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+Fighting regressions with git bisect
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+====================================
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+:Author: Christian Couder
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+:Email: chriscool@tuxfamily.org
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+:Date: 2009/11/08
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+
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+Abstract
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+--------
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+
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+"git bisect" enables software users and developers to easily find the
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+commit that introduced a regression. We show why it is important to
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+have good tools to fight regressions. We describe how "git bisect"
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+works from the outside and the algorithms it uses inside. Then we
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+explain how to take advantage of "git bisect" to improve current
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+practices. And we discuss how "git bisect" could improve in the
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+future.
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+
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+
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+Introduction to "git bisect"
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+----------------------------
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+
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+Git is a Distributed Version Control system (DVCS) created by Linus
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+Torvalds and maintained by Junio Hamano.
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+
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+In Git like in many other Version Control Systems (VCS), the different
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+states of the data that is managed by the system are called
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+commits. And, as VCS are mostly used to manage software source code,
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+sometimes "interesting" changes of behavior in the software are
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+introduced in some commits.
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+
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+In fact people are specially interested in commits that introduce a
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+"bad" behavior, called a bug or a regression. They are interested in
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+these commits because a commit (hopefully) contains a very small set
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+of source code changes. And it's much easier to understand and
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+properly fix a problem when you only need to check a very small set of
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+changes, than when you don't know where look in the first place.
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+
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+So to help people find commits that introduce a "bad" behavior, the
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+"git bisect" set of commands was invented. And it follows of course
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+that in "git bisect" parlance, commits where the "interesting
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+behavior" is present are called "bad" commits, while other commits are
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+called "good" commits. And a commit that introduce the behavior we are
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+interested in is called a "first bad commit". Note that there could be
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+more than one "first bad commit" in the commit space we are searching.
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+
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+So "git bisect" is designed to help find a "first bad commit". And to
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+be as efficient as possible, it tries to perform a binary search.
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+
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+
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+Fighting regressions overview
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+-----------------------------
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+
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+Regressions: a big problem
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+~~~~~~~~~~~~~~~~~~~~~~~~~~
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+
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+Regressions are a big problem in the software industry. But it's
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+difficult to put some real numbers behind that claim.
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+
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+There are some numbers about bugs in general, like a NIST study in
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+2002 <<1>> that said:
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+
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+_____________
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+Software bugs, or errors, are so prevalent and so detrimental that
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+they cost the U.S. economy an estimated $59.5 billion annually, or
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+about 0.6 percent of the gross domestic product, according to a newly
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+released study commissioned by the Department of Commerce's National
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+Institute of Standards and Technology (NIST). At the national level,
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+over half of the costs are borne by software users and the remainder
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+by software developers/vendors. The study also found that, although
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+all errors cannot be removed, more than a third of these costs, or an
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+estimated $22.2 billion, could be eliminated by an improved testing
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+infrastructure that enables earlier and more effective identification
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+and removal of software defects. These are the savings associated with
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+finding an increased percentage (but not 100 percent) of errors closer
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+to the development stages in which they are introduced. Currently,
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+over half of all errors are not found until "downstream" in the
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+development process or during post-sale software use.
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+_____________
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+
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+And then:
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+
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+_____________
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+Software developers already spend approximately 80 percent of
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+development costs on identifying and correcting defects, and yet few
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+products of any type other than software are shipped with such high
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+levels of errors.
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+_____________
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+
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+Eventually the conclusion started with:
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+
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+_____________
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+The path to higher software quality is significantly improved software
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+testing.
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+_____________
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+
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+There are other estimates saying that 80% of the cost related to
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+software is about maintenance <<2>>.
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+
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+Though, according to Wikipedia <<3>>:
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+
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+_____________
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+A common perception of maintenance is that it is merely fixing
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+bugs. However, studies and surveys over the years have indicated that
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+the majority, over 80%, of the maintenance effort is used for
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+non-corrective actions (Pigosky 1997). This perception is perpetuated
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+by users submitting problem reports that in reality are functionality
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+enhancements to the system.
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+_____________
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+
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+But we can guess that improving on existing software is very costly
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+because you have to watch out for regressions. At least this would
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+make the above studies consistent among themselves.
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+
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+Of course some kind of software is developed, then used during some
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+time without being improved on much, and then finally thrown away. In
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+this case, of course, regressions may not be a big problem. But on the
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+other hand, there is a lot of big software that is continually
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+developed and maintained during years or even tens of years by a lot
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+of people. And as there are often many people who depend (sometimes
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+critically) on such software, regressions are a really big problem.
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+
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+One such software is the linux kernel. And if we look at the linux
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+kernel, we can see that a lot of time and effort is spent to fight
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+regressions. The release cycle start with a 2 weeks long merge
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+window. Then the first release candidate (rc) version is tagged. And
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+after that about 7 or 8 more rc versions will appear with around one
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+week between each of them, before the final release.
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+
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+The time between the first rc release and the final release is
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+supposed to be used to test rc versions and fight bugs and especially
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+regressions. And this time is more than 80% of the release cycle
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+time. But this is not the end of the fight yet, as of course it
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+continues after the release.
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+
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+And then this is what Ingo Molnar (a well known linux kernel
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+developer) says about his use of git bisect:
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+
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+_____________
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+I most actively use it during the merge window (when a lot of trees
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+get merged upstream and when the influx of bugs is the highest) - and
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+yes, there have been cases that i used it multiple times a day. My
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+average is roughly once a day.
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+_____________
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+
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+So regressions are fought all the time by developers, and indeed it is
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+well known that bugs should be fixed as soon as possible, so as soon
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+as they are found. That's why it is interesting to have good tools for
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+this purpose.
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+
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+Other tools to fight regressions
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+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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+
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+So what are the tools used to fight regressions? They are nearly the
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+same as those used to fight regular bugs. The only specific tools are
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+test suites and tools similar as "git bisect".
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+
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+Test suites are very nice. But when they are used alone, they are
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+supposed to be used so that all the tests are checked after each
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+commit. This means that they are not very efficient, because many
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+tests are run for no interesting result, and they suffer from
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+combinational explosion.
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+
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+In fact the problem is that big software often has many different
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+configuration options and that each test case should pass for each
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+configuration after each commit. So if you have for each release: N
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+configurations, M commits and T test cases, you should perform:
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+
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+-------------
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+N * M * T tests
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+-------------
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+
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+where N, M and T are all growing with the size your software.
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+
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+So very soon it will not be possible to completely test everything.
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+
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+And if some bugs slip through your test suite, then you can add a test
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+to your test suite. But if you want to use your new improved test
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+suite to find where the bug slipped in, then you will either have to
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+emulate a bisection process or you will perhaps bluntly test each
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+commit backward starting from the "bad" commit you have which may be
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+very wasteful.
