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postgresql/doc/TODO.detail/performance
Bruce Momjian 6a13bdd8f3 Add bitmap discussion to performance TODO.detail.
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From owner-pgsql-hackers@hub.org Sun Jun 14 18:45:04 1998
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From: dg@illustra.com (David Gould)
Message-Id: <9806142235.AA07922@hawk.illustra.com>
Subject: [HACKERS] performance tests, initial results
To: pgsql-hackers@postgreSQL.org
Date: Sun, 14 Jun 1998 15:35:13 -0700 (PDT)
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I have been playing a little with the performance tests found in
pgsql/src/tests/performance and have a few observations that might be of
minor interest.
The tests themselves are simple enough although the result parsing in the
driver did not work on Linux. I am enclosing a patch below to fix this. I
think it will also work better on the other systems.
A summary of results from my testing are below. Details are at the bottom
of this message.
My test system is 'leslie':
linux 2.0.32, gcc version 2.7.2.3
P133, HX chipset, 512K L2, 32MB mem
NCR810 fast scsi, Quantum Atlas 2GB drive (7200 rpm).
Results Summary (times in seconds)
Single txn 8K txn Create 8K idx 8K random Simple
Case Description 8K insert 8K insert Index Insert Scans Orderby
=================== ========== ========= ====== ====== ========= =======
1 From Distribution
P90 FreeBsd -B256 39.56 1190.98 3.69 46.65 65.49 2.27
IDE
2 Running on leslie
P133 Linux 2.0.32 15.48 326.75 2.99 20.69 35.81 1.68
SCSI 32M
3 leslie, -o -F
no forced writes 15.90 24.98 2.63 20.46 36.43 1.69
4 leslie, -o -F
no ASSERTS 14.92 23.23 1.38 18.67 33.79 1.58
5 leslie, -o -F -B2048
more buffers 21.31 42.28 2.65 25.74 42.26 1.72
6 leslie, -o -F -B2048
more bufs, no ASSERT 20.52 39.79 1.40 24.77 39.51 1.55
Case to Case Difference Factors (+ is faster)
Single txn 8K txn Create 8K idx 8K random Simple
Case Description 8K insert 8K insert Index Insert Scans Orderby
=================== ========== ========= ====== ====== ========= =======
leslie vs BSD P90. 2.56 3.65 1.23 2.25 1.83 1.35
(noflush -F) vs no -F -1.03 13.08 1.14 1.01 -1.02 1.00
No Assert vs Assert 1.05 1.07 1.90 1.06 1.07 1.09
-B256 vs -B2048 1.34 1.69 1.01 1.26 1.16 1.02
Observations:
- leslie (P133 linux) appears to be about 1.8 times faster than the
P90 BSD system used for the test result distributed with the source, not
counting the 8K txn insert case which was completely disk bound.
- SCSI disks make a big (factor of 3.6) difference. During this test the
disk was hammering and cpu utilization was < 10%.
- Assertion checking seems to cost about 7% except for create index where
it costs 90%
- the -F option to avoid flushing buffers has tremendous effect if there are
many very small transactions. Or, another way, flushing at the end of the
transaction is a major disaster for performance.
- Something is very wrong with our buffer cache implementation. Going from
256 buffers to 2048 buffers costs an average of 25%. In the 8K txn case
it costs about 70%. I see looking at the code and profiling that in the 8K
txn case this is in BufferSync() which examines all the buffers at commit
time. I don't quite understand why it is so costly for the single 8K row
txn (35%) though.
It would be nice to have some more tests. Maybe the Wisconsin stuff will
be useful.
----------------- patch to test harness. apply from pgsql ------------
*** src/test/performance/runtests.pl.orig Sun Jun 14 11:34:04 1998
Differences %
----------------- patch to test harness. apply from pgsql ------------
*** src/test/performance/runtests.pl.orig Sun Jun 14 11:34:04 1998
--- src/test/performance/runtests.pl Sun Jun 14 12:07:30 1998
***************
*** 84,123 ****
open (STDERR, ">$TmpFile") or die;
select (STDERR); $| = 1;
! for ($i = 0; $i <= $#perftests; $i++)
! {
$test = $perftests[$i];
($test, $XACTBLOCK) = split (/ /, $test);
$runtest = $test;
! if ( $test =~ /\.ntm/ )
! {
! #
# No timing for this queries
- #
close (STDERR); # close $TmpFile
open (STDERR, ">/dev/null") or die;
$runtest =~ s/\.ntm//;
}
! else
! {
close (STDOUT);
open(STDOUT, ">&SAVEOUT");
print STDOUT "\nRunning: $perftests[$i+1] ...";
close (STDOUT);
open (STDOUT, ">/dev/null") or die;
select (STDERR); $| = 1;
! printf "$perftests[$i+1]: ";
}
do "sqls/$runtest";
# Restore STDERR to $TmpFile
! if ( $test =~ /\.ntm/ )
! {
close (STDERR);
open (STDERR, ">>$TmpFile") or die;
}
-
select (STDERR); $| = 1;
$i++;
}
--- 84,116 ----
open (STDERR, ">$TmpFile") or die;
select (STDERR); $| = 1;
! for ($i = 0; $i <= $#perftests; $i++) {
$test = $perftests[$i];
($test, $XACTBLOCK) = split (/ /, $test);
$runtest = $test;
! if ( $test =~ /\.ntm/ ) {
# No timing for this queries
close (STDERR); # close $TmpFile
open (STDERR, ">/dev/null") or die;
$runtest =~ s/\.ntm//;
}
! else {
close (STDOUT);
open(STDOUT, ">&SAVEOUT");
print STDOUT "\nRunning: $perftests[$i+1] ...";
close (STDOUT);
open (STDOUT, ">/dev/null") or die;
select (STDERR); $| = 1;
! print "$perftests[$i+1]: ";
}
do "sqls/$runtest";
# Restore STDERR to $TmpFile
! if ( $test =~ /\.ntm/ ) {
close (STDERR);
open (STDERR, ">>$TmpFile") or die;
}
select (STDERR); $| = 1;
$i++;
}
***************
*** 128,138 ****
open (TMPF, "<$TmpFile") or die;
open (RESF, ">$ResFile") or die;
! while (<TMPF>)
! {
! $str = $_;
! ($test, $rtime) = split (/:/, $str);
! ($tmp, $rtime, $rest) = split (/[ ]+/, $rtime);
! print RESF "$test: $rtime\n";
}
--- 121,130 ----
open (TMPF, "<$TmpFile") or die;
open (RESF, ">$ResFile") or die;
! while (<TMPF>) {
! if (m/^(.*: ).* ([0-9:.]+) *elapsed/) {
! ($test, $rtime) = ($1, $2);
! print RESF $test, $rtime, "\n";
! }
}
------------------------------------------------------------------------
------------------------- testcase detail --------------------------
1. from distribution
DBMS: PostgreSQL 6.2b10
OS: FreeBSD 2.1.5-RELEASE
HardWare: i586/90, 24M RAM, IDE
StartUp: postmaster -B 256 '-o -S 2048' -S
Compiler: gcc 2.6.3
Compiled: -O, without CASSERT checking, with
-DTBL_FREE_CMD_MEMORY (to free memory
if BEGIN/END after each query execution)
DB connection startup: 0.20
8192 INSERTs INTO SIMPLE (1 xact): 39.58
8192 INSERTs INTO SIMPLE (8192 xacts): 1190.98
Create INDEX on SIMPLE: 3.69
8192 INSERTs INTO SIMPLE with INDEX (1 xact): 46.65
8192 random INDEX scans on SIMPLE (1 xact): 65.49
ORDER BY SIMPLE: 2.27
2. run on leslie with asserts
DBMS: PostgreSQL 6.3.2 (plus changes to 98/06/01)
OS: Linux 2.0.32 leslie
HardWare: i586/133 HX 512, 32M RAM, fast SCSI, 7200rpm
StartUp: postmaster -B 256 '-o -S 2048' -S
Compiler: gcc 2.7.2.3
Compiled: -O, WITH CASSERT checking, with
-DTBL_FREE_CMD_MEMORY (to free memory
if BEGIN/END after each query execution)
DB connection startup: 0.10
8192 INSERTs INTO SIMPLE (1 xact): 15.48
8192 INSERTs INTO SIMPLE (8192 xacts): 326.75
Create INDEX on SIMPLE: 2.99
8192 INSERTs INTO SIMPLE with INDEX (1 xact): 20.69
8192 random INDEX scans on SIMPLE (1 xact): 35.81
ORDER BY SIMPLE: 1.68
3. with -F to avoid forced i/o
DBMS: PostgreSQL 6.3.2 (plus changes to 98/06/01)
OS: Linux 2.0.32 leslie
HardWare: i586/133 HX 512, 32M RAM, fast SCSI, 7200rpm
StartUp: postmaster -B 256 '-o -S 2048 -F' -S
Compiler: gcc 2.7.2.3
Compiled: -O, WITH CASSERT checking, with
-DTBL_FREE_CMD_MEMORY (to free memory
if BEGIN/END after each query execution)
DB connection startup: 0.10
8192 INSERTs INTO SIMPLE (1 xact): 15.90
8192 INSERTs INTO SIMPLE (8192 xacts): 24.98
Create INDEX on SIMPLE: 2.63
8192 INSERTs INTO SIMPLE with INDEX (1 xact): 20.46
8192 random INDEX scans on SIMPLE (1 xact): 36.43
ORDER BY SIMPLE: 1.69
4. no asserts, -F to avoid forced I/O
DBMS: PostgreSQL 6.3.2 (plus changes to 98/06/01)
OS: Linux 2.0.32 leslie
HardWare: i586/133 HX 512, 32M RAM, fast SCSI, 7200rpm
StartUp: postmaster -B 256 '-o -S 2048' -S
Compiler: gcc 2.7.2.3
Compiled: -O, No CASSERT checking, with
-DTBL_FREE_CMD_MEMORY (to free memory
if BEGIN/END after each query execution)
DB connection startup: 0.10
8192 INSERTs INTO SIMPLE (1 xact): 14.92
8192 INSERTs INTO SIMPLE (8192 xacts): 23.23
Create INDEX on SIMPLE: 1.38
8192 INSERTs INTO SIMPLE with INDEX (1 xact): 18.67
8192 random INDEX scans on SIMPLE (1 xact): 33.79
ORDER BY SIMPLE: 1.58
5. with more buffers (2048 vs 256) and -F to avoid forced i/o
DBMS: PostgreSQL 6.3.2 (plus changes to 98/06/01)
OS: Linux 2.0.32 leslie
HardWare: i586/133 HX 512, 32M RAM, fast SCSI, 7200rpm
StartUp: postmaster -B 2048 '-o -S 2048 -F' -S
Compiler: gcc 2.7.2.3
Compiled: -O, WITH CASSERT checking, with
-DTBL_FREE_CMD_MEMORY (to free memory
if BEGIN/END after each query execution)
DB connection startup: 0.11
8192 INSERTs INTO SIMPLE (1 xact): 21.31
8192 INSERTs INTO SIMPLE (8192 xacts): 42.28
Create INDEX on SIMPLE: 2.65
8192 INSERTs INTO SIMPLE with INDEX (1 xact): 25.74
8192 random INDEX scans on SIMPLE (1 xact): 42.26
ORDER BY SIMPLE: 1.72
6. No Asserts, more buffers (2048 vs 256) and -F to avoid forced i/o
DBMS: PostgreSQL 6.3.2 (plus changes to 98/06/01)
OS: Linux 2.0.32 leslie
HardWare: i586/133 HX 512, 32M RAM, fast SCSI, 7200rpm
StartUp: postmaster -B 2048 '-o -S 2048 -F' -S
Compiler: gcc 2.7.2.3
Compiled: -O, No CASSERT checking, with
-DTBL_FREE_CMD_MEMORY (to free memory
if BEGIN/END after each query execution)
DB connection startup: 0.11
8192 INSERTs INTO SIMPLE (1 xact): 20.52
8192 INSERTs INTO SIMPLE (8192 xacts): 39.79
Create INDEX on SIMPLE: 1.40
8192 INSERTs INTO SIMPLE with INDEX (1 xact): 24.77
8192 random INDEX scans on SIMPLE (1 xact): 39.51
ORDER BY SIMPLE: 1.55
---------------------------------------------------------------------
-dg
David Gould dg@illustra.com 510.628.3783 or 510.305.9468
Informix Software (No, really) 300 Lakeside Drive Oakland, CA 94612
"Don't worry about people stealing your ideas. If your ideas are any
good, you'll have to ram them down people's throats." -- Howard Aiken
From owner-pgsql-hackers@hub.org Tue Oct 19 10:31:10 1999
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To: "Hiroshi Inoue" <Inoue@tpf.co.jp>
cc: "Vadim Mikheev" <vadim@krs.ru>, pgsql-hackers@postgreSQL.org
Subject: Re: [HACKERS] mdnblocks is an amazing time sink in huge relations
In-reply-to: Your message of Tue, 19 Oct 1999 19:03:22 +0900
<000801bf1a19$2d88ae20$2801007e@cadzone.tpf.co.jp>
Date: Tue, 19 Oct 1999 10:09:15 -0400
Message-ID: <9036.940342155@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
Sender: owner-pgsql-hackers@postgreSQL.org
Status: RO
"Hiroshi Inoue" <Inoue@tpf.co.jp> writes:
> 1. shared cache holds committed system tuples.
> 2. private cache holds uncommitted system tuples.
> 3. relpages of shared cache are updated immediately by
> phisical change and corresponding buffer pages are
> marked dirty.
> 4. on commit, the contents of uncommitted tuples except
> relpages,reltuples,... are copied to correponding tuples
> in shared cache and the combined contents are
> committed.
> If so,catalog cache invalidation would be no longer needed.
> But synchronization of the step 4. may be difficult.
I think the main problem is that relpages and reltuples shouldn't
be kept in pg_class columns at all, because they need to have
very different update behavior from the other pg_class columns.
The rest of pg_class is update-on-commit, and we can lock down any one
row in the normal MVCC way (if transaction A has modified a row and
transaction B also wants to modify it, B waits for A to commit or abort,
so it can know which version of the row to start from). Furthermore,
there can legitimately be several different values of a row in use in
different places: the latest committed, an uncommitted modification, and
one or more old values that are still being used by active transactions
because they were current when those transactions started. (BTW, the
present relcache is pretty bad about maintaining pure MVCC transaction
semantics like this, but it seems clear to me that that's the direction
we want to go in.)
relpages cannot operate this way. To be useful for avoiding lseeks,
relpages *must* change exactly when the physical file changes. It
matters not at all whether the particular transaction that extended the
file ultimately commits or not. Moreover there can be only one correct
value (per relation) across the whole system, because there is only one
length of the relation file.
If we want to take reltuples seriously and try to maintain it
on-the-fly, then I think it needs still a third behavior. Clearly
it cannot be updated using MVCC rules, or we lose all writer
concurrency (if A has added tuples to a rel, B would have to wait
for A to commit before it could update reltuples...). Furthermore
"updating" isn't a simple matter of storing what you think the new
value is; otherwise two transactions adding tuples in parallel would
leave the wrong answer after B commits and overwrites A's value.
I think it would work for each transaction to keep track of a net delta
in reltuples for each table it's changed (total tuples added less total
tuples deleted), and then atomically add that value to the table's
shared reltuples counter during commit. But that still leaves the
problem of how you use the counter during a transaction to get an
accurate answer to the question "If I scan this table now, how many tuples
will I see?" At the time the question is asked, the current shared
counter value might include the effects of transactions that have
committed since your transaction started, and therefore are not visible
under MVCC rules. I think getting the correct answer would involve
making an instantaneous copy of the current counter at the start of
your xact, and then adding your own private net-uncommitted-delta to
the saved shared counter value when asked the question. This doesn't
look real practical --- you'd have to save the reltuples counts of
*all* tables in the database at the start of each xact, on the off
chance that you might need them. Ugh. Perhaps someone has a better
idea. In any case, reltuples clearly needs different mechanisms than
the ordinary fields in pg_class do, because updating it will be a
performance bottleneck otherwise.
If we allow reltuples to be updated only by vacuum-like events, as
it is now, then I think keeping it in pg_class is still OK.
In short, it seems clear to me that relpages should be removed from
pg_class and kept somewhere else if we want to make it more reliable
than it is now, and the same for reltuples (but reltuples doesn't
behave the same as relpages, and probably ought to be handled
differently).
regards, tom lane
************
From owner-pgsql-hackers@hub.org Tue Oct 19 21:25:30 1999
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From: "Hiroshi Inoue" <Inoue@tpf.co.jp>
To: "Tom Lane" <tgl@sss.pgh.pa.us>
Cc: <pgsql-hackers@postgreSQL.org>
Subject: RE: [HACKERS] mdnblocks is an amazing time sink in huge relations
Date: Wed, 20 Oct 1999 10:09:13 +0900
Message-ID: <000501bf1a97$b925a860$2801007e@cadzone.tpf.co.jp>
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Status: RO
> -----Original Message-----
> From: Hiroshi Inoue [mailto:Inoue@tpf.co.jp]
> Sent: Tuesday, October 19, 1999 6:45 PM
> To: Tom Lane
> Cc: pgsql-hackers@postgreSQL.org
> Subject: RE: [HACKERS] mdnblocks is an amazing time sink in huge
> relations
>
>
> >
> > "Hiroshi Inoue" <Inoue@tpf.co.jp> writes:
>
> [snip]
>
> >
> > > Deletion is necessary only not to consume disk space.
