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-Fighting regressions with git bisect
-====================================
-:Author: Christian Couder
-:Email: chriscool@tuxfamily.org
-:Date: 2009/11/08
-
-Abstract
---------
-
-"git bisect" enables software users and developers to easily find the
-commit that introduced a regression. We show why it is important to
-have good tools to fight regressions. We describe how "git bisect"
-works from the outside and the algorithms it uses inside. Then we
-explain how to take advantage of "git bisect" to improve current
-practices. And we discuss how "git bisect" could improve in the
-future.
-
-
-Introduction to "git bisect"
-----------------------------
-
-Git is a Distributed Version Control system (DVCS) created by Linus
-Torvalds and maintained by Junio Hamano.
-
-In Git like in many other Version Control Systems (VCS), the different
-states of the data that is managed by the system are called
-commits. And, as VCS are mostly used to manage software source code,
-sometimes "interesting" changes of behavior in the software are
-introduced in some commits.
-
-In fact people are specially interested in commits that introduce a
-"bad" behavior, called a bug or a regression. They are interested in
-these commits because a commit (hopefully) contains a very small set
-of source code changes. And it's much easier to understand and
-properly fix a problem when you only need to check a very small set of
-changes, than when you don't know where look in the first place.
-
-So to help people find commits that introduce a "bad" behavior, the
-"git bisect" set of commands was invented. And it follows of course
-that in "git bisect" parlance, commits where the "interesting
-behavior" is present are called "bad" commits, while other commits are
-called "good" commits. And a commit that introduce the behavior we are
-interested in is called a "first bad commit". Note that there could be
-more than one "first bad commit" in the commit space we are searching.
-
-So "git bisect" is designed to help find a "first bad commit". And to
-be as efficient as possible, it tries to perform a binary search.
-
-
-Fighting regressions overview
------------------------------
-
-Regressions: a big problem
-~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Regressions are a big problem in the software industry. But it's
-difficult to put some real numbers behind that claim.
-
-There are some numbers about bugs in general, like a NIST study in
-2002 <<1>> that said:
-
-_____________
-Software bugs, or errors, are so prevalent and so detrimental that
-they cost the U.S. economy an estimated $59.5 billion annually, or
-about 0.6 percent of the gross domestic product, according to a newly
-released study commissioned by the Department of Commerce's National
-Institute of Standards and Technology (NIST). At the national level,
-over half of the costs are borne by software users and the remainder
-by software developers/vendors.  The study also found that, although
-all errors cannot be removed, more than a third of these costs, or an
-estimated $22.2 billion, could be eliminated by an improved testing
-infrastructure that enables earlier and more effective identification
-and removal of software defects. These are the savings associated with
-finding an increased percentage (but not 100 percent) of errors closer
-to the development stages in which they are introduced. Currently,
-over half of all errors are not found until "downstream" in the
-development process or during post-sale software use.
-_____________
-
-And then:
-
-_____________
-Software developers already spend approximately 80 percent of
-development costs on identifying and correcting defects, and yet few
-products of any type other than software are shipped with such high
-levels of errors.
-_____________
-
-Eventually the conclusion started with:
-
-_____________
-The path to higher software quality is significantly improved software
-testing.
-_____________
-
-There are other estimates saying that 80% of the cost related to
-software is about maintenance <<2>>.
-
-Though, according to Wikipedia <<3>>:
-
-_____________
-A common perception of maintenance is that it is merely fixing
-bugs. However, studies and surveys over the years have indicated that
-the majority, over 80%, of the maintenance effort is used for
-non-corrective actions (Pigosky 1997). This perception is perpetuated
-by users submitting problem reports that in reality are functionality
-enhancements to the system.
-_____________
-
-But we can guess that improving on existing software is very costly
-because you have to watch out for regressions. At least this would
-make the above studies consistent among themselves.
-
-Of course some kind of software is developed, then used during some
-time without being improved on much, and then finally thrown away. In
-this case, of course, regressions may not be a big problem. But on the
-other hand, there is a lot of big software that is continually
-developed and maintained during years or even tens of years by a lot
-of people. And as there are often many people who depend (sometimes
-critically) on such software, regressions are a really big problem.