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+
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+"git bisect" overview
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+---------------------
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+
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+Starting a bisection
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+~~~~~~~~~~~~~~~~~~~~
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+
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+The first "git bisect" subcommand to use is "git bisect start" to
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+start the search. Then bounds must be set to limit the commit
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+space. This is done usually by giving one "bad" and at least one
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+"good" commit. They can be passed in the initial call to "git bisect
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+start" like this:
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+
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+-------------
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+$ git bisect start [BAD [GOOD...]]
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+-------------
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+
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+or they can be set using:
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+
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+-------------
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+$ git bisect bad [COMMIT]
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+-------------
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+
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+and:
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+
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+-------------
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+$ git bisect good [COMMIT...]
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+-------------
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+
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+where BAD, GOOD and COMMIT are all names that can be resolved to a
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+commit.
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+
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+Then "git bisect" will checkout a commit of its choosing and ask the
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+user to test it, like this:
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+
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+-------------
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+$ git bisect start v2.6.27 v2.6.25
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+Bisecting: 10928 revisions left to test after this (roughly 14 steps)
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+[2ec65f8b89ea003c27ff7723525a2ee335a2b393] x86: clean up using max_low_pfn on 32-bit
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+-------------
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+
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+Note that the example that we will use is really a toy example, we
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+will be looking for the first commit that has a version like
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+"2.6.26-something", that is the commit that has a "SUBLEVEL = 26" line
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+in the top level Makefile. This is a toy example because there are
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+better ways to find this commit with git than using "git bisect" (for
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+example "git blame" or "git log -S<string>").
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+
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+Driving a bisection manually
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+~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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+
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+At this point there are basically 2 ways to drive the search. It can
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+be driven manually by the user or it can be driven automatically by a
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+script or a command.
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+
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+If the user is driving it, then at each step of the search, the user
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+will have to test the current commit and say if it is "good" or "bad"
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+using the "git bisect good" or "git bisect bad" commands respectively
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+that have been described above. For example:
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+
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+-------------
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+$ git bisect bad
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+Bisecting: 5480 revisions left to test after this (roughly 13 steps)
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+[66c0b394f08fd89236515c1c84485ea712a157be] KVM: kill file->f_count abuse in kvm
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+-------------
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+
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+And after a few more steps like that, "git bisect" will eventually
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+find a first bad commit:
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+
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+-------------
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+$ git bisect bad
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+2ddcca36c8bcfa251724fe342c8327451988be0d is the first bad commit
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+commit 2ddcca36c8bcfa251724fe342c8327451988be0d
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+Author: Linus Torvalds <torvalds@linux-foundation.org>
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+Date: Sat May 3 11:59:44 2008 -0700
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+
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+ Linux 2.6.26-rc1
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+
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+:100644 100644 5cf8258195331a4dbdddff08b8d68642638eea57 4492984efc09ab72ff6219a7bc21fb6a957c4cd5 M Makefile
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+-------------
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+
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+At this point we can see what the commit does, check it out (if it's
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+not already checked out) or tinker with it, for example:
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+
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+-------------
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+$ git show HEAD
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+commit 2ddcca36c8bcfa251724fe342c8327451988be0d
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+Author: Linus Torvalds <torvalds@linux-foundation.org>
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+Date: Sat May 3 11:59:44 2008 -0700
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+
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+ Linux 2.6.26-rc1
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+
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+diff --git a/Makefile b/Makefile
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+index 5cf8258..4492984 100644
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+--- a/Makefile
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++++ b/Makefile
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+@@ -1,7 +1,7 @@
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+ VERSION = 2
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+ PATCHLEVEL = 6
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+-SUBLEVEL = 25
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+-EXTRAVERSION =
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++SUBLEVEL = 26
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++EXTRAVERSION = -rc1
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+ NAME = Funky Weasel is Jiggy wit it
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+
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+ # *DOCUMENTATION*
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+-------------
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+
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+And when we are finished we can use "git bisect reset" to go back to
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+the branch we were in before we started bisecting:
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+
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+-------------
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+$ git bisect reset
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+Checking out files: 100% (21549/21549), done.
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+Previous HEAD position was 2ddcca3... Linux 2.6.26-rc1
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+Switched to branch 'master'
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+-------------
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+
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+Driving a bisection automatically
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+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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+
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+The other way to drive the bisection process is to tell "git bisect"
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+to launch a script or command at each bisection step to know if the
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+current commit is "good" or "bad". To do that, we use the "git bisect
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+run" command. For example:
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+
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+-------------
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+$ git bisect start v2.6.27 v2.6.25
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+Bisecting: 10928 revisions left to test after this (roughly 14 steps)
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+[2ec65f8b89ea003c27ff7723525a2ee335a2b393] x86: clean up using max_low_pfn on 32-bit
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+$
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+$ git bisect run grep '^SUBLEVEL = 25' Makefile
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+running grep ^SUBLEVEL = 25 Makefile
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+Bisecting: 5480 revisions left to test after this (roughly 13 steps)
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+[66c0b394f08fd89236515c1c84485ea712a157be] KVM: kill file->f_count abuse in kvm
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+running grep ^SUBLEVEL = 25 Makefile
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+SUBLEVEL = 25
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+Bisecting: 2740 revisions left to test after this (roughly 12 steps)
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+[671294719628f1671faefd4882764886f8ad08cb] V4L/DVB(7879): Adding cx18 Support for mxl5005s
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+...
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+...
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+running grep ^SUBLEVEL = 25 Makefile
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+Bisecting: 0 revisions left to test after this (roughly 0 steps)
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+[2ddcca36c8bcfa251724fe342c8327451988be0d] Linux 2.6.26-rc1
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+running grep ^SUBLEVEL = 25 Makefile
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+2ddcca36c8bcfa251724fe342c8327451988be0d is the first bad commit
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+commit 2ddcca36c8bcfa251724fe342c8327451988be0d
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+Author: Linus Torvalds <torvalds@linux-foundation.org>
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+Date: Sat May 3 11:59:44 2008 -0700
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+
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+ Linux 2.6.26-rc1
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+
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+:100644 100644 5cf8258195331a4dbdddff08b8d68642638eea57 4492984efc09ab72ff6219a7bc21fb6a957c4cd5 M Makefile
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+bisect run success
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+-------------
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+
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+In this example, we passed "grep '^SUBLEVEL = 25' Makefile" as
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+parameter to "git bisect run". This means that at each step, the grep
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+command we passed will be launched. And if it exits with code 0 (that
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+means success) then git bisect will mark the current state as
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+"good". If it exits with code 1 (or any code between 1 and 127
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+included, except the special code 125), then the current state will be
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+marked as "bad".