> > >
> > > For example vacuum could remove not deleted files.
> >
> > Hmm ... interesting idea ... but I can hear the complaints
> > from users already...
> >
>
> My idea is only an analogy of PostgreSQL's simple recovery
> mechanism of tuples.
>
> And my main point is
> "delete fails after commit" doesn't harm the database
> except that not deleted files consume disk space.
>
> Of cource,it's preferable to delete relation files immediately
> after(or just when) commit.
> Useless files are visible though useless tuples are invisible.
>
Anyway I don't need "DROP TABLE inside transactions" now
and my idea is originally for that issue.
After a thought,I propose the following solution.
1. mdcreate() couldn't create existent relation files.
If the existent file is of length zero,we would overwrite
the file.(seems the comment in md.c says so but the
code doesn't do so).
If the file is an Index relation file,we would overwrite
the file.
2. mdunlink() couldn't unlink non-existent relation files.
mdunlink() doesn't call elog(ERROR) even if the file
doesn't exist,though I couldn't find where to change
now.
mdopen() doesn't call elog(ERROR) even if the file
doesn't exist and leaves the relation as CLOSED.
Comments ?
Regards.
Hiroshi Inoue
Inoue@tpf.co.jp
************
From pgsql-hackers-owner+M6267@hub.org Sun Aug 27 21:46:37 2000
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To: pgsql-hackers@postgreSQL.org
Subject: [HACKERS] Possible performance improvement: buffer replacement policy
Date: Sun, 27 Aug 2000 20:05:29 -0400
Message-ID: <1601.967421129@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Those of you with long memories may recall a benchmark that Edmund Mergl
drew our attention to back in May '99. That test showed extremely slow
performance for updating a table with many indexes (about 20). At the
time, it seemed the problem was due to bad performance of btree with
many equal keys, so I thought I'd go back and retry the benchmark after
this latest round of btree hackery.
The good news is that btree itself seems to be pretty well fixed; the
bad news is that the benchmark is still slow for large numbers of rows.
The problem is I/O: the CPU mostly sits idle waiting for the disk.
As best I can tell, the difficulty is that the working set of pages
needed to update this many indexes is too large compared to the number
of disk buffers Postgres is using. (I was running with -B 1000 and
looking at behavior for a 100000-row test table. This gave me a table
size of 3876 pages, plus 11526 pages in 20 indexes.)
Of course, there's only so much we can do when the number of buffers
is too small, but I still started to wonder if we are using the buffers
as effectively as we can. Some tracing showed that most of the pages
of the indexes were being read and written multiple times within a
single UPDATE query, while most of the pages of the table proper were
fetched and written only once. That says we're not using the buffers
as well as we could; the index pages are not being kept in memory when
they should be. In a query like this, we should displace main-table
pages sooner to allow keeping more index pages in cache --- but with
the simple LRU replacement method we use, once a page has been loaded
it will stay in cache for at least the next NBuffers (-B) page
references, no matter what. With a large NBuffers that's a long time.
I've come across an interesting article:
The LRU-K Page Replacement Algorithm For Database Disk Buffering
Elizabeth J. O'Neil, Patrick E. O'Neil, Gerhard Weikum
Proceedings of the 1993 ACM SIGMOD international conference
on Management of Data, May 1993
(If you subscribe to the ACM digital library, you can get a PDF of this
from there.) This article argues that standard LRU buffer management is
inherently not great for database caches, and that it's much better to
replace pages on the basis of time since the K'th most recent reference,
not just time since the most recent one. K=2 is enough to get most of
the benefit. The big win is that you are measuring an actual page
interreference time (between the last two references) and not just
dealing with a lower-bound guess on the interreference time. Frequently
used pages are thus much more likely to stay in cache.
It looks like it wouldn't take too much work to replace shared buffers
on the basis of LRU-2 instead of LRU, so I'm thinking about trying it.
Has anyone looked into this area? Is there a better method to try?
regards, tom lane
From prlw1@newn.cam.ac.uk Fri Jan 19 12:54:45 2001
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Date: Fri, 19 Jan 2001 17:53:28 +0000
From: Patrick Welche <prlw1@newn.cam.ac.uk>
To: Bruce Momjian <pgman@candle.pha.pa.us>
Cc: Tom Lane <tgl@sss.pgh.pa.us>, pgsql-hackers@postgreSQL.org
Subject: Re: [HACKERS] Possible performance improvement: buffer replacement policy
Message-ID: <20010119175328.A6223@quartz.newn.cam.ac.uk>
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Status: RO
On Fri, Jan 19, 2001 at 12:03:58PM -0500, Bruce Momjian wrote:
>
> Tom, did we ever test this? I think we did and found that it was the
> same or worse, right?
(Funnily enough, I just read that message:)
To: Bruce Momjian <pgman@candle.pha.pa.us>
cc: pgsql-hackers@postgreSQL.org
Subject: Re: [HACKERS] Possible performance improvement: buffer replacement policy
In-reply-to: <200010161541.LAA06653@candle.pha.pa.us>
References: <200010161541.LAA06653@candle.pha.pa.us>
Comments: In-reply-to Bruce Momjian <pgman@candle.pha.pa.us>
message dated "Mon, 16 Oct 2000 11:41:41 -0400"
Date: Mon, 16 Oct 2000 11:49:52 -0400
Message-ID: <26100.971711392@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Bruce Momjian <pgman@candle.pha.pa.us> writes:
>> It looks like it wouldn't take too much work to replace shared buffers
>> on the basis of LRU-2 instead of LRU, so I'm thinking about trying it.
>>
>> Has anyone looked into this area? Is there a better method to try?
> Sounds like a perfect idea. Good luck. :-)
Actually, the idea went down in flames :-(, but I neglected to report
back to pghackers about it. I did do some code to manage buffers as
LRU-2. I didn't have any good performance test cases to try it with,
but Richard Brosnahan was kind enough to re-run the TPC tests previously
published by Great Bridge with that code in place. Wasn't any faster,
in fact possibly a little slower, likely due to the extra CPU time spent
on buffer freelist management. It's possible that other scenarios might
show a better result, but right now I feel pretty discouraged about the
LRU-2 idea and am not pursuing it.
regards, tom lane
From pgsql-hackers-owner+M3455@postgresql.org Fri Jan 19 13:18:12 2001
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From: "Mikheev, Vadim" <vmikheev@SECTORBASE.COM>
To: "'Tom Lane'" <tgl@sss.pgh.pa.us>, Bruce Momjian <pgman@candle.pha.pa.us>
Cc: pgsql-hackers@postgresql.org
Subject: RE: [HACKERS] Possible performance improvement: buffer replacemen
t policy
Date: Fri, 19 Jan 2001 10:07:27 -0800
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> > Tom, did we ever test this? I think we did and found that
> > it was the same or worse, right?
>
> I tried it and didn't see any noticeable improvement on the particular
> test case I was using, so I got discouraged and didn't pursue the idea
> further. I'd like to come back to it someday, though.
I don't know how much useful could be LRU-2 but with WAL we should try
to reuse undirty free buffers first, not dirty ones, just to postpone
writes as long as we can. (BTW, this is what Oracle does.)
So, we probably should put new unfree dirty buffer just before first
dirty one in LRU.
Vadim
From markw@mohawksoft.com Thu Jun 7 14:40:02 2001
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Date: Thu, 07 Jun 2001 14:36:59 -0400
From: mlw <markw@mohawksoft.com>
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To: Bruce Momjian <pgman@candle.pha.pa.us>,
"pgsql-hackers@postgresql.org" <pgsql-hackers@postgresql.org>
Subject: Re: 7.2 items
References: <200106071503.f57F32n03924@candle.pha.pa.us>
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Status: RO
Bruce Momjian wrote:
> > Bruce Momjian <pgman@candle.pha.pa.us> writes:
> >
> > > Here is a small list of big TODO items. I was wondering which ones
> > > people were thinking about for 7.2?
> >
> > A friend of mine wants to use PostgreSQL instead of Oracle for a large
> > application, but has run into a snag when speed comparisons looked
> > good until the Oracle folks added a couple of BITMAP indexes. I can't
> > recall seeing any discussion about that here -- are there any plans?
>
> It is not on our list and I am not sure what they do.
Do you have access to any Oracle Documentation? There is a good explanation
of them.
However, I will try to explain.
If you have a table, locations. It has 1,000,000 records.
In oracle you do this:
create bitmap index bitmap_foo on locations (state) ;
For each unique value of 'state' oracle will create a bitmap with 1,000,000
bits in it. With a one representing a match and a zero representing no
match. Record '0' in the table is represented by bit '0' in the bitmap,
record '1' is represented by bit '1', record two by bit '2' and so on.
In a table where comparatively few different values are to be indexed in a
large table, a bitmap index can be quite small and not suffer the N * log(N)
disk I/O most tree based indexes suffer. If the bitmap is fairly sparse or
dense (or have periods of denseness and sparseness), it can be compressed
very efficiently as well.
When the statement:
select * from locations where state = 'MA';
Is executed, the bitmap is read into memory in very few disk operations.
(Perhaps even as few as one or two). It is a simple operation of rifling
through the bitmap for '1's that indicate the record has the property,
'state' = 'MA';
From mascarm@mascari.com Thu Jun 7 15:36:25 2001
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From: Mike Mascari <mascarm@mascari.com>
Reply-To: "mascarm@mascari.com" <mascarm@mascari.com>
To: "'mlw'" <markw@mohawksoft.com>, Bruce Momjian <pgman@candle.pha.pa.us>,
"pgsql-hackers@postgresql.org" <pgsql-hackers@postgresql.org>
Subject: RE: [HACKERS] Re: 7.2 items
Date: Thu, 7 Jun 2001 15:34:17 -0400
Organization: Mascari Development Inc.
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And in addition,
If you submitted the query:
SELECT * FROM addresses WHERE state = 'OH'
AND areacode = '614'
Then, with bitmap indexes, the bitmaps are just logically ANDed
together, and the final bitmap determines the matching rows.
Mike Mascari
mascarm@mascari.com
-----Original Message-----
From: mlw [SMTP:markw@mohawksoft.com]
Bruce Momjian wrote:
> > Bruce Momjian <pgman@candle.pha.pa.us> writes:
> >
> > > Here is a small list of big TODO items. I was wondering which
ones
> > > people were thinking about for 7.2?
> >
> > A friend of mine wants to use PostgreSQL instead of Oracle for a
large
> > application, but has run into a snag when speed comparisons
looked
> > good until the Oracle folks added a couple of BITMAP indexes. I
can't
> > recall seeing any discussion about that here -- are there any
plans?
>
> It is not on our list and I am not sure what they do.
Do you have access to any Oracle Documentation? There is a good
explanation
of them.
However, I will try to explain.
If you have a table, locations. It has 1,000,000 records.
In oracle you do this:
create bitmap index bitmap_foo on locations (state) ;
For each unique value of 'state' oracle will create a bitmap with
1,000,000
bits in it. With a one representing a match and a zero representing
no
match. Record '0' in the table is represented by bit '0' in the
bitmap,
record '1' is represented by bit '1', record two by bit '2' and so
on.
In a table where comparatively few different values are to be indexed
in a
large table, a bitmap index can be quite small and not suffer the N *
log(N)
disk I/O most tree based indexes suffer. If the bitmap is fairly
sparse or
dense (or have periods of denseness and sparseness), it can be
compressed
very efficiently as well.
When the statement:
select * from locations where state = 'MA';
Is executed, the bitmap is read into memory in very few disk
operations.
(Perhaps even as few as one or two). It is a simple operation of
rifling
through the bitmap for '1's that indicate the record has the
property,
'state' = 'MA';
From oleg@sai.msu.su Thu Jun 7 15:39:15 2001
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Date: Thu, 7 Jun 2001 22:38:20 +0300 (GMT)
From: Oleg Bartunov <oleg@sai.msu.su>
X-X-Sender: <megera@ra.sai.msu.su>
To: mlw <markw@mohawksoft.com>
cc: Bruce Momjian <pgman@candle.pha.pa.us>,
"pgsql-hackers@postgresql.org" <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] Re: 7.2 items
In-Reply-To: <3B1FC9CB.57C72AD6@mohawksoft.com>
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I think it's possible to implement bitmap indexes with a little
effort using GiST. at least I know one implementation
http://www.it.iitb.ernet.in/~rvijay/dbms/proj/
if you have interests you could implement bitmap indexes yourself
unfortunately, we're very busy
Oleg
On Thu, 7 Jun 2001, mlw wrote:
> Bruce Momjian wrote:
>
> > > Bruce Momjian <pgman@candle.pha.pa.us> writes:
> > >
> > > > Here is a small list of big TODO items. I was wondering which ones
> > > > people were thinking about for 7.2?
> > >
> > > A friend of mine wants to use PostgreSQL instead of Oracle for a large
> > > application, but has run into a snag when speed comparisons looked
> > > good until the Oracle folks added a couple of BITMAP indexes. I can't
> > > recall seeing any discussion about that here -- are there any plans?
> >
> > It is not on our list and I am not sure what they do.
>
> Do you have access to any Oracle Documentation? There is a good explanation
> of them.
>
> However, I will try to explain.
>
> If you have a table, locations. It has 1,000,000 records.
>
> In oracle you do this:
>
> create bitmap index bitmap_foo on locations (state) ;
>
> For each unique value of 'state' oracle will create a bitmap with 1,000,000
> bits in it. With a one representing a match and a zero representing no
> match. Record '0' in the table is represented by bit '0' in the bitmap,
> record '1' is represented by bit '1', record two by bit '2' and so on.
>
> In a table where comparatively few different values are to be indexed in a
> large table, a bitmap index can be quite small and not suffer the N * log(N)
> disk I/O most tree based indexes suffer. If the bitmap is fairly sparse or
> dense (or have periods of denseness and sparseness), it can be compressed
> very efficiently as well.
>
> When the statement:
>
> select * from locations where state = 'MA';
>
> Is executed, the bitmap is read into memory in very few disk operations.
> (Perhaps even as few as one or two). It is a simple operation of rifling
> through the bitmap for '1's that indicate the record has the property,
> 'state' = 'MA';
>
>
> ---------------------------(end of broadcast)---------------------------
> TIP 6: Have you searched our list archives?
>
> http://www.postgresql.org/search.mpl
>
Regards,
Oleg
_____________________________________________________________
Oleg Bartunov, sci.researcher, hostmaster of AstroNet,
Sternberg Astronomical Institute, Moscow University (Russia)
Internet: oleg@sai.msu.su, http://www.sai.msu.su/~megera/
phone: +007(095)939-16-83, +007(095)939-23-83
From pgsql-general-owner+M2497@hub.org Fri Jun 16 18:31:03 2000
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To: Jurgen Defurne <defurnj@glo.be>
cc: Mark Stier <kalium@gmx.de>,
postgreSQL general mailing list <pgsql-general@postgresql.org>
Subject: Re: [GENERAL] optimization by removing the file system layer?
In-Reply-To: Message from Jurgen Defurne <defurnj@glo.be>
of "Thu, 15 Jun 2000 20:26:57 +0200." <39491FF1.E1E583F8@glo.be>
Date: Fri, 16 Jun 2000 19:52:28 +1000
Message-ID: <10210.961149148@nemeton.com.au>
From: Giles Lean <giles@nemeton.com.au>
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Status: OR
> I think that the Un*x filesystem is one of the reasons that large
> database vendors rather use raw devices, than filesystem storage
> files.
This used to be the preference, back in the late 80s and possibly
early 90s. I'm seeing a preference toward using the filesystem now,
possibly with some sort of async I/O and co-operation from the OS
filesystem about interactions with the filesystem cache.
Performance preferences don't stand still. The hardware changes, the
software changes, the volume of data changes, and different solutions
become preferable.
> Using a raw device on the disk gives them the possibility to have
> complete control over their files, indices and objects without being
> bothered by the operating system.
>
> This speeds up things in several ways :
> - the least possible OS intervention
Not that this is especially useful, necessarily. If the "raw" device
is in fact managed by a logical volume manager doing mirroring onto
some sort of storage array there is still plenty of OS code involved.
The cost of using a filesystem in addition may not be much if anything
and of course a filesystem is considerably more flexible to
administer (backup, move, change size, check integrity, etc.)
> - choose block sizes according to applications
> - reducing fragmentation
> - packing data in nearby cilinders
... but when this storage area is spread over multiple mechanisms in a
smart storage array with write caching, you've no idea what is where
anyway. Better to let the hardware or at least the OS manage this;
there are so many levels of caching between a database and the
magnetic media that working hard to influence layout is almost
certainly a waste of time.
Kirk McKusick tells a lovely story that once upon a time it used to be
sensible to check some registers on a particular disk controller to
find out where the heads were when scheduling I/O. Needless to say,
that is history now!
There's a considerable cost in complexity and code in using "raw"
storage too, and it's not a one off cost: as the technologies change,
the "fast" way to do things will change and the code will have to be
updated to match. Better to leave this to the OS vendor where
possible, and take advantage of the tuning they do.
> - Anyone other ideas -> the sky is the limit here
> It also aids portability, at least on platforms that have an
> equivalent of a raw device.
I don't understand that claim. Not much is portable about raw
devices, and they're typically not nearlly as well documented as the
filesystem interfaces.
> It is also independent of the standard implemented Un*x filesystems,
> for which you will have to pay extra if you want to take extra
> measures against power loss.
Rather, it is worse. With a Unix filesystem you get quite defined
semantics about what is written when.
