Thread: Hints proposal
Posting here instead of hackers since this is where the thread got started... The argument has been made that producing a hints system will be as hard as actually fixing the optimizer. There's also been clamoring for an actual proposal, so here's one that (I hope) wouldn't be very difficult to implemen. My goal with this is to keep the coding aspect as simple as possible, so that implementation and maintenance of this isn't a big burden. Towards that end, these hints either tell the planner specifically how to handle some aspect of a query, or they tell it to modify specific cost estimates. My hope is that this information could be added to the internal representation of a query without much pain, and that the planner can then use that information when generating plans. The syntax these hints is something arbitrary. I'm borrowing Oracle's idea of embedding hints in comments, but we can use some other method if desired. Right now I'm more concerned with getting the general idea across. Since this is such a controversial topic, I've left this at a 'rough draft' stage - it's meant more as a framework for discussion than a final proposal for implementation. Forcing a Plan -------------- These hints would outright force the planner to do things a certain way. ... FROM table /* ACCESS {SEQSCAN | [[NO] BITMAP] INDEX index_name} */ This would force the planner to access table via a seqscan or index_name. For the index case, you can also specify if the access must or must not be via a bitmap scan. If neither is specified, the planner is free to choose either one. Theoretically, we could also allow "ACCESS INDEX" without an index name, which would simply enforce that a seqscan not be used, but I'm not sure how useful that would be. ... FROM a JOIN b /* {HASH|NESTED LOOP|MERGE} JOIN */ ON (...) ... FROM a JOIN b ON (...) /* [HASH|NESTED LOOP|MERGE] JOIN */ Force the specified join mechanism on the join. The first form would not enforce a join order, it would only force table b to be joined to the rest of the relations using the specified join type. The second form would specify that a joins to b in that order, and optionally specify what type of join to use. ... GROUP BY ... /* {HASH|SORT} AGGREGATE */ Specify how aggregation should be handled. Cost Tweaking ------------- It would also be useful to allow tweaking of planner cost estimates. This would take the general form of node operator value where node would be a planner node/hint (ie: ACCESS INDEX), operator would be +, -, *, /, and value would be the amount to change the estimate by. So "ACCESS INDEX my_index / 2" would tell the planner to cut the estimated cost of any index scan on a given table in half. (I realize the syntax will probably need to change to avoid pain in the grammar code.) Unlike the hints above that are ment to force a certain behavior on an operation, you could potentially have multiple cost hints in a single location, ie: FROM a /* HASH JOIN * 1.1 NESTED LOOP JOIN * 2 MERGE JOIN + 5000 */ JOIN b ON (...) /* NESTED LOOP JOIN - 5000 */ The first comment block would apply to any joins against a, while the second one would apply only to joins between a and b. The effects would be cumulative, so this example means that any merge join against a gets an added cost of 5000, unless it's a join with b (because +5000 + -5000 = 0). I think you could end up with odd cases if the second form just over-rode the first, which is why it should be cummulative. -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
Because DB2 doesn't like hints, and the fact that they have gotten to a point where they feel they do not need them, I feel we too can get to a point where we don't need them either. The question is whether we can get there quickly enough for our userbase. I perfer attacking the problem at the table definition level, like something like "volatile", or adding to the existing table statistics. --------------------------------------------------------------------------- Jim C. Nasby wrote: > Posting here instead of hackers since this is where the thread got > started... > > The argument has been made that producing a hints system will be as hard > as actually fixing the optimizer. There's also been clamoring for an > actual proposal, so here's one that (I hope) wouldn't be very difficult > to implemen. > > My goal with this is to keep the coding aspect as simple as possible, so > that implementation and maintenance of this isn't a big burden. Towards > that end, these hints either tell the planner specifically how to handle > some aspect of a query, or they tell it to modify specific cost > estimates. My hope is that this information could be added to the > internal representation of a query without much pain, and that the > planner can then use that information when generating plans. > > The syntax these hints is something arbitrary. I'm borrowing Oracle's > idea of embedding hints in comments, but we can use some other method if > desired. Right now I'm more concerned with getting the general idea > across. > > Since this is such a controversial topic, I've left this at a 'rough > draft' stage - it's meant more as a framework for discussion than a > final proposal for implementation. > > Forcing a Plan > -------------- > These hints would outright force the planner to do things a certain way. > > ... FROM table /* ACCESS {SEQSCAN | [[NO] BITMAP] INDEX index_name} */ > > This would force the planner to access table via a seqscan or > index_name. For the index case, you can also specify if the access must > or must not be via a bitmap scan. If neither is specified, the planner > is free to choose either one. > > Theoretically, we could also allow "ACCESS INDEX" without an index name, > which would simply enforce that a seqscan not be used, but I'm not sure > how useful that would be. > > ... FROM a JOIN b /* {HASH|NESTED LOOP|MERGE} JOIN */ ON (...) > ... FROM a JOIN b ON (...) /* [HASH|NESTED LOOP|MERGE] JOIN */ > > Force the specified join mechanism on the join. The first form would not > enforce a join order, it would only force table b to be joined to the > rest of the relations using the specified join type. The second form > would specify that a joins to b in that order, and optionally specify > what type of join to use. > > ... GROUP BY ... /* {HASH|SORT} AGGREGATE */ > > Specify how aggregation should be handled. > > Cost Tweaking > ------------- > It would also be useful to allow tweaking of planner cost estimates. > This would take the general form of > > node operator value > > where node would be a planner node/hint (ie: ACCESS INDEX), operator > would be +, -, *, /, and value would be the amount to change the > estimate by. So "ACCESS INDEX my_index / 2" would tell the planner to > cut the estimated cost of any index scan on a given table in half. > > (I realize the syntax will probably need to change to avoid pain in the > grammar code.) > > Unlike the hints above that are ment to force a certain behavior on an > operation, you could potentially have multiple cost hints in a single > location, ie: > > FROM a /* HASH JOIN * 1.1 NESTED LOOP JOIN * 2 MERGE JOIN + 5000 */ > JOIN b ON (...) /* NESTED LOOP JOIN - 5000 */ > > The first comment block would apply to any joins against a, while the > second one would apply only to joins between a and b. The effects would > be cumulative, so this example means that any merge join against a gets > an added cost of 5000, unless it's a join with b (because +5000 + -5000 > = 0). I think you could end up with odd cases if the second form just > over-rode the first, which is why it should be cummulative. > -- > Jim Nasby jim@nasby.net > EnterpriseDB http://enterprisedb.com 512.569.9461 (cell) > > ---------------------------(end of broadcast)--------------------------- > TIP 4: Have you searched our list archives? > > http://archives.postgresql.org -- Bruce Momjian bruce@momjian.us EnterpriseDB http://www.enterprisedb.com + If your life is a hard drive, Christ can be your backup. +
On 10/12/06, Jim C. Nasby <jim@nasby.net> wrote:
Posting here instead of hackers since this is where the thread got
started...
The argument has been made that producing a hints system will be as hard
as actually fixing the optimizer. There's also been clamoring for an
actual proposal, so here's one that (I hope) wouldn't be very difficult
to implemen.
My goal with this is to keep the coding aspect as simple as possible, so
that implementation and maintenance of this isn't a big burden. Towards
that end, these hints either tell the planner specifically how to handle
some aspect of a query, or they tell it to modify specific cost
estimates. My hope is that this information could be added to the
internal representation of a query without much pain, and that the
planner can then use that information when generating plans.
I've been following the last thread with a bit of interest. I like the proposal. It seems simple and easy to use. What is it about hinting that makes it so easily breakable with new versions? I don't have any experience with Oracle, so I'm not sure how they screwed logic like this up. Hinting to use a specific merge or scan seems fairly straight forward; if the query requests to use an index on a join, I don't see how hard it is to go with the suggestion. It will become painfully obvious to the developer if his hinting is broken.