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+
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+Exit code between 128 and 255 are special to "git bisect run". They
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+make it stop immediately the bisection process. This is useful for
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+example if the command passed takes too long to complete, because you
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+can kill it with a signal and it will stop the bisection process.
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+
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+It can also be useful in scripts passed to "git bisect run" to "exit
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+255" if some very abnormal situation is detected.
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+
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+Avoiding untestable commits
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+~~~~~~~~~~~~~~~~~~~~~~~~~~~
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+
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+Sometimes it happens that the current state cannot be tested, for
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+example if it does not compile because there was a bug preventing it
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+at that time. This is what the special exit code 125 is for. It tells
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+"git bisect run" that the current commit should be marked as
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+untestable and that another one should be chosen and checked out.
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+
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+If the bisection process is driven manually, you can use "git bisect
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+skip" to do the same thing. (In fact the special exit code 125 makes
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+"git bisect run" use "git bisect skip" in the background.)
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+
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+Or if you want more control, you can inspect the current state using
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+for example "git bisect visualize". It will launch gitk (or "git log"
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+if the DISPLAY environment variable is not set) to help you find a
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+better bisection point.
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+
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+Either way, if you have a string of untestable commits, it might
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+happen that the regression you are looking for has been introduced by
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+one of these untestable commits. In this case it's not possible to
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+tell for sure which commit introduced the regression.
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+
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+So if you used "git bisect skip" (or the run script exited with
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+special code 125) you could get a result like this:
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+
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+-------------
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+There are only 'skip'ped commits left to test.
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+The first bad commit could be any of:
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+15722f2fa328eaba97022898a305ffc8172db6b1
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+78e86cf3e850bd755bb71831f42e200626fbd1e0
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+e15b73ad3db9b48d7d1ade32f8cd23a751fe0ace
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+070eab2303024706f2924822bfec8b9847e4ac1b
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+We cannot bisect more!
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+-------------
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+
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+Saving a log and replaying it
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+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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+
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+If you want to show other people your bisection process, you can get a
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+log using for example:
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+
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+-------------
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+$ git bisect log > bisect_log.txt
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+-------------
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+
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+And it is possible to replay it using:
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+
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+-------------
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+$ git bisect replay bisect_log.txt
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+-------------
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+
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+
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+"git bisect" details
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+--------------------
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+
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+Bisection algorithm
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+~~~~~~~~~~~~~~~~~~~
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+
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+As the Git commits form a directed acyclic graph (DAG), finding the
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+best bisection commit to test at each step is not so simple. Anyway
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+Linus found and implemented a "truly stupid" algorithm, later improved
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+by Junio Hamano, that works quite well.
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+
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+So the algorithm used by "git bisect" to find the best bisection
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+commit when there are no skipped commits is the following:
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+
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+1) keep only the commits that:
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+
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+a) are ancestor of the "bad" commit (including the "bad" commit itself),
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+b) are not ancestor of a "good" commit (excluding the "good" commits).
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+
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+This means that we get rid of the uninteresting commits in the DAG.
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+
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+For example if we start with a graph like this:
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+
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+-------------
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+G-Y-G-W-W-W-X-X-X-X
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+ \ /
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+ W-W-B
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+ /
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+Y---G-W---W
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+ \ / \
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+Y-Y X-X-X-X
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+
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+-> time goes this way ->
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+-------------
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+
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+where B is the "bad" commit, "G" are "good" commits and W, X, and Y
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+are other commits, we will get the following graph after this first
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+step:
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+
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+-------------
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+W-W-W
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+ \
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+ W-W-B
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+ /
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+W---W
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+-------------
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+
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+So only the W and B commits will be kept. Because commits X and Y will
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+have been removed by rules a) and b) respectively, and because commits
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+G are removed by rule b) too.
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+
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+Note for git users, that it is equivalent as keeping only the commit
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+given by:
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+
461
+-------------
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+git rev-list BAD --not GOOD1 GOOD2...
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+-------------
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+
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+Also note that we don't require the commits that are kept to be
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+descendants of a "good" commit. So in the following example, commits W
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+and Z will be kept:
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+
469
+-------------
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+G-W-W-W-B
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+ /
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+Z-Z
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+-------------
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+
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+2) starting from the "good" ends of the graph, associate to each
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+commit the number of ancestors it has plus one
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+
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+For example with the following graph where H is the "bad" commit and A
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+and D are some parents of some "good" commits:
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+
481
+-------------
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+A-B-C
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+ \
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+ F-G-H
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+ /
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+D---E
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+-------------
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+
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+this will give:
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+
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+-------------
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+1 2 3
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+A-B-C
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+ \6 7 8
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+ F-G-H
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+1 2/
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+D---E
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+-------------
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+
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+3) associate to each commit: min(X, N - X)
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+
502
+where X is the value associated to the commit in step 2) and N is the
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+total number of commits in the graph.
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+
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+In the above example we have N = 8, so this will give:
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+
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+-------------
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+1 2 3
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+A-B-C
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+ \2 1 0
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+ F-G-H
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+1 2/
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+D---E
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+-------------
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+
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+4) the best bisection point is the commit with the highest associated
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+number
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+
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+So in the above example the best bisection point is commit C.
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+
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+5) note that some shortcuts are implemented to speed up the algorithm
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+
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+As we know N from the beginning, we know that min(X, N - X) can't be
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+greater than N/2. So during steps 2) and 3), if we would associate N/2
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+to a commit, then we know this is the best bisection point. So in this
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+case we can just stop processing any other commit and return the
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+current commit.
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+
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+Bisection algorithm debugging
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+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
531
+
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+For any commit graph, you can see the number associated with each
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+commit using "git rev-list --bisect-all".
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+
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+For example, for the above graph, a command like:
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+
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+-------------
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+$ git rev-list --bisect-all BAD --not GOOD1 GOOD2
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+-------------
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+
541
+would output something like:
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+
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+-------------
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+e15b73ad3db9b48d7d1ade32f8cd23a751fe0ace (dist=3)
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+15722f2fa328eaba97022898a305ffc8172db6b1 (dist=2)
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+78e86cf3e850bd755bb71831f42e200626fbd1e0 (dist=2)
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+a1939d9a142de972094af4dde9a544e577ddef0e (dist=2)
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+070eab2303024706f2924822bfec8b9847e4ac1b (dist=1)
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+a3864d4f32a3bf5ed177ddef598490a08760b70d (dist=1)
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+a41baa717dd74f1180abf55e9341bc7a0bb9d556 (dist=1)
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+9e622a6dad403b71c40979743bb9d5be17b16bd6 (dist=0)
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+-------------
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+
554
+Bisection algorithm discussed
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+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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+
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+First let's define "best bisection point". We will say that a commit X
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+is a best bisection point or a best bisection commit if knowing its
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+state ("good" or "bad") gives as much information as possible whether
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+the state of the commit happens to be "good" or "bad".