-
-One such software is the Linux kernel. And if we look at the Linux
-kernel, we can see that a lot of time and effort is spent to fight
-regressions. The release cycle start with a 2 weeks long merge
-window. Then the first release candidate (rc) version is tagged. And
-after that about 7 or 8 more rc versions will appear with around one
-week between each of them, before the final release.
-
-The time between the first rc release and the final release is
-supposed to be used to test rc versions and fight bugs and especially
-regressions. And this time is more than 80% of the release cycle
-time. But this is not the end of the fight yet, as of course it
-continues after the release.
-
-And then this is what Ingo Molnar (a well known Linux kernel
-developer) says about his use of git bisect:
-
-_____________
-I most actively use it during the merge window (when a lot of trees
-get merged upstream and when the influx of bugs is the highest) - and
-yes, there have been cases that i used it multiple times a day. My
-average is roughly once a day.
-_____________
-
-So regressions are fought all the time by developers, and indeed it is
-well known that bugs should be fixed as soon as possible, so as soon
-as they are found. That's why it is interesting to have good tools for
-this purpose.
-
-Other tools to fight regressions
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-So what are the tools used to fight regressions? They are nearly the
-same as those used to fight regular bugs. The only specific tools are
-test suites and tools similar as "git bisect".
-
-Test suites are very nice. But when they are used alone, they are
-supposed to be used so that all the tests are checked after each
-commit. This means that they are not very efficient, because many
-tests are run for no interesting result, and they suffer from
-combinatorial explosion.
-
-In fact the problem is that big software often has many different
-configuration options and that each test case should pass for each
-configuration after each commit. So if you have for each release: N
-configurations, M commits and T test cases, you should perform:
-
--------------
-N * M * T tests
--------------
-
-where N, M and T are all growing with the size your software.
-
-So very soon it will not be possible to completely test everything.
-
-And if some bugs slip through your test suite, then you can add a test
-to your test suite. But if you want to use your new improved test
-suite to find where the bug slipped in, then you will either have to
-emulate a bisection process or you will perhaps bluntly test each
-commit backward starting from the "bad" commit you have which may be
-very wasteful.
-
-"git bisect" overview
----------------------
-
-Starting a bisection
-~~~~~~~~~~~~~~~~~~~~
-
-The first "git bisect" subcommand to use is "git bisect start" to
-start the search. Then bounds must be set to limit the commit
-space. This is done usually by giving one "bad" and at least one
-"good" commit. They can be passed in the initial call to "git bisect
-start" like this:
-
--------------
-$ git bisect start [BAD [GOOD...]]
--------------
-
-or they can be set using:
-
--------------
-$ git bisect bad [COMMIT]
--------------
-
-and:
-
--------------
-$ git bisect good [COMMIT...]
--------------
-
-where BAD, GOOD and COMMIT are all names that can be resolved to a
-commit.
-
-Then "git bisect" will checkout a commit of its choosing and ask the
-user to test it, like this:
-
--------------
-$ git bisect start v2.6.27 v2.6.25
-Bisecting: 10928 revisions left to test after this (roughly 14 steps)
-[2ec65f8b89ea003c27ff7723525a2ee335a2b393] x86: clean up using max_low_pfn on 32-bit
--------------
-
-Note that the example that we will use is really a toy example, we
-will be looking for the first commit that has a version like
-"2.6.26-something", that is the commit that has a "SUBLEVEL = 26" line
-in the top level Makefile. This is a toy example because there are
-better ways to find this commit with Git than using "git bisect" (for
-example "git blame" or "git log -S<string>").
-
-Driving a bisection manually
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-At this point there are basically 2 ways to drive the search. It can
-be driven manually by the user or it can be driven automatically by a
-script or a command.
