GNU/Linux |
| Build tool | maven |
| Personality | dev-support/hbase-personality.sh |
| git revision | master / 4a17edd51c902d8dab65e5ef1eaa28fde2f774a3 |
| Default Java | Eclipse Adoptium-17.0.11+9 |
| hadoopcheck | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/12/artifact/yetus-general-check/output/patch-javac-3.3.6.txt |
| hadoopcheck | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/12/artifact/yetus-general-check/output/patch-javac-3.4.0.txt |
| spotless | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/12/artifact/yetus-general-check/output/patch-spotless.txt |
| Max. process+thread count | 189 (vs. ulimit of 30000) |
| modules | C: hbase-examples . U: . |
| Console output | https://ci-hbase.apache.org/job/HBase-PreCommit-GitHub-PR/job/PR-6327/12/console |
| versions | git=2.34.1 maven=3.9.8 spotbugs=4.7.3 xmllint=20913 |
| Powered by | Apache Yetus 0.15.0 https://yetus.apache.org |
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