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+
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+This means that the best bisection commits are the commits where the
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+following function is maximum:
564
+
565
+-------------
566
+f(X) = min(information_if_good(X), information_if_bad(X))
567
+-------------
568
+
569
+where information_if_good(X) is the information we get if X is good
570
+and information_if_bad(X) is the information we get if X is bad.
571
+
572
+Now we will suppose that there is only one "first bad commit". This
573
+means that all its descendants are "bad" and all the other commits are
574
+"good". And we will suppose that all commits have an equal probability
575
+of being good or bad, or of being the first bad commit, so knowing the
576
+state of c commits gives always the same amount of information
577
+wherever these c commits are on the graph and whatever c is. (So we
578
+suppose that these commits being for example on a branch or near a
579
+good or a bad commit does not give more or less information).
580
+
581
+Let's also suppose that we have a cleaned up graph like one after step
582
+1) in the bisection algorithm above. This means that we can measure
583
+the information we get in terms of number of commit we can remove from
584
+the graph..
585
+
586
+And let's take a commit X in the graph.
587
+
588
+If X is found to be "good", then we know that its ancestors are all
589
+"good", so we want to say that:
590
+
591
+-------------
592
+information_if_good(X) = number_of_ancestors(X) (TRUE)
593
+-------------
594
+
595
+And this is true because at step 1) b) we remove the ancestors of the
596
+"good" commits.
597
+
598
+If X is found to be "bad", then we know that its descendants are all
599
+"bad", so we want to say that:
600
+
601
+-------------
602
+information_if_bad(X) = number_of_descendants(X) (WRONG)
603
+-------------
604
+
605
+But this is wrong because at step 1) a) we keep only the ancestors of
606
+the bad commit. So we get more information when a commit is marked as
607
+"bad", because we also know that the ancestors of the previous "bad"
608
+commit that are not ancestors of the new "bad" commit are not the
609
+first bad commit. We don't know if they are good or bad, but we know
610
+that they are not the first bad commit because they are not ancestor
611
+of the new "bad" commit.
612
+
613
+So when a commit is marked as "bad" we know we can remove all the
614
+commits in the graph except those that are ancestors of the new "bad"
615
+commit. This means that:
616
+
617
+-------------
618
+information_if_bad(X) = N - number_of_ancestors(X) (TRUE)
619
+-------------
620
+
621
+where N is the number of commits in the (cleaned up) graph.
622
+
623
+So in the end this means that to find the best bisection commits we
624
+should maximize the function:
625
+
626
+-------------
627
+f(X) = min(number_of_ancestors(X), N - number_of_ancestors(X))
628
+-------------
629
+
630
+And this is nice because at step 2) we compute number_of_ancestors(X)
631
+and so at step 3) we compute f(X).
632
+
633
+Let's take the following graph as an example:
634
+
635
+-------------
636
+ G-H-I-J
637
+ / \
638
+A-B-C-D-E-F O
639
+ \ /
640
+ K-L-M-N
641
+-------------
642
+
643
+If we compute the following non optimal function on it:
644
+
645
+-------------
646
+g(X) = min(number_of_ancestors(X), number_of_descendants(X))
647
+-------------
648
+
649
+we get:
650
+
651
+-------------
652
+ 4 3 2 1
653
+ G-H-I-J
654
+1 2 3 4 5 6/ \0
655
+A-B-C-D-E-F O
656
+ \ /
657
+ K-L-M-N
658
+ 4 3 2 1
659
+-------------
660
+
661
+but with the algorithm used by git bisect we get:
662
+
663
+-------------
664
+ 7 7 6 5
665
+ G-H-I-J
666
+1 2 3 4 5 6/ \0
667
+A-B-C-D-E-F O
668
+ \ /
669
+ K-L-M-N
670
+ 7 7 6 5
671
+-------------
672
+
673
+So we chose G, H, K or L as the best bisection point, which is better
674
+than F. Because if for example L is bad, then we will know not only
675
+that L, M and N are bad but also that G, H, I and J are not the first
676
+bad commit (since we suppose that there is only one first bad commit
677
+and it must be an ancestor of L).
678
+
679
+So the current algorithm seems to be the best possible given what we
680
+initially supposed.
681
+
682
+Skip algorithm
683
+~~~~~~~~~~~~~~
684
+
685
+When some commits have been skipped (using "git bisect skip"), then
686
+the bisection algorithm is the same for step 1) to 3). But then we use
687
+roughly the following steps:
688
+
689
+6) sort the commit by decreasing associated value
690
+
691
+7) if the first commit has not been skipped, we can return it and stop
692
+here
693
+
694
+8) otherwise filter out all the skipped commits in the sorted list
695
+
696
+9) use a pseudo random number generator (PRNG) to generate a random
697
+number between 0 and 1
698
+
699
+10) multiply this random number with its square root to bias it toward
700
+0
701
+
702
+11) multiply the result by the number of commits in the filtered list
703
+to get an index into this list
704
+
705
+12) return the commit at the computed index
706
+
707
+Skip algorithm discussed
708
+~~~~~~~~~~~~~~~~~~~~~~~~
709
+
710
+After step 7) (in the skip algorithm), we could check if the second
711
+commit has been skipped and return it if it is not the case. And in
712
+fact that was the algorithm we used from when "git bisect skip" was
713
+developed in git version 1.5.4 (released on February 1st 2008) until
714
+git version 1.6.4 (released July 29th 2009).
715
+
716
+But Ingo Molnar and H. Peter Anvin (another well known linux kernel
717
+developer) both complained that sometimes the best bisection points
718
+all happened to be in an area where all the commits are
719
+untestable. And in this case the user was asked to test many
720
+untestable commits, which could be very inefficient.
721
+
722
+Indeed untestable commits are often untestable because a breakage was
723
+introduced at one time, and that breakage was fixed only after many
724
+other commits were introduced.
725
+
726
+This breakage is of course most of the time unrelated to the breakage
727
+we are trying to locate in the commit graph. But it prevents us to
728
+know if the interesting "bad behavior" is present or not.
729
+
730
+So it is a fact that commits near an untestable commit have a high
731
+probability of being untestable themselves. And the best bisection
732
+commits are often found together too (due to the bisection algorithm).