-
-If the user is driving it, then at each step of the search, the user
-will have to test the current commit and say if it is "good" or "bad"
-using the "git bisect good" or "git bisect bad" commands respectively
-that have been described above. For example:
-
--------------
-$ git bisect bad
-Bisecting: 5480 revisions left to test after this (roughly 13 steps)
-[66c0b394f08fd89236515c1c84485ea712a157be] KVM: kill file->f_count abuse in kvm
--------------
-
-And after a few more steps like that, "git bisect" will eventually
-find a first bad commit:
-
--------------
-$ git bisect bad
-2ddcca36c8bcfa251724fe342c8327451988be0d is the first bad commit
-commit 2ddcca36c8bcfa251724fe342c8327451988be0d
-Author: Linus Torvalds <torvalds@linux-foundation.org>
-Date:   Sat May 3 11:59:44 2008 -0700
-
-    Linux 2.6.26-rc1
-
-:100644 100644 5cf82581... 4492984e... M      Makefile
--------------
-
-At this point we can see what the commit does, check it out (if it's
-not already checked out) or tinker with it, for example:
-
--------------
-$ git show HEAD
-commit 2ddcca36c8bcfa251724fe342c8327451988be0d
-Author: Linus Torvalds <torvalds@linux-foundation.org>
-Date:   Sat May 3 11:59:44 2008 -0700
-
-    Linux 2.6.26-rc1
-
-diff --git a/Makefile b/Makefile
-index 5cf8258..4492984 100644
---- a/Makefile
-+++ b/Makefile
-@@ -1,7 +1,7 @@
- VERSION = 2
- PATCHLEVEL = 6
--SUBLEVEL = 25
--EXTRAVERSION =
-+SUBLEVEL = 26
-+EXTRAVERSION = -rc1
- NAME = Funky Weasel is Jiggy wit it
-
- # *DOCUMENTATION*
--------------
-
-And when we are finished we can use "git bisect reset" to go back to
-the branch we were in before we started bisecting:
-
--------------
-$ git bisect reset
-Checking out files: 100% (21549/21549), done.
-Previous HEAD position was 2ddcca3... Linux 2.6.26-rc1
-Switched to branch 'master'
--------------
-
-Driving a bisection automatically
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-The other way to drive the bisection process is to tell "git bisect"
-to launch a script or command at each bisection step to know if the
-current commit is "good" or "bad". To do that, we use the "git bisect
-run" command. For example:
-
--------------
-$ git bisect start v2.6.27 v2.6.25
-Bisecting: 10928 revisions left to test after this (roughly 14 steps)
-[2ec65f8b89ea003c27ff7723525a2ee335a2b393] x86: clean up using max_low_pfn on 32-bit
-$
-$ git bisect run grep '^SUBLEVEL = 25' Makefile
-running grep ^SUBLEVEL = 25 Makefile
-Bisecting: 5480 revisions left to test after this (roughly 13 steps)
-[66c0b394f08fd89236515c1c84485ea712a157be] KVM: kill file->f_count abuse in kvm
-running grep ^SUBLEVEL = 25 Makefile
-SUBLEVEL = 25
-Bisecting: 2740 revisions left to test after this (roughly 12 steps)
-[671294719628f1671faefd4882764886f8ad08cb] V4L/DVB(7879): Adding cx18 Support for mxl5005s
-...
-...
-running grep ^SUBLEVEL = 25 Makefile
-Bisecting: 0 revisions left to test after this (roughly 0 steps)
-[2ddcca36c8bcfa251724fe342c8327451988be0d] Linux 2.6.26-rc1
-running grep ^SUBLEVEL = 25 Makefile
-2ddcca36c8bcfa251724fe342c8327451988be0d is the first bad commit
-commit 2ddcca36c8bcfa251724fe342c8327451988be0d
-Author: Linus Torvalds <torvalds@linux-foundation.org>
-Date:   Sat May 3 11:59:44 2008 -0700
-
-    Linux 2.6.26-rc1
-
-:100644 100644 5cf82581... 4492984e... M      Makefile
-bisect run success
--------------
-
-In this example, we passed "grep '^SUBLEVEL = 25' Makefile" as
-parameter to "git bisect run". This means that at each step, the grep
-command we passed will be launched. And if it exits with code 0 (that
-means success) then git bisect will mark the current state as
-"good". If it exits with code 1 (or any code between 1 and 127
-included, except the special code 125), then the current state will be
-marked as "bad".
-
-Exit code between 128 and 255 are special to "git bisect run". They
-make it stop immediately the bisection process. This is useful for
-example if the command passed takes too long to complete, because you
-can kill it with a signal and it will stop the bisection process.
-
-It can also be useful in scripts passed to "git bisect run" to "exit
-255" if some very abnormal situation is detected.