> The problem with e.g. e2fs, is that it is not robust enough if a CPU
> fails.
ext2fs doesn't even claim to have Unix filesystem semantics.
Regards,
Giles
From pgsql-hackers-owner+M1795@postgresql.org Thu Dec 7 18:47:52 2000
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Date: Thu, 7 Dec 2000 14:57:32 -0800
From: Alfred Perlstein <bright@wintelcom.net>
To: pgsql-hackers@postgresql.org
Subject: [HACKERS] Patches with vacuum fixes available for 7.0.x
Message-ID: <20001207145732.X16205@fw.wintelcom.net>
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We recently had a very satisfactory contract completed by
Vadim.
Basically Vadim has been able to reduce the amount of time
taken by a vacuum from 10-15 minutes down to under 10 seconds.
We've been running with these patches under heavy load for
about a week now without any problems except one:
don't 'lazy' (new option for vacuum) a table which has just
had an index created on it, or at least don't expect it to
take any less time than a normal vacuum would.
There's three patchsets and they are available at:
http://people.freebsd.org/~alfred/vacfix/
complete diff:
http://people.freebsd.org/~alfred/vacfix/v.diff
only lazy vacuum option to speed up index vacuums:
http://people.freebsd.org/~alfred/vacfix/vlazy.tgz
only lazy vacuum option to only scan from start of modified
data:
http://people.freebsd.org/~alfred/vacfix/mnmb.tgz
Although the patches are for 7.0.x I'm hoping that they
can be forward ported (if Vadim hasn't done it already)
to 7.1.
enjoy!
--
-Alfred Perlstein - [bright@wintelcom.net|alfred@freebsd.org]
"I have the heart of a child; I keep it in a jar on my desk."
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Date: Thu, 7 Dec 2000 17:19:58 -0800
From: Alfred Perlstein <bright@wintelcom.net>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Patches with vacuum fixes available for 7.0.x
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* Tom Lane <tgl@sss.pgh.pa.us> [001207 17:10] wrote:
> Alfred Perlstein <bright@wintelcom.net> writes:
> > Basically Vadim has been able to reduce the amount of time
> > taken by a vacuum from 10-15 minutes down to under 10 seconds.
>
> Cool. What's it do, exactly?
================================================================
The first is a bonus that Vadim gave us to speed up index
vacuums, I'm not sure I understand it completely, but it
work really well. :)
here's the README he gave us:
Vacuum LAZY index cleanup option
LAZY vacuum option introduces new way of indices cleanup.
Instead of reading entire index file to remove index tuples
pointing to deleted table records, with LAZY option vacuum
performes index scans using keys fetched from table record
to be deleted. Vacuum checks each result returned by index
scan if it points to target heap record and removes
corresponding index tuple.
This can greatly speed up indices cleaning if not so many
table records were deleted/modified between vacuum runs.
Vacuum uses new option on user' demand.
New vacuum syntax is:
vacuum [verbose] [analyze] [lazy] [table [(columns)]]
================================================================
The second is one of the suggestions I gave on the lists a while
back, keeping track of the "last dirtied" block in the data files
to only scan the tail end of the file for deleted rows, I think
what he instead did was keep a table that holds all the modified
blocks and vacuum only scans those:
Minimal Number Modified Block (MNMB)
This feature is to track MNMB of required tables with triggers
to avoid reading unmodified table pages by vacuum. Triggers
store MNMB in per-table files in specified directory
($LIBDIR/contrib/mnmb by default) and create these files if not
existed.
Vacuum first looks up functions
mnmb_getblock(Oid databaseId, Oid tableId)
mnmb_setblock(Oid databaseId, Oid tableId, Oid block)
in catalog. If *both* functions were found *and* there was no
ANALYZE option specified then vacuum calls mnmb_getblock to obtain
MNMB for table being vacuumed and starts reading this table from
block number returned. After table was processed vacuum calls
mnmb_setblock to update data in file to last table block number.
Neither mnmb_getblock nor mnmb_setblock try to create file.
If there was no file for table being vacuumed then mnmb_getblock
returns 0 and mnmb_setblock does nothing.
mnmb_setblock() may be used to set in file MNMB to 0 and force
vacuum to read entire table if required.
To compile MNMB you have to add -DMNMB to CUSTOM_COPT
in src/Makefile.custom.
--
-Alfred Perlstein - [bright@wintelcom.net|alfred@freebsd.org]
"I have the heart of a child; I keep it in a jar on my desk."
From pgsql-general-owner+M4010@postgresql.org Mon Feb 5 18:50:47 2001
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From: Mike Hoskins <mikehoskins@yahoo.com>
X-Newsgroups: comp.databases.postgresql.general
Subject: Re: [GENERAL] MySQL file system
Date: Tue, 30 Jan 2001 18:30:36 -0600
Organization: Hub.Org Networking Services (http://www.hub.org)
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Status: OR
This idea is such a popular (even old) one that Oracle developed it for 8i --
IFS. Yep, AS/400 has had it forever, and BeOS is another example. Informix has
had its DataBlades for years, as well. In fact, Reiser-FS is an FS implemented
on a DB, albeit probably not a SQL DB. AIX's LVM and JFS is extent/DB-based, as
well. Let's see now, why would all those guys do that? (Now, some of those that
aren't SQL-based probably won't allow SQL queries on files, so just think about
those that do, for a minute)....
Rather than asking why, a far better question is why not? There is SO much
functionality to be gained here that it's silly to ask why. At a higher level,
treating BLOBs as files and as DB entries simultaneously has so many uses, that
one has trouble answering the question properly without the puzzled stare back
at the questioner. Again, look at the above list, particularly at AS/400 -- the
entire OS's FS sits on top of DB/2!
For example, think how easy dynamically generated web sites could access online
catalog information, with all those JPEG's, GIFs, PNGs, HTML files, Text files,
.PDF's, etc., both in the DB and in the FS. This would be so much easier to
maintain, when you have webmasters, web designers, artists, programmers,
sysadmins, dba's, etc., all trying to manage a big, dynamic, graphics-rich web
site. Who cares if the FS is a bit slow, as long as it's not too slow? That's
not the point, anyway.
The point is easy access to data: asset management, version control, the
ability to access the same data as a file and as a BLOB simultaneously, the
ability to replicate easier, the ability to use more tools on the same info,
etc. It's not for speed, per se; instead, it's for accessibility.
Think about this issue. You have some already compiled text-based program that
works on binary files, but not on databases -- it was simply never designed into
the program. How are you going to get your graphics BLOBs into that program?
Oh yeah, let's write another program to transform our data into files, first,
then after processing delete them in some cleanup routine.... Why? If you have
a DB'ed FS, then file data can simultaneously have two views -- one for the DB
and one as an FS. (You can easily reverse the scenario.) Not only does this
save time and disk space; it saves you from having to pay for the most expensive
element of all -- programmer time.
BTW, once this FS-on-a-DB concept really sinks in, imagine how tightly
integrated Linux/Unix apps could be written. Imagine if a bunch of GPL'ed
software started coding for this and used this as a means to exchange data, all
using a common set of libraries. You could get to the point of uniting files,
BLOBs, data of all sorts, IPC, version control, etc., all under one umbrella,
especially if XML was the means data was exchanged. Heck, distributed
authentication, file access, data access, etc., could be improved greatly.
Well, this paragraph sounds like flame bait, but really consider the
ramifications. Also, read the next paragraph....
Something like this *has* existed for Postgres for a long time -- PGFS, by Brian
Bartholomew. It's even supposedly matured with age. Unfortunately, I cannot
get to http://www.wv.com/ (Working Version's main site). Working Version is a
version control system that keeps old versions of files around in the FS. It
uses PG as the back-end DB and lets you mount it like another FS. It's
supposedly an awesome system, but where is it? It's not some clunky korbit
thingy, either. (If someone can find it, please let me know by email, if
possible.)
The only thing I can find on this is from a Google search, which caches
everything but the actual software:
http://www.google.com/search?q=pgfs+postgres&num=100&hl=en&lr=lang_en&newwindow=1&safe=active
Also, there is the Perl-FS that can be transformed into something like PGFS:
http://www.assurdo.com/perlfs/ It allows you to write Perl code that can mount
various protocols or data types as an FS, in user space. (One example is the
ability to mount FTP sites, BTW.)
Instead of ridiculing something you've never tried, consider that MySQL-FS,
Oracle (IFS), Informix (DataBlades), AS/400 (DB/2), BeOS, and Reiser-FS are
doing this today. Do you want to be left behind and let them tell us what it's
good for? Or, do we want this for PG? (Reiser-FS, BTW, is FASTER than ext2,
but has no SQL hooks).
There were many posts on this on slashdot:
http://slashdot.org/article.pl?sid=01/01/16/1855253&mode=thread
(I wrote some comments here, as well, just look for mikehoskins)
I, for one, want to see this succeed for MySQL, PostgreSQL, msql, etc. It's an
awesome feature that doesn't need to be speedy because it can save HUMANS time.
The question really is, "When do we want to catch up to everyone else?" We are
always moving to higher levels of abstraction, anyway, so it's just a matter of
time. PG should participate.
Adam Lang wrote:
> I wasn't following the thread too closely, but database for a filesystem has
> been done. BeOS uses a database for a filesystem as well as AS/400 and
> Mainframes.
>
> Adam Lang
> Systems Engineer
> Rutgers Casualty Insurance Company
> http://www.rutgersinsurance.com
> ----- Original Message -----
> From: "Alfred Perlstein" <bright@wintelcom.net>
> To: "Robert D. Nelson" <RDNELSON@co.centre.pa.us>
> Cc: "Joseph Shraibman" <jks@selectacast.net>; "Karl DeBisschop"
> <karl@debisschop.net>; "Ned Lilly" <ned@greatbridge.com>; "PostgreSQL
> General" <pgsql-general@postgresql.org>
> Sent: Wednesday, January 17, 2001 12:23 PM
> Subject: Re: [GENERAL] MySQL file system
>
> > * Robert D. Nelson <RDNELSON@co.centre.pa.us> [010117 05:17] wrote:
> > > >Raw disk access allows:
> > >
> > > If I'm correct, mysql is providing a filesystem, not a way to access raw
> > > disk, like Oracle does. Huge difference there - with a filesystem, you
> have
> > > overhead of FS *and* SQL at the same time.
> >
> > Oh, so it's sort of like /proc for mysql?
> >
> > What a terrible waste of time and resources. :(
> >
> > --
> > -Alfred Perlstein - [bright@wintelcom.net|alfred@freebsd.org]
> > "I have the heart of a child; I keep it in a jar on my desk."
From pgsql-general-owner+M4049@postgresql.org Tue Feb 6 01:26:19 2001
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To: Mike Hoskins <mikehoskins@yahoo.com>, pgsql-general@postgresql.org
From: Lincoln Yeoh <lyeoh@pop.jaring.my>
Subject: [GENERAL] Re: MySQL file system
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What you're saying seems to be to have a data structure where the same data
can be accessed in both the filesystem style and the RDBMs style. How does
that work? How is the mapping done between both structures? Slapping a
filesystem on top of a RDBMs doesn't do that does it?
Most filesystems are basically databases already, just differently
structured and featured databases. And so far most of them do their job
pretty well. You move a folder/directory somewhere, and everything inside
it moves. Tons of data are already arranged in that form. Though porting
over data from one filesystem to another is not always straightforward,
RDBMSes are far worse.
Maybe what would be nice is not a filesystem based on a database, rather
one influenced by databases. One with a decent fulltextindex for data and
filenames, where you have the option to ignore or not ignore
nonalphanumerics and still get an indexed search.
Then perhaps we could do something like the following:
select file.name from path "/var/logs/" where file.name like "%.log%' and
file.lastmodified > '2000/1/1' and file.contents =~ 'te_st[0-9]+\.gif$' use
index
Checkpoints would be nice too. Then I can rollback to a known point if I
screw up ;).
In fact the SQL style interface doesn't have to be built in at all. Neither
does the index have to be realtime. I suppose there could be an option to
make it realtime if performance is not an issue.
What could be done is to use some fast filesystem. Then we add tools to
maintain indexes, for SQL style interfaces and other style interfaces.
Checkpoints and rollbacks would be harder of course.
Cheerio,
Link.
From pgsql-hackers-owner+M20329@postgresql.org Tue Mar 19 18:00:15 2002
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Subject: Re: [HACKERS] Bitmap indexes?
From: Greg Copeland <greg@CopelandConsulting.Net>
To: Matthew Kirkwood <matthew@hairy.beasts.org>
cc: Oleg Bartunov <oleg@sai.msu.su>,
PostgresSQL Hackers Mailing List <pgsql-hackers@postgresql.org>
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On Tue, 2002-03-19 at 15:30, Matthew Kirkwood wrote:
> On Tue, 19 Mar 2002, Oleg Bartunov wrote:
>=20
> Sorry to reply over you, Oleg.
>=20
> > On 13 Mar 2002, Greg Copeland wrote:
> >
> > > One of the reasons why I originally stated following the hackers list=
is
> > > because I wanted to implement bitmap indexes. I found in the archive=
s,
> > > the follow link, http://www.it.iitb.ernet.in/~rvijay/dbms/proj/, which
> > > was extracted from this,
> > > http://groups.google.com/groups?hl=3Den&threadm=3D01C0EF67.5105D2E0.m=
ascarm%40mascari.com&rnum=3D1&prev=3D/groups%3Fq%3Dbitmap%2Bindex%2Bgroup:c=
omp.databases.postgresql.hackers%26hl%3Den%26selm%3D01C0EF67.5105D2E0.masca=
rm%2540mascari.com%26rnum%3D1, archive thread.
>=20
> For every case I have used a bitmap index on Oracle, a
> partial index[0] made more sense (especialy since it
> could usefully be compound).
That's very true, however, often bitmap indexes are used where partial
indexes may not work well. It maybe you were trying to apply the cure
for the wrong disease. ;)
>=20
> Our troublesome case (on Oracle) is a table of "events"
> where maybe fifty to a couple of hundred are "published"
> (ie. web-visible) at any time. The events are categorised
> by sport (about a dozen) and by "event type" (about five).
> We never really query events except by PK or by sport/type/
> published.
The reason why bitmap indexes are primarily used for DSS and data
wherehousing applications is because they are best used on extremely
large to very large tables which have low cardinality (e.g, 10,000,000
rows having 200 distinct values). On top of that, bitmap indexes also
tend to be much smaller than their "standard" cousins. On large and
very tables tables, this can sometimes save gigs in index space alone
(serious space benefit). Plus, their small index size tends to result
in much less I/O (serious speed benefit). This, of course, can result
in several orders of magnitude speed improvements when index scans are
required. As an added bonus, using AND, OR, XOR and NOT predicates are
exceptionally fast and if implemented properly, can even take advantage
of some 64-bit hardware for further speed improvements. This, of
course, further speeds look ups. The primary down side is that inserts
and updates to bitmap indexes are very costly (comparatively) which is,
yet again, why they excel in read-only environments (DSS & data
wherehousing).
It should also be noted that RDMS's, such as Oracle, often use multiple
types of bitmap indexes. This further impedes insert/update
performance, however, the additional bitmap index types usually allow
for range predicates while still making use of the bitmap index. If I'm
not mistaken, several other types of bitmaps are available as well as
many ways to encode and compress (rle, quad compression, etc) bitmap
indexes which further save on an already compact indexing scheme.
Given the proper problem domain, index bitmaps can be a big win.
>=20
> We make a bitmap index on "published", and trust Oracle to
> use it correctly, and hope that our other indexes are also
> useful.
>=20
> On Postgres[1] we would make a partial compound index:
>=20
> create index ... on events(sport_id,event_type_id)
> where published=3D'Y';
Generally speaking, bitmap indexes will not serve you very will on
tables having a low row counts, high cardinality or where they are
attached to tables which are primarily used in an OLTP capacity.=20
Situations where you have a low row count and low cardinality or high
row count and high cardinality tend to be better addressed by partial
indexes; which seem to make much more sense. In your example, it sounds
like you did "the right thing"(tm). ;)
Greg
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From pgsql-hackers-owner+M26157@postgresql.org Tue Aug 6 23:06:34 2002
Date: Wed, 7 Aug 2002 13:07:38 +1000 (EST)
From: Gavin Sherry <swm@linuxworld.com.au>
To: Curt Sampson <cjs@cynic.net>
cc: pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] CLUSTER and indisclustered
In-Reply-To: <Pine.NEB.4.44.0208071126590.1214-100000@angelic.cynic.net>
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On Wed, 7 Aug 2002, Curt Sampson wrote:
> But after doing some benchmarking of various sorts of random reads
> and writes, it occurred to me that there might be optimizations
> that could help a lot with this sort of thing. What if, when we've
> got an index block with a bunch of entries, instead of doing the
> reads in the order of the entries, we do them in the order of the
> blocks the entries point to? That would introduce a certain amount
> of "sequentialness" to the reads that the OS is not capable of
> introducing (since it can't reschedule the reads you're doing, the
> way it could reschedule, say, random writes).
This sounds more or less like the method employed by Firebird as described
by Ann Douglas to Tom at OSCON (correct me if I get this wrong).
Basically, firebird populates a bitmap with entries the scan is interested
in. The bitmap is populated in page order so that all entries on the same
heap page can be fetched at once.
This is totally different to the way postgres does things and would
require significant modification to the index access methods.