[ This is off-topic for -performance, please continue the thread in -hackers ] "Jim C. Nasby" <jim@nasby.net> writes: > These hints would outright force the planner to do things a certain way. > ... FROM table /* ACCESS {SEQSCAN | [[NO] BITMAP] INDEX index_name} */ This proposal seems to deliberately ignore every point that has been made *against* doing things that way. It doesn't separate the hints from the queries, it doesn't focus on fixing the statistical or cost misestimates that are at the heart of the issue, and it takes no account of the problem of hints being obsoleted by system improvements. > It would also be useful to allow tweaking of planner cost estimates. > This would take the general form of > node operator value This is at least focusing on the right sort of thing, although I still find it completely misguided to be attaching hints like this to individual queries. What I would like to see is information *stored in a system catalog* that affects the planner's cost estimates. As an example, the DBA might know that a particular table is touched sufficiently often that it's likely to remain RAM-resident, in which case reducing the page fetch cost estimates for just that table would make sense. (BTW, this is something the planner could in principle know, but we're unlikely to do it anytime soon, for a number of reasons including a desire for plan stability.) The other general category of thing I think we need is a way to override selectivity estimates for particular forms of WHERE clauses. regards, tom lane
Bruce Momjian wrote: > Because DB2 doesn't like hints, and the fact that they have gotten to a > point where they feel they do not need them, I feel we too can get to a > point where we don't need them either. The question is whether we can > get there quickly enough for our userbase. In all fairness, when I used to work with DB2 we often had to rewrite queries to persuade the planner to choose a different plan. Often it was more of an issue of plan stability; a query would suddenly become horribly slow in production because a table had grown slowly to the point that it chose a different plan than before. Then we had to modify the query again, or manually set the statistics. In extreme cases we had to split a query to multiple parts and use temporary tables and move logic to the application to get a query to perform consistently and fast enough. I really really missed hints. Because DB2 doesn't have MVCC, an accidental table scan is very serious, because with stricter isolation levels that keeps the whole table locked. That said, I really don't like the idea of hints like "use index X" embedded in a query. I do like the idea of hints that give the planner more information about the data. I don't have a concrete proposal, but here's some examples of hints I'd like to see: "table X sometimes has millions of records and sometimes it's empty" "Expression (table.foo = table2.bar * 2) has selectivity 0.99" "if foo.bar = 5 then foo.field2 IS NULL" "Column X is unique" "function foobar() always returns either 1 or 2, and it returns 2 90% of the time." "if it's Monday, then table NEW_ORDERS has a cardinality of 100000, otherwise 10." BTW: Do we make use of CHECK constraints in the planner? In DB2, that was one nice and clean way of hinting the planner about things. If I remember correctly, you could even define CHECK constraints that weren't actually checked at run-time, but were used by the planner. -- Heikki Linnakangas EnterpriseDB http://www.enterprisedb.com
On 10/12/06, Tom Lane <tgl@sss.pgh.pa.us> wrote: > [ This is off-topic for -performance, please continue the thread in > -hackers ] > This proposal seems to deliberately ignore every point that has been > made *against* doing things that way. It doesn't separate the hints > from the queries, it doesn't focus on fixing the statistical or cost > misestimates that are at the heart of the issue, and it takes no account > of the problem of hints being obsoleted by system improvements. what about extending the domain system so that we can put in ranges that override the statistics or (imo much more importantly) provide information when the planner would have to restort to a guess. my case for this is prepared statements with a parameterized limit clause. prepare foo(l int) as select * from bar limit $1; maybe: create domain foo_lmt as int hint 1; -- probably needs to be fleshed out prepare foo(l foolmt) as select * from bar limit $1; this says: "if you have to guess me, please use this" what I like about this over previous attempts to persuade you is the grammar changes are localized and also imo future proofed. planner can ignore the hints if they are not appropriate for the oparation. merlin
Heikki Linnakangas <heikki@enterprisedb.com> writes: > BTW: Do we make use of CHECK constraints in the planner? Only for "constraint exclusion", and at the moment that's off by default. The gating problem here is that if the planner relies on a CHECK constraint, and then you drop the constraint, the previously generated plan might start to silently deliver wrong answers. So I'd like to see a plan invalidation mechanism in place before we go very far down the path of relying on constraints for planning. That's something I'm going to try to make happen for 8.3, though. regards, tom lane
On Thu, Oct 12, 2006 at 11:42:32AM -0400, Tom Lane wrote: > [ This is off-topic for -performance, please continue the thread in > -hackers ] > > "Jim C. Nasby" <jim@nasby.net> writes: > > These hints would outright force the planner to do things a certain way. > > ... FROM table /* ACCESS {SEQSCAN | [[NO] BITMAP] INDEX index_name} */ > > This proposal seems to deliberately ignore every point that has been > made *against* doing things that way. It doesn't separate the hints > from the queries, it doesn't focus on fixing the statistical or cost > misestimates that are at the heart of the issue, and it takes no account > of the problem of hints being obsoleted by system improvements. Yes, but it does one key thing: allows DBAs to fix problems *NOW*. See also my comment below. > > It would also be useful to allow tweaking of planner cost estimates. > > This would take the general form of > > node operator value > > This is at least focusing on the right sort of thing, although I still > find it completely misguided to be attaching hints like this to > individual queries. Yes, but as I mentioned the idea here was to come up with something that is (hopefully) easy to define and implement. In other words, something that should be doable for 8.3. Because this proposal essentially amounts to limiting plans the planner will consider and tweaking it's cost estimates, I'm hoping that it should be (relatively) easy to implement. > What I would like to see is information *stored in a system catalog* > that affects the planner's cost estimates. As an example, the DBA might > know that a particular table is touched sufficiently often that it's > likely to remain RAM-resident, in which case reducing the page fetch > cost estimates for just that table would make sense. (BTW, this is > something the planner could in principle know, but we're unlikely to > do it anytime soon, for a number of reasons including a desire for plan > stability.) All this stuff is great and I would love to see it! But this is all so abstract that I'm doubtful this could make it into 8.4, let alone 8.3. Especially if we want a comprehensive system that will handle most/all cases. I don't know if we even have a list of all the cases we need to handle. > The other general category of thing I think we need is a > way to override selectivity estimates for particular forms of WHERE > clauses. I hadn't thought about that for hints, but it would be a good addition. I think the stats-tweaking model would work, but we'd probably want to allow "=" as well (which could go into the other stats tweaking hints as well). ... WHERE a = b /* SELECTIVITY {+|-|*|/|=} value */ -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
OK, I just have to comment... "Jim C. Nasby" <jim@nasby.net> writes: > > These hints would outright force the planner to do things a certain way. > > ... FROM table /* ACCESS {SEQSCAN | [[NO] BITMAP] INDEX index_name} */ > > This proposal seems to deliberately ignore every point that has been > made *against* doing things that way. It doesn't separate the hints > from the queries, it doesn't focus on fixing the statistical or cost > misestimates that are at the heart of the issue, and it takes no account > of the problem of hints being obsoleted by system improvements. But whatever arguments you made about planner improvements and the like, it will NEVER be possible to correctly estimate in all cases the statistics for a query, even if you perfectly know WHAT statistics you need, which is also not the case all the time. Tom, you're the one who knows best how the planner works... can you bet anything you care about on the fact that one day the planner will never ever generate a catastrophic plan without DBA tweaking ? And how far in time we'll get to that point ? Until that point is achieved, the above proposal is one of the simplest to understand for the tweaking DBA, and the fastest to deploy when faced with catastrophic plans. And I would guess it is one of the simplest to be implemented and probably not very high maintenance either, although this is just a guess. If I could hint some of my queries, I would enable anonymous prepared statements to take into account the parameter values, but I can't because that results in runaway queries every now and then, so I had to force postgres generate generic queries without knowing anything about parameter values... so the effect for me is an overall slower postgres system because I couldn't fix the particular problems I had and had to tweak general settings. And when I have a problem I can't wait until the planner is fixed, I have to solve it immediately... the current means to do that are suboptimal. The argument that planner hints would hide problems from being solved is a fallacy. To put a hint in place almost the same amount of analysis is needed from the DBA as solving the problem now, so users who ask now for help will further do it even in the presence of hints. The ones who wouldn't are not coming for help now either, they know their way out of the problems... and the ones who still report a shortcoming of the planner will do it with hints too. I would even say it would be an added benefit, cause then you could really see how well a specific plan will do without having the planner capable to generate alone that plan... so knowledgeable users could come to you further down the road when they know where the planner is wrong, saving you time. I must say it again, this kind of query-level hinting would be the easiest to understand for the developers... there are many trial-end-error type of programmers out there, if you got a hint wrong, you fix it and move on, doesn't need to be perfect, it just have to be good enough. I heavily doubt that postgres will get bad publicity because user Joe sot himself in the foot by using bad hints... the probability for that is low, you must actively put those hints there, and if you take the time to do that then you're not the average Joe, and probably not so lazy either, and if you're putting random hints, then you would probably mess it up some other way anyway. And the thing about missing new features is also not very founded. If I would want to exclude a full table scan on a specific table for a specific query, than that's about for sure that I want to do that regardless what new features postgres will offer in the future. Picking one specific access method is more prone to missing new access methods, but even then, when I upgrade the DB server to a new version, I usually have enough other compatibility problems (till now I always had some on every upgrade I had) that making a round of upgrading hints is not an outstanding problem. And if the application works good enough with suboptimal plans, why would I even take that extra effort ? I guess the angle is: I, as a practicing DBA would like to be able to experiment and get most out of the imperfect tool I have, and you, the developers, want to make the tool perfect... I don't care about perfect tools, it just have to do the job... hints or anything else, if I can make it work GOOD ENOUGH, it's all fine. And hints is something I would understand and be able to use. Thanks for your patience if you're still reading this... Cheers, Csaba.