-
-Avoiding untestable commits
-~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Sometimes it happens that the current state cannot be tested, for
-example if it does not compile because there was a bug preventing it
-at that time. This is what the special exit code 125 is for. It tells
-"git bisect run" that the current commit should be marked as
-untestable and that another one should be chosen and checked out.
-
-If the bisection process is driven manually, you can use "git bisect
-skip" to do the same thing. (In fact the special exit code 125 makes
-"git bisect run" use "git bisect skip" in the background.)
-
-Or if you want more control, you can inspect the current state using
-for example "git bisect visualize". It will launch gitk (or "git log"
-if the `DISPLAY` environment variable is not set) to help you find a
-better bisection point.
-
-Either way, if you have a string of untestable commits, it might
-happen that the regression you are looking for has been introduced by
-one of these untestable commits. In this case it's not possible to
-tell for sure which commit introduced the regression.
-
-So if you used "git bisect skip" (or the run script exited with
-special code 125) you could get a result like this:
-
--------------
-There are only 'skip'ped commits left to test.
-The first bad commit could be any of:
-15722f2fa328eaba97022898a305ffc8172db6b1
-78e86cf3e850bd755bb71831f42e200626fbd1e0
-e15b73ad3db9b48d7d1ade32f8cd23a751fe0ace
-070eab2303024706f2924822bfec8b9847e4ac1b
-We cannot bisect more!
--------------
-
-Saving a log and replaying it
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-If you want to show other people your bisection process, you can get a
-log using for example:
-
--------------
-$ git bisect log > bisect_log.txt
--------------
-
-And it is possible to replay it using:
-
--------------
-$ git bisect replay bisect_log.txt
--------------
-
-
-"git bisect" details
---------------------
-
-Bisection algorithm
-~~~~~~~~~~~~~~~~~~~
-
-As the Git commits form a directed acyclic graph (DAG), finding the
-best bisection commit to test at each step is not so simple. Anyway
-Linus found and implemented a "truly stupid" algorithm, later improved
-by Junio Hamano, that works quite well.
-
-So the algorithm used by "git bisect" to find the best bisection
-commit when there are no skipped commits is the following:
-
-1) keep only the commits that:
-
-a) are ancestor of the "bad" commit (including the "bad" commit itself),
-b) are not ancestor of a "good" commit (excluding the "good" commits).
-
-This means that we get rid of the uninteresting commits in the DAG.
-
-For example if we start with a graph like this:
-
--------------
-G-Y-G-W-W-W-X-X-X-X
-	   \ /
-	    W-W-B
-	   /
-Y---G-W---W
- \ /   \
-Y-Y     X-X-X-X
-
--> time goes this way ->
--------------
-
-where B is the "bad" commit, "G" are "good" commits and W, X, and Y
-are other commits, we will get the following graph after this first
-step:
-
--------------
-W-W-W
-     \
-      W-W-B
-     /
-W---W
--------------
-
-So only the W and B commits will be kept. Because commits X and Y will
-have been removed by rules a) and b) respectively, and because commits
-G are removed by rule b) too.
-
-Note for Git users, that it is equivalent as keeping only the commit
-given by:
-
--------------
-git rev-list BAD --not GOOD1 GOOD2...
--------------
-
-Also note that we don't require the commits that are kept to be
-descendants of a "good" commit. So in the following example, commits W
-and Z will be kept:
-
--------------
-G-W-W-W-B
-   /
-Z-Z
--------------
-
-2) starting from the "good" ends of the graph, associate to each
-   commit the number of ancestors it has plus one
-
-For example with the following graph where H is the "bad" commit and A
-and D are some parents of some "good" commits:
-
--------------
-A-B-C
-     \
-      F-G-H
-     /
-D---E
--------------
-
-this will give:
-
--------------
-1 2 3
-A-B-C
-     \6 7 8
-      F-G-H
-1   2/
-D---E
--------------
-
-3) associate to each commit: min(X, N - X)
-
-where X is the value associated to the commit in step 2) and N is the
-total number of commits in the graph.
-
-In the above example we have N = 8, so this will give:
-
--------------
-1 2 3
-A-B-C
-     \2 1 0
-      F-G-H
-1   2/
-D---E
--------------
-
-4) the best bisection point is the commit with the highest associated
-   number
-
-So in the above example the best bisection point is commit C.
