Hi,

Thank you very much for the explanation! I think the join order
benchmark I used [1] is somewhat representative, however, I probably
didn't use the most accurate cost estimation.

I find the cost from cheapest_total_path->total_cost is different
from the cost from  queryDesc->planstate->total_cost. What I saw was
that GEQO tends to form paths with lower
cheapest_total_path->total_cost (aka the fitness of the children).
However, standard_join_search is more likely to produce a lower
queryDesc->planstate->total_cost, which is the cost we get using
explain.

I wonder why those two total costs are different? If the total_cost
from the planstate is more accurate, could we use that instead as the
fitness in geqo_eval?

[1] https://github.com/gregrahn/join-order-benchmark

Regards,
Donald Dong

> On May 7, 2019, at 4:44 PM, Tom Lane <t...@sss.pgh.pa.us> wrote:
> 
> Donald Dong <xd...@csumb.edu> writes:
>> I was expecting the plans generated by standard_join_search to have lower 
>> costs
>> than the plans from GEQO. But after the results I have from a join order
>> benchmark show that GEQO produces plans with lower costs most of the time!
> 
>> I wonder what is causing this observation? From my understanding,
>> standard_join_search is doing a complete search. So I'm not sure how the GEQO
>> managed to do better than that.
> 
> standard_join_search is *not* exhaustive; there's a heuristic that causes
> it not to consider clauseless joins unless it has to.
> 
> For the most part, GEQO uses the same heuristic (cf desirable_join()),
> but given the right sort of query shape you can probably trick it into
> situations where it will be forced to use a clauseless join when the
> core code wouldn't.  It'd still be surprising for that to come out with
> a lower cost estimate than a join order that obeys the heuristic,
> though.  Clauseless joins are generally pretty awful.
> 
> I'm a tad suspicious about the representativeness of your benchmark
> queries if you find this is happening "most of the time".
> 
>                       regards, tom lane



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