733
+
734
+This is why it is a bad idea to just chose the next best unskipped
735
+bisection commit when the first one has been skipped.
736
+
737
+We found that most commits on the graph may give quite a lot of
738
+information when they are tested. And the commits that will not on
739
+average give a lot of information are the one near the good and bad
740
+commits.
741
+
742
+So using a PRNG with a bias to favor commits away from the good and
743
+bad commits looked like a good choice.
744
+
745
+One obvious improvement to this algorithm would be to look for a
746
+commit that has an associated value near the one of the best bisection
747
+commit, and that is on another branch, before using the PRNG. Because
748
+if such a commit exists, then it is not very likely to be untestable
749
+too, so it will probably give more information than a nearly randomly
750
+chosen one.
751
+
752
+Checking merge bases
753
+~~~~~~~~~~~~~~~~~~~~
754
+
755
+There is another tweak in the bisection algorithm that has not been
756
+described in the "bisection algorithm" above.
757
+
758
+We supposed in the previous examples that the "good" commits were
759
+ancestors of the "bad" commit. But this is not a requirement of "git
760
+bisect".
761
+
762
+Of course the "bad" commit cannot be an ancestor of a "good" commit,
763
+because the ancestors of the good commits are supposed to be
764
+"good". And all the "good" commits must be related to the bad commit.
765
+They cannot be on a branch that has no link with the branch of the
766
+"bad" commit. But it is possible for a good commit to be related to a
767
+bad commit and yet not be neither one of its ancestor nor one of its
768
+descendants.
769
+
770
+For example, there can be a "main" branch, and a "dev" branch that was
771
+forked of the main branch at a commit named "D" like this:
772
+
773
+-------------
774
+A-B-C-D-E-F-G <--main
775
+ \
776
+ H-I-J <--dev
777
+-------------
778
+
779
+The commit "D" is called a "merge base" for branch "main" and "dev"
780
+because it's the best common ancestor for these branches for a merge.
781
+
782
+Now let's suppose that commit J is bad and commit G is good and that
783
+we apply the bisection algorithm like it has been previously
784
+described.
785
+
786
+As described in step 1) b) of the bisection algorithm, we remove all
787
+the ancestors of the good commits because they are supposed to be good
788
+too.
789
+
790
+So we would be left with only:
791
+
792
+-------------
793
+H-I-J
794
+-------------
795
+
796
+But what happens if the first bad commit is "B" and if it has been
797
+fixed in the "main" branch by commit "F"?
798
+
799
+The result of such a bisection would be that we would find that H is
800
+the first bad commit, when in fact it's B. So that would be wrong!
801
+
802
+And yes it's can happen in practice that people working on one branch
803
+are not aware that people working on another branch fixed a bug! It
804
+could also happen that F fixed more than one bug or that it is a
805
+revert of some big development effort that was not ready to be
806
+released.
807
+
808
+In fact development teams often maintain both a development branch and
809
+a maintenance branch, and it would be quite easy for them if "git
810
+bisect" just worked when they want to bisect a regression on the
811
+development branch that is not on the maintenance branch. They should
812
+be able to start bisecting using:
813
+
814
+-------------
815
+$ git bisect start dev main
816
+-------------
817
+
818
+To enable that additional nice feature, when a bisection is started
819
+and when some good commits are not ancestors of the bad commit, we
820
+first compute the merge bases between the bad and the good commits and
821
+we chose these merge bases as the first commits that will be checked
822
+out and tested.
823
+
824
+If it happens that one merge base is bad, then the bisection process
825
+is stopped with a message like:
826
+
827
+-------------
828
+The merge base BBBBBB is bad.
829
+This means the bug has been fixed between BBBBBB and [GGGGGG,...].
830
+-------------
831
+
832
+where BBBBBB is the sha1 hash of the bad merge base and [GGGGGG,...]
833
+is a comma separated list of the sha1 of the good commits.
834
+
835
+If some of the merge bases are skipped, then the bisection process
836
+continues, but the following message is printed for each skipped merge
837
+base:
838
+
839
+-------------
840
+Warning: the merge base between BBBBBB and [GGGGGG,...] must be skipped.
841
+So we cannot be sure the first bad commit is between MMMMMM and BBBBBB.
842
+We continue anyway.
843
+-------------
844
+
845
+where BBBBBB is the sha1 hash of the bad commit, MMMMMM is the sha1
846
+hash of the merge base that is skipped and [GGGGGG,...] is a comma
847
+separated list of the sha1 of the good commits.
848
+
849
+So if there is no bad merge base, the bisection process continues as
850
+usual after this step.
851
+
852
+Best bisecting practices
853
+------------------------
854
+
855
+Using test suites and git bisect together
856
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
857
+
858
+If you both have a test suite and use git bisect, then it becomes less
859
+important to check that all tests pass after each commit. Though of
860
+course it is probably a good idea to have some checks to avoid
861
+breaking too many things because it could make bisecting other bugs
862
+more difficult.
863
+
864
+You can focus your efforts to check at a few points (for example rc
865
+and beta releases) that all the T test cases pass for all the N
866
+configurations. And when some tests don't pass you can use "git
867
+bisect" (or better "git bisect run"). So you should perform roughly:
868
+
869
+-------------
870
+c * N * T + b * M * log2(M) tests
871
+-------------
872
+
873
+where c is the number of rounds of test (so a small constant) and b is
874
+the ratio of bug per commit (hopefully a small constant too).
875
+
876
+So of course it's much better as it's O(N \* T) vs O(N \* T \* M) if
877
+you would test everything after each commit.
878
+
879
+This means that test suites are good to prevent some bugs from being
880
+committed and they are also quite good to tell you that you have some
881
+bugs. But they are not so good to tell you where some bugs have been
882
+introduced. To tell you that efficiently, git bisect is needed.
883
+
884
+The other nice thing with test suites, is that when you have one, you
885
+already know how to test for bad behavior. So you can use this
886
+knowledge to create a new test case for "git bisect" when it appears
887
+that there is a regression. So it will be easier to bisect the bug and
888
+fix it. And then you can add the test case you just created to your
889
+test suite.
890
+
891
+So if you know how to create test cases and how to bisect, you will be
892
+subject to a virtuous circle:
893
+
894
+more tests => easier to create tests => easier to bisect => more tests
895
+
896
+So test suites and "git bisect" are complementary tools that are very
897
+powerful and efficient when used together.