Gavin
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From pgsql-hackers-owner+M26162@postgresql.org Wed Aug 7 00:42:35 2002
To: Curt Sampson <cjs@cynic.net>
cc: mark Kirkwood <markir@slithery.org>, Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] CLUSTER and indisclustered
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Comments: In-reply-to Curt Sampson <cjs@cynic.net>
message dated "Wed, 07 Aug 2002 11:31:32 +0900"
Date: Wed, 07 Aug 2002 00:41:47 -0400
Message-ID: <12593.1028695307@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Curt Sampson <cjs@cynic.net> writes:
> But after doing some benchmarking of various sorts of random reads
> and writes, it occurred to me that there might be optimizations
> that could help a lot with this sort of thing. What if, when we've
> got an index block with a bunch of entries, instead of doing the
> reads in the order of the entries, we do them in the order of the
> blocks the entries point to?
I thought to myself "didn't I just post something about that?"
and then realized it was on a different mailing list. Here ya go
(and no, this is not the first time around on this list either...)
I am currently thinking that bitmap indexes per se are not all that
interesting. What does interest me is bitmapped index lookup, which
came back into mind after hearing Ann Harrison describe how FireBird/
InterBase does it.
The idea is that you don't scan the index and base table concurrently
as we presently do it. Instead, you scan the index and make a list
of the TIDs of the table tuples you need to visit. This list can
be conveniently represented as a sparse bitmap. After you've finished
looking at the index, you visit all the required table tuples *in
physical order* using the bitmap. This eliminates multiple fetches
of the same heap page, and can possibly let you get some win from
sequential access.
Once you have built this mechanism, you can then move on to using
multiple indexes in interesting ways: you can do several indexscans
in one query and then AND or OR their bitmaps before doing the heap
scan. This would allow, for example, "WHERE a = foo and b = bar"
to be handled by ANDing results from separate indexes on the a and b
columns, rather than having to choose only one index to use as we do
now.
Some thoughts about implementation: FireBird's implementation seems
to depend on an assumption about a fixed number of tuple pointers
per page. We don't have that, but we could probably get away with
just allocating BLCKSZ/sizeof(HeapTupleHeaderData) bits per page.
Also, the main downside of this approach is that the bitmap could
get large --- but you could have some logic that causes you to fall
back to plain sequential scan if you get too many index hits. (It's
interesting to think of this as lossy compression of the bitmap...
which leads to the idea of only being fuzzy in limited areas of the
bitmap, rather than losing all the information you have.)
A possibly nasty issue is that lazy VACUUM has some assumptions in it
about indexscans holding pins on index pages --- that's what prevents
it from removing heap tuples that a concurrent indexscan is just about
to visit. It might be that there is no problem: even if lazy VACUUM
removes a heap tuple and someone else then installs a new tuple in that
same TID slot, you should be okay because the new tuple is too new to
pass your visibility test. But I'm not convinced this is safe.
regards, tom lane
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From pgsql-hackers-owner+M26172@postgresql.org Wed Aug 7 02:49:56 2002
X-Authentication-Warning: rh72.home.ee: hannu set sender to hannu@tm.ee using -f
Subject: Re: [HACKERS] CLUSTER and indisclustered
From: Hannu Krosing <hannu@tm.ee>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Curt Sampson <cjs@cynic.net>, mark Kirkwood <markir@slithery.org>,
Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
In-Reply-To: <12776.1028697148@sss.pgh.pa.us>
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<12776.1028697148@sss.pgh.pa.us>
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On Wed, 2002-08-07 at 10:12, Tom Lane wrote:
> Curt Sampson <cjs@cynic.net> writes:
> > On Wed, 7 Aug 2002, Tom Lane wrote:
> >> Also, the main downside of this approach is that the bitmap could
> >> get large --- but you could have some logic that causes you to fall
> >> back to plain sequential scan if you get too many index hits.
>
> > Well, what I was thinking of, should the list of TIDs to fetch get too
> > long, was just to break it down in to chunks.
>
> But then you lose the possibility of combining multiple indexes through
> bitmap AND/OR steps, which seems quite interesting to me. If you've
> visited only a part of each index then you can't apply that concept.
When the tuples are small relative to pagesize, you may get some
"compression" by saving just pages and not the actual tids in the the
bitmap.
-------------
Hannu
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From pgsql-hackers-owner+M26166@postgresql.org Wed Aug 7 00:55:52 2002
Date: Wed, 7 Aug 2002 13:55:41 +0900 (JST)
From: Curt Sampson <cjs@cynic.net>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: mark Kirkwood <markir@slithery.org>, Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] CLUSTER and indisclustered
In-Reply-To: <12593.1028695307@sss.pgh.pa.us>
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On Wed, 7 Aug 2002, Tom Lane wrote:
> I thought to myself "didn't I just post something about that?"
> and then realized it was on a different mailing list. Here ya go
> (and no, this is not the first time around on this list either...)
Wow. I'm glad to see you looking at this, because this feature would so
*so* much for the performance of some of my queries, and really, really
impress my "billion-row-database" client.
> The idea is that you don't scan the index and base table concurrently
> as we presently do it. Instead, you scan the index and make a list
> of the TIDs of the table tuples you need to visit.
Right.
> Also, the main downside of this approach is that the bitmap could
> get large --- but you could have some logic that causes you to fall
> back to plain sequential scan if you get too many index hits.
Well, what I was thinking of, should the list of TIDs to fetch get too
long, was just to break it down in to chunks. If you want to limit to,
say, 1000 TIDs, and your index has 3000, just do the first 1000, then
the next 1000, then the last 1000. This would still result in much less
disk head movement and speed the query immensely.
(BTW, I have verified this emperically during testing of random read vs.
random write on a RAID controller. The writes were 5-10 times faster
than the reads because the controller was caching a number of writes and
then doing them in the best possible order, whereas the reads had to be
satisfied in the order they were submitted to the controller.)
cjs
--
Curt Sampson <cjs@cynic.net> +81 90 7737 2974 http://www.netbsd.org
Don't you know, in this new Dark Age, we're all light. --XTC
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From pgsql-hackers-owner+M26167@postgresql.org Wed Aug 7 01:12:54 2002
To: Curt Sampson <cjs@cynic.net>
cc: mark Kirkwood <markir@slithery.org>, Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] CLUSTER and indisclustered
In-Reply-To: <Pine.NEB.4.44.0208071351440.1214-100000@angelic.cynic.net>
References: <Pine.NEB.4.44.0208071351440.1214-100000@angelic.cynic.net>
Comments: In-reply-to Curt Sampson <cjs@cynic.net>
message dated "Wed, 07 Aug 2002 13:55:41 +0900"
Date: Wed, 07 Aug 2002 01:12:28 -0400
Message-ID: <12776.1028697148@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Curt Sampson <cjs@cynic.net> writes:
> On Wed, 7 Aug 2002, Tom Lane wrote:
>> Also, the main downside of this approach is that the bitmap could
>> get large --- but you could have some logic that causes you to fall
>> back to plain sequential scan if you get too many index hits.
> Well, what I was thinking of, should the list of TIDs to fetch get too
> long, was just to break it down in to chunks.
But then you lose the possibility of combining multiple indexes through
bitmap AND/OR steps, which seems quite interesting to me. If you've
visited only a part of each index then you can't apply that concept.
Another point to keep in mind is that the bigger the bitmap gets, the
less useful an indexscan is, by definition --- sooner or later you might
as well fall back to a seqscan. So the idea of lossy compression of a
large bitmap seems really ideal to me. In principle you could seqscan
the parts of the table where matching tuples are thick on the ground,
and indexscan the parts where they ain't. Maybe this seems natural
to me as an old JPEG campaigner, but if you don't see the logic I
recommend thinking about it a little ...
regards, tom lane
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From tgl@sss.pgh.pa.us Wed Aug 7 09:27:05 2002
To: Hannu Krosing <hannu@tm.ee>
cc: Curt Sampson <cjs@cynic.net>, mark Kirkwood <markir@slithery.org>,
Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] CLUSTER and indisclustered
In-Reply-To: <1028726966.13418.12.camel@taru.tm.ee>
References: <Pine.NEB.4.44.0208071351440.1214-100000@angelic.cynic.net> <12776.1028697148@sss.pgh.pa.us> <1028695589.2133.11.camel@rh72.home.ee> <1028726966.13418.12.camel@taru.tm.ee>
Comments: In-reply-to Hannu Krosing <hannu@tm.ee>
message dated "07 Aug 2002 15:29:26 +0200"
Date: Wed, 07 Aug 2002 09:26:42 -0400
Message-ID: <15010.1028726802@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Hannu Krosing <hannu@tm.ee> writes:
> Now I remembered my original preference for page bitmaps (vs. tuple
> bitmaps): one can't actually make good use of a bitmap of tuples because
> there is no fixed tuples/page ratio and thus no way to quickly go from
> bit position to actual tuple. You mention the same problem but propose a
> different solution.
> Using page bitmap, we will at least avoid fetching any unneeded pages -
> essentially we will have a sequential scan over possibly interesting
> pages.
Right. One form of the "lossy compression" idea I suggested is to
switch from a per-tuple bitmap to a per-page bitmap once the bitmap gets
too large to work with. Again, one could imagine doing that only in
denser areas of the bitmap.
> But I guess that CLUSTER support for INSERT will not be touched for 7.3
> as will real bitmap indexes ;)
All of this is far-future work I think. Adding a new scan type to the
executor would probably be pretty localized, but the ramifications in
the planner could be extensive --- especially if you want to do plans
involving ANDed or ORed bitmaps.
regards, tom lane
From pgsql-hackers-owner+M26178@postgresql.org Wed Aug 7 08:28:14 2002
X-Authentication-Warning: taru.tm.ee: hannu set sender to hannu@tm.ee using -f
Subject: Re: [HACKERS] CLUSTER and indisclustered
From: Hannu Krosing <hannu@tm.ee>
To: Hannu Krosing <hannu@tm.ee>
cc: Tom Lane <tgl@sss.pgh.pa.us>, Curt Sampson <cjs@cynic.net>,
mark Kirkwood <markir@slithery.org>, Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
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On Wed, 2002-08-07 at 06:46, Hannu Krosing wrote:
> On Wed, 2002-08-07 at 10:12, Tom Lane wrote:
> > Curt Sampson <cjs@cynic.net> writes:
> > > On Wed, 7 Aug 2002, Tom Lane wrote:
> > >> Also, the main downside of this approach is that the bitmap could
> > >> get large --- but you could have some logic that causes you to fall
> > >> back to plain sequential scan if you get too many index hits.
> >
> > > Well, what I was thinking of, should the list of TIDs to fetch get too
> > > long, was just to break it down in to chunks.
> >
> > But then you lose the possibility of combining multiple indexes through
> > bitmap AND/OR steps, which seems quite interesting to me. If you've
> > visited only a part of each index then you can't apply that concept.
>
> When the tuples are small relative to pagesize, you may get some
> "compression" by saving just pages and not the actual tids in the the
> bitmap.
Now I remembered my original preference for page bitmaps (vs. tuple
bitmaps): one can't actually make good use of a bitmap of tuples because
there is no fixed tuples/page ratio and thus no way to quickly go from
bit position to actual tuple. You mention the same problem but propose a
different solution.
Using page bitmap, we will at least avoid fetching any unneeded pages -
essentially we will have a sequential scan over possibly interesting
pages.
If we were to use page-bitmap index for something with only a few values
like booleans, some insert-time local clustering should be useful, so
that TRUEs and FALSEs end up on different pages.
But I guess that CLUSTER support for INSERT will not be touched for 7.3
as will real bitmap indexes ;)
---------------
Hannu
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From pgsql-hackers-owner+M26192@postgresql.org Wed Aug 7 10:26:30 2002
To: Hannu Krosing <hannu@tm.ee>
cc: Curt Sampson <cjs@cynic.net>, mark Kirkwood <markir@slithery.org>,
Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] CLUSTER and indisclustered
In-Reply-To: <1028733234.13418.113.camel@taru.tm.ee>
References: <Pine.NEB.4.44.0208071351440.1214-100000@angelic.cynic.net> <12776.1028697148@sss.pgh.pa.us> <1028695589.2133.11.camel@rh72.home.ee> <1028726966.13418.12.camel@taru.tm.ee> <15010.1028726802@sss.pgh.pa.us> <1028733234.13418.113.camel@taru.tm.ee>
Comments: In-reply-to Hannu Krosing <hannu@tm.ee>
message dated "07 Aug 2002 17:13:54 +0200"
Date: Wed, 07 Aug 2002 10:26:13 -0400
Message-ID: <15622.1028730373@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Hannu Krosing <hannu@tm.ee> writes:
> On Wed, 2002-08-07 at 15:26, Tom Lane wrote:
>> Right. One form of the "lossy compression" idea I suggested is to
>> switch from a per-tuple bitmap to a per-page bitmap once the bitmap gets
>> too large to work with.
> If it is a real bitmap, should it not be easyeast to allocate at the
> start ?
But it isn't a "real bitmap". That would be a really poor
implementation, both for space and speed --- do you really want to scan
over a couple of megs of zeroes to find the few one-bits you care about,
in the typical case? "Bitmap" is a convenient term because it describes
the abstract behavior we want, but the actual data structure will
probably be nontrivial. If I recall Ann's description correctly,
Firebird's implementation uses run length coding of some kind (anyone
care to dig in their source and get all the details?). If we tried
anything in the way of lossy compression then there'd be even more stuff
lurking under the hood.
regards, tom lane
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From pgsql-hackers-owner+M26188@postgresql.org Wed Aug 7 10:12:26 2002
X-Authentication-Warning: taru.tm.ee: hannu set sender to hannu@tm.ee using -f
Subject: Re: [HACKERS] CLUSTER and indisclustered
From: Hannu Krosing <hannu@tm.ee>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Curt Sampson <cjs@cynic.net>, mark Kirkwood <markir@slithery.org>,
Gavin Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
In-Reply-To: <15010.1028726802@sss.pgh.pa.us>
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On Wed, 2002-08-07 at 15:26, Tom Lane wrote:
> Hannu Krosing <hannu@tm.ee> writes:
> > Now I remembered my original preference for page bitmaps (vs. tuple
> > bitmaps): one can't actually make good use of a bitmap of tuples because
> > there is no fixed tuples/page ratio and thus no way to quickly go from
> > bit position to actual tuple. You mention the same problem but propose a
> > different solution.
>
> > Using page bitmap, we will at least avoid fetching any unneeded pages -
> > essentially we will have a sequential scan over possibly interesting
> > pages.
>
> Right. One form of the "lossy compression" idea I suggested is to
> switch from a per-tuple bitmap to a per-page bitmap once the bitmap gets
> too large to work with.
If it is a real bitmap, should it not be easyeast to allocate at the
start ?
a page bitmap for a 100 000 000 tuple table with 10 tuples/page will be
sized 10000000/8 = 1.25 MB, which does not look too big for me for that
amount of data (the data table itself would occupy 80 GB).
Even having the bitmap of 16 bits/page (with the bits 0-14 meaning
tuples 0-14 and bit 15 meaning "seq scan the rest of page") would
consume just 20 MB of _local_ memory, and would be quite justifyiable
for a query on a table that large.
For a real bitmap index the tuples-per-page should be a user-supplied
tuning parameter.
> Again, one could imagine doing that only in denser areas of the bitmap.
I would hardly call the resulting structure "a bitmap" ;)
And I'm not sure the overhead for a more complex structure would win us
any additional performance for most cases.
> > But I guess that CLUSTER support for INSERT will not be touched for 7.3
> > as will real bitmap indexes ;)
>
> All of this is far-future work I think.
After we do that we will probably be able claim support for
"datawarehousing" ;)
> Adding a new scan type to the
> executor would probably be pretty localized, but the ramifications in
> the planner could be extensive --- especially if you want to do plans
> involving ANDed or ORed bitmaps.
Also going to "smart inserter" which can do local clustering on sets of
real bitmap indexes for INSERTS (and INSERT side of UPDATE) would
probably be a major change from our current "stupid inserter" ;)
This will not be needed for bitmap resolution higher than 1bit/page but
default local clustering on bitmap indexes will probably buy us some
extra performance. by avoiding data page fetches when such indexes are
used.
AN anyway the support for INSERT being aware of clustering will probably
come up sometime.
------------
Hannu
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From hannu@tm.ee Wed Aug 7 11:22:53 2002
X-Authentication-Warning: taru.tm.ee: hannu set sender to hannu@tm.ee using -f
Subject: Re: [HACKERS] CLUSTER and indisclustered
From: Hannu Krosing <hannu@tm.ee>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Curt Sampson <cjs@cynic.net>, mark Kirkwood <markir@slithery.org>,
Gavin
Sherry <swm@linuxworld.com.au>,
Bruce Momjian <pgman@candle.pha.pa.us>, pgsql-hackers@postgresql.org
In-Reply-To: <15622.1028730373@sss.pgh.pa.us>
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On Wed, 2002-08-07 at 16:26, Tom Lane wrote:
> Hannu Krosing <hannu@tm.ee> writes:
> > On Wed, 2002-08-07 at 15:26, Tom Lane wrote:
> >> Right. One form of the "lossy compression" idea I suggested is to
> >> switch from a per-tuple bitmap to a per-page bitmap once the bitmap gets
> >> too large to work with.
>
> > If it is a real bitmap, should it not be easyeast to allocate at the
> > start ?
>
> But it isn't a "real bitmap". That would be a really poor
> implementation, both for space and speed --- do you really want to scan
> over a couple of megs of zeroes to find the few one-bits you care about,
> in the typical case?