>What is it about hinting that makes it so easily breakable with new versions? I >don't have any experience with Oracle,so I'm not sure how they screwed logic like >this up. I don't have a ton of experience with oracle either, mostly DB2, MSSQL and PG. So, I thought I'd do some googling, and maybeothers might find this useful info. http://asktom.oracle.com/pls/ask/f?p=4950:8:2177642270773127589::NO::F4950_P8_DISPLAYID,F4950_P8_CRITERIA:7038986332061 Interesting quote: "In Oracle Applications development (11i apps - HR, CRM, etc) Hints are strictly forbidden. We find theunderlying cause and fix it." and "Hints -- only useful if you are in RBO and you want to make use of an access path." Maybe because I haven't had access to hints before, I've never been tempted to use them. However, I can't remember havingto re-write SQL due to a PG upgrade either. Oh, and if you want to see everything that gets broken/depreciated with new versions, just take a look at oracle's releasenotes for 9i and 10g. I particularly dislike how they rename stuff for no apparent reason (e.g. NOPARALLEL is nowNO_PARALLEL - http://www.oracle-base.com/articles/10g/PerformanceTuningEnhancements10g.php) At the very least, I agree it is important to separate the query (what data do I want) from performance options (config,indexes, hints, etc). The data I want doesn't change unless I have a functionality/requirements change. So I'd prefernot to have to go back and change that code just to tweak performance. In addition, this creates an even bigger messfor dynamic queries. I would be much more likely to consider hints if they could be applied separately. - Bucky
Jim, >>> These hints would outright force the planner to do things a certain way. >>> ... FROM table /* ACCESS {SEQSCAN | [[NO] BITMAP] INDEX index_name} */ >> This proposal seems to deliberately ignore every point that has been >> made *against* doing things that way. It doesn't separate the hints >> from the queries, it doesn't focus on fixing the statistical or cost >> misestimates that are at the heart of the issue, and it takes no account >> of the problem of hints being obsoleted by system improvements. > > Yes, but it does one key thing: allows DBAs to fix problems *NOW*. See > also my comment below. I don't see how adding extra tags to queries is easier to implement than an ability to modify the system catalogs. Quite the opposite, really. And, as I said, if you're going to push for a feature that will be obsolesced in one version, then you're going to have a really rocky row to hoe. > Yes, but as I mentioned the idea here was to come up with something that > is (hopefully) easy to define and implement. In other words, something > that should be doable for 8.3. Because this proposal essentially amounts > to limiting plans the planner will consider and tweaking it's cost > estimates, I'm hoping that it should be (relatively) easy to implement. Even I, the chief marketing geek, am more concerned with getting a feature that we will still be proud of in 5 years than getting one in the next nine months. Keep your pants on! I actually think the way to attack this issue is to discuss the kinds of errors the planner makes, and what tweaks we could do to correct them. Here's the ones I'm aware of: -- Incorrect selectivity of WHERE clause -- Incorrect selectivity of JOIN -- Wrong estimate of rows returned from SRF -- Incorrect cost estimate for index use Can you think of any others? I also feel that a tenet of the design of the "planner tweaks" system ought to be that the tweaks are collectible and analyzable in some form. This would allow DBAs to mail in their tweaks to -performance or -hackers, and then allow us to continue improving the planner. --Josh Berkus
On Thu, 2006-10-12 at 10:14 -0500, Jim C. Nasby wrote: > The syntax these hints is something arbitrary. I'm borrowing Oracle's > idea of embedding hints in comments, but we can use some other method if > desired. Right now I'm more concerned with getting the general idea > across. > Is there any advantage to having the hints in the queries? To me that's asking for trouble with no benefit at all. It would seem to me to be better to have a system catalog that defined hints as something like: "If user A executes a query matching regex R, then coerce (or force) the planner in this way." I'm not suggesting that we do that, but it seems better then embedding the hints in the queries themselves. Regards, Jeff Davis
Csaba, > I guess the angle is: I, as a practicing DBA would like to be able to > experiment and get most out of the imperfect tool I have, and you, the > developers, want to make the tool perfect... I don't care about perfect > tools, it just have to do the job... hints or anything else, if I can > make it work GOOD ENOUGH, it's all fine. And hints is something I would > understand and be able to use. Hmmm, if you already understand Visual Basic syntax, should we support that too? Or maybe we should support MySQL's use of '0000-00-00' as the "zero" date because people "understand" that? We're just not going to adopt a bad design because Oracle DBAs are used to it. If we wanted to do that, we could shut down the project and join a proprietary DB staff. The current discussion is: a) Planner tweaking is sometimes necessary; b) Oracle HINTS are a bad design for planner tweaking; c) Can we come up with a good design for planner tweaking? So, how about suggestions for a good design? --Josh Berkus
On Thu, Oct 12, 2006 at 09:26:24AM -0600, Joshua Marsh wrote: > On 10/12/06, Jim C. Nasby <jim@nasby.net> wrote: > > > >Posting here instead of hackers since this is where the thread got > >started... > > > >The argument has been made that producing a hints system will be as hard > >as actually fixing the optimizer. There's also been clamoring for an > >actual proposal, so here's one that (I hope) wouldn't be very difficult > >to implemen. > > > >My goal with this is to keep the coding aspect as simple as possible, so > >that implementation and maintenance of this isn't a big burden. Towards > >that end, these hints either tell the planner specifically how to handle > >some aspect of a query, or they tell it to modify specific cost > >estimates. My hope is that this information could be added to the > >internal representation of a query without much pain, and that the > >planner can then use that information when generating plans. > > > I've been following the last thread with a bit of interest. I like the > proposal. It seems simple and easy to use. What is it about hinting that > makes it so easily breakable with new versions? I don't have any experience > with Oracle, so I'm not sure how they screwed logic like this up. Hinting > to use a specific merge or scan seems fairly straight forward; if the query > requests to use an index on a join, I don't see how hard it is to go with > the suggestion. It will become painfully obvious to the developer if his > hinting is broken. The problem is that when you 'hint' (which is actually not a great name for the first part of my proposal, since it's really forcing the planner to do something), you're tying the planner's hands. As the planner improves in newer versions, it's very possible to end up with forced query plans that are much less optimal than what the newer planner could come up with. This is especially true as new query execution nodes are created, such as hashaggregate. The other downside is that it's per-query. It would certainly be useful to be able to nudge the planner in the right direction on a per-table level, but it's just not clear how to accomplish that. Like I said, the idea behind my proposal is to have something that can be done soon, like for 8.3. -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
On Thu, Oct 12, 2006 at 04:55:17PM +0100, Heikki Linnakangas wrote: > Bruce Momjian wrote: > >Because DB2 doesn't like hints, and the fact that they have gotten to a > >point where they feel they do not need them, I feel we too can get to a > >point where we don't need them either. The question is whether we can > >get there quickly enough for our userbase. > > In all fairness, when I used to work with DB2 we often had to rewrite > queries to persuade the planner to choose a different plan. Often it was > more of an issue of plan stability; a query would suddenly become > horribly slow in production because a table had grown slowly to the > point that it chose a different plan than before. Then we had to modify > the query again, or manually set the statistics. In extreme cases we had > to split a query to multiple parts and use temporary tables and move > logic to the application to get a query to perform consistently and fast > enough. I really really missed hints. Oracle has an interesting way to deal with this, in that you can store a plan that the optimizer generates and tell it to always use it for that query. There's some other management tools built on top of that. I don't know how commonly it's used, though... Also, on the DB2 argument... I'm wondering what happens when people end up with a query that they can't get to execute the way it should? Is the planner *that* good that it never happens? Do you have to wait for a fixpack when it does happen? I'm all for having a super-smart planner, but I'm highly doubtful it will always know exactly what to do. > That said, I really don't like the idea of hints like "use index X" > embedded in a query. I do like the idea of hints that give the planner > more information about the data. I don't have a concrete proposal, but Which is part of the problem... there's nothing to indicate we'll have support for these improved hints anytime soon, especially if a number of them depend on plan invalidation. > here's some examples of hints I'd like to see: > > "table X sometimes has millions of records and sometimes it's empty" > "Expression (table.foo = table2.bar * 2) has selectivity 0.99" > "if foo.bar = 5 then foo.field2 IS NULL" > "Column X is unique" > "function foobar() always returns either 1 or 2, and it returns 2 90% of > the time." > "if it's Monday, then table NEW_ORDERS has a cardinality of 100000, > otherwise 10." > > BTW: Do we make use of CHECK constraints in the planner? In DB2, that > was one nice and clean way of hinting the planner about things. If I > remember correctly, you could even define CHECK constraints that weren't > actually checked at run-time, but were used by the planner. I think you're right... and it is an elegant way to hint the planner. -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
> Hmmm, if you already understand Visual Basic syntax, should we support > that too? Or maybe we should support MySQL's use of '0000-00-00' as the > "zero" date because people "understand" that? You completely misunderstood me... I have no idea about oracle hints, never used Oracle in fact. My company uses oracle, but I have only very very limited contact with oracle issues, and never touched a hint. I'm only talking about ease of use, learning curves, and complexity in general. While I do like the idea of an all automatic system optimizer which takes your query portofolio and analyzes the data based on those queries and creates you all the indexes you need and all that, that's not gonna happen soon, because it's a very complex thing to implement. The alternative is that you take your query portofolio, analyze it yourself, figure out what statistics you need, create indexes, tweak queries, hint the planner for correlations and stuff... which is a complex task, and if you have to tell the server about some correlations with the phase of the moon, you're screwed cause there will never be any DB engine which will understand that. But you always can put the corresponding hint in the query when you know the correlation is there... The problem is that the application sometimes really knows better than the server, when the correlations are not standard. > We're just not going to adopt a bad design because Oracle DBAs are used > to it. If we wanted to do that, we could shut down the project and > join a proprietary DB staff. I have really nothing to do with Oracle. I think you guys are simply too blinded by Oracle hate... I don't care about Oracle. > The current discussion is: > > a) Planner tweaking is sometimes necessary; > b) Oracle HINTS are a bad design for planner tweaking; While there are plenty of arguments you made against query level hints (can we not call them Oracle-hints ?), there are plenty of users of postgres who expressed they would like them. I guess they were tweaking postgres installations when they needed it, and not Oracle installations. I expressed it clearly that for me query level hinting would give more control and better understanding of what I have to do for the desired result. Perfect planning -> forget it, I only care about good enough with reasonable tuning effort. If I have to tweak statistics I will NEVER be sure postgres will not backfire on me again. On the other hand if I say never do a seq scan on this table for this query, I could be sure it won't... > c) Can we come up with a good design for planner tweaking? Angles again: good enough now is better for end users, but programmers always go for perfect tomorrow... pity. Cheers, Csaba.
