Hi I thought the reasons of getting normal data distribution was probably how the test is run. Since it's a constant 300/420 users running probably 30 or 40 different SQL statements ( I dont know how many are there in a TPC test), the server was only 18% loaded, the database metric I used were gathered from v$sysmetrc (so I have metric rates in per second unit gathered every minute), all mix together the distribution I got was normal, I even took the sample data and used Cary's mdist.pl to see if the data was exponentially distributed and all were rejected. After checking that and think a bit then I think the normal data distribution is expected, if I am running 16 TPC transactions per second and there are few in the lower side a few in the higher side and most were in the middle then of course it's a normal data distribution, why should I expect it to be exponentially distributed? I used TPS as arrival rate and little's law to get the service time (used host cpu as utilization) system utilization = (arrival rate * service time) / number of servers The service time was normal distributed as well So using the TPC test sample data, the formulas I could find (I have downloaded probably 20 PPT from 7 or 8 universities statistics courses) they just dont "glue" together in an Oracle Database and that is why I am asking if anyone has successfully used queueing theory in Oracle so at least I can get some points and see what I am dong wrong :-) Thanks On Tue, Mar 11, 2014 at 9:07 PM, Jonathan Lewis <jonathan@xxxxxxxxxxxxxxxxxx > wrote: > > > That's an interesting observation - but (viewed from the outside) I would > be a little suspicious that the normal distribution was an artifact of the > data generation mechanism and the test mechanism. > > > > Regards > Jonathan Lewis > http://jonathanlewis.wordpress.com > @jloracle > ------------------------------ > *From:* Ls Cheng [exriscer@xxxxxxxxx] > *Sent:* 11 March 2014 20:01 > *To:* Karl Arao > *Cc:* Jonathan Lewis; Oracle Mailinglist > > *Subject:* Re: Queueing Theory in Oracle > > > I ran last week a couple of TPC load with 300 and 420 users then I used > both transaction per second and logical reads per second metric and both > showed normal data distribution and that is why I have doubts of how to use > queueing theory in Oracle. > > From your paper was you able to predict the change from v1 to x2 without > run the actual test? Then run the test and validate the prediction? > >