Debugging ZODB Bloat
About
Having spent a lot of time tracking down the cause of ZODB bloat in an Archetypes application I thought I'd share my experience in case it was useful to anyone else.
Step 1: Analysis
First step was to analyse the extent of the bloat. The analyze.py script in the Zope bin directory allows you to see what sort of objects are using up space in your database and how many are current or old revisions. If you pack the db then add an object and analyze.py you can see how much bloat is being caused by the number of old object revisions around. add objects and analyze a few times and you can see what sort of objects are the cause of the bloat.
(The version of analyze.py shipped with Zope 2.10 is broken, download the latest versions of ZODB scripts from Zope svn.):
$ bin/zopepy analyze.py var/filestorage/Data.fs
Processed 10213 records in 162 transactions
Average record size is 409.77 bytes
Average transaction size is 25833.09 bytes
Types used:
Class Name Count TBytes Pct AvgSize
---------------------------------------------- ------- --------- ----- -------
AccessControl.User.User 1 137 0.0% 137.00
AccessControl.User.UserFolder 1 65 0.0% 65.00
App.ApplicationManager.ApplicationManager 2 480 0.0% 240.00
App.Product.Product 150 174890 4.2% 1165.93
App.Product.ProductFolder 86 223839 5.3% 2602.78
BTrees.IIBTree.IIBTree 1300 138462 3.3% 106.51
BTrees.IIBTree.IISet 6 1526 0.0% 254.33
BTrees.IIBTree.IITreeSet 142 10144 0.2% 71.44
BTrees.IOBTree.IOBTree 586 149196 3.6% 254.60
BTrees.IOBTree.IOBucket 461 423508 10.1% 918.67
...
============================================== ======= ========= ===== =======
Total Transactions 162 25.23k
Total Records 10213 4086k 100.0% 409.77
Current Objects 8550 2870k 70.2% 343.77
Old Objects 1663 1216k 29.8% 749.08
From this I could see that BTrees.IOBtree.IOBucket objects were the culprit. I know they're used in the catalog, but where?
Step 2: Manually look at the contents of the ZODB
fsdump.py will print (hexadecimal) oid, size and class for each record of each transaction in your ZODB:
$ bin/zopepy fsdump.py var/filestorage/Data.fs
Trans #00000 tid=0382427a3a7f7022 time=2009-11-23 19:06:13.710423 offset=52
status=' ' user='' description='initial database creation'
data #00000 oid=0000000000000000 size=66 class=persistent.mapping.PersistentMapping
Trans #00001 tid=0382427a3a91e411 time=2009-11-23 19:06:13.727317 offset=215
status=' ' user='' description='Created Zope Application'
data #00000 oid=0000000000000000 size=92 class=persistent.mapping.PersistentMapping
data #00001 oid=0000000000000001 size=207 class=OFS.Application.Application
data #00002 oid=0000000000000003 size=81 class=App.ApplicationManager.ApplicationManager
data #00003 oid=0000000000000004 size=39 class=App.Product.ProductFolder
data #00004 oid=0000000000000002 size=65 class=AccessControl.User.UserFolder
data #00005 oid=0000000000000005 size=63 class=Persistence.mapping.PersistentMapping
...
analyze.py shows how to open a file storage and inspect the contents. So I iterated to the transaction in question and listed the records:
fs = FileStorage(path_to_Data_fs, read_only=1)
fsi = fs.iterator()
TCOUNT = 2000 # or whatever
for n in xrange(TCOUNT):
fsi.next()
txn = fsi.next()
records = list(txn)
You can get the size of each record and the oid using [(len(rec.data),rec.oid) for rec in records]
From a Zope debug console you can get the object with ob = app._p_jar[oid]
For some objects though (like IOBuckets) all you get is the c data structure back, which is not all that helpful for our purposes.
Step 3: Reconstruct the object path
I needed to get the path of the object represented. Fortunately ZODB gives you the tools to make a good guess at it. Using the attached utility methods you can build first a map of object references and then try to reconstruct the object path:
from inspectZodbUtils import buildRefmap, doSearch
target = rec.oid # assuming rec is the record your interested in
refmap = buildRefmap(fs)
path, additionals = doSearch(target,refmap)
print path
use app._p_jar[oid] from a zope debug console to see what sort of object it is. (This is the `packed` oid, use ZODB.utils.p64(0x00000000000123f) when working with a hex oid from fsdump.py.
