It really doesn't matter what is being smoked in that pipe. But I do understand the need to know.
Maybe look at the obvious, using looks like using. There are some associated behaviors that are linked to specific drugs. He has a history of crack and pot use ... anything else, well it tends to not matter, using is using, high is high and if you are desperate any high can work.
And I have to ask does the drug matter?