I guess that depends on data. The typical case should be somthing the
stats process will find out so the optimiser can use it
The bitmap must be less than 1/48 (size of TID) full for best
uncompressed "active-tid-list" to be smaller than plain bitmap. If there
were some structure above list then this ratio would be even higher.
I have had good experience using "compressed delta lists", which will
scale well ofer the whole "fullness" spectrum of bitmap, but this is for
storage, not for initial constructing of lists.
> "Bitmap" is a convenient term because it describes
> the abstract behavior we want, but the actual data structure will
> probably be nontrivial. If I recall Ann's description correctly,
> Firebird's implementation uses run length coding of some kind (anyone
> care to dig in their source and get all the details?).
Plain RLL is probably a good way to store it and for merging two or more
bitmaps, but not as good for constructing it bit-by-bit. I guess the
most effective structure for updating is often still a plain bitmap
(maybe not if it is very sparse and all of it does not fit in cache),
followed by some kind of balanced tree (maybe rb-tree).
If the bitmap is relatively full then the plain bitmap is almost always
the most effective to update.
> If we tried anything in the way of lossy compression then there'd
> be even more stuff lurking under the hood.
Having three-valued (0,1,maybe) RLL-encoded "tritmap" would be a good
way to represent lossy compression, and it would also be quite
straightforward to merge two of these using AND or OR. It may even be
possible to easily construct it using a fixed-length b-tree and going
from 1 to "maybe" for nodes that get too dense.
---------------
Hannu
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Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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> Curt Sampson <cjs@cynic.net> writes:
> > Grabbing bigger chunks is always optimal, AFICT, if they're not
> > *too* big and you use the data. A single 64K read takes very little
> > longer than a single 8K read.
>
> Proof?
Long time ago I tested with the 32k block size and got 1.5-2x speed up
comparing ordinary 8k block size in the sequential scan case.
FYI, if this is the case.
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From mloftis@wgops.com Thu Apr 25 01:43:14 2002
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Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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Tom Lane wrote:
>Curt Sampson <cjs@cynic.net> writes:
>
>>Grabbing bigger chunks is always optimal, AFICT, if they're not
>>*too* big and you use the data. A single 64K read takes very little
>>longer than a single 8K read.
>>
>
>Proof?
>
I contend this statement.
It's optimal to a point. I know that my system settles into it's best
read-speeds @ 32K or 64K chunks. 8K chunks are far below optimal for my
system. Most systems I work on do far better at 16K than at 8K, and
most don't see any degradation when going to 32K chunks. (this is
across numerous OSes and configs -- results are interpretations from
bonnie disk i/o marks).
Depending on what you're doing it is more efficiend to read bigger
blocks up to a point. If you're multi-thread or reading in non-blocking
mode, take as big a chunk as you can handle or are ready to process in
quick order. If you're picking up a bunch of little chunks here and
there and know oyu're not using them again then choose a size that will
hopeuflly cause some of the reads to overlap, failing that, pick the
smallest usable read size.
The OS can never do that stuff for you.
From cjs@cynic.net Thu Apr 25 03:29:05 2002
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From: Curt Sampson <cjs@cynic.net>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Bruce Momjian <pgman@candle.pha.pa.us>,
PostgreSQL-development <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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On Wed, 24 Apr 2002, Tom Lane wrote:
> Curt Sampson <cjs@cynic.net> writes:
> > Grabbing bigger chunks is always optimal, AFICT, if they're not
> > *too* big and you use the data. A single 64K read takes very little
> > longer than a single 8K read.
>
> Proof?
Well, there are various sorts of "proof" for this assertion. What
sort do you want?
Here's a few samples; if you're looking for something different to
satisfy you, let's discuss it.
1. Theoretical proof: two components of the delay in retrieving a
block from disk are the disk arm movement and the wait for the
right block to rotate under the head.
When retrieving, say, eight adjacent blocks, these will be spread
across no more than two cylinders (with luck, only one). The worst
case access time for a single block is the disk arm movement plus
the full rotational wait; this is the same as the worst case for
eight blocks if they're all on one cylinder. If they're not on one
cylinder, they're still on adjacent cylinders, requiring a very
short seek.
2. Proof by others using it: SQL server uses 64K reads when doing
table scans, as they say that their research indicates that the
major limitation is usually the number of I/O requests, not the
I/O capacity of the disk. BSD's explicitly separates the optimum
allocation size for storage (1K fragments) and optimum read size
(8K blocks) because they found performance to be much better when
a larger size block was read. Most file system vendors, too, do
read-ahead for this very reason.
3. Proof by testing. I wrote a little ruby program to seek to a
random point in the first 2 GB of my raw disk partition and read
1-8 8K blocks of data. (This was done as one I/O request.) (Using
the raw disk partition I avoid any filesystem buffering.) Here are
typical results:
125 reads of 16x8K blocks: 1.9 sec, 66.04 req/sec. 15.1 ms/req, 0.946 ms/block
250 reads of 8x8K blocks: 1.9 sec, 132.3 req/sec. 7.56 ms/req, 0.945 ms/block
500 reads of 4x8K blocks: 2.5 sec, 199 req/sec. 5.03 ms/req, 1.26 ms/block
1000 reads of 2x8K blocks: 3.8 sec, 261.6 req/sec. 3.82 ms/req, 1.91 ms/block
2000 reads of 1x8K blocks: 6.4 sec, 310.4 req/sec. 3.22 ms/req, 3.22 ms/block
The ratios of data retrieval speed per read for groups of adjacent
8K blocks, assuming a single 8K block reads in 1 time unit, are:
1 block 1.00
2 blocks 1.18
4 blocks 1.56
8 blocks 2.34
16 blocks 4.68
At less than 20% more expensive, certainly two-block read requests
could be considered to cost "very little more" than one-block read
requests. Even four-block read requests are only half-again as
expensive. And if you know you're really going to be using the
data, read in 8 block chunks and your cost per block (in terms of
time) drops to less than a third of the cost of single-block reads.
Let me put paid to comments about multiple simultaneous readers
making this invalid. Here's a typical result I get with four
instances of the program running simultaneously:
125 reads of 16x8K blocks: 4.4 sec, 28.21 req/sec. 35.4 ms/req, 2.22 ms/block
250 reads of 8x8K blocks: 3.9 sec, 64.88 req/sec. 15.4 ms/req, 1.93 ms/block
500 reads of 4x8K blocks: 5.8 sec, 86.52 req/sec. 11.6 ms/req, 2.89 ms/block
1000 reads of 2x8K blocks: 10 sec, 100.2 req/sec. 9.98 ms/req, 4.99 ms/block
2000 reads of 1x8K blocks: 18 sec, 110 req/sec. 9.09 ms/req, 9.09 ms/block
Here's the ratio table again, with another column comparing the
aggregate number of requests per second for one process and four
processes:
1 block 1.00 310 : 440
2 blocks 1.10 262 : 401
4 blocks 1.28 199 : 346
8 blocks 1.69 132 : 260
16 blocks 3.89 66 : 113
Note that, here the relative increase in performance for increasing
sizes of reads is even *better* until we get past 64K chunks. The
overall throughput is better, of course, because with more requests
per second coming in, the disk seek ordering code has more to work
with and the average seek time spent seeking vs. reading will be
reduced.
You know, this is not rocket science; I'm sure there must be papers
all over the place about this. If anybody still disagrees that it's
a good thing to read chunks up to 64K or so when the blocks are
adjacent and you know you'll need the data, I'd like to see some
tangible evidence to support that.
cjs
--
Curt Sampson <cjs@cynic.net> +81 90 7737 2974 http://www.netbsd.org
Don't you know, in this new Dark Age, we're all light. --XTC
From cjs@cynic.net Thu Apr 25 03:55:59 2002
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Date: Thu, 25 Apr 2002 16:55:50 +0900 (JST)
From: Curt Sampson <cjs@cynic.net>
To: Bruce Momjian <pgman@candle.pha.pa.us>
cc: PostgreSQL-development <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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On Thu, 25 Apr 2002, Bruce Momjian wrote:
> Well, we are guilty of trying to push as much as possible on to other
> software. We do this for portability reasons, and because we think our
> time is best spent dealing with db issues, not issues then can be deal
> with by other existing software, as long as the software is decent.
That's fine. I think that's a perfectly fair thing to do.
It was just the wording (i.e., "it's this other software's fault
that blah de blah") that got to me. To say, "We don't do readahead
becase most OSes supply it, and we feel that other things would
help more to improve performance," is fine by me. Or even, "Well,
nobody feels like doing it. You want it, do it yourself," I have
no problem with.
> Sure, that is certainly true. However, it is hard to know what the
> future will hold even if we had perfect knowledge of what was happening
> in the kernel. We don't know who else is going to start doing I/O once
> our I/O starts. We may have a better idea with kernel knowledge, but we
> still don't know 100% what will be cached.
Well, we do if we use raw devices and do our own caching, using
pages that are pinned in RAM. That was sort of what I was aiming
at for the long run.
> We have free-behind on our list.
Uh...can't do it, if you're relying on the OS to do the buffering.
How do you tell the OS that you're no longer going to use a page?
> I think LRU-K will do this quite well
> and be a nice general solution for more than just sequential scans.
LRU-K sounds like a great idea to me, as does putting pages read
for a table scan at the LRU end of the cache, rather than the MRU
(assuming we do something to ensure that they stay in cache until
read once, at any rate).
But again, great for your own cache, but doesn't work with the OS
cache. And I'm a bit scared to crank up too high the amount of
memory I give Postgres, lest the OS try to too aggressively buffer
all that I/O in what memory remains to it, and start blowing programs
(like maybe the backend binary itself) out of RAM. But maybe this
isn't typically a problem; I don't know.
> There may be validity in this. It is easy to do (I think) and could be
> a win.
It didn't look to difficult to me, when I looked at the code, and
you can see what kind of win it is from the response I just made
to Tom.
> > 1. It is *not* true that you have no idea where data is when
> > using a storage array or other similar system. While you
> > certainly ought not worry about things such as head positions
> > and so on, it's been a given for a long, long time that two
> > blocks that have close index numbers are going to be close
> > together in physical storage.
>
> SCSI drivers, for example, are pretty smart. Not sure we can take
> advantage of that from user-land I/O.
Looking at the NetBSD ones, I don't see what they're doing that's
so smart. (Aside from some awfully clever workarounds for stupid
hardware limitations that would otherwise kill performance.) What
sorts of "smart" are you referring to?
> Yes, but we are seeing some db's moving away from raw I/O.
Such as whom? And are you certain that they're moving to using the
OS buffer cache, too? MS SQL server, for example, uses the filesystem,
but turns off all buffering on those files.
> Our performance numbers beat most of the big db's already, so we must
> be doing something right.
Really? Do the performance numbers for simple, bulk operations
(imports, exports, table scans) beat the others handily? My intuition
says not, but I'll happily be convinced otherwise.
> Yes, but do we spend our time doing that. Is the payoff worth it, vs.
> working on other features. Sure it would be great to have all these
> fancy things, but is this where our time should be spent, considering
> other items on the TODO list?
I agree that these things need to be assesed.
> Jumping in and doing the I/O ourselves is a big undertaking, and looking
> at our TODO list, I am not sure if it is worth it right now.
Right. I'm not trying to say this is a critical priority, I'm just
trying to determine what we do right now, what we could do, and
the potential performance increase that would give us.
cjs
--
Curt Sampson <cjs@cynic.net> +81 90 7737 2974 http://www.netbsd.org
Don't you know, in this new Dark Age, we're all light. --XTC
From cjs@cynic.net Thu Apr 25 05:19:11 2002
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Date: Thu, 25 Apr 2002 18:19:02 +0900 (JST)
From: Curt Sampson <cjs@cynic.net>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Bruce Momjian <pgman@candle.pha.pa.us>,
PostgreSQL-development <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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On Thu, 25 Apr 2002, Curt Sampson wrote:
> Here's the ratio table again, with another column comparing the
> aggregate number of requests per second for one process and four
> processes:
>
Just for interest, I ran this again with 20 processes working
simultaneously. I did six runs at each blockread size and summed
the tps for each process to find the aggregate number of reads per
second during the test. I dropped the higest and the lowest ones,
and averaged the rest. Here's the new table:
1 proc 4 procs 20 procs
1 block 310 440 260
2 blocks 262 401 481
4 blocks 199 346 354
8 blocks 132 260 250
16 blocks 66 113 116
I'm not sure at all why performance gets so much *worse* with a lot of
contention on the 1K reads. This could have something to with NetBSD, or
its buffer cache, or my laptop's crappy little disk drive....
Or maybe I'm just running out of CPU.
cjs
--
Curt Sampson <cjs@cynic.net> +81 90 7737 2974 http://www.netbsd.org
Don't you know, in this new Dark Age, we're all light. --XTC
From tgl@sss.pgh.pa.us Thu Apr 25 09:54:35 2002
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To: Curt Sampson <cjs@cynic.net>
cc: Bruce Momjian <pgman@candle.pha.pa.us>,
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Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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Comments: In-reply-to Curt Sampson <cjs@cynic.net>
message dated "Thu, 25 Apr 2002 16:28:51 +0900"
Date: Thu, 25 Apr 2002 09:54:32 -0400
Message-ID: <25056.1019742872@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
Status: OR
Curt Sampson <cjs@cynic.net> writes:
> 1. Theoretical proof: two components of the delay in retrieving a
> block from disk are the disk arm movement and the wait for the
> right block to rotate under the head.
> When retrieving, say, eight adjacent blocks, these will be spread
> across no more than two cylinders (with luck, only one).
Weren't you contending earlier that with modern disk mechs you really
have no idea where the data is? You're asserting as an article of
faith that the OS has been able to place the file's data blocks
optimally --- or at least well enough to avoid unnecessary seeks.
But just a few days ago I was getting told that random_page_cost
was BS because there could be no such placement.
I'm getting a tad tired of sweeping generalizations offered without
proof, especially when they conflict.
> 3. Proof by testing. I wrote a little ruby program to seek to a
> random point in the first 2 GB of my raw disk partition and read
> 1-8 8K blocks of data. (This was done as one I/O request.) (Using
> the raw disk partition I avoid any filesystem buffering.)
And also ensure that you aren't testing the point at issue.
The point at issue is that *in the presence of kernel read-ahead*
it's quite unclear that there's any benefit to a larger request size.
Ideally the kernel will have the next block ready for you when you
ask, no matter what the request is.
There's been some talk of using the AIO interface (where available)
to "encourage" the kernel to do read-ahead. I don't foresee us
writing our own substitute filesystem to make this happen, however.
Oracle may have the manpower for that sort of boondoggle, but we
don't...
regards, tom lane
From pgsql-hackers-owner+M22053@postgresql.org Thu Apr 25 20:45:42 2002
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Date: Thu, 25 Apr 2002 17:40:53 -0700
To: PostgreSQL-development <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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Tom Lane wrote:
> ...
> Curt Sampson <cjs@cynic.net> writes:
> > 3. Proof by testing. I wrote a little ruby program to seek to a
> > random point in the first 2 GB of my raw disk partition and read
> > 1-8 8K blocks of data. (This was done as one I/O request.) (Using
> > the raw disk partition I avoid any filesystem buffering.)
>
> And also ensure that you aren't testing the point at issue.
> The point at issue is that *in the presence of kernel read-ahead*
> it's quite unclear that there's any benefit to a larger request size.
> Ideally the kernel will have the next block ready for you when you
> ask, no matter what the request is.
> ...
I have to agree with Tom. I think the numbers below show that with
kernel read-ahead, block size isn't an issue.
The big_file1 file used below is 2.0 gig of random data, and the
machine has 512 mb of main memory. This ensures that we're not
just getting cached data.
foreach i (4k 8k 16k 32k 64k 128k)
echo $i
time dd bs=$i if=big_file1 of=/dev/null
end
and the results:
bs user kernel elapsed
4k: 0.260 7.740 1:27.25
8k: 0.210 8.060 1:30.48
16k: 0.090 7.790 1:30.88
32k: 0.060 8.090 1:32.75
64k: 0.030 8.190 1:29.11
128k: 0.070 9.830 1:28.74
so with kernel read-ahead, we have basically the same elapsed (wall
time) regardless of block size. Sure, user time drops to a low at 64k
blocksize, but kernel time is increasing.
You could argue that this is a contrived example, no other I/O is
being done. Well I created a second 2.0g file (big_file2) and did two
simultaneous reads from the same disk. Sure performance went to hell
but it shows blocksize is still irrelevant in a multi I/O environment
with sequential read-ahead.
foreach i ( 4k 8k 16k 32k 64k 128k )
echo $i
time dd bs=$i if=big_file1 of=/dev/null &
time dd bs=$i if=big_file2 of=/dev/null &
wait
end
bs user kernel elapsed
4k: 0.480 8.290 6:34.13 bigfile1
0.320 8.730 6:34.33 bigfile2
8k: 0.250 7.580 6:31.75
0.180 8.450 6:31.88
16k: 0.150 8.390 6:32.47
0.100 7.900 6:32.55
32k: 0.190 8.460 6:24.72
0.060 8.410 6:24.73
64k: 0.060 9.350 6:25.05
0.150 9.240 6:25.13
128k: 0.090 10.610 6:33.14
0.110 11.320 6:33.31
the differences in read times are basically in the mud. Blocksize
just doesn't matter much with the kernel doing readahead.
