From 9c609e2956a38595ec4a45f377324218df281441 Mon Sep 17 00:00:00 2001 From: Jingsong Date: Sun, 7 Apr 2024 16:43:16 +0800 Subject: [PATCH 1/2] [doc] Add Concurrency Control --- docs/content/concepts/concurrency-control.md | 66 +++++++++++++++++++ docs/static/img/files-conflict.png | Bin 0 -> 297501 bytes docs/static/img/snapshot-conflict.png | Bin 0 -> 260524 bytes 3 files changed, 66 insertions(+) create mode 100644 docs/content/concepts/concurrency-control.md create mode 100644 docs/static/img/files-conflict.png create mode 100644 docs/static/img/snapshot-conflict.png diff --git a/docs/content/concepts/concurrency-control.md b/docs/content/concepts/concurrency-control.md new file mode 100644 index 0000000000000..71a7c31dc8727 --- /dev/null +++ b/docs/content/concepts/concurrency-control.md @@ -0,0 +1,66 @@ +--- +title: "Concurrency Control" +weight: 3 +type: docs +aliases: +- /concepts/concurrency-control.html +--- + + +# Concurrency Control + +Paimon supports optimistic concurrency for multiple concurrent write jobs. + +Each job writes data at its own pace and generates a new snapshot based on the current snapshot by applying incremental +files (deleting or adding files) at the time of committing. + +There may be two types of commit failures here: +1. Snapshot conflict: the snapshot id has been preempted, the table has generated a new snapshot from another job. OK, let's commit again. +2. Files conflict: The file that this job wants to delete has been deleted by another jobs. At this point, the job can only fail. (For streaming jobs, it will fail and restart, intentionally failover once) + +## Snapshot conflict + +Paimon's snapshot ID is unique, so as long as the job writes its snapshot file to the file system, it is considered successful. + +{{< img src="/img/snapshot-conflict.png">}} + +Paimon uses the file system's renaming mechanism to commit snapshots, which is secure for HDFS as it ensures +transactional and atomic renaming. + +But for object storage such as OSS and S3, their `'RENAME'` does not have atomic semantic. We need to configure Hive or +jdbc metastore and enable `'lock.enabled'` option for the catalog. Otherwise, there may be a chance of losing the snapshot. + +## Files conflict + +When Paimon commits a file deletion (which is only a logical deletion), it checks for conflicts with the latest snapshot. +If there are conflicts (which means the file has been logically deleted), it can no longer continue on this commit node, +so it can only intentionally trigger a failover to restart, and the job will retrieve the latest status from the filesystem +in the hope of resolving this conflict. + +{{< img src="/img/files-conflict.png">}} + +Paimon will ensure that there is no data loss or duplication here, but if two streaming jobs are writing at the same +time and there are conflicts, you will see that they are constantly restarting, which is not a good thing. + +The essence of conflict lies in deleting files (logically), and deleting files is born from compaction, so as long as +we close the compaction of the writing job (Set 'write-only' to true) and start a separate job to do the compaction work, +everything is very good. + +See [dedicated compaction job]({{< ref "maintenance/dedicated-compaction#dedicated-compaction-job" >}}) for more info. diff --git a/docs/static/img/files-conflict.png b/docs/static/img/files-conflict.png new file mode 100644 index 0000000000000000000000000000000000000000..3ba4eab620d74f9e454f8ace2b938bdb0a65b3fb GIT binary patch literal 297501 zcmeFZ2~?YP{{M?s#ae9~8O16jYG*)fZCXnkfh^-T$XIw(tZAn-DOHPDB*aeDN+6H5l}Kp`wF_I8Qi=!^VhJ>5OBx^vNg6`-J-Od>=C{nf=l;gI=l?tR-2eS~ z4yQDxJmmX)m-pxWetn+9ujgbwaNlG1#l*xskoD@zZ^p#j^H@yG9sYao0k7Du9_@{Z zxo@HHrI%jMdg-MnUN5B_C@gv}Cg#<{b@j1tx4IP|-}zW(B?_ujYtt$Q*{-g@vieb0S%;?DbO*1qz`-<;j|%GrF>Utf4(ckG(& zZ@KSyt>GB1m*FNDWP#>L$bCjy&-imy ziyQxR-|FW4Cn>}1BX|G!$q(!Ff08Z~Gz{8Seu0u7uH66H zbN#xr-~3*EdY%5&0}I3B-!0PbfS>ii$zObVOq-Bj{`38>DWCf6z=skY{qV*-A%VPT z-S)T&A~F8rgk1Mc*)L3e_Hzu)(lizHJ$3ywRCpSTL23r6*OUHKj2?4;Gx(5*J7n=0 z!==*Ht)cyr ztpnW;!Gi%lP3g#tRQTe^<>X?|gfA(_ICZ z?k>4|HimlXrC(z2>3ePSed?-@?)|Lf!FAugX!`4>ckkN$hl>x!m2#QK_dT6(r0SvL 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zQKFz&xmDx4gojnpqrO5QQ{2 zuqi5K;oLO$5s8xoT3t2juAPU*^NzSOV@fWxbf+)(#(p2;|8KkbxcUyo=iQaaf z3BfIZ9s%6kNiOpZ@d&X1CM#(~ptES88Gj4Z+`vW$mI;X0ECO(@bqfJXx~BHlMEj5- z{dp Date: Sun, 7 Apr 2024 16:45:39 +0800 Subject: [PATCH 2/2] [test] Enable TagsTableTest.testTagBranchesTable --- .../test/java/org/apache/paimon/table/system/TagsTableTest.java | 2 -- 1 file changed, 2 deletions(-) diff --git a/paimon-core/src/test/java/org/apache/paimon/table/system/TagsTableTest.java b/paimon-core/src/test/java/org/apache/paimon/table/system/TagsTableTest.java index 97beecd4de42e..51cfcd702f8c7 100644 --- a/paimon-core/src/test/java/org/apache/paimon/table/system/TagsTableTest.java +++ b/paimon-core/src/test/java/org/apache/paimon/table/system/TagsTableTest.java @@ -35,7 +35,6 @@ import org.apache.paimon.utils.TagManager; import org.junit.jupiter.api.BeforeEach; -import org.junit.jupiter.api.Disabled; import org.junit.jupiter.api.Test; import java.time.LocalDateTime; @@ -97,7 +96,6 @@ void testTagsTable() throws Exception { assertThat(result).containsExactlyElementsOf(expectRow); } - @Disabled @Test void testTagBranchesTable() throws Exception { Table table = catalog.getTable(identifier(tableName));