898
+
899
+Bisecting build failures
900
+~~~~~~~~~~~~~~~~~~~~~~~~
901
+
902
+You can very easily automatically bisect broken builds using something
903
+like:
904
+
905
+-------------
906
+$ git bisect start BAD GOOD
907
+$ git bisect run make
908
+-------------
909
+
910
+Passing sh -c "some commands" to "git bisect run"
911
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
912
+
913
+For example:
914
+
915
+-------------
916
+$ git bisect run sh -c "make || exit 125; ./my_app | grep 'good output'"
917
+-------------
918
+
919
+On the other hand if you do this often, then it can be worth having
920
+scripts to avoid too much typing.
921
+
922
+Finding performance regressions
923
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
924
+
925
+Here is an example script that comes slightly modified from a real
926
+world script used by Junio Hamano <<4>>.
927
+
928
+This script can be passed to "git bisect run" to find the commit that
929
+introduced a performance regression:
930
+
931
+-------------
932
+#!/bin/sh
933
+
934
+# Build errors are not what I am interested in.
935
+make my_app || exit 255
936
+
937
+# We are checking if it stops in a reasonable amount of time, so
938
+# let it run in the background...
939
+
940
+./my_app >log 2>&1 &
941
+
942
+# ... and grab its process ID.
943
+pid=$!
944
+
945
+# ... and then wait for sufficiently long.
946
+sleep $NORMAL_TIME
947
+
948
+# ... and then see if the process is still there.
949
+if kill -0 $pid
950
+then
951
+ # It is still running -- that is bad.
952
+ kill $pid; sleep 1; kill $pid;
953
+ exit 1
954
+else
955
+ # It has already finished (the $pid process was no more),
956
+ # and we are happy.
957
+ exit 0
958
+fi
959
+-------------
960
+
961
+Following general best practices
962
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
963
+
964
+It is obviously a good idea not to have commits with changes that
965
+knowingly break things, even if some other commits later fix the
966
+breakage.
967
+
968
+It is also a good idea when using any VCS to have only one small
969
+logical change in each commit.
970
+
971
+The smaller the changes in your commit, the most effective "git
972
+bisect" will be. And you will probably need "git bisect" less in the
973
+first place, as small changes are easier to review even if they are
974
+only reviewed by the commiter.
975
+
976
+Another good idea is to have good commit messages. They can be very
977
+helpful to understand why some changes were made.
978
+
979
+These general best practices are very helpful if you bisect often.
980
+
981
+Avoiding bug prone merges
982
+~~~~~~~~~~~~~~~~~~~~~~~~~
983
+
984
+First merges by themselves can introduce some regressions even when
985
+the merge needs no source code conflict resolution. This is because a
986
+semantic change can happen in one branch while the other branch is not
987
+aware of it.
988
+
989
+For example one branch can change the semantic of a function while the
990
+other branch add more calls to the same function.
991
+
992
+This is made much worse if many files have to be fixed to resolve
993
+conflicts. That's why such merges are called "evil merges". They can
994
+make regressions very difficult to track down. It can even be
995
+misleading to know the first bad commit if it happens to be such a
996
+merge, because people might think that the bug comes from bad conflict
997
+resolution when it comes from a semantic change in one branch.
998
+
999
+Anyway "git rebase" can be used to linearize history. This can be used
1000
+either to avoid merging in the first place. Or it can be used to
1001
+bisect on a linear history instead of the non linear one, as this
1002
+should give more information in case of a semantic change in one
1003
+branch.
1004
+
1005
+Merges can be also made simpler by using smaller branches or by using
1006
+many topic branches instead of only long version related branches.
1007
+
1008
+And testing can be done more often in special integration branches
1009
+like linux-next for the linux kernel.
1010
+
1011
+Adapting your work-flow
1012
+~~~~~~~~~~~~~~~~~~~~~~~
1013
+
1014
+A special work-flow to process regressions can give great results.
1015
+
1016
+Here is an example of a work-flow used by Andreas Ericsson:
1017
+
1018
+* write, in the test suite, a test script that exposes the regression
1019
+* use "git bisect run" to find the commit that introduced it
1020
+* fix the bug that is often made obvious by the previous step
1021
+* commit both the fix and the test script (and if needed more tests)
1022
+
1023
+And here is what Andreas said about this work-flow <<5>>:
1024
+
1025
+_____________
1026
+To give some hard figures, we used to have an average report-to-fix
1027
+cycle of 142.6 hours (according to our somewhat weird bug-tracker
1028
+which just measures wall-clock time). Since we moved to git, we've
1029
+lowered that to 16.2 hours. Primarily because we can stay on top of
1030
+the bug fixing now, and because everyone's jockeying to get to fix
1031
+bugs (we're quite proud of how lazy we are to let git find the bugs
1032
+for us). Each new release results in ~40% fewer bugs (almost certainly
1033
+due to how we now feel about writing tests).
1034
+_____________
1035
+
1036
+Clearly this work-flow uses the virtuous circle between test suites
1037
+and "git bisect". In fact it makes it the standard procedure to deal
1038
+with regression.
1039
+
1040
+In other messages Andreas says that they also use the "best practices"
1041
+described above: small logical commits, topic branches, no evil
1042
+merge,... These practices all improve the bisectability of the commit
1043
+graph, by making it easier and more useful to bisect.
1044
+
1045
+So a good work-flow should be designed around the above points. That
1046
+is making bisecting easier, more useful and standard.
1047
+
1048
+Involving QA people and if possible end users
1049
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
1050
+
1051
+One nice about "git bisect" is that it is not only a developer
1052
+tool. It can effectively be used by QA people or even end users (if
1053
+they have access to the source code or if they can get access to all
1054
+the builds).
1055
+
1056
+There was a discussion at one point on the linux kernel mailing list
1057
+of whether it was ok to always ask end user to bisect, and very good
1058
+points were made to support the point of view that it is ok.
1059
+
1060
+For example David Miller wrote <<6>>:
1061
+
1062
+_____________
1063
+What people don't get is that this is a situation where the "end node
1064
+principle" applies. When you have limited resources (here: developers)
1065
+you don't push the bulk of the burden upon them. Instead you push
1066
+things out to the resource you have a lot of, the end nodes (here:
1067
+users), so that the situation actually scales.
1068
+_____________
1069
+
1070
+This means that it is often "cheaper" if QA people or end users can do
1071
+it.
1072
+
1073
+What is interesting too is that end users that are reporting bugs (or
1074
+QA people that reproduced a bug) have access to the environment where
1075
+the bug happens. So they can often more easily reproduce a
1076
+regression. And if they can bisect, then more information will be
1077
+extracted from the environment where the bug happens, which means that
1078
+it will be easier to understand and then fix the bug.
1079
+
1080
+For open source projects it can be a good way to get more useful
1081
+contributions from end users, and to introduce them to QA and
1082
+development activities.