-Kyle
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From pgsql-hackers-owner+M22055@postgresql.org Thu Apr 25 22:19:07 2002
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From: Bruce Momjian <pgman@candle.pha.pa.us>
Message-ID: <200204260218.g3Q2Ili11246@candle.pha.pa.us>
Subject: Re: [HACKERS] Sequential Scan Read-Ahead
In-Reply-To: <15560.41493.529847.635632@doppelbock.patentinvestor.com>
To: Kyle <kaf@nwlink.com>
Date: Thu, 25 Apr 2002 22:18:47 -0400 (EDT)
cc: PostgreSQL-development <pgsql-hackers@postgresql.org>
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Nice test. Would you test simultaneous 'dd' on the same file, perhaps
with a slight delay between to the two so they don't read each other's
blocks?
seek() in the file will turn off read-ahead in most OS's. I am not
saying this is a major issue for PostgreSQL but the numbers would be
interesting.
---------------------------------------------------------------------------
Kyle wrote:
> Tom Lane wrote:
> > ...
> > Curt Sampson <cjs@cynic.net> writes:
> > > 3. Proof by testing. I wrote a little ruby program to seek to a
> > > random point in the first 2 GB of my raw disk partition and read
> > > 1-8 8K blocks of data. (This was done as one I/O request.) (Using
> > > the raw disk partition I avoid any filesystem buffering.)
> >
> > And also ensure that you aren't testing the point at issue.
> > The point at issue is that *in the presence of kernel read-ahead*
> > it's quite unclear that there's any benefit to a larger request size.
> > Ideally the kernel will have the next block ready for you when you
> > ask, no matter what the request is.
> > ...
>
> I have to agree with Tom. I think the numbers below show that with
> kernel read-ahead, block size isn't an issue.
>
> The big_file1 file used below is 2.0 gig of random data, and the
> machine has 512 mb of main memory. This ensures that we're not
> just getting cached data.
>
> foreach i (4k 8k 16k 32k 64k 128k)
> echo $i
> time dd bs=$i if=big_file1 of=/dev/null
> end
>
> and the results:
>
> bs user kernel elapsed
> 4k: 0.260 7.740 1:27.25
> 8k: 0.210 8.060 1:30.48
> 16k: 0.090 7.790 1:30.88
> 32k: 0.060 8.090 1:32.75
> 64k: 0.030 8.190 1:29.11
> 128k: 0.070 9.830 1:28.74
>
> so with kernel read-ahead, we have basically the same elapsed (wall
> time) regardless of block size. Sure, user time drops to a low at 64k
> blocksize, but kernel time is increasing.
>
>
> You could argue that this is a contrived example, no other I/O is
> being done. Well I created a second 2.0g file (big_file2) and did two
> simultaneous reads from the same disk. Sure performance went to hell
> but it shows blocksize is still irrelevant in a multi I/O environment
> with sequential read-ahead.
>
> foreach i ( 4k 8k 16k 32k 64k 128k )
> echo $i
> time dd bs=$i if=big_file1 of=/dev/null &
> time dd bs=$i if=big_file2 of=/dev/null &
> wait
> end
>
> bs user kernel elapsed
> 4k: 0.480 8.290 6:34.13 bigfile1
> 0.320 8.730 6:34.33 bigfile2
> 8k: 0.250 7.580 6:31.75
> 0.180 8.450 6:31.88
> 16k: 0.150 8.390 6:32.47
> 0.100 7.900 6:32.55
> 32k: 0.190 8.460 6:24.72
> 0.060 8.410 6:24.73
> 64k: 0.060 9.350 6:25.05
> 0.150 9.240 6:25.13
> 128k: 0.090 10.610 6:33.14
> 0.110 11.320 6:33.31
>
>
> the differences in read times are basically in the mud. Blocksize
> just doesn't matter much with the kernel doing readahead.
>
> -Kyle
>
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>
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>
--
Bruce Momjian | http://candle.pha.pa.us
pgman@candle.pha.pa.us | (610) 853-3000
+ If your life is a hard drive, | 830 Blythe Avenue
+ Christ can be your backup. | Drexel Hill, Pennsylvania 19026
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From cjs@cynic.net Thu Apr 25 22:27:23 2002
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From: Curt Sampson <cjs@cynic.net>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Bruce Momjian <pgman@candle.pha.pa.us>,
PostgreSQL-development <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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On Thu, 25 Apr 2002, Tom Lane wrote:
> Curt Sampson <cjs@cynic.net> writes:
> > 1. Theoretical proof: two components of the delay in retrieving a
> > block from disk are the disk arm movement and the wait for the
> > right block to rotate under the head.
>
> > When retrieving, say, eight adjacent blocks, these will be spread
> > across no more than two cylinders (with luck, only one).
>
> Weren't you contending earlier that with modern disk mechs you really
> have no idea where the data is?
No, that was someone else. I contend that with pretty much any
large-scale storage mechanism (i.e., anything beyond ramdisks),
you will find that accessing two adjacent blocks is almost always
1) close to as fast as accessing just the one, and 2) much, much
faster than accessing two blocks that are relatively far apart.
There will be the odd case where the two adjacent blocks are
physically far apart, but this is rare.
If this idea doesn't hold true, the whole idea that sequential
reads are faster than random reads falls apart, and the optimizer
shouldn't even have the option to make random reads cost more, much
less have it set to four rather than one (or whatever it's set to).
> You're asserting as an article of
> faith that the OS has been able to place the file's data blocks
> optimally --- or at least well enough to avoid unnecessary seeks.
So are you, in the optimizer. But that's all right; the OS often
can and does do this placement; the FFS filesystem is explicitly
designed to do this sort of thing. If the filesystem isn't empty
and the files grow a lot they'll be split into large fragments,
but the fragments will be contiguous.
> But just a few days ago I was getting told that random_page_cost
> was BS because there could be no such placement.
I've been arguing against that point as well.
> And also ensure that you aren't testing the point at issue.
> The point at issue is that *in the presence of kernel read-ahead*
> it's quite unclear that there's any benefit to a larger request size.
I will test this.
cjs
--
Curt Sampson <cjs@cynic.net> +81 90 7737 2974 http://www.netbsd.org
Don't you know, in this new Dark Age, we're all light. --XTC
From cjs@cynic.net Wed Apr 24 23:19:23 2002
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From: Curt Sampson <cjs@cynic.net>
To: Bruce Momjian <pgman@candle.pha.pa.us>
cc: PostgreSQL-development <pgsql-hackers@postgresql.org>
Subject: Re: Sequential Scan Read-Ahead
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On Wed, 24 Apr 2002, Bruce Momjian wrote:
> > 1. Not all systems do readahead.
>
> If they don't, that isn't our problem. We expect it to be there, and if
> it isn't, the vendor/kernel is at fault.
It is your problem when another database kicks Postgres' ass
performance-wise.
And at that point, *you're* at fault. You're the one who's knowingly
decided to do things inefficiently.
Sorry if this sounds harsh, but this, "Oh, someone else is to blame"
attitude gets me steamed. It's one thing to say, "We don't support
this." That's fine; there are often good reasons for that. It's a
completely different thing to say, "It's an unrelated entity's fault we
don't support this."
At any rate, relying on the kernel to guess how to optimise for
the workload will never work as well as well as the software that
knows the workload doing the optimization.
The lack of support thing is no joke. Sure, lots of systems nowadays
support unified buffer cache and read-ahead. But how many, besides
Solaris, support free-behind, which is also very important to avoid
blowing out your buffer cache when doing sequential reads? And who
at all supports read-ahead for reverse scans? (Or does Postgres
not do those, anyway? I can see the support is there.)
And even when the facilities are there, you create problems by
using them. Look at the OS buffer cache, for example. Not only do
we lose efficiency by using two layers of caching, but (as people
have pointed out recently on the lists), the optimizer can't even
know how much or what is being cached, and thus can't make decisions
based on that.
> Yes, seek() in file will turn off read-ahead. Grabbing bigger chunks
> would help here, but if you have two people already reading from the
> same file, grabbing bigger chunks of the file may not be optimal.
Grabbing bigger chunks is always optimal, AFICT, if they're not
*too* big and you use the data. A single 64K read takes very little
longer than a single 8K read.
> > 3. Even when the read-ahead does occur, you're still doing more
> > syscalls, and thus more expensive kernel/userland transitions, than
> > you have to.
>
> I would guess the performance impact is minimal.
If it were minimal, people wouldn't work so hard to build multi-level
thread systems, where multiple userland threads are scheduled on
top of kernel threads.
However, it does depend on how much CPU your particular application
is using. You may have it to spare.
> http://candle.pha.pa.us/mhonarc/todo.detail/performance/msg00009.html
Well, this message has some points in it that I feel are just incorrect.
1. It is *not* true that you have no idea where data is when
using a storage array or other similar system. While you
certainly ought not worry about things such as head positions
and so on, it's been a given for a long, long time that two
blocks that have close index numbers are going to be close
together in physical storage.
2. Raw devices are quite standard across Unix systems (except
in the unfortunate case of Linux, which I think has been
remedied, hasn't it?). They're very portable, and have just as
well--if not better--defined write semantics as a filesystem.
3. My observations of OS performance tuning over the past six
or eight years contradict the statement, "There's a considerable
cost in complexity and code in using "raw" storage too, and
it's not a one off cost: as the technologies change, the "fast"
way to do things will change and the code will have to be
updated to match." While optimizations have been removed over
the years the basic optimizations (order reads by block number,
do larger reads rather than smaller, cache the data) have
remained unchanged for a long, long time.
4. "Better to leave this to the OS vendor where possible, and
take advantage of the tuning they do." Well, sorry guys, but
have a look at the tuning they do. It hasn't changed in years,
except to remove now-unnecessary complexity realated to really,
really old and slow disk devices, and to add a few thing that
guess workload but still do a worse job than if the workload
generator just did its own optimisations in the first place.
> http://candle.pha.pa.us/mhonarc/todo.detail/optimizer/msg00011.html
Well, this one, with statements like "Postgres does have control
over its buffer cache," I don't know what to say. You can interpret
the statement however you like, but in the end Postgres very little
control at all over how data is moved between memory and disk.
BTW, please don't take me as saying that all control over physical
IO should be done by Postgres. I just think that Posgres could do
a better job of managing data transfer between disk and memory than
the OS can. The rest of the things (using raw paritions, read-ahead,
free-behind, etc.) just drop out of that one idea.
cjs
--
Curt Sampson <cjs@cynic.net> +81 90 7737 2974 http://www.netbsd.org
Don't you know, in this new Dark Age, we're all light. --XTC
From kaf@nwlink.com Fri Apr 26 14:22:39 2002
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From: Kyle <kaf@nwlink.com>
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Date: Fri, 26 Apr 2002 11:18:00 -0700
To: Bruce Momjian <pgman@candle.pha.pa.us>
Subject: Re: [HACKERS] Sequential Scan Read-Ahead
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Hey Bruce,
I'll forward this to the list if you think they'd benefit from it.
I'm not sure it says anything about read-ahead, I think this is more a
kernel caching issue. But I've been known to be wrong in the past.
Anyway...
the test:
foreach i (5 15 20 25 30 )
echo $i
time dd bs=8k if=big_file1 of=/dev/null &
sleep $i
time dd bs=8k if=big_file1 of=/dev/null &
wait
end
I did a couple more runs in the low range since their is a drastic
jump in elapsed (wall clock) time after doing a 6 second sleep:
first process second process
sleep user kernel elapsed user kernel elapsed
0 sec 0.200 7.980 1:26.57 0.240 7.720 1:26.56
3 sec 0.260 7.600 1:25.71 0.260 8.100 1:22.60
5 sec 0.160 7.890 1:26.04 0.220 8.180 1:21.04
6 sec 0.220 8.070 1:19.59 0.230 7.620 1:25.69
7 sec 0.210 9.270 1:57.92 0.100 8.750 1:50.76
8 sec 0.240 8.060 4:47.47 0.300 7.800 4:40.40
15 sec 0.200 8.500 4:51.11 0.180 7.280 4:44.36
20 sec 0.160 8.040 4:40.72 0.240 7.790 4:37.24
25 sec 0.170 8.150 4:37.58 0.140 8.200 4:33.08
30 sec 0.200 7.390 4:37.01 0.230 8.220 4:31.83
with a sleep of > 6 seconds, either the second process isn't getting
cached data or readahead is being turned off. I'd guess the former, I
don't see why read-ahead would be turned off since they're both doing
sequential operations.
Although with 512mb of memory and the disk reading at about 22 mb/sec,
maybe we're not hitting the cache. I'd guess at least ~400 megs of
kernel cache is being used for buffering this 2 gig file. free(1)
reports:
% free
total used free shared buffers cached
Mem: 512924 508576 4348 0 2640 477960
-/+ buffers/cache: 27976 484948
Swap: 527152 15864 511288
so shouldn't we be getting cached data even with a sleep of up to
about (400/22) 18 seconds...? Maybe I'm just in the dark on what's
really happening. I should point out that this is linux 2.4.18.
Bruce Momjian wrote:
>
> I am trying to illustrate how kernel read-ahead could be turned off in
> certain cases.
>
> ---------------------------------------------------------------------------
>
> Kyle wrote:
> > What are you trying to test, the kernel's cache vs disk speed?
> >
> >
> > Bruce Momjian wrote:
> > >
> > > Nice test. Would you test simultaneous 'dd' on the same file, perhaps
> > > with a slight delay between to the two so they don't read each other's
> > > blocks?
> > >
> > > seek() in the file will turn off read-ahead in most OS's. I am not
> > > saying this is a major issue for PostgreSQL but the numbers would be
> > > interesting.
From pgsql-hackers-owner+M49418=pgman=candle.pha.pa.us@postgresql.org Tue Jan 27 15:52:28 2004
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To: pgsql-hackers@postgresql.org
Subject: [HACKERS] Question about indexes
From: Greg Stark <gsstark@mit.edu>
Organization: The Emacs Conspiracy; member since 1992
Date: 27 Jan 2004 15:36:20 -0500
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Status: OR
How feasible would it be to have a btree index on ctid? I'm thinking it ought
to work simply enough for the normal case of insert/delet/update, but I'm not
completely certain how vacuum, vacuum full, and cluster would interact.
You may think this would be utterly useless, but I have a cunning plan.
--
greg
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To: Greg Stark <gsstark@mit.edu>
cc: pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <87isixt9h7.fsf@stark.xeocode.com>
References: <87isixt9h7.fsf@stark.xeocode.com>
Comments: In-reply-to Greg Stark <gsstark@mit.edu>
message dated "27 Jan 2004 15:36:20 -0500"
Date: Tue, 27 Jan 2004 17:51:56 -0500
Message-ID: <29815.1075243916@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Greg Stark <gsstark@mit.edu> writes:
> How feasible would it be to have a btree index on ctid?
Why would you want one? Direct access by ctid beats out an index lookup
every time. In any case, vacuum and friends would break such an index
entirely.
regards, tom lane
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To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Greg Stark <gsstark@mit.edu>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
References: <87isixt9h7.fsf@stark.xeocode.com>
<29815.1075243916@sss.pgh.pa.us>
In-Reply-To: <29815.1075243916@sss.pgh.pa.us>
From: Greg Stark <gsstark@mit.edu>
Organization: The Emacs Conspiracy; member since 1992
Date: 27 Jan 2004 18:11:31 -0500
Message-ID: <87d695t2ak.fsf@stark.xeocode.com>
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Tom Lane <tgl@sss.pgh.pa.us> writes:
> Greg Stark <gsstark@mit.edu> writes:
>
> > How feasible would it be to have a btree index on ctid?
>
> Why would you want one? Direct access by ctid beats out an index lookup
> every time.
Of course. But as I mentioned, I have a cunning plan.
If you have two indexes (a,ctid) and (b,ctid) and do a query where a=1 and b=2
then it would be particularly easy to combine the two efficiently.
If specially marked btree indexes -- or even all btree indexes -- implicitly
had ctid as a final sort order after all the index column, then it would
esentially obviate the need for bitmap indexes. They wouldn't have the space
advantage, but they would be possible to combine using arbitrary boolean
expressions without looking at the actual tuples.
This is essentially what is in the TODO about using bitmaps, but without
having to do any extra sorts.
This would only really be an advantage for particularly wide tables where the
combination of boolean clauses narrows the result set down a lot more than any
one clause.
> In any case, vacuum and friends would break such an index entirely.
That was what I was afraid of.
--
greg
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From pgsql-hackers-owner+M49442=pgman=candle.pha.pa.us@postgresql.org Tue Jan 27 18:32:25 2004
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To: Greg Stark <gsstark@mit.edu>
cc: pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <87d695t2ak.fsf@stark.xeocode.com>
References: <87isixt9h7.fsf@stark.xeocode.com> <29815.1075243916@sss.pgh.pa.us> <87d695t2ak.fsf@stark.xeocode.com>
Comments: In-reply-to Greg Stark <gsstark@mit.edu>
message dated "27 Jan 2004 18:11:31 -0500"
Date: Tue, 27 Jan 2004 18:24:41 -0500
Message-ID: <403.1075245881@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Greg Stark <gsstark@mit.edu> writes:
> If you have two indexes (a,ctid) and (b,ctid) and do a query where a=1 and b=2
> then it would be particularly easy to combine the two efficiently.
> If specially marked btree indexes -- or even all btree indexes -- implicitly
> had ctid as a final sort order after all the index column, then it would
> esentially obviate the need for bitmap indexes.