-
-5) note that some shortcuts are implemented to speed up the algorithm
-
-As we know N from the beginning, we know that min(X, N - X) can't be
-greater than N/2. So during steps 2) and 3), if we would associate N/2
-to a commit, then we know this is the best bisection point. So in this
-case we can just stop processing any other commit and return the
-current commit.
-
-Bisection algorithm debugging
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-For any commit graph, you can see the number associated with each
-commit using "git rev-list --bisect-all".
-
-For example, for the above graph, a command like:
-
--------------
-$ git rev-list --bisect-all BAD --not GOOD1 GOOD2
--------------
-
-would output something like:
-
--------------
-e15b73ad3db9b48d7d1ade32f8cd23a751fe0ace (dist=3)
-15722f2fa328eaba97022898a305ffc8172db6b1 (dist=2)
-78e86cf3e850bd755bb71831f42e200626fbd1e0 (dist=2)
-a1939d9a142de972094af4dde9a544e577ddef0e (dist=2)
-070eab2303024706f2924822bfec8b9847e4ac1b (dist=1)
-a3864d4f32a3bf5ed177ddef598490a08760b70d (dist=1)
-a41baa717dd74f1180abf55e9341bc7a0bb9d556 (dist=1)
-9e622a6dad403b71c40979743bb9d5be17b16bd6 (dist=0)
--------------
-
-Bisection algorithm discussed
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-First let's define "best bisection point". We will say that a commit X
-is a best bisection point or a best bisection commit if knowing its
-state ("good" or "bad") gives as much information as possible whether
-the state of the commit happens to be "good" or "bad".
-
-This means that the best bisection commits are the commits where the
-following function is maximum:
-
--------------
-f(X) = min(information_if_good(X), information_if_bad(X))
--------------
-
-where information_if_good(X) is the information we get if X is good
-and information_if_bad(X) is the information we get if X is bad.
-
-Now we will suppose that there is only one "first bad commit". This
-means that all its descendants are "bad" and all the other commits are
-"good". And we will suppose that all commits have an equal probability
-of being good or bad, or of being the first bad commit, so knowing the
-state of c commits gives always the same amount of information
-wherever these c commits are on the graph and whatever c is. (So we
-suppose that these commits being for example on a branch or near a
-good or a bad commit does not give more or less information).
-
-Let's also suppose that we have a cleaned up graph like one after step
-1) in the bisection algorithm above. This means that we can measure
-   the information we get in terms of number of commit we can remove
-   from the graph..
-
-And let's take a commit X in the graph.
-
-If X is found to be "good", then we know that its ancestors are all
-"good", so we want to say that:
-
--------------
-information_if_good(X) = number_of_ancestors(X)  (TRUE)
--------------
-
-And this is true because at step 1) b) we remove the ancestors of the
-"good" commits.
-
-If X is found to be "bad", then we know that its descendants are all
-"bad", so we want to say that:
-
--------------
-information_if_bad(X) = number_of_descendants(X)  (WRONG)
--------------
-
-But this is wrong because at step 1) a) we keep only the ancestors of
-the bad commit. So we get more information when a commit is marked as
-"bad", because we also know that the ancestors of the previous "bad"
-commit that are not ancestors of the new "bad" commit are not the
-first bad commit. We don't know if they are good or bad, but we know
-that they are not the first bad commit because they are not ancestor
-of the new "bad" commit.
-
-So when a commit is marked as "bad" we know we can remove all the
-commits in the graph except those that are ancestors of the new "bad"
-commit. This means that:
-
--------------
-information_if_bad(X) = N - number_of_ancestors(X)  (TRUE)
--------------
-
-where N is the number of commits in the (cleaned up) graph.
-
-So in the end this means that to find the best bisection commits we
-should maximize the function:
-
--------------
-f(X) = min(number_of_ancestors(X), N - number_of_ancestors(X))
--------------
-
-And this is nice because at step 2) we compute number_of_ancestors(X)
-and so at step 3) we compute f(X).