1083
+
1084
+Using complex scripts
1085
+~~~~~~~~~~~~~~~~~~~~~
1086
+
1087
+In some cases like for kernel development it can be worth developing
1088
+complex scripts to be able to fully automate bisecting.
1089
+
1090
+Here is what Ingo Molnar says about that <<7>>:
1091
+
1092
+_____________
1093
+i have a fully automated bootup-hang bisection script. It is based on
1094
+"git-bisect run". I run the script, it builds and boots kernels fully
1095
+automatically, and when the bootup fails (the script notices that via
1096
+the serial log, which it continuously watches - or via a timeout, if
1097
+the system does not come up within 10 minutes it's a "bad" kernel),
1098
+the script raises my attention via a beep and i power cycle the test
1099
+box. (yeah, i should make use of a managed power outlet to 100%
1100
+automate it)
1101
+_____________
1102
+
1103
+Combining test suites, git bisect and other systems together
1104
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
1105
+
1106
+We have seen that test suites an git bisect are very powerful when
1107
+used together. It can be even more powerful if you can combine them
1108
+with other systems.
1109
+
1110
+For example some test suites could be run automatically at night with
1111
+some unusual (or even random) configurations. And if a regression is
1112
+found by a test suite, then "git bisect" can be automatically
1113
+launched, and its result can be emailed to the author of the first bad
1114
+commit found by "git bisect", and perhaps other people too. And a new
1115
+entry in the bug tracking system could be automatically created too.
1116
+
1117
+
1118
+The future of bisecting
1119
+-----------------------
1120
+
1121
+"git replace"
1122
+~~~~~~~~~~~~~
1123
+
1124
+We saw earlier that "git bisect skip" is now using a PRNG to try to
1125
+avoid areas in the commit graph where commits are untestable. The
1126
+problem is that sometimes the first bad commit will be in an
1127
+untestable area.
1128
+
1129
+To simplify the discussion we will suppose that the untestable area is
1130
+a simple string of commits and that it was created by a breakage
1131
+introduced by one commit (let's call it BBC for bisect breaking
1132
+commit) and later fixed by another one (let's call it BFC for bisect
1133
+fixing commit).
1134
+
1135
+For example:
1136
+
1137
+-------------
1138
+...-Y-BBC-X1-X2-X3-X4-X5-X6-BFC-Z-...
1139
+-------------
1140
+
1141
+where we know that Y is good and BFC is bad, and where BBC and X1 to
1142
+X6 are untestable.
1143
+
1144
+In this case if you are bisecting manually, what you can do is create
1145
+a special branch that starts just before the BBC. The first commit in
1146
+this branch should be the BBC with the BFC squashed into it. And the
1147
+other commits in the branch should be the commits between BBC and BFC
1148
+rebased on the first commit of the branch and then the commit after
1149
+BFC also rebased on.
1150
+
1151
+For example:
1152
+
1153
+-------------
1154
+ (BBC+BFC)-X1'-X2'-X3'-X4'-X5'-X6'-Z'
1155
+ /
1156
+...-Y-BBC-X1-X2-X3-X4-X5-X6-BFC-Z-...
1157
+-------------
1158
+
1159
+where commits quoted with ' have been rebased.
1160
+
1161
+You can easily create such a branch with Git using interactive rebase.
1162
+
1163
+For example using:
1164
+
1165
+-------------
1166
+$ git rebase -i Y Z
1167
+-------------
1168
+
1169
+and then moving BFC after BBC and squashing it.
1170
+
1171
+After that you can start bisecting as usual in the new branch and you
1172
+should eventually find the first bad commit.
1173
+
1174
+For example:
1175
+
1176
+-------------
1177
+$ git bisect start Z' Y
1178
+-------------
1179
+
1180
+If you are using "git bisect run", you can use the same manual fix up
1181
+as above, and then start another "git bisect run" in the special
1182
+branch. Or as the "git bisect" man page says, the script passed to
1183
+"git bisect run" can apply a patch before it compiles and test the
1184
+software <<8>>. The patch should turn a current untestable commits
1185
+into a testable one. So the testing will result in "good" or "bad" and
1186
+"git bisect" will be able to find the first bad commit. And the script
1187
+should not forget to remove the patch once the testing is done before
1188
+exiting from the script.
1189
+
1190
+(Note that instead of a patch you can use "git cherry-pick BFC" to
1191
+apply the fix, and in this case you should use "git reset --hard
1192
+HEAD^" to revert the cherry-pick after testing and before returning
1193
+from the script.)
1194
+
1195
+But the above ways to work around untestable areas are a little bit
1196
+clunky. Using special branches is nice because these branches can be
1197
+shared by developers like usual branches, but the risk is that people
1198
+will get many such branches. And it disrupts the normal "git bisect"
1199
+work-flow. So, if you want to use "git bisect run" completely
1200
+automatically, you have to add special code in your script to restart
1201
+bisection in the special branches.
1202
+
1203
+Anyway one can notice in the above special branch example that the Z'
1204
+and Z commits should point to the same source code state (the same
1205
+"tree" in git parlance). That's because Z' result from applying the
1206
+same changes as Z just in a slightly different order.
1207
+
1208
+So if we could just "replace" Z by Z' when we bisect, then we would
1209
+not need to add anything to a script. It would just work for anyone in
1210
+the project sharing the special branches and the replacements.
1211
+
1212
+With the example above that would give:
1213
+
1214
+-------------
1215
+ (BBC+BFC)-X1'-X2'-X3'-X4'-X5'-X6'-Z'-...
1216
+ /
1217
+...-Y-BBC-X1-X2-X3-X4-X5-X6-BFC-Z
1218
+-------------
1219
+
1220
+That's why the "git replace" command was created. Technically it
1221
+stores replacements "refs" in the "refs/replace/" hierarchy. These
1222
+"refs" are like branches (that are stored in "refs/heads/") or tags
1223
+(that are stored in "refs/tags"), and that means that they can
1224
+automatically be shared like branches or tags among developers.
1225
+
1226
+"git replace" is a very powerful mechanism. It can be used to fix
1227
+commits in already released history, for example to change the commit
1228
+message or the author. And it can also be used instead of git "grafts"
1229
+to link a repository with another old repository.
1230
+
1231
+In fact it's this last feature that "sold" it to the git community, so
1232
+it is now in the "master" branch of git's git repository and it should
1233
+be released in git 1.6.5 in October or November 2009.
1234
+
1235
+One problem with "git replace" is that currently it stores all the
1236
+replacements refs in "refs/replace/", but it would be perhaps better
1237
+if the replacement refs that are useful only for bisecting would be in
1238
+"refs/replace/bisect/". This way the replacement refs could be used
1239
+only for bisecting, while other refs directly in "refs/replace/" would
1240
+be used nearly all the time.
