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Using Markov Chains to Generate Test Input

Nike Classic Cortez White Varsity Red

Okay I understand where you're coming from. I'm really curious though, what were some of the bugs that showed up? Were they easy to fix or did they require adding a lot of special cases and patchwork to the code?

Nike Classic Cortez White Varsity Red

There were about a dozen issues uncovered using this technique. I would say the majority of them were what I would call "real" bugs, as opposed to "sure, that doesn't work but nobody cares". One example is that gmake allows $$ in variable names, as in "FOO$$BAR=abc"; at the time our parser did not handle this correctly. I did not have to create special cases to fix these bugs, at least not any more so than any other parser feature.

emelski 1807 days ago link

Nike Classic Cortez White Varsity Red

on "real world makefiles" is that there is not a lot of variation amongst those that are publicly accessible. The vast majority of open source projects that use make Cortez Nike For Sale

If you've spent 2 years amassing 2000 real world sample inputs, I think this is a very valid way of going that extra bit further to test your system. Of course it's not possible to capture every possible test case when generating random input but using Markov chains seems like a good way to get 'sensible' data out of a random process.

Nike Classic Cortez White Varsity Red

Nike Classic Cortez White Varsity Red

emelski 1807 days ago Nike Classic Cortez White Varsity Red link

only thing we do, but it is another valuable tool to add to the toolbox.

The problem with relying solely Cortez Nike Floral

kurtosis 1807 days ago link

Nike Classic Cortez White Varsity Red

Nike Classic Cortez White Varsity Red

are autoconf based, which means the makefiles are all more or less the same, except that the list of source files and the project name change. Obviously it's not the All Green Nike Cortez

Nike Classic Cortez White Varsity Red

This sounds like a bad idea to me if taken too seriously. Makefiles come from a grammar not a 5th order markov process. The sampled strings from the markov chain are not likely to be representative of the makefiles encountered in practice. I suspect that the makefile language is probably too complex for formal verification so I understand the problem, but I would prefer their other approach where they take large numbers of real world makefiles and compare the output seems a better choice. Just spend the effort and get a larger and more diverse set of test makefiles.

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