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author | Pjotr Prins | 2021-05-19 07:36:28 -0400 |
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committer | Pjotr Prins | 2021-05-19 07:36:28 -0400 |
commit | afdddb23851465203cd5dab26300b09a5cd6d405 (patch) | |
tree | 06fa64cf07fbacd05ba44b477151bc89b44fc9c6 | |
parent | d8c887c5be5b0dbf108cca6121d805b93311ee91 (diff) | |
download | genenetwork3-afdddb23851465203cd5dab26300b09a5cd6d405.tar.gz |
More SQL optimization trials
-rw-r--r-- | docs/performance/slow-probesetdata-sql.org | 148 |
1 files changed, 144 insertions, 4 deletions
diff --git a/docs/performance/slow-probesetdata-sql.org b/docs/performance/slow-probesetdata-sql.org index 5ef4699..919eb37 100644 --- a/docs/performance/slow-probesetdata-sql.org +++ b/docs/performance/slow-probesetdata-sql.org @@ -64,6 +64,18 @@ compression and/or ZFS. My prediction is that we can not get around this. +** Result + +The final query is shown at the bottom of 'Exploration'. It takes 2 minutes +on Penguin2 and Tux01. Essentially I took out the joins (which parsed the same +table repeatedly) and added an index. The trick is to keep minimizing the query. + +The 2 minute query will do for now and it probably is no longer quadratic. + +We can probably improve things in the future by changing the way ProbeSetData +is stored. + + ** Exploration In the following steps I reduce the complex case to a simple case explaining @@ -401,8 +413,6 @@ limit 5; No more joins and super fast!! -*** TODO check if the values match the original query. - #+BEGIN_SRC SQL SELECT ProbeSet.Name,T4.StrainID,Probesetfreezeid,T4.value FROM (ProbeSet, ProbeSetXRef, ProbeSetFreeze) @@ -495,9 +505,8 @@ Now you can see the difference. select ProbeSetData.id,ProbeSet.name,strainid,probesetfreezeid,value from (ProbeSet,ProbeSetData,ProbeSetFreeze,ProbeSetXRef) where ProbeSetData.id=ProbeSetXRef.DataId and (strainid=4 or strainid=5) - and ProbeSetXRef.ProbeSetFreezeId = ProbeSetFreeze.Id + and ProbeSetXRef.ProbeSetFreezeId = 206 and ProbeSet.Id = ProbeSetXRef.ProbeSetId - and ProbeSetFreeze.Name = 'UMUTAffyExon_0209_RMA' and ProbeSet.name = '4331726' limit 5; @@ -510,6 +519,137 @@ select ProbeSetData.id,ProbeSet.name,strainid,probesetfreezeid,value from (Probe It worked! +BUT IT IS SLOW for the full query. This is now due to this table being huge +and DataID distributed through the table (sigh!). + +#+BEGIN_SRC SQL +MariaDB [db_webqtl]> select count(*) from ProbeSetXRef; ++----------+ +| count(*) | ++----------+ +| 47713039 | ++----------+ +1 row in set (0.000 sec) +#+END_SRC + + +#+BEGIN_SRC SQL +select ProbeSetData.id,ProbeSet.name,strainid,probesetfreezeid,value from (ProbeSet,ProbeSetData,ProbeSetFreeze,ProbeSetXRef) + where + ProbeSetXRef.ProbeSetFreezeId = 206 + and ProbeSet.Id = ProbeSetXRef.ProbeSetId + and ProbeSetFreeze.Id = 206 + and ProbeSetData.id=ProbeSetXRef.DataId + and (strainid=4 or strainid=5) + limit 5; + ++----------+---------+----------+------------------+---------+ +| id | name | strainid | probesetfreezeid | value | ++----------+---------+----------+------------------+---------+ +| 38549183 | 4304920 | 4 | 206 | 4.97269 | +| 38549184 | 4304921 | 4 | 206 | 6.25133 | +| 38549185 | 4304922 | 4 | 206 | 6.03701 | +| 38549186 | 4304923 | 4 | 206 | 9.10316 | +| 38549187 | 4304925 | 4 | 206 | 8.90826 | ++----------+---------+----------+------------------+---------+ +5 rows in set (23.995 sec) + +select count(ProbeSetId) from ProbeSetXRef where ProbeSetFreezeId = 206; ++-------------------+ +| count(ProbeSetId) | ++-------------------+ +| 1236087 | ++-------------------+ + +select count(ProbeSet.name) from (ProbeSet,ProbeSetXRef) + where ProbeSetFreezeId = 206 + and ProbeSet.Id = ProbeSetXRef.ProbeSetId; ++----------------------+ +| count(ProbeSet.name) | ++----------------------+ +| 1236087 | ++----------------------+ +1 row in set (7.126 sec) + +select ProbeSet.name,ProbeSetData.id from (ProbeSet,ProbeSetXRef,ProbeSetData) + where ProbeSetFreezeId = 206 + and ProbeSet.Id = ProbeSetXRef.ProbeSetId + and ProbeSetData.id = ProbeSetXRef.DataId +; + +MariaDB [db_webqtl]> select count(ProbeSetData.id) from (ProbeSet,ProbeSetXRef,ProbeSetData) where ProbeSetFreezeId = 206 and ProbeSet.Id = ProbeSetXRef.ProbeSetId and ProbeSetData.id = ProbeSetXRef.DataId; ++------------------------+ +| count(ProbeSetData.id) | ++------------------------+ +| 114956091 | ++------------------------+ +1 row in set (35.836 sec) + +select count(*) from (ProbeSet,ProbeSetXRef,ProbeSetData) where ProbeSetFreezeId = 206 and ProbeSet.Id = ProbeSetXRef.ProbeSetId and ProbeSetData.id = ProbeSetXRef.DataId ; ++-----------+ +| count(*) | ++-----------+ +| 114956091 | ++-----------+ +1 row in set (35.392 sec) + + +select ProbeSet.name,ProbeSetData.value from (ProbeSet,ProbeSetXRef,ProbeSetData) + where ProbeSetFreezeId = 206 + and ProbeSet.Id = ProbeSetXRef.ProbeSetId + and ProbeSetData.id = ProbeSetXRef.DataId +; + +select count(value) from (ProbeSet,ProbeSetXRef,ProbeSetData) where ProbeSetFreezeId = 206 and ProbeSet.Id = ProbeSetXRef.ProbeSetId and ProbeSetData.id = ProbeSetXRef.DataId and strainid=5 ; ++--------------+ +| count(value) | ++--------------+ +| 1236087 | ++--------------+ +1 row in set (14.819 sec) + + +select count(value) from (ProbeSet,ProbeSetXRef,ProbeSetData) +where ProbeSetFreezeId = 206 + and ProbeSet.Id = ProbeSetXRef.ProbeSetId + and ProbeSetData.id = ProbeSetXRef.DataId + and ((strainid>=4 and strainid<=31) or strainid in (33,35,36,37,39,98,100,103)) +; + ++--------------+ +| count(value) | ++--------------+ +| 43263045 | ++--------------+ +1 row in set (1 min 40.498 sec) + +select name,strainid,value from (ProbeSet,ProbeSetXRef,ProbeSetData) +where ProbeSetFreezeId = 206 + and ProbeSet.Id = ProbeSetXRef.ProbeSetId + and ProbeSetData.id = ProbeSetXRef.DataId + and ((strainid>=4 and strainid<=31) or strainid in (33,35,36,37,39,98,100,103)) +limit 5; ++---------+----------+---------+ +| name | strainid | value | ++---------+----------+---------+ +| 4331726 | 4 | 5.52895 | +| 4331726 | 5 | 6.76158 | +| 4331726 | 6 | 6.06911 | +| 4331726 | 7 | 6.24858 | +| 4331726 | 8 | 6.36076 | ++---------+----------+---------+ + +select name,strainid,value from (ProbeSet,ProbeSetXRef,ProbeSetData) +where ProbeSetFreezeId = 206 + and ProbeSet.Id = ProbeSetXRef.ProbeSetId + and ProbeSetData.id = ProbeSetXRef.DataId + and ((strainid>=4 and strainid<=31) or strainid in (33,35,36,37,39,98,100,103)) +; + +#+END_SRC + +The final query works in 2.2 minutes on both Penguin2 and Tux01. + ** Original query This is the original query generated by GN2 that takes 1 hour on |