Csaba Nagy <nagy@ecircle-ag.com> writes: > Until that point is achieved, the above proposal is one of the simplest > to understand for the tweaking DBA, and the fastest to deploy when faced > with catastrophic plans. And I would guess it is one of the simplest to > be implemented and probably not very high maintenance either, although > this is just a guess. That guess is wrong ... but more to the point, if you think that "simple and easy to implement" should be the overriding concern for designing a new feature, see mysql. They've used that design approach for years and look what a mess they've got. This project has traditionally done things differently and I feel no need to change that mindset now. regards, tom lane
> I'm not suggesting that we do that, but it seems better then embedding > the hints in the queries themselves. OK, what about this: if I execute the same query from a web client, I want the not-so-optimal-but-safe plan, if I execute it asynchronously, I let the planner choose the best-overall-performance-but-sometimes-may-be-slow plan ? What kind of statistics/table level hinting will get you this ? I would say only query level hinting will buy you query level control. And that's perfectly good in some situations. I really can't see why a query-level hinting mechanism is so evil, why it couldn't be kept forever, and augmented with the possibility of correlation hinting, or table level hinting. These are really solving different problems, with some overlapping... Cheers, Csaba.
On Thu, Oct 12, 2006 at 02:21:55PM -0400, Merlin Moncure wrote: > third way: to solve the problem of data (especially constants) not > being available to the planner at the time the plan was generated. > this happens most often with prepared statements and sql udfs. note > that changes to the plan generation mechanism (i think proposed by > peter e a few weeks back) might also solve this. You're right about this, but you also deliver the reason why we don't need hints for that: the plan generation mechanism is a better solution to that problem. It's this latter thing that I keep coming back to. As a user of PostgreSQL, the thing that I really like about it is its pragmatic emphasis on correctness. In my experience, it's a system that feels very UNIX-y: there's a willingness to accept "80/20" answers to a problem in the event you at least have a way to get the last 20, but the developers are opposed to anything that seems really kludgey. In the case you're talking about, it seems to me that addressing the problems where they come from is a better solution that trying to find some way to work around them. And most of the use-cases I hear for a statement-level hints system fall into this latter category. A -- Andrew Sullivan | ajs@crankycanuck.ca Unfortunately reformatting the Internet is a little more painful than reformatting your hard drive when it gets out of whack. --Scott Morris
On Thu, 2006-10-12 at 19:15 +0200, Csaba Nagy wrote: > > I'm not suggesting that we do that, but it seems better then embedding > > the hints in the queries themselves. > > OK, what about this: if I execute the same query from a web client, I > want the not-so-optimal-but-safe plan, if I execute it asynchronously, I > let the planner choose the > best-overall-performance-but-sometimes-may-be-slow plan ? > Connect as a different user to control whether the hint matches or not. If this doesn't work for you, read below. > What kind of statistics/table level hinting will get you this ? > It's based not just on the table, but on environment as well, such as the user/role. > I would say only query level hinting will buy you query level control. > And that's perfectly good in some situations. My particular proposal allows arbitrary regexes on the raw query. You could add a comment with a "query id" in it. My proposal has these advantages over query comments: (1) Most people's needs would be solved by just matching the query form. (2) If the DBA really wanted to separate out queries individually (not based on the query form), he could do it, but it would have an extra step that might encourage him to reconsider the necessity (3) If someone went to all that work to shoot themselves in the foot with unmanagable hints that are way too specific, the postgres developers are unlikely to be blamed (4) No backwards compatibility issues that I can see, aside from people making their own hints unmanagable. If someone started getting bad plans, they could just remove all the hints from the system catalogs and it would be just as if they had never used hints. If they added ugly comments to their queries it wouldn't really have a bad effect. To formalize the proposal a litte, you could have syntax like: CREATE HINT [FOR USER username] MATCHES regex APPLY HINT some_hint; Where "some_hint" would be a hinting language perhaps like Jim's, except not guaranteed to be compatible between versions of PostgreSQL. The developers could change the hinting language at every release and people can just re-write the hints without changing their application. > I really can't see why a query-level hinting mechanism is so evil, why > it couldn't be kept forever, and augmented with the possibility of > correlation hinting, or table level hinting. Well, I wouldn't say "evil". Query hints are certainly against the principles of a relational database, which separate the logical query from the physical storage. Regards, Jeff Davis
On Thu, Oct 12, 2006 at 09:40:30AM -0700, Josh Berkus wrote: > Jim, > > >>>These hints would outright force the planner to do things a certain way. > >>>... FROM table /* ACCESS {SEQSCAN | [[NO] BITMAP] INDEX index_name} */ > >>This proposal seems to deliberately ignore every point that has been > >>made *against* doing things that way. It doesn't separate the hints > >>from the queries, it doesn't focus on fixing the statistical or cost > >>misestimates that are at the heart of the issue, and it takes no account > >>of the problem of hints being obsoleted by system improvements. > > > >Yes, but it does one key thing: allows DBAs to fix problems *NOW*. See > >also my comment below. > > I don't see how adding extra tags to queries is easier to implement than > an ability to modify the system catalogs. Quite the opposite, really. > > And, as I said, if you're going to push for a feature that will be > obsolesced in one version, then you're going to have a really rocky row > to hoe. Unless you've got a time machine or a team of coders in your back pocket, I don't see how the planner will suddenly become perfect in 8.4... > >Yes, but as I mentioned the idea here was to come up with something that > >is (hopefully) easy to define and implement. In other words, something > >that should be doable for 8.3. Because this proposal essentially amounts > >to limiting plans the planner will consider and tweaking it's cost > >estimates, I'm hoping that it should be (relatively) easy to implement. > > Even I, the chief marketing geek, am more concerned with getting a > feature that we will still be proud of in 5 years than getting one in > the next nine months. Keep your pants on! Hey, I wrote that email while dressed! :P We've been seeing the same kinds of problems that are very difficult (or impossible) to fix cropping up for literally years... it'd be really good to at least be able to force the planner to do the sane thing even if we don't have the manpower to fix it right now... > I actually think the way to attack this issue is to discuss the kinds of > errors the planner makes, and what tweaks we could do to correct them. > Here's the ones I'm aware of: > > -- Incorrect selectivity of WHERE clause > -- Incorrect selectivity of JOIN > -- Wrong estimate of rows returned from SRF > -- Incorrect cost estimate for index use > > Can you think of any others? There's a range of correlations where the planner will incorrectly choose a seqscan over an indexscan. Function problems aren't limited to SRFs... we have 0 statistics ability for functions. There's the whole issue of multi-column statistics. > I also feel that a tenet of the design of the "planner tweaks" system > ought to be that the tweaks are collectible and analyzable in some form. > This would allow DBAs to mail in their tweaks to -performance or > -hackers, and then allow us to continue improving the planner. Well, one nice thing about the per-query method is you can post before and after EXPLAIN ANALYZE along with the hints. But yes, as we move towards a per-table/index/function solution, there should be an easy way to see how those hints are affecting the system and to report that data back to the community. -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
On Thu, Oct 12, 2006 at 09:42:55AM -0700, Jeff Davis wrote: > On Thu, 2006-10-12 at 10:14 -0500, Jim C. Nasby wrote: > > The syntax these hints is something arbitrary. I'm borrowing Oracle's > > idea of embedding hints in comments, but we can use some other method if > > desired. Right now I'm more concerned with getting the general idea > > across. > > > > Is there any advantage to having the hints in the queries? To me that's > asking for trouble with no benefit at all. It would seem to me to be > better to have a system catalog that defined hints as something like: > > "If user A executes a query matching regex R, then coerce (or force) the > planner in this way." > > I'm not suggesting that we do that, but it seems better then embedding > the hints in the queries themselves. My experience is that on the occasions when I want to beat the planner into submission, it's usually a pretty complex query that's the issue, and that it's unlikely to have more than a handful of them in the application. That makes me think a regex facility would just get in the way, but perhaps others have much more extensive need of hinting. I also suspect that writing that regex could become a real bear. Having said that... I see no reason why it couldn't work... but the real challenge is defining the hints. -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
Jim, > > I don't see how adding extra tags to queries is easier to implement > > than an ability to modify the system catalogs. Quite the opposite, > > really. > > > > And, as I said, if you're going to push for a feature that will be > > obsolesced in one version, then you're going to have a really rocky > > row to hoe. > > Unless you've got a time machine or a team of coders in your back > pocket, I don't see how the planner will suddenly become perfect in > 8.4... Since you're not a core code contributor, I really don't see why you continue to claim that query hints are going to be easier to implement than relation-level statistics modification. You think it's easier, but the people who actually work on the planner don't believe that it is. > We've been seeing the same kinds of problems that are very difficult (or > impossible) to fix cropping up for literally years... it'd be really > good to at least be able to force the planner to do the sane thing even > if we don't have the manpower to fix it right now... As I've said to other people on this thread, you keep making the incorrect assumption that Oracle-style query hints are the only possible way of manual nuts-and-bolts query tuning. They are not. > > I actually think the way to attack this issue is to discuss the kinds > > of errors the planner makes, and what tweaks we could do to correct > > them. Here's the ones I'm aware of: > > > > -- Incorrect selectivity of WHERE clause > > -- Incorrect selectivity of JOIN > > -- Wrong estimate of rows returned from SRF > > -- Incorrect cost estimate for index use > > > > Can you think of any others? > > There's a range of correlations where the planner will incorrectly > choose a seqscan over an indexscan. Please list some if you have ones which don't fall into one of the four problems above. > Function problems aren't limited to SRFs... we have 0 statistics ability > for functions. > > There's the whole issue of multi-column statistics. Sure, but again that falls into the category of "incorrect selectivity for WHERE/JOIN". Don't make things more complicated than they need to be. > Well, one nice thing about the per-query method is you can post before > and after EXPLAIN ANALYZE along with the hints. One bad thing is that application designers will tend to use the hint, fix the immediate issue, and never report a problem at all. And query hints would not be collectable in any organized way except the query log, which would then require very sophisticated text parsing to get any useful information at all. -- --Josh Josh Berkus PostgreSQL @ Sun San Francisco
