Random Virtual User Pacing in LoadRunner

I guess there's always a first time. I had never used LoadRunner's random virtual user (VU) pacing earlier, but am working on a project that will need to use this feature for the first time. And as I thought about it a little more, I may start using it more frequently now. Here's how it happened:

This is one of the rare projects that provided me with excellent documentation - not only system documentation like the system specs, API Guides etc but also performance requirements like actual production volume reports and capacity models that estimated the projected volumes.

The capacity models estimated the maximum transaction load by hour as well as by minute (max TPM). What I needed to do was take maximum hourly load, divide it by 60 to get a per minute transactional load and use this as the average TPM. The idea was to vary the VU pacing so that over the whole duration of test, average load stays at this Average TPM but it also reaches the Max TPM randomly.

For example, if the maximum hourly transaction rate is 720 requests and maximum TPM is 20, the average TPM will be 720/60 = 12 and I will need to vary the pacing so that the load varies between 4TPM and 20TPM and averages to around 12TPM.

The Calculation:

To vary the transactional load, I knew I had to vary the VU Pacing randomly. Taking above example, I had to achieve 12TPM and I knew the transactions were taking around 1-2 seconds to complete. So I could have the pacing of around 120 seconds if I needed to generate a fixed load of 12TPM with a 5 second Ramp-up and 24 users.

Script	TPM	Number of VUs	Pacing (sec)	Ramp Up
Script 1	12	24	120	1 VU/5sec

So now to vary the TPM to x with the same 24 virtual users, I will need to have a pacing of 24*60/x. I got this from an old-fashioned logic which goes in my head this way:

24 users with a pacing of 60 seconds generate a TPM of 24
24 users with a pacing of 120 seconds generate a TPM of 24 * 60/120
24 users with a pacing of x seconds generate a TPM of 24 * 60/x

So using above formula, to vary the load from 20 to 4TPM I will need to vary the VU pacing from 72 to 360. So now we have:

Script	TPM	Number of VUs	Pacing (sec)	Ramp Up
Script 1	4 to 20	24	Random (72 to 360)	1 VU/5sec

Of course, there's a caveat. The range of 72 to 360 seconds has an arithmetic mean of 216. 120 is actually the harmonic mean of the 2 numbers. So the actual variation in TPM will depend on the distribution of random numbers that LoadRunner generates within the given range. If it generates the numbers with a uniform distribution around the arithmetic mean of the range, then we have a problem.

I ran a quick test to find this out. I created an LR script and used the rand() function to generate 1000 numbers between the range with the assumption that LR uses a similar function to generate the random pacing values.

int i;
srand(time(NULL));
for (i=0;i<1000;i++){
lr_output_message("%d\n", rand() % 289 + 72);
}

And of course, the average came out close to the arithmetic mean of 72 and 360, which is 216.

So with the assumption that the function used by LoadRunner for generating random pacing values generates numbers that are uniformly distributed around the arithmetic mean of the range, we'll need to modify the range of pacing values so that the arithmetic mean of the range gives us the arithmetic mean of the TPM that we want...phew. What it means is that the above pacing values need to be modified from 72 to 360 (arithmetic mean = 216) to 72 to 168 (arithmetic mean = 120). However, this gives us the TPM range of 20 to 8.6 TPM with a harmonic mean of 12TPM.

But I'll live with it. I would rather have the average load stay around 12TPM. So here are the new values. Note the asterisk on TPM. I need to mention in the test plan that the actual TPM will vary from 8.6 to 20TPM with an average of 12TPM.

Script	TPM*	Number of VUs	Pacing (sec)	Ramp Up
Script 1	4 to 20	24	Random (72 to 168)	1 VU/5sec