I don't think so. You are thinking only of exact-equality queries ---
as soon as the WHERE clause describes a range of index entries, the
readout wouldn't be sorted by ctid anyway.
Combining indexes via a bitmap intermediate step (which is not really
the same thing as bitmap indexes, IIUC) seems like a more robust
approach than relying on the index entries to be in ctid order.
But if we did want to sort indexes that way, we could do it today,
I think. The ctid is already stored in index entries (it is the
"payload" remember...) and we could use it as a tiebreaker when
determining insertion position. This doesn't have the problems that
putting ctid into the user columns would do, because the system knows
about that ctid as being special; the difficulty with ctid in the user
columns is the code not knowing that it'd need to change on a tuple move.
regards, tom lane
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To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Greg Stark <gsstark@mit.edu>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
References: <87isixt9h7.fsf@stark.xeocode.com>
<29815.1075243916@sss.pgh.pa.us> <87d695t2ak.fsf@stark.xeocode.com>
<403.1075245881@sss.pgh.pa.us>
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From: Greg Stark <gsstark@mit.edu>
Organization: The Emacs Conspiracy; member since 1992
Date: 27 Jan 2004 21:19:26 -0500
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Tom Lane <tgl@sss.pgh.pa.us> writes:
> I don't think so. You are thinking only of exact-equality queries ---
> as soon as the WHERE clause describes a range of index entries, the
> readout wouldn't be sorted by ctid anyway.
But then even bitmap indexes would fail in that way too, or at least have a
lot of extra cost that would have to be taken into account based on the number
of values in the range.
> Combining indexes via a bitmap intermediate step (which is not really
> the same thing as bitmap indexes, IIUC) seems like a more robust
> approach than relying on the index entries to be in ctid order.
I would see that as the next step, But it seems to me it would be only a small
set of queries where it would really help enough to outweigh the extra work of
the sort. Whereas if the ctid is already pre-sorted then the extra cost is
fairly low. Sort of like the difference in cost between a merge join where
both sides have to be sorted and a merge join where both sides are pre-sorted.
> But if we did want to sort indexes that way, we could do it today,
> I think. The ctid is already stored in index entries (it is the
> "payload" remember...) and we could use it as a tiebreaker when
> determining insertion position. This doesn't have the problems that
> putting ctid into the user columns would do, because the system knows
> about that ctid as being special; the difficulty with ctid in the user
> columns is the code not knowing that it'd need to change on a tuple move.
That's exactly what I was thinking. I just don't know how badly it would
complicate the vacuum{,full}/cluster code and whether those are the only cases
to worry about.
Note that the space saving of bitmap indexes is still a substantial factor.
Using btree indexes the i/o costs of doing multiple index scans plus a table
scan of the relevant pages would still be quite substantial. So this doesn't
completely obviate the need for bitmap indexes, but I think it would remove a
lot of the pressure from people who just need them to handle a few select
queries.
--
greg
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To: Greg Stark <gsstark@mit.edu>
cc: pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <877jzcu85t.fsf@stark.xeocode.com>
References: <87isixt9h7.fsf@stark.xeocode.com> <29815.1075243916@sss.pgh.pa.us> <87d695t2ak.fsf@stark.xeocode.com> <403.1075245881@sss.pgh.pa.us> <877jzcu85t.fsf@stark.xeocode.com>
Comments: In-reply-to Greg Stark <gsstark@mit.edu>
message dated "27 Jan 2004 21:19:26 -0500"
Date: Tue, 27 Jan 2004 21:48:59 -0500
Message-ID: <5813.1075258139@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Greg Stark <gsstark@mit.edu> writes:
>> Combining indexes via a bitmap intermediate step (which is not really
>> the same thing as bitmap indexes, IIUC) seems like a more robust
>> approach than relying on the index entries to be in ctid order.
> I would see that as the next step, But it seems to me it would be only a small
> set of queries where it would really help enough to outweigh the extra work of
> the sort.
What sort? The whole point of a bitmap is that it makes it easy to
visit the tuples in heap order. You scan the index, you set the
appropriate bits in the bitmap, and then you scan the bitmap and go to
the heap tuples that have their bits set. If you are using multiple
indexes you can AND or OR their results at the bitmap phase before you
go to the heap.
An implementation of this kind would not produce tuples in index order,
so if you have an ORDER BY to satisfy then you end up doing an explicit
sort after you have the tuples. It would be up to the planner to
consider this cost versus the advantages of being able to use multiple
indexes; we'd certainly want to keep the existing scan mechanism as an
available alternative. But if the query is suited to multiple indexes
I suspect it'd be a win pretty often.
> Note that the space saving of bitmap indexes is still a substantial factor.
I think you are still confusing what I'm talking about with a bitmap
index, ie, a persistent structure on-disk. It's not that at all, but
a transient structure built in-memory during an index scan.
I'm a little dubious that true bitmap indexes would be worth building
for Postgres. Seems like partial indexes cover the same sorts of
applications and are more flexible.
regards, tom lane
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To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Greg Stark <gsstark@mit.edu>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
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<5813.1075258139@sss.pgh.pa.us>
In-Reply-To: <5813.1075258139@sss.pgh.pa.us>
From: Greg Stark <gsstark@mit.edu>
Organization: The Emacs Conspiracy; member since 1992
Date: 28 Jan 2004 09:13:47 -0500
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Tom Lane <tgl@sss.pgh.pa.us> writes:
> Greg Stark <gsstark@mit.edu> writes:
> >
> > I would see that as the next step, But it seems to me it would be only a small
> > set of queries where it would really help enough to outweigh the extra work of
> > the sort.
>
> What sort?
To build the in-memory bitmap you effectively have to do a sort. If the tuples
come out of the index in heap order then you can combine them without having
to go through that step.
> I'm a little dubious that true bitmap indexes would be worth building
> for Postgres. Seems like partial indexes cover the same sorts of
> applications and are more flexible.
I'm clear on the distinction. I think bitmap indexes still have a place, but
if regular btree indexes could be combined efficiently then that would be an
even narrower niche.
Partial indexes are very handy, and they're useful in corner cases where
bitmap indexes are useful, such as flags for special types of records.
But I think bitmap indexes are specifically wanted by certain types of data
warehousing applications where you have an index on virtually every column and
then want to do arbitrary boolean combinations of all of them. btree indexes
would generate more i/o scanning all the indexes than just doing a sequential
scan would. Whereas bitmap indexes are much denser on disk.
However my experience leans more towards the OLTP side and I very rarely saw
applications like this.
--
greg
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From pgsql-hackers-owner+M49465=pgman=candle.pha.pa.us@postgresql.org Wed Jan 28 13:30:48 2004
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To: Greg Stark <gsstark@mit.edu>
cc: pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <871xpktb38.fsf@stark.xeocode.com>
References: <87isixt9h7.fsf@stark.xeocode.com> <29815.1075243916@sss.pgh.pa.us> <87d695t2ak.fsf@stark.xeocode.com> <403.1075245881@sss.pgh.pa.us> <877jzcu85t.fsf@stark.xeocode.com> <5813.1075258139@sss.pgh.pa.us> <871xpktb38.fsf@stark.xeocode.com>
Comments: In-reply-to Greg Stark <gsstark@mit.edu>
message dated "28 Jan 2004 09:13:47 -0500"
Date: Wed, 28 Jan 2004 09:59:11 -0500
Message-ID: <18092.1075301951@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Greg Stark <gsstark@mit.edu> writes:
> Tom Lane <tgl@sss.pgh.pa.us> writes:
>> What sort?
> To build the in-memory bitmap you effectively have to do a sort.
Hm, you're thinking that the operation of inserting a bit into a bitmap
has to be at least O(log N). Seems to me that that depends on the data
structure you use. In principle it could be O(1), if you use a true
bitmap (linear array) -- just index and set the bit. You might be right
that practical data structures would be O(log N), but I'm not totally
convinced.
> If the tuples come out of the index in heap order then you can combine
> them without having to go through that step.
But considering the restrictions implied by that assumption --- no range
scans, no non-btree indexes --- I doubt we will take the trouble to
implement that variant. We'll want to do the generalized bitmap code
anyway.
In any case, this discussion is predicated on the assumption that the
operations involving the bitmap are a significant fraction of the total
time, which I think is quite uncertain. Until we build it and profile
it, we won't know that.
regards, tom lane
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From pgsql-hackers-owner+M49457=pgman=candle.pha.pa.us@postgresql.org Wed Jan 28 10:42:58 2004
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To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Greg Stark <gsstark@mit.edu>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
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From: Greg Stark <gsstark@mit.edu>
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Date: 28 Jan 2004 10:09:34 -0500
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Tom Lane <tgl@sss.pgh.pa.us> writes:
> In any case, this discussion is predicated on the assumption that the
> operations involving the bitmap are a significant fraction of the total
> time, which I think is quite uncertain. Until we build it and profile
> it, we won't know that.
The other thought I had was that it would be difficult to tell when to follow
this path. Since the main case where it wins is when the individual indexes
aren't very selective but the combination is very selective, and we don't have
inter-column correlation statistics ...
--
greg
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From pgsql-hackers-owner+M49467=pgman=candle.pha.pa.us@postgresql.org Wed Jan 28 17:29:11 2004
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Reply-To: <simon@2ndquadrant.com>
From: "Simon Riggs" <simon@2ndquadrant.com>
To: "'Tom Lane'" <tgl@sss.pgh.pa.us>, "'Greg Stark'" <gsstark@mit.edu>
cc: <pgsql-hackers@postgresql.org>
Subject: Re: [HACKERS] Question about indexes
Date: Wed, 28 Jan 2004 22:15:40 -0000
Organization: 2nd Quadrant
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Some potentially helpful background comments on the discussion so far...
>Tom Lane writes
>>Greg Stark writes
>> Note that the space saving of bitmap indexes is still a substantial
>> factor.
>I think you are still confusing what I'm talking about with a bitmap
index, >ie, a persistent structure on-disk. It's not that at all, but a
transient >structure built in-memory during an index scan.
Oracle allows the creation of bitmap indices as persistent data
structures.
The "space saving" of bitmap indices is only a saving when compared with
btree indices. If you don't have them at all because they are built
dynamically when required, as Tom is suggesting, then you "save" even
more space.
Maintaining the bitmap index is a costly operation. You tend to want to
build them on "characteristic" columns, of which there tends to be more
of in a database than "partial/full identity" columns on which you build
btrees (forgive the vagueness of that comment), so you end up with loads
of the damn things, so the space soon adds up. It can be hard to judge
which ones are the important ones, especially when each is used by a
different user/group. Building them dynamically is a good way of solving
the question "which ones are needed?". Ever seen 58 indices on a table?
Don't go there.
My vote would be implement the dynamic building capability, then return
to implement a persisted structure later if that seems like it would be
a further improvement. [The option would be nice]
If we do it dynamically, as Tom suggests, then we don't have to code the
index maintenance logic at all and the functionality will be with us all
the sooner. Go Tom!
>Tom Lane writes
> In any case, this discussion is predicated on the assumption that the
> operations involving the bitmap are a significant fraction of the
total
> time, which I think is quite uncertain. Until we build it and profile
> it, we won't know that.
Dynamically building the bitmaps has been the strategy in use by
Teradata for nearly a decade on many large datawarehouses. I can
personally vouch for the effectiveness of this approach - I was
surprised when Oracle went for the persistent option. Certainly in that
case building the bitmaps adds much less time than is saved overall by
the better total query strategy.
>Greg Stark writes
> > To build the in-memory bitmap you effectively have to do a sort.
Not sure on this latter point: I think I agree with Greg on that point,
but want to believe Tom because requiring a sort will definitely add
time.
To shed some light in this area, some other major implementations are:
In Teradata, tables are stored based upon a primary index, which is
effectively an index-organised table. The index pointers are stored in
sorted order lock step with the blocks of the associated table - No sort
required. (The ordering is based upon a hashed index, but that doesn't
change the technique).
Oracle's tables/indexes use heaps/btrees also, though they do provide an
index-organised table feature similar to Teradata. Maybe the lack of
heap/btree consistent ordering in Oracle and their subsequent design
choice of persistent bitmap indices is an indication for PostgreSQL too?
In Oracle, bitmap indices are an important precursor to the star join
technique. AFAICS it is still possible to have a star join plan without
having persistent bitmap indices. IMHO, the longer term goal of a good
star join plan is an important one - that may influence the design
selection for this discussion.
Hope some of that helps,
Best regards, Simon Riggs
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From pgsql-hackers-owner+M49477=pgman=candle.pha.pa.us@postgresql.org Thu Jan 29 04:24:47 2004
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Subject: Re: [HACKERS] Question about indexes
Date: Thu, 29 Jan 2004 09:17:11 -0000
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A small comment on Oracle's implementation of persistent bitmap indexes:
Oracle's bitmap index is concurently locked by DML, i.e. it suites for OLAP
(basically read only data warehouses) but in no way for OLTP.
IMHO,
Laimis
> Maybe the lack of heap/btree consistent ordering in Oracle
> and their subsequent design choice of persistent bitmap
> indices is an indication for PostgreSQL too?
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To: pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
References: <0A5B2E3C3A64CA4AB14F76DBCA76DDA44EF9B2@seifur.hnit.is>
In-Reply-To: <0A5B2E3C3A64CA4AB14F76DBCA76DDA44EF9B2@seifur.hnit.is>
From: Greg Stark <gsstark@mit.edu>
Organization: The Emacs Conspiracy; member since 1992
Date: 30 Jan 2004 01:16:21 -0500
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<lnd@hnit.is> writes:
> A small comment on Oracle's implementation of persistent bitmap indexes:
>
> Oracle's bitmap index is concurently locked by DML, i.e. it suites for OLAP
> (basically read only data warehouses) but in no way for OLTP.
I knew this. I think they figured that was ok because bitmap indexes were
mainly intended to solve data warehouse problems anyways.
Thinking out loud here, I wonder whether this would be less of a problem for
postgres. Since tuples are never updated in place there would never be a need
to lock the entire bitmap until a transaction completes.
There would never be as much concurrency as btrees, assuming there was any
kind of compression on the bitmap, but I don't see any reason why a long-term
lock would have to be held for updates.
Even regular vacuum might not have to lock anything for long, just long enough
to clear the bits. and vacuum full/cluster already take table locks anyways.
I think the problem Oracle ran into was that storing rollback ids in the
bitmap is untenable. The whole point of persistent bitmap indexes is to store
a very dense representation that represents thousands of records per page.
Allocating space to store thousands of pending transaction ids and having
thousands of old versions of the page in the rollback segment would defeat the
purpose.
--
greg
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TIP 7: don't forget to increase your free space map settings
From pgsql-hackers-owner+M49502=pgman=candle.pha.pa.us@postgresql.org Fri Jan 30 06:37:25 2004
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From: Bruce Momjian <pgman@candle.pha.pa.us>
Message-ID: <200401301131.i0UBVHU04169@candle.pha.pa.us>
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <87vfmwrtxt.fsf@stark.xeocode.com>
To: Greg Stark <gsstark@mit.edu>
Date: Fri, 30 Jan 2004 06:31:17 -0500 (EST)
cc: Tom Lane <tgl@sss.pgh.pa.us>, pgsql-hackers@postgresql.org
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Greg Stark wrote:
>
> Tom Lane <tgl@sss.pgh.pa.us> writes:
>
> > In any case, this discussion is predicated on the assumption that the
> > operations involving the bitmap are a significant fraction of the total
> > time, which I think is quite uncertain. Until we build it and profile
> > it, we won't know that.
>
> The other thought I had was that it would be difficult to tell when to follow
> this path. Since the main case where it wins is when the individual indexes
> aren't very selective but the combination is very selective, and we don't have
> inter-column correlation statistics ...
I like the idea of building in-memory bitmapped indexes.
In your example, if you are restricting on A and B, and have no A,B
index but an A index and B index, why wouldn't you always create an
in-memory bitmapped index from indexes A and B, unless index A hits only
a few rows. In fact, from the optimizer statistics, you can guess on
how many bits you will hit from index A and index B, so we only have to
decide if it is better to take the more restrictive index and do heap
lookups for those, or scan the second index and then hit the heap. The
only thing A,B combined statistics would tell you is how many heap
matches you will find. The time to scan A and B indexes and create the
bitmap is already guessable from the single column statistics.
Also, what does an in-memory bitmapped index look like? Is it:
value: bitmap...
value: bitmap...
with the values organized in a btree fashion?
--
Bruce Momjian | http://candle.pha.pa.us
pgman@candle.pha.pa.us | (610) 359-1001
+ If your life is a hard drive, | 13 Roberts Road
+ Christ can be your backup. | Newtown Square, Pennsylvania 19073
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TIP 6: Have you searched our list archives?
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From pgsql-hackers-owner+M49505=pgman=candle.pha.pa.us@postgresql.org Fri Jan 30 09:55:27 2004
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To: Bruce Momjian <pgman@candle.pha.pa.us>
cc: Greg Stark <gsstark@mit.edu>, pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <200401301131.i0UBVHU04169@candle.pha.pa.us>
References: <200401301131.i0UBVHU04169@candle.pha.pa.us>
Comments: In-reply-to Bruce Momjian <pgman@candle.pha.pa.us>
message dated "Fri, 30 Jan 2004 06:31:17 -0500"
Date: Fri, 30 Jan 2004 09:48:19 -0500
Message-ID: <12965.1075474099@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Bruce Momjian <pgman@candle.pha.pa.us> writes:
> Also, what does an in-memory bitmapped index look like?