On 12-10-2006 21:07 Jeff Davis wrote: > On Thu, 2006-10-12 at 19:15 +0200, Csaba Nagy wrote: > > To formalize the proposal a litte, you could have syntax like: > > CREATE HINT [FOR USER username] MATCHES regex APPLY HINT some_hint; > > Where "some_hint" would be a hinting language perhaps like Jim's, except > not guaranteed to be compatible between versions of PostgreSQL. The > developers could change the hinting language at every release and people > can just re-write the hints without changing their application. There are some disadvantages of not writing the hints in a query. But of course there are disadvantages to do as well ;) One I can think of is that it can be very hard to define which hint should apply where. Especially in complex queries, defining at which point exaclty you'd like your hint to work is not a simple matter, unless you can just place a comment right at that position. Say you have a complex query with several joins of the same table. And in all but one of those joins postgresql actually chooses the best option, but somehow you keep getting some form of join while a nested loop would be best. How would you pinpoint just that specific clause, while the others remain "unhinted" ? Your approach seems to be a bit similar to aspect oriented programming (in java for instance). You may need a large amount of information about the queries and it is likely a "general" regexp with "general" hint will not do much good (at least I expect a hinting-system to be only useable in corner cases and very specific points in a query). By the way, wouldn't it be possible if the planner learned from a query execution, so it would know if a choice for a specific plan or estimate was actually correct or not for future reference? Or is that in the line of DB2's complexity and a very hard problem and/or would it add too much overhead? Best regards, Arjen
> > Well, one nice thing about the per-query method is you can post before > > and after EXPLAIN ANALYZE along with the hints. > > One bad thing is that application designers will tend to use the hint, fix > the immediate issue, and never report a problem at all. And query hints > would not be collectable in any organized way except the query log, which > would then require very sophisticated text parsing to get any useful > information at all. > Or they'll report it when the next version of Postgres "breaks" their app because the hints changed, or because the planner does something else which makes those hints obsolete. My main concern with hints (aside from the fact I'd rather see more intelligence in the planner/stats) is managing them appropriately. I have two general types of SQL where I'd want to use hints- big OLAP stuff (where I have a lot of big queries, so it's not just one or two where I'd need them) or large dynamically generated queries (Users building custom queries). Either way, I don't want to put them on a query itself. What about using regular expressions, plus, if you have a function (views, or any other statement that is stored), you can assign a rule to that particular function. So you get matching, plus explicit selection. This way it's easy to find all your hints, turn them off, manage them, etc. (Not to mention dynamically generated SQL is ugly enough without having to put hints in there). - Bucky
[ trying once again to push this thread over to -hackers where it belongs ] Arjen van der Meijden <acmmailing@tweakers.net> writes: > On 12-10-2006 21:07 Jeff Davis wrote: >> On Thu, 2006-10-12 at 19:15 +0200, Csaba Nagy wrote: >> To formalize the proposal a litte, you could have syntax like: >> CREATE HINT [FOR USER username] MATCHES regex APPLY HINT some_hint; >> >> Where "some_hint" would be a hinting language perhaps like Jim's, except >> not guaranteed to be compatible between versions of PostgreSQL. The >> developers could change the hinting language at every release and people >> can just re-write the hints without changing their application. Do you have any idea how much push-back there would be to that? In practice we'd be bound by backwards-compatibility concerns for the hints too. > There are some disadvantages of not writing the hints in a query. But of > course there are disadvantages to do as well ;) > One I can think of is that it can be very hard to define which hint > should apply where. Especially in complex queries, defining at which > point exaclty you'd like your hint to work is not a simple matter, > unless you can just place a comment right at that position. The problems that you are seeing all come from the insistence that a hint should be textually associated with a query. Using a regex is a little better than putting it right into the query, but the only thing that really fixes is not having the hints directly embedded into client-side code. It's still wrong at the conceptual level. The right way to think about it is to ask why is the planner not picking the right plan to start with --- is it missing a statistical correlation, or are its cost parameters wrong for a specific case, or is it perhaps unable to generate the desired plan at all? (If the latter, no amount of hinting is going to help.) If it's a statistics or costing problem, I think the right thing is to try to fix it with hints at that level. You're much more likely to fix the behavior across a class of queries than you will be with a hint textually matched to a specific query. regards, tom lane
> By the way, wouldn't it be possible if the planner learned from a query > execution, so it would know if a choice for a specific plan or estimate > was actually correct or not for future reference? Or is that in the line > of DB2's complexity and a very hard problem and/or would it add too much > overhead? Just thinking out-loud here... Wow, a learning cost based planner sounds a-lot like problem for control & dynamical systems theory. As I understand it, much of the advice given for setting PostgreSQL's tune-able parameters are from "RULES-OF-THUMB." I am sure that effect on server performance from all of the parameters could be modeled and an adaptive feed-back controller could be designed to tuned these parameters as demand on the server changes. Al-thought, I suppose that a controller like this would have limited success since some of the most affective parameters are non-run-time tune-able. In regards to query planning, I wonder if there is way to model a controller that could adjust/alter query plans based on a comparison of expected and actual query execution times. Regards, Richard Broersma Jr.
Bucky Jordan wrote: > What about using regular expressions, plus, if you have a function > (views, or any other statement that is stored), you can assign a rule to > that particular function. So you get matching, plus explicit selection. > This way it's easy to find all your hints, turn them off, manage them, > etc. (Not to mention dynamically generated SQL is ugly enough without > having to put hints in there). The regular expression idea that's being floated around makes my brain feel like somebody is screeching a blackboard nearby. I don't think it's a sane idea. I think you could achieve something similar by using stored plan representations, like we do for rewrite rules. So you'd look for, say, a matching join combination in a catalog, and get a selectivity from a function that would get the selectivities of the conditions on the base tables. Or something like that anyway. That gets ugly pretty fast when you have to extract selectivities for all the possible join paths in any given query. But please don't talk about regular expressions. -- Alvaro Herrera http://www.CommandPrompt.com/ PostgreSQL Replication, Consulting, Custom Development, 24x7 support
On Thu, 2006-10-12 at 17:28 -0400, Tom Lane wrote: > [ trying once again to push this thread over to -hackers where it belongs ] > > Arjen van der Meijden <acmmailing@tweakers.net> writes: > > On 12-10-2006 21:07 Jeff Davis wrote: > >> On Thu, 2006-10-12 at 19:15 +0200, Csaba Nagy wrote: > >> To formalize the proposal a litte, you could have syntax like: > >> CREATE HINT [FOR USER username] MATCHES regex APPLY HINT some_hint; > >> > >> Where "some_hint" would be a hinting language perhaps like Jim's, except > >> not guaranteed to be compatible between versions of PostgreSQL. The > >> developers could change the hinting language at every release and people > >> can just re-write the hints without changing their application. > > Do you have any idea how much push-back there would be to that? In > practice we'd be bound by backwards-compatibility concerns for the hints > too. > No, I don't have any idea, except that it would be less push-back than changing a language that's embedded in client code. Also, I see no reason to think that a hint would not be obsolete upon a new release anyway. > The problems that you are seeing all come from the insistence that a > hint should be textually associated with a query. Using a regex is a > little better than putting it right into the query, but the only thing "Little better" is all I was going for. I was just making the observation that we can separate two concepts: (1) Embedding code in the client's queries, which I see as very undesirable and unnecessary (2) Providing very specific hints which at least gives us a place to talk about the debate more reasonably. > that really fixes is not having the hints directly embedded into > client-side code. It's still wrong at the conceptual level. > I won't disagree with that. I will just say it's no more wrong than applying the same concept in addition to embedding the hints in client queries. > The right way to think about it is to ask why is the planner not picking > the right plan to start with --- is it missing a statistical > correlation, or are its cost parameters wrong for a specific case, or > is it perhaps unable to generate the desired plan at all? (If the > latter, no amount of hinting is going to help.) If it's a statistics or > costing problem, I think the right thing is to try to fix it with hints > at that level. You're much more likely to fix the behavior across a > class of queries than you will be with a hint textually matched to a > specific query. > Agreed. Regards, Jeff Davis
On Thu, 2006-10-12 at 14:34 -0500, Jim C. Nasby wrote: > On Thu, Oct 12, 2006 at 09:42:55AM -0700, Jeff Davis wrote: > > On Thu, 2006-10-12 at 10:14 -0500, Jim C. Nasby wrote: > > > The syntax these hints is something arbitrary. I'm borrowing Oracle's > > > idea of embedding hints in comments, but we can use some other method if > > > desired. Right now I'm more concerned with getting the general idea > > > across. > > > > > > > Is there any advantage to having the hints in the queries? To me that's > > asking for trouble with no benefit at all. It would seem to me to be > > better to have a system catalog that defined hints as something like: > > > > "If user A executes a query matching regex R, then coerce (or force) the > > planner in this way." > > > > I'm not suggesting that we do that, but it seems better then embedding > > the hints in the queries themselves. > > My experience is that on the occasions when I want to beat the planner > into submission, it's usually a pretty complex query that's the issue, > and that it's unlikely to have more than a handful of them in the > application. That makes me think a regex facility would just get in the > way, but perhaps others have much more extensive need of hinting. > > I also suspect that writing that regex could become a real bear. > Well, writing the regex is just matching criteria to apply the hint. If you really need a quick fix, you can just write a comment with a query id number in the query. The benefit there is that when the hint is obsolete later (as the planner improves, or data changes characteristics) you drop the hint and the query is planned without interference. No application changes required. Also, and perhaps more importantly, let's say you are trying to improve the performance of an existing application where it's impractical to change the query text (24/7 app, closed source, etc.). You can still apply a hint if you're willing to write the regex. Just enable query logging or some such to capture the query, and copy it verbatim except for a few parameters which are unknown. Instant regex. If you have to change the query text to apply the hint, it would be impossible in this case. > Having said that... I see no reason why it couldn't work... but the real > challenge is defining the hints. Right. The only thing I was trying to solve was the problems associated with the hint itself embedded in the client code. I view that as a problem that doesn't need to exist. I'll leave it to smarter people to either improve the planner or develop a hinting language. I don't even need hints myself, just offering a suggestion. Regards, Jeff Davis