1241
+
1242
+Bisecting sporadic bugs
1243
+~~~~~~~~~~~~~~~~~~~~~~~
1244
+
1245
+Another possible improvement to "git bisect" would be to optionally
1246
+add some redundancy to the tests performed so that it would be more
1247
+reliable when tracking sporadic bugs.
1248
+
1249
+This has been requested by some kernel developers because some bugs
1250
+called sporadic bugs do not appear in all the kernel builds because
1251
+they are very dependent on the compiler output.
1252
+
1253
+The idea is that every 3 test for example, "git bisect" could ask the
1254
+user to test a commit that has already been found to be "good" or
1255
+"bad" (because one of its descendants or one of its ancestors has been
1256
+found to be "good" or "bad" respectively). If it happens that a commit
1257
+has been previously incorrectly classified then the bisection can be
1258
+aborted early, hopefully before too many mistakes have been made. Then
1259
+the user will have to look at what happened and then restart the
1260
+bisection using a fixed bisect log.
1261
+
1262
+There is already a project called BBChop created by Ealdwulf Wuffinga
1263
+on Github that does something like that using Bayesian Search Theory
1264
+<<9>>:
1265
+
1266
+_____________
1267
+BBChop is like 'git bisect' (or equivalent), but works when your bug
1268
+is intermittent. That is, it works in the presence of false negatives
1269
+(when a version happens to work this time even though it contains the
1270
+bug). It assumes that there are no false positives (in principle, the
1271
+same approach would work, but adding it may be non-trivial).
1272
+_____________
1273
+
1274
+But BBChop is independent of any VCS and it would be easier for Git
1275
+users to have something integrated in Git.
1276
+
1277
+Conclusion
1278
+----------
1279
+
1280
+We have seen that regressions are an important problem, and that "git
1281
+bisect" has nice features that complement very well practices and
1282
+other tools, especially test suites, that are generally used to fight
1283
+regressions. But it might be needed to change some work-flows and
1284
+(bad) habits to get the most out of it.
1285
+
1286
+Some improvements to the algorithms inside "git bisect" are possible
1287
+and some new features could help in some cases, but overall "git
1288
+bisect" works already very well, is used a lot, and is already very
1289
+useful. To back up that last claim, let's give the final word to Ingo
1290
+Molnar when he was asked by the author how much time does he think
1291
+"git bisect" saves him when he uses it:
1292
+
1293
+_____________
1294
+a _lot_.
1295
+
1296
+About ten years ago did i do my first 'bisection' of a Linux patch
1297
+queue. That was prior the Git (and even prior the BitKeeper) days. I
1298
+literally days spent sorting out patches, creating what in essence
1299
+were standalone commits that i guessed to be related to that bug.
1300
+
1301
+It was a tool of absolute last resort. I'd rather spend days looking
1302
+at printk output than do a manual 'patch bisection'.
1303
+
1304
+With Git bisect it's a breeze: in the best case i can get a ~15 step
1305
+kernel bisection done in 20-30 minutes, in an automated way. Even with
1306
+manual help or when bisecting multiple, overlapping bugs, it's rarely
1307
+more than an hour.
1308
+
1309
+In fact it's invaluable because there are bugs i would never even
1310
+_try_ to debug if it wasn't for git bisect. In the past there were bug
1311
+patterns that were immediately hopeless for me to debug - at best i
1312
+could send the crash/bug signature to lkml and hope that someone else
1313
+can think of something.
1314
+
1315
+And even if a bisection fails today it tells us something valuable
1316
+about the bug: that it's non-deterministic - timing or kernel image
1317
+layout dependent.
1318
+
1319
+So git bisect is unconditional goodness - and feel free to quote that
1320
+;-)
1321
+_____________
1322
+
1323
+Acknowledgements
1324
+----------------
1325
+
1326
+Many thanks to Junio Hamano for his help in reviewing this paper, for
1327
+reviewing the patches I sent to the git mailing list, for discussing
1328
+some ideas and helping me improve them, for improving "git bisect" a
1329
+lot and for his awesome work in maintaining and developing Git.
1330
+
1331
+Many thanks to Ingo Molnar for giving me very useful information that
1332
+appears in this paper, for commenting on this paper, for his
1333
+suggestions to improve "git bisect" and for evangelizing "git bisect"
1334
+on the linux kernel mailing lists.
1335
+
1336
+Many thanks to Linus Torvalds for inventing, developing and
1337
+evangelizing "git bisect", Git and Linux.
1338
+
1339
+Many thanks to the many other great people who helped one way or
1340
+another when I worked on git, especially to Andreas Ericsson, Johannes
1341
+Schindelin, H. Peter Anvin, Daniel Barkalow, Bill Lear, John Hawley,
1342
+Shawn O. Pierce, Jeff King, Sam Vilain, Jon Seymour.
1343
+
1344
+Many thanks to the Linux-Kongress program committee for choosing the
1345
+author to given a talk and for publishing this paper.
1346
+
1347
+References
1348
+----------
1349
+
1350
+- [[[1]]] http://www.nist.gov/public_affairs/releases/n02-10.htm['Software Errors Cost U.S. Economy $59.5 Billion Annually'. Nist News Release.]
1351
+- [[[2]]] http://java.sun.com/docs/codeconv/html/CodeConventions.doc.html#16712['Code Conventions for the Java Programming Language'. Sun Microsystems.]
1352
+- [[[3]]] http://en.wikipedia.org/wiki/Software_maintenance['Software maintenance'. Wikipedia.]
1353
+- [[[4]]] http://article.gmane.org/gmane.comp.version-control.git/45195/[Junio C Hamano. 'Automated bisect success story'. Gmane.]
1354
+- [[[5]]] http://lwn.net/Articles/317154/[Christian Couder. 'Fully automated bisecting with "git bisect run"'. LWN.net.]
1355
+- [[[6]]] http://lwn.net/Articles/277872/[Jonathan Corbet. 'Bisection divides users and developers'. LWN.net.]
1356
+- [[[7]]] http://article.gmane.org/gmane.linux.scsi/36652/[Ingo Molnar. 'Re: BUG 2.6.23-rc3 can't see sd partitions on Alpha'. Gmane.]
1357
+- [[[8]]] http://www.kernel.org/pub/software/scm/git/docs/git-bisect.html[Junio C Hamano and the git-list. 'git-bisect(1) Manual Page'. Linux Kernel Archives.]
1358
+- [[[9]]] http://github.com/Ealdwulf/bbchop[Ealdwulf. 'bbchop'. GitHub.]