One idea that might work: a binary search tree in which each node
represents a single page of the table, and contains a bit array with
one bit for each possible item number on the page. You could not need
more than BLCKSZ/(sizeof(HeapTupleHeaderData)+sizeof(ItemIdData)) bits
in a node, or about 36 bytes at default BLCKSZ --- for most tables you
could probably prove it would be a great deal less. You only allocate
nodes for pages that have at least one interesting row.
I think this would represent a reasonable compromise between size and
insertion speed. It would only get large if the indexscan output
demanded visiting many different pages --- but at some point you could
abandon index usage and do a sequential scan, so I think that property
is okay.
A variant is to make the per-page bit arrays be entries in a hash table
with page number as hash key. This would reduce insertion to a nearly
constant-time operation, but the drawback is that you'd need an explicit
sort at the end to put the per-page entries into page number order
before you scan 'em. You might come out ahead anyway, not sure.
Or we could try a true linear bitmap (indexed by page number times
max-items-per-page plus item number) that's compressed in some fashion,
probably just by eliminating large runs of zeroes. The difficulty here
is that inserting a new one-bit could be pretty expensive, and we need
it to be cheap.
Perhaps someone can come up with other better ideas ...
regards, tom lane
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TIP 8: explain analyze is your friend
From pgsql-hackers-owner+M49506=pgman=candle.pha.pa.us@postgresql.org Fri Jan 30 10:23:37 2004
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From: Bruce Momjian <pgman@candle.pha.pa.us>
Message-ID: <200401301514.i0UFEMl15556@candle.pha.pa.us>
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <12965.1075474099@sss.pgh.pa.us>
To: Tom Lane <tgl@sss.pgh.pa.us>
Date: Fri, 30 Jan 2004 10:14:22 -0500 (EST)
cc: Greg Stark <gsstark@mit.edu>, pgsql-hackers@postgresql.org
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Tom Lane wrote:
> Bruce Momjian <pgman@candle.pha.pa.us> writes:
> > Also, what does an in-memory bitmapped index look like?
>
> One idea that might work: a binary search tree in which each node
> represents a single page of the table, and contains a bit array with
> one bit for each possible item number on the page. You could not need
> more than BLCKSZ/(sizeof(HeapTupleHeaderData)+sizeof(ItemIdData)) bits
> in a node, or about 36 bytes at default BLCKSZ --- for most tables you
> could probably prove it would be a great deal less. You only allocate
> nodes for pages that have at least one interesting row.
Actually, I think I made a mistake. I was wondering what on-disk
bitmapped indexes look like.
--
Bruce Momjian | http://candle.pha.pa.us
pgman@candle.pha.pa.us | (610) 359-1001
+ If your life is a hard drive, | 13 Roberts Road
+ Christ can be your backup. | Newtown Square, Pennsylvania 19073
---------------------------(end of broadcast)---------------------------
TIP 9: the planner will ignore your desire to choose an index scan if your
joining column's datatypes do not match
From pgsql-hackers-owner+M49507=pgman=candle.pha.pa.us@postgresql.org Fri Jan 30 10:31:27 2004
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From: Bruce Momjian <pgman@candle.pha.pa.us>
Message-ID: <200401301522.i0UFMYr16926@candle.pha.pa.us>
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <87vfmwrtxt.fsf@stark.xeocode.com>
To: Greg Stark <gsstark@mit.edu>
Date: Fri, 30 Jan 2004 10:22:34 -0500 (EST)
cc: Tom Lane <tgl@sss.pgh.pa.us>, pgsql-hackers@postgresql.org
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Greg Stark wrote:
>
> Tom Lane <tgl@sss.pgh.pa.us> writes:
>
> > In any case, this discussion is predicated on the assumption that the
> > operations involving the bitmap are a significant fraction of the total
> > time, which I think is quite uncertain. Until we build it and profile
> > it, we won't know that.
>
> The other thought I had was that it would be difficult to tell when to follow
> this path. Since the main case where it wins is when the individual indexes
> aren't very selective but the combination is very selective, and we don't have
> inter-column correlation statistics ...
We actually have heap access cost and index access cost. You could
compare costs of looking at all of index A's heap vs. looking at index
B and then hopefully fewer heap rows.
--
Bruce Momjian | http://candle.pha.pa.us
pgman@candle.pha.pa.us | (610) 359-1001
+ If your life is a hard drive, | 13 Roberts Road
+ Christ can be your backup. | Newtown Square, Pennsylvania 19073
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From alvherre@CM-lcon2-51-253.cm.vtr.net Fri Jan 30 10:24:32 2004
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Date: Fri, 30 Jan 2004 12:24:18 -0300
From: Alvaro Herrera <alvherre@dcc.uchile.cl>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Bruce Momjian <pgman@candle.pha.pa.us>, Greg Stark <gsstark@mit.edu>,
pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
Message-ID: <20040130152418.GB24123@dcc.uchile.cl>
References: <200401301131.i0UBVHU04169@candle.pha.pa.us> <12965.1075474099@sss.pgh.pa.us>
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On Fri, Jan 30, 2004 at 09:48:19AM -0500, Tom Lane wrote:
> A variant is to make the per-page bit arrays be entries in a hash table
> with page number as hash key. This would reduce insertion to a nearly
> constant-time operation, but the drawback is that you'd need an explicit
> sort at the end to put the per-page entries into page number order
> before you scan 'em. You might come out ahead anyway, not sure.
Is there a reason sort the pages before scanning them? The result won't
come out sorted one way or the other.
--
Alvaro Herrera (<alvherre[a]dcc.uchile.cl>)
"Para tener m<>s hay que desear menos"
From pgsql-hackers-owner+M49508=pgman=candle.pha.pa.us@postgresql.org Fri Jan 30 10:33:18 2004
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From: Alvaro Herrera <alvherre@dcc.uchile.cl>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Bruce Momjian <pgman@candle.pha.pa.us>, Greg Stark <gsstark@mit.edu>,
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Subject: Re: [HACKERS] Question about indexes
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On Fri, Jan 30, 2004 at 09:48:19AM -0500, Tom Lane wrote:
> A variant is to make the per-page bit arrays be entries in a hash table
> with page number as hash key. This would reduce insertion to a nearly
> constant-time operation, but the drawback is that you'd need an explicit
> sort at the end to put the per-page entries into page number order
> before you scan 'em. You might come out ahead anyway, not sure.
Is there a reason sort the pages before scanning them? The result won't
come out sorted one way or the other.
--
Alvaro Herrera (<alvherre[a]dcc.uchile.cl>)
"Para tener m<>s hay que desear menos"
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From: Bruce Momjian <pgman@candle.pha.pa.us>
Message-ID: <200401301530.i0UFUgQ18014@candle.pha.pa.us>
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <20040130152418.GB24123@dcc.uchile.cl>
To: Alvaro Herrera <alvherre@dcc.uchile.cl>
Date: Fri, 30 Jan 2004 10:30:42 -0500 (EST)
cc: Tom Lane <tgl@sss.pgh.pa.us>, Greg Stark <gsstark@mit.edu>,
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Alvaro Herrera wrote:
> On Fri, Jan 30, 2004 at 09:48:19AM -0500, Tom Lane wrote:
>
> > A variant is to make the per-page bit arrays be entries in a hash table
> > with page number as hash key. This would reduce insertion to a nearly
> > constant-time operation, but the drawback is that you'd need an explicit
> > sort at the end to put the per-page entries into page number order
> > before you scan 'em. You might come out ahead anyway, not sure.
>
> Is there a reason sort the pages before scanning them? The result won't
> come out sorted one way or the other.
I think the goal would be to hit the heap in sequential order as much as
possible. When we are doing reading right from the index, we haven't
collected all the heap values in one place, but since we have them in
memory, we might as well sort them, though I don't think that is a
requirement, just a performance enhancement, or at least that is my
guess.
--
Bruce Momjian | http://candle.pha.pa.us
pgman@candle.pha.pa.us | (610) 359-1001
+ If your life is a hard drive, | 13 Roberts Road
+ Christ can be your backup. | Newtown Square, Pennsylvania 19073
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From hannu@tm.ee Fri Jan 30 17:44:13 2004
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Subject: Re: [HACKERS] Question about indexes
From: Hannu Krosing <hannu@tm.ee>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Bruce Momjian <pgman@candle.pha.pa.us>, Greg Stark <gsstark@mit.edu>,
pgsql-hackers@postgresql.org
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Tom Lane kirjutas R, 30.01.2004 kell 16:48:
> Bruce Momjian <pgman@candle.pha.pa.us> writes:
> > Also, what does an in-memory bitmapped index look like?
>
> One idea that might work: a binary search tree in which each node
> represents a single page of the table, and contains a bit array with
> one bit for each possible item number on the page. You could not need
> more than BLCKSZ/(sizeof(HeapTupleHeaderData)+sizeof(ItemIdData)) bits
> in a node, or about 36 bytes at default BLCKSZ --- for most tables you
> could probably prove it would be a great deal less. You only allocate
> nodes for pages that have at least one interesting row.
Another idea would be using bitmaps where we have just one bit per
database page and do a seq scan but just over marked pages.
Even when allocating them in full such indexes would occupy just
1/(8k*8bit) of the amount they describe, so index for 1GB table would be
1G/(8k*8bit) = 16 kilobytes (2 pages)
Also, such indexes, if persistent, could also be used (together with
FSM) when deciding placement of new tuples, so they provide a form of
clustering.
This would of course be most useful for data-warehouse type operations,
where database is significantöy bigger than memory.
And the seqscan over bitmap should not be done in simple page order, but
rather in two passes -
1. over those pages which are already in cache (either postgresqls
or systems (if we find a way to get such info from the system))
2. in sequential order over the rest.
> I think this would represent a reasonable compromise between size and
> insertion speed. It would only get large if the indexscan output
> demanded visiting many different pages --- but at some point you could
> abandon index usage and do a sequential scan, so I think that property
> is okay.
One case where almost full intermediate bitmap could be needed is when
doing a star join or just AND of several conditions, where each single
index spans a significant part of the table, but the result does not.
> A variant is to make the per-page bit arrays be entries in a hash table
> with page number as hash key. This would reduce insertion to a nearly
> constant-time operation, but the drawback is that you'd need an explicit
> sort at the end to put the per-page entries into page number order
> before you scan 'em. You might come out ahead anyway, not sure.
>
> Or we could try a true linear bitmap (indexed by page number times
> max-items-per-page plus item number) that's compressed in some fashion,
> probably just by eliminating large runs of zeroes. The difficulty here
> is that inserting a new one-bit could be pretty expensive, and we need
> it to be cheap.
>
> Perhaps someone can come up with other better ideas ...
I have also contemplated a scenario, where we could use some
not-quite-max power-of-2 bits-per-page linear bitmap and mark intra-page
wraps (when we tried to mark a point past that not-quite-max number in a
page) in high bit (or another bitmap) making info for that page folded.
AN example would be setting bit 40 in 32-bits/page index - this would
set bit 40&31 and mark the page folded.
When combining such indexes using AND or OR, we need some spcial
handling of folded pages, but could still get non-folded (0) results out
from AND of 2 folded pages if the bits are distributed nicely.
--------------
Hannu
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cc: Bruce Momjian <pgman@candle.pha.pa.us>, Greg Stark <gsstark@mit.edu>,
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Subject: Re: [HACKERS] Question about indexes
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Comments: In-reply-to Hannu Krosing <hannu@tm.ee>
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Hannu Krosing <hannu@tm.ee> writes:
> Another idea would be using bitmaps where we have just one bit per
> database page and do a seq scan but just over marked pages.
That seems a bit too lossy for me, but I really like your later idea
about folding. Generalizing that a little, we can choose any fold point
we like. We could allocate, say, one 32-bit word per page and set the
(i mod 32) bit when item i is fingered by the index. After retrieving
the heap page, we'd need to test all the valid rows that have item
numbers matching a set bit mod 32. On typical tables (with circa 100
items per page) this would require testing only about 3 rows per page.
ORing and ANDing of such bitmaps still works, with the understanding
that it's lossy and you have to double check each retrieved tuple.
If the fold point is above about 100, your idea of keeping track of
whether we actually set any wrapped-around bits would become useful,
but below that I think we'd just be wasting a bit.
regards, tom lane
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Subject: Re: [HACKERS] Question about indexes
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Comments: In-reply-to Hannu Krosing <hannu@tm.ee>
message dated "Sat, 31 Jan 2004 00:43:54 +0200"
Date: Fri, 30 Jan 2004 18:02:58 -0500
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From: Tom Lane <tgl@sss.pgh.pa.us>
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Hannu Krosing <hannu@tm.ee> writes:
> Another idea would be using bitmaps where we have just one bit per
> database page and do a seq scan but just over marked pages.
That seems a bit too lossy for me, but I really like your later idea
about folding. Generalizing that a little, we can choose any fold point
we like. We could allocate, say, one 32-bit word per page and set the
(i mod 32) bit when item i is fingered by the index. After retrieving
the heap page, we'd need to test all the valid rows that have item
numbers matching a set bit mod 32. On typical tables (with circa 100
items per page) this would require testing only about 3 rows per page.
ORing and ANDing of such bitmaps still works, with the understanding
that it's lossy and you have to double check each retrieved tuple.
If the fold point is above about 100, your idea of keeping track of
whether we actually set any wrapped-around bits would become useful,
but below that I think we'd just be wasting a bit.
regards, tom lane
From hannu@tm.ee Fri Jan 30 18:21:59 2004
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Subject: Re: [HACKERS] Question about indexes
From: Hannu Krosing <hannu@tm.ee>
To: Tom Lane <tgl@sss.pgh.pa.us>
cc: Bruce Momjian <pgman@candle.pha.pa.us>, Greg Stark <gsstark@mit.edu>,
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Tom Lane kirjutas L, 31.01.2004 kell 01:02:
> Hannu Krosing <hannu@tm.ee> writes:
> > Another idea would be using bitmaps where we have just one bit per
> > database page and do a seq scan but just over marked pages.
>
> That seems a bit too lossy for me,
I originally thought of it in context of data-warehousing and persistent
bitmap indexes. there the use of these same bitmaps for clustering would
un-lossify this approach.
> but I really like your later idea
> about folding. Generalizing that a little, we can choose any fold point
> we like. We could allocate, say, one 32-bit word per page and set the
> (i mod 32) bit when item i is fingered by the index. After retrieving
> the heap page, we'd need to test all the valid rows that have item
> numbers matching a set bit mod 32. On typical tables (with circa 100
> items per page) this would require testing only about 3 rows per page.
> ORing and ANDing of such bitmaps still works, with the understanding
> that it's lossy and you have to double check each retrieved tuple.
>
> If the fold point is above about 100, your idea of keeping track of
> whether we actually set any wrapped-around bits would become useful,
> but below that I think we'd just be wasting a bit.
Not only wasting bits, but also making the code hairier - we can't just
do simple ANDs and ORs.
--------------
Hannu
From gsstark@mit.edu Fri Jan 30 19:04:21 2004
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From: Greg Stark <gsstark@mit.edu>
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Tom Lane <tgl@sss.pgh.pa.us> writes:
> That seems a bit too lossy for me, but I really like your later idea
> about folding. Generalizing that a little, we can choose any fold point
> we like. We could allocate, say, one 32-bit word per page and set the
> (i mod 32) bit when item i is fingered by the index. After retrieving
> the heap page, we'd need to test all the valid rows that have item
> numbers matching a set bit mod 32. On typical tables (with circa 100
> items per page) this would require testing only about 3 rows per page.
> ORing and ANDing of such bitmaps still works, with the understanding
> that it's lossy and you have to double check each retrieved tuple.
That would make it really hard to ever clear the bits. What do you do when you
vacuum and one of the tuples is no longer needed. You can't be sure you can
clear the bit in the index because there could be multiple tuples represented
by the bit being set. You would have to test the condition on the other tuples
covered by the bit to see if it can be cleared.
--
greg
From pgsql-hackers-owner+M49533=pgman=candle.pha.pa.us@postgresql.org Fri Jan 30 19:56:45 2004
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To: Greg Stark <gsstark@mit.edu>
cc: Hannu Krosing <hannu@tm.ee>, Bruce Momjian <pgman@candle.pha.pa.us>,
pgsql-hackers@postgresql.org
Subject: Re: [HACKERS] Question about indexes
In-Reply-To: <87wu79vv9o.fsf@stark.xeocode.com>
References: <200401301131.i0UBVHU04169@candle.pha.pa.us> <12965.1075474099@sss.pgh.pa.us> <1075502634.4007.32.camel@fuji.krosing.net> <20776.1075503778@sss.pgh.pa.us> <87wu79vv9o.fsf@stark.xeocode.com>
Comments: In-reply-to Greg Stark <gsstark@mit.edu>
message dated "30 Jan 2004 19:04:03 -0500"
Date: Fri, 30 Jan 2004 19:50:23 -0500
Message-ID: <23292.1075510223@sss.pgh.pa.us>
From: Tom Lane <tgl@sss.pgh.pa.us>
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Status: OR
Greg Stark <gsstark@mit.edu> writes:
> Tom Lane <tgl@sss.pgh.pa.us> writes:
>> ORing and ANDing of such bitmaps still works, with the understanding
>> that it's lossy and you have to double check each retrieved tuple.
> That would make it really hard to ever clear the bits.
We're speaking of in-memory bitmaps constructed on-the-fly here. You're
right that it wouldn't work for persistent indexes, but I'm not very
interested in that case at the moment ...
regards, tom lane
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