Quoth rabroersma@yahoo.com (Richard Broersma Jr): >> By the way, wouldn't it be possible if the planner learned from a query >> execution, so it would know if a choice for a specific plan or estimate >> was actually correct or not for future reference? Or is that in the line >> of DB2's complexity and a very hard problem and/or would it add too much >> overhead? > > Just thinking out-loud here... > > Wow, a learning cost based planner sounds a-lot like problem for > control & dynamical systems theory. Alas, dynamic control theory, home of considerable numbers of Hamiltonian equations, as well as Pontryagin's Minimum Principle, is replete with: a) Gory multivariate calculus b) Need for all kinds of continuity requirements (e.g. - continuous, smooth functions with no discontinuities or other "nastiness") otherwise the math gets *really* nasty We don't have anything even resembling "continuous" because our measures are all discrete (e.g. - the base values are all integers). > As I understand it, much of the advice given for setting > PostgreSQL's tune-able parameters are from "RULES-OF-THUMB." I am > sure that effect on server performance from all of the parameters > could be modeled and an adaptive feed-back controller could be > designed to tuned these parameters as demand on the server changes. Optimal control theory loves the "bang-bang" control, where you go to one extreme or another, which requires all those continuity conditions I mentioned, and is almost certainly not the right answer here. > Al-thought, I suppose that a controller like this would have limited > success since some of the most affective parameters are non-run-time > tune-able. > > In regards to query planning, I wonder if there is way to model a > controller that could adjust/alter query plans based on a comparison > of expected and actual query execution times. I think there would be something awesomely useful about recording expected+actual statistics along with some of the plans. The case that is easiest to argue for is where Actual >>> Expected (e.g. - Actual "was a whole lot larger than" Expected); in such cases, you've already spent a LONG time on the query, which means that spending millisecond recording the moral equivalent to "Explain Analyze" output should be an immaterial cost. If we could record a whole lot of these cases, and possibly, with some anonymization / permissioning, feed the data to a central place, then some analysis could be done to see if there's merit to particular modifications to the query plan cost model. Part of the *really* fundamental query optimization problem is that there seems to be some evidence that the cost model isn't perfectly reflective of the costs of queries. Improving the quality of the cost model is one of the factors that would improve the performance of the query optimizer. That would represent a fundamental improvement. -- let name="cbbrowne" and tld="gmail.com" in name ^ "@" ^ tld;; http://linuxdatabases.info/info/languages.html "If I can see farther it is because I am surrounded by dwarves." -- Murray Gell-Mann
On Thu, Oct 12, 2006 at 01:58:22PM -0700, Josh Berkus wrote: > > Unless you've got a time machine or a team of coders in your back > > pocket, I don't see how the planner will suddenly become perfect in > > 8.4... > > Since you're not a core code contributor, I really don't see why you > continue to claim that query hints are going to be easier to implement > than relation-level statistics modification. You think it's easier, but > the people who actually work on the planner don't believe that it is. Well, that's not what I said (my point being that until the planner and stats are perfect you need a way to over-ride them)... but I've also never said hints would be faster or easier than stats modification (I said I hope they would). But we'll never know which will be faster or easier until there's actually a proposal for improving the stats. > > We've been seeing the same kinds of problems that are very difficult (or > > impossible) to fix cropping up for literally years... it'd be really > > good to at least be able to force the planner to do the sane thing even > > if we don't have the manpower to fix it right now... > > As I've said to other people on this thread, you keep making the incorrect > assumption that Oracle-style query hints are the only possible way of > manual nuts-and-bolts query tuning. They are not. No, I've never said that. What I've said is a) I doubt that any system will always be correct for every query, meaning you need to be able to change things on a per-query basis, and b) I'm hoping that simple hints will be easy enough to implement that they can go into 8.3. I completely agree that it's much better *in the long run* to improve the planner and the statistics system so that we don't need hints. But there's been no plan put forward for how to do that, which means we also have no idea when some of these problems will be resolved. If someone comes up with a plan for that, then we can actually look at which options are better and how soon we can get fixes for these problems in place. Unfortunately, this problem is difficult enough that I suspect it could take a long time just to come up with an idea of how to fix these problems, which means that without some way to override the planner our users are stuck in the same place for the foreseeable future. If that turns out to be the case, then I think we should implement per-query hints now so that users can handle bad plans while we focus on how to improve the stats and planner so that in the future hints will become pointless. -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
"Jim C. Nasby" <jim@nasby.net> writes: > I completely agree that it's much better *in the long run* to improve > the planner and the statistics system so that we don't need hints. But > there's been no plan put forward for how to do that, which means we also > have no idea when some of these problems will be resolved. You keep arguing on the assumption that the planner is static and there's no one working on it. That is false --- although this thread is certainly wasting a lot of time that could have been used more productively ;-). I also dispute your assumption that hints of the style you propose will be easier to implement or maintain than the sort of statistical-assumption tweaking that's been counter-proposed. Just for starters, how are you going to get those hints through the parser and rewriter? That's going to take an entire boatload of very ugly code that isn't needed at all in a saner design. regards, tom lane
> I completely agree that it's much better *in the long run* to improve > the planner and the statistics system so that we don't need hints. But > there's been no plan put forward for how to do that, which means we also > have no idea when some of these problems will be resolved. If someone > comes up with a plan for that, then we can actually look at which options > are better and how soon we can get fixes for these problems in place. > Would it be helpful to have a database of EXPLAIN ANALYZE results and related details that developers could search through? I guess we sort of have that on the mailing list, but search/reporting features on that are pretty limited. Something like the "Report Bug" feature that seems to be growing popular in other software (Windows, OS X, Firefox, etc) might allow collection of useful data. The goal would be to identify the most common problems, and some hints at what's causing them. Maybe have a form based submission so you could ask the user some required questions, ensure that they aren't just submitting EXPLAIN results (parse and look for times maybe?), etc? I guess the general question is, what information could the users provide developers to help with this, and how can it be made easy for the users to submit the information, and easy for the developers to access in a meaningful way? As a developer/contributor, what questions would you want to ask a user? From reading the mailing lists, these seem to be common ones: - Copy of your postgres.conf - Basic hardware info - Explain Analyze Results of poor performing query - Explain Analyze Results of anything you've gotten to run better - Comments If there's interest- web development is something I can actually do (unlike pg development) so I might actually be able to help with something like this. - Bucky
Jim, > Well, that's not what I said (my point being that until the planner and > stats are perfect you need a way to over-ride them)... but I've also > never said hints would be faster or easier than stats modification (I > said I hope they would). Yes, you did. Repeatedly. On this and other threads, you've made the statement at least three times that per-query hints are the only way to go for 8.3. Your insistence on this view has been so strident that if I didn't know you better, I would assume some kind of hidden agenda. Stop harping on the "per-query hints are the true way and the only way", or prepare to have people start simply ignoring you. -- --Josh Josh Berkus PostgreSQL @ Sun San Francisco
On Fri, Oct 13, 2006 at 03:57:23PM -0700, Josh Berkus wrote: > Jim, > > > Well, that's not what I said (my point being that until the planner and > > stats are perfect you need a way to over-ride them)... but I've also > > never said hints would be faster or easier than stats modification (I > > said I hope they would). > > Yes, you did. Repeatedly. On this and other threads, you've made the > statement at least three times that per-query hints are the only way to go > for 8.3. Your insistence on this view has been so strident that if I > didn't know you better, I would assume some kind of hidden agenda. Let me clarify, because that's not what I meant. Right now, there's not even a shadow of a design for anything else, and this is a tough nut to crack. That means it doesn't appear that anything else could be done for 8.3. If I'm wrong, great. If not, we should get something in place for users now while we come up with something better. So, does anyone out there have a plan for how we could give user's the ability to control the planner at a per-table level in 8.3 or even 8.4? -- Jim Nasby jim@nasby.net EnterpriseDB http://enterprisedb.com 512.569.9461 (cell)
Jim C. Nasby wrote: > So, does anyone out there have a plan for how we could give user's the > ability to control the planner at a per-table level in 8.3 or even 8.4? Per-table level? Some of the problems that have been put forward have to do with table combinations (for example selectivity of joins), so not all problems will be solved with a per-table design. I think if it were per table, you could get away with storing stuff in pg_statistics or some such. But how do you express statistics for joins? How do you express cross-column correlation? -- Alvaro Herrera http://www.CommandPrompt.com/ The PostgreSQL Company - Command Prompt, Inc.
"Jim C. Nasby" <jim@nasby.net> writes: > Let me clarify, because that's not what I meant. Right now, there's not > even a shadow of a design for anything else, and this is a tough nut to > crack. I think you are not exactly measuring on a level playing field. On the textually-embedded-hints side, I see a very handwavy suggestion of a syntax and absolutely nothing about how it might be implemented --- in particular, nothing about how the information would be transmitted through to the planner, and nothing about exactly how the planner would use it if it had it. (No, I don't think "the planner will obey the hints" is an implementation sketch.) On the other side, the concept of system catalog(s) containing overrides for statistical or costing estimates is pretty handwavy too, but at least it's perfectly clear where it would plug into the planner: before running one of the current stats estimation or costing functions, we'd look for a matching override command in the catalogs. The main question seems to be what we'd like to be able to match on ... but that doesn't sound amazingly harder than specifying what an embedded hint does. IMO a textual hint facility will actually require *more* infrastructure code to be written than what's being suggested for alternatives. regards, tom lane
Josh Berkus wrote: > I actually think the way to attack this issue is to discuss the kinds of > errors the planner makes, and what tweaks we could do to correct them. > Here's the ones I'm aware of: > > -- Incorrect selectivity of WHERE clause > -- Incorrect selectivity of JOIN > -- Wrong estimate of rows returned from SRF > -- Incorrect cost estimate for index use > > Can you think of any others? The one that started this discussion: Lack of cost information for functions. I think this feature is a good idea independentof the whole HINTS discussion. At a minimum, a rough categorization is needed, such as "Lighning fast / Fast / Medium / Slow / Ludicrously slow", with somesort if milliseconds or CPU cycles associated with each category. Or perhaps something like, "This is (much faster|faster|sameas|slower|much slower) than reading a block from the disk." If I understand Tom and others, the planner already is capable of taking advantage of this information, it just doesn't haveit yet. It could be part of the CREATE FUNCTION command. CREATE OR REPLACE FUNCTION foobar(text, text, text) RETURNS text AS '/usr/local/pgsql/lib/foobar.so', 'foobar' COST LUDICROUSLY_SLOW LANGUAGE 'C' STRICT; Better yet ('tho I have no idea how hard this would be to implement...) would be an optional second function with the sameparameter signature as the main function, but it would return a cost estimate: CREATE OR REPLACE FUNCTION foobar(text, text, text) RETURNS text AS '/usr/local/pgsql/lib/foobar.so', 'foobar' COST foobar_cost LANGUAGE 'C' STRICT; The planner could call it with the same parameters it was about to use, and get an accurate estimate for the specific operationthat is about to be done. In my particular case (running an NP-complete problem), there are cases where I can determineahead of time that the function will be fast, but in most cases it is *really* slow. Craig
So let's cut to the bone: If someone thinks a proposal is a bad idea, and they're volunteering their time on an open-sourceproject, why would they implement the proposal? In all the heat and smoke, I believe there are two basic conclusions we all agree on. 1. Optimizer: a) A perfect optimizer would be a wonderful thing b) Optimization is a hard problem c) Any problem that can be solve by improving the optimizer *should* be solved by improving the optimizer. 2. Hints a) On a aesthetic/theoretical level, hints suck. They're ugly and rude b) On a practical level, introducing hints will cause short- and long-term problems c) Hints would help DBAs solve urgent problems for which there is no other solution The disagreements revolve around the degree to which 1 conflicts with 2. 1. Developers feel very strongly about 2(a) and 2(b). 2. DBAs "in the trenches" feel very strongly about 2(c). So my question is: Is there any argument that can be made to persuade those of you who are volunteering your time on theoptimizer to even consider a HINTS proposal? Has all this discussion changed your perspective on 2(c), and why it reallymatters to some of us? Are we just wasting our time, or is this a fruitful discussion? Thanks, Craig
On Sun, Oct 15, 2006 at 05:25:31PM -0700, Craig A. James wrote: > So my question is: Is there any argument that can be made to persuade those > of you who are volunteering your time on the optimizer to even consider a > HINTS proposal? Has all this discussion changed your perspective on 2(c), > and why it really matters to some of us? Are we just wasting our time, or > is this a fruitful discussion? They're waiting for an idea that captures their imagination. So far, it seems like a re-hashing of old ideas that have been previously shot down, none of which seem overly imaginative, or can be shown to provide significant improvement short term or long term... :-) Haha. That's my take on it. Sorry if it is harsh. To get very competent people to volunteer their time, you need to make them believe. They need to dream about it, and wake up the next morning filled with a desire to try out some of their ideas. You need to brain wash them... :-) Cheers, mark -- mark@mielke.cc / markm@ncf.ca / markm@nortel.com __________________________ . . _ ._ . . .__ . . ._. .__ . . . .__ | Neighbourhood Coder |\/| |_| |_| |/ |_ |\/| | |_ | |/ |_ | | | | | | \ | \ |__ . | | .|. |__ |__ | \ |__ | Ottawa, Ontario, Canada One ring to rule them all, one ring to find them, one ring to bring them all and in the darkness bind them... http://mark.mielke.cc/
Craig A. James wrote: > > > 2. Hints > a) On a aesthetic/theoretical level, hints suck. They're ugly and rude > b) On a practical level, introducing hints will cause short- and > long-term problems > c) Hints would help DBAs solve urgent problems for which there is no > other solution Pretty good summary! Maybe there should be a 2d), 2e) and 2f). 2d) Hints will damage the ongoing development of the optimizer by reducing or eliminating test cases for its improvement. 2e) Hints will divert developer resource away from ongoing development of the optimizer. 2f) Hints may demoralize the developer community - many of whom will have been attracted to Postgres precisely because this was a realm where crude solutions were discouraged. I understand that these points may seem a bit 'feel-good' and intangible - especially for the DBA's moving to Pg from Oracle, but I think they illustrate the mindset of the Postgres developer community, and the developer community is, after all - the primary reason why Pg is such a good product. Of course - if we can find a way to define 'hint like' functionality that is more in keeping with the 'Postgres way' (e.g. some of the relation level statistical additions as discussed), then some of 2d-2f) need not apply. Best wishes Mark
> 2d) Hints will damage the ongoing development of the optimizer by > reducing or eliminating test cases for its improvement. You have no evidence for this. The mindset of the postgres community you cite further below usually mandates that you say things if you have evidence for them... and this one could be even backwards, by putting such a tool in normal mortals hands that they can experiment with execution plans to see which one works better, thus giving more data to the developers than it is possible now. This is of course a speculation too, but not at all weaker than yours. > 2e) Hints will divert developer resource away from ongoing development > of the optimizer. This is undebatable, although the long term cost/benefit is not clear. And I would guess simple hinting would not need a genius to implement it as planner optimizations mostly do... so it could possibly be done by somebody else than the core planner hackers (is there any more of them than Tom ?), and such not detract them too much from the planner optimization tasks. > 2f) Hints may demoralize the developer community - many of whom will > have been attracted to Postgres precisely because this was a realm where > crude solutions were discouraged. I still don't get it why are you so against hints. Hints are a crude solution only if you design them to be like that... otherwise they are just yet another tool to get the work done, preferably now. > I understand that these points may seem a bit 'feel-good' and intangible > - especially for the DBA's moving to Pg from Oracle, but I think they > illustrate the mindset of the Postgres developer community, and the > developer community is, after all - the primary reason why Pg is such a > good product. I fail to see why would be a "hinted" postgres an inferior product... > Of course - if we can find a way to define 'hint like' functionality > that is more in keeping with the 'Postgres way' (e.g. some of the > relation level statistical additions as discussed), then some of 2d-2f) > need not apply. I bet most of the users who wanted hints are perfectly fine with any variations of it, if it solves the problems at hand. Cheers, Csaba.
I haven't weighed in on this because 1) I'm not a postgresql developer, and am firmly of the opinion that they who are doing the work get to decide how the work gets done (especially when you aren't paying them for the work), and 2) I don't have any experience as a developer with hints, and thus don't know any of the pluses or minuses. I do, however, know my fellow developers. As general rules: 1) If you give developers a feature, they will use it. The implicit assumption seems to be that if you're given a feature, you've been given it for a good reason, use it whenever possible. Therefor, any hints feature *will* be used widely an in "inappropriate" circumstances. Protestations that this wasn't what the feature was meant for will fall on deaf ears. 2) Taking away a feature is painfull. Of course the developers will *say* that they're doing it in a portable way that'll be easy to change in the future, but we lie like cheap rugs. This is is often just a case of stupidity and/or ignorance, but even the best developers can get caught- 99 out of 100 uses of the feature are portable and easy to update, it's #100 that's a true pain, and #100 was an accident, or a kludge to get the app out the door under shipping schedule, etc. Taking away, or breaking, a feature then just becomes a strong disincentive to upgrade. 3) Developers are often astonishingly bad at predicting what is or is not good for performance. A good example of this for databases is the assumption that index scans are always faster than sequential scans. The plan the programmer thinks they want is often not the plan the programmer really wants. Especially considering generally the program has so many other things they're having to deal with (the "it's hard to remember you're out to drain the swamp when you're up to your ass in alligators" problem) that we generally don't have the spare brainpower left over for query optimization. Thus the strong tendancy to want to adopt simple, rough and ready, mostly kinda true rules (like "index scans are always faster than sequential scans") about what is or is not good for performance. Or, in shorter forms: 1) If you make it convient to use, expect it to be used a lot. If it shouldn't be used a lot, don't make it convient. 2) Breaking features means that people won't upgrade. 3) Programmers are idiots- design accordingly. Brian
Brian Hurt wrote: > Or, in shorter forms: > 1) If you make it convient to use, expect it to be used a lot. If it > shouldn't be used a lot, don't make it convient. > 2) Breaking features means that people won't upgrade. > 3) Programmers are idiots- design accordingly. The PostgreSQL project has had a philosophy of trying to limit user choice when we can _usually_ make the right choice automatically. Historically Oracle and others have favored giving users more choices, but this adds complexity when using the database. -- Bruce Momjian bruce@momjian.us EnterpriseDB http://www.enterprisedb.com + If your life is a hard drive, Christ can be your backup. +
On Monday 16 October 2006 10:36, Brian Hurt wrote: > ... Therefor, any hints feature *will* be used widely > and in "inappropriate" circumstances. Protestations that > this wasn't what the feature was meant for will fall on > deaf ears. I don't really care about this topic, as I've used Oracle and never actually made use of its hint system, but I liked knowing it was there. But what's better here, asking the optimizer to use what is tested with explain analyze to be a better plan, or to convolute a query so horribly it's hardly recognizable, in an effort to "trick" the optimizer? Someone made a note earlier that any hints made irrelevant by optimizer improvements would probably need to be removed, citing that as a maintenence nightmare. But the same point holds for queries that have been turned into unmaintainable spaghetti or a series of cursors to circumvent the optimizer. Personally, I'd rather grep my code for a couple deprecated key-words than re-check every big query between upgrades to see if any optimizer improvements have been implemented. Query planning is a very tough job, and SQL is a very high-level language, making it doubly difficult to get the intended effect of a query across to the optimizer. C allows inline assembler for exactly this reason; sometimes the compiler is wrong about something, or experience and testing shows a better way is available that no compiler takes into account. As such a high-level language, SQL is inherently flawed for performace tuning, relying almost entirely on the optimizer knowing the best path. Here we have no recourse if the planner is just plain wrong. I almost wish the SQL standards committee would force syntax for sending low-level commands to the optimizer for exactly this reason. C has the "inline" keyword, so why can't SQL have something similar? I agree, hints are essentially retarded comments to try and persuade the optimizer to take a different action... what I'd actually like to see is some way of directly addressing the query-planner's API and circumvent SQL entirely for really nasty or otherwise convoluted result-sets, but of course I know that's rather unreasonable. C'mon, some of us DBAs have math degrees and know set theory... ;) -- Shaun Thomas Database Administrator Leapfrog Online 807 Greenwood Street Evanston, IL 60201 Tel. 847-440-8253 Fax. 847-570-5750 www.leapfrogonline.com
Csaba Nagy wrote: >> 2d) Hints will damage the ongoing development of the optimizer by >> reducing or eliminating test cases for its improvement. > > You have no evidence for this. My evidence (which I think I've mentioned in a couple of previous postings), is the experience with the optimizer of that... err.. other database that has hints, plus the experience of that (different) other database that does not allow them :-) Several others have posted similar comments. > >> 2f) Hints may demoralize the developer community - many of whom will >> have been attracted to Postgres precisely because this was a realm where >> crude solutions were discouraged. > > I still don't get it why are you so against hints. Hints are a crude > solution only if you design them to be like that... otherwise they are > just yet another tool to get the work done, preferably now. > > > I fail to see why would be a "hinted" postgres an inferior product... > A rushed. and crude implementation will make it an inferior product - now not every hint advocate is demanding them to be like that, but the tone of many of the messages is "I need hints because they can help me *now*, whereas optimizer improvements will take too long...". That sounds to me like a quick fix. I think if we provide hint-like functionality it must be *part of* our optimizer improvement plan, not instead of it! Now I may have come on a bit strong about this - and apologies if that's the case, but one of the things that attracted me to Postgres originally was the community attitude of "doing things properly or sensibly", I think it would be a great loss - for the product, not just for me - if that changes to something more like "doing things quickly". best wishes Mark
On Friday 13 October 2006 12:46, Gregory Stark wrote: > Josh Berkus <josh@agliodbs.com> writes: > >> > I actually think the way to attack this issue is to discuss the kinds > >> > of errors the planner makes, and what tweaks we could do to correct > >> > them. Here's the ones I'm aware of: > >> > > >> > -- Incorrect selectivity of WHERE clause > >> > -- Incorrect selectivity of JOIN > >> > -- Wrong estimate of rows returned from SRF > >> > -- Incorrect cost estimate for index use > >> > > >> > Can you think of any others? > > -- Incorrect estimate for result of DISTINCT or GROUP BY. Yeah, that one is bad. I also ran into one the other day where the planner did not seem to understand the distinctness of a columns values across table partitions... -- Robert Treat Build A Brighter LAMP :: Linux Apache {middleware} PostgreSQL
On Thursday 12 October 2006 12:40, Bucky Jordan wrote: > >What is it about hinting that makes it so easily breakable with new > > versions? I >don't have any experience with Oracle, so I'm not sure how > > they screwed logic like >this up. > > I don't have a ton of experience with oracle either, mostly DB2, MSSQL and > PG. So, I thought I'd do some googling, and maybe others might find this > useful info. > > http://asktom.oracle.com/pls/ask/f?p=4950:8:2177642270773127589::NO::F4950_ >P8_DISPLAYID,F4950_P8_CRITERIA:7038986332061 > > Interesting quote: "In Oracle Applications development (11i apps - HR, CRM, > etc) Hints are strictly forbidden. We find the underlying cause and fix > it." and "Hints -- only useful if you are in RBO and you want to make use > of an access path." > > Maybe because I haven't had access to hints before, I've never been tempted > to use them. However, I can't remember having to re-write SQL due to a PG > upgrade either. > When it happens it tends to look something like this: http://archives.postgresql.org/pgsql-performance/2006-01/msg00154.php Funny that for all the people who claim that improving the planner should be the primary goal that no one ever took interest in the above case. -- Robert Treat Build A Brighter LAMP :: Linux Apache {middleware} PostgreSQL
Robert Treat <xzilla@users.sourceforge.net> writes: > When it happens it tends to look something like this: > http://archives.postgresql.org/pgsql-performance/2006-01/msg00154.php > Funny that for all the people who claim that improving the planner should be > the primary goal that no one ever took interest in the above case. Well, you didn't provide sufficient data for anyone else to reproduce the problem ... regards, tom lane
On Tuesday 17 October 2006 22:55, Tom Lane wrote: > Robert Treat <xzilla@users.sourceforge.net> writes: > > When it happens it tends to look something like this: > > http://archives.postgresql.org/pgsql-performance/2006-01/msg00154.php > > > > Funny that for all the people who claim that improving the planner should > > be the primary goal that no one ever took interest in the above case. > > Well, you didn't provide sufficient data for anyone else to reproduce > the problem ... > Geez Tom, cut me some slack... no one even bothered to respond that that post with a "hey we can't tell cause we need more information"... not that it matters because here is where I reposted the problem with more information http://archives.postgresql.org/pgsql-performance/2006-01/msg00248.php where you'll note that Josh agreed with my thinking that there was an issue with the planner and he specifically asked for comments from you. And here is where I reposted the problem to -bugs http://archives.postgresql.org/pgsql-bugs/2006-01/msg00134.php where I make note of discussing this with several other people, got Bruce to hazard a guess which was debunked, and where I noted to Bruce about 10 days later that there had been no further action and no one had asked for the _sample database_ I was able to put together. -- Robert Treat Build A Brighter LAMP :: Linux Apache {middleware} PostgreSQL
> I actually think the way to attack this issue is to discuss the kinds of errors the planner makes, and what tweaks we could do to correct them. > Here's the ones I'm aware of: > > -- Incorrect selectivity of WHERE clause > -- Incorrect selectivity of JOIN > -- Wrong estimate of rows returned from SRF > -- Incorrect cost estimate for index use > > Can you think of any others? I think your points are too generic, there is no way to get them all 100% correct from statistical data even with data hints (and it is usually not at all necessary for good enough plans). I think we need to more precisely define the problems of our system with point in time statistics -- no reaction to degree of other concurrent activity -- no way to react to abnormal skew that only persists for a very short duration -- too late reaction to changing distribution (e.g. current date column when a new year starts) and the variant: too late adaption when a table is beeing filled -- missing cost/selectivity estimates for several parts of the system Andreas
Josh Berkus <josh@agliodbs.com> writes: >> > I actually think the way to attack this issue is to discuss the kinds >> > of errors the planner makes, and what tweaks we could do to correct >> > them. Here's the ones I'm aware of: >> > >> > -- Incorrect selectivity of WHERE clause >> > -- Incorrect selectivity of JOIN >> > -- Wrong estimate of rows returned from SRF >> > -- Incorrect cost estimate for index use >> > >> > Can you think of any others? -- Incorrect estimate for result of DISTINCT or GROUP BY. -- Gregory Stark EnterpriseDB http://www.enterprisedb.com