-
-Let's take the following graph as an example:
-
--------------
-            G-H-I-J
-           /       \
-A-B-C-D-E-F         O
-           \       /
-            K-L-M-N
--------------
-
-If we compute the following non optimal function on it:
-
--------------
-g(X) = min(number_of_ancestors(X), number_of_descendants(X))
--------------
-
-we get:
-
--------------
-            4 3 2 1
-            G-H-I-J
-1 2 3 4 5 6/       \0
-A-B-C-D-E-F         O
-           \       /
-            K-L-M-N
-            4 3 2 1
--------------
-
-but with the algorithm used by git bisect we get:
-
--------------
-            7 7 6 5
-            G-H-I-J
-1 2 3 4 5 6/       \0
-A-B-C-D-E-F         O
-           \       /
-            K-L-M-N
-            7 7 6 5
--------------
-
-So we chose G, H, K or L as the best bisection point, which is better
-than F. Because if for example L is bad, then we will know not only
-that L, M and N are bad but also that G, H, I and J are not the first
-bad commit (since we suppose that there is only one first bad commit
-and it must be an ancestor of L).
-
-So the current algorithm seems to be the best possible given what we
-initially supposed.
-
-Skip algorithm
-~~~~~~~~~~~~~~
-
-When some commits have been skipped (using "git bisect skip"), then
-the bisection algorithm is the same for step 1) to 3). But then we use
-roughly the following steps:
-
-6) sort the commit by decreasing associated value
-
-7) if the first commit has not been skipped, we can return it and stop
-   here
-
-8) otherwise filter out all the skipped commits in the sorted list
-
-9) use a pseudo random number generator (PRNG) to generate a random
-   number between 0 and 1
-
-10) multiply this random number with its square root to bias it toward
-    0
-
-11) multiply the result by the number of commits in the filtered list
-    to get an index into this list
-
-12) return the commit at the computed index
-
-Skip algorithm discussed
-~~~~~~~~~~~~~~~~~~~~~~~~
-
-After step 7) (in the skip algorithm), we could check if the second
-commit has been skipped and return it if it is not the case. And in
-fact that was the algorithm we used from when "git bisect skip" was
-developed in Git version 1.5.4 (released on February 1st 2008) until
-Git version 1.6.4 (released July 29th 2009).
-
-But Ingo Molnar and H. Peter Anvin (another well known linux kernel
-developer) both complained that sometimes the best bisection points
-all happened to be in an area where all the commits are
-untestable. And in this case the user was asked to test many
-untestable commits, which could be very inefficient.
-
-Indeed untestable commits are often untestable because a breakage was
-introduced at one time, and that breakage was fixed only after many
-other commits were introduced.
-
-This breakage is of course most of the time unrelated to the breakage
-we are trying to locate in the commit graph. But it prevents us to
-know if the interesting "bad behavior" is present or not.
-
-So it is a fact that commits near an untestable commit have a high
-probability of being untestable themselves. And the best bisection
-commits are often found together too (due to the bisection algorithm).
-
-This is why it is a bad idea to just chose the next best unskipped
-bisection commit when the first one has been skipped.
-
-We found that most commits on the graph may give quite a lot of
-information when they are tested. And the commits that will not on
-average give a lot of information are the one near the good and bad
-commits.
-
-So using a PRNG with a bias to favor commits away from the good and
-bad commits looked like a good choice.
-
-One obvious improvement to this algorithm would be to look for a
-commit that has an associated value near the one of the best bisection
-commit, and that is on another branch, before using the PRNG. Because
-if such a commit exists, then it is not very likely to be untestable
-too, so it will probably give more information than a nearly randomly
-chosen one.
-
-Checking merge bases
-~~~~~~~~~~~~~~~~~~~~
-
-There is another tweak in the bisection algorithm that has not been
-described in the "bisection algorithm" above.
-
-We supposed in the previous examples that the "good" commits were
-ancestors of the "bad" commit. But this is not a requirement of "git
-bisect".
-
-Of course the "bad" commit cannot be an ancestor of a "good" commit,
-because the ancestors of the good commits are supposed to be
-"good". And all the "good" commits must be related to the bad commit.
-They cannot be on a branch that has no link with the branch of the
-"bad" commit. But it is possible for a good commit to be related to a
-bad commit and yet not be neither one of its ancestor nor one of its
-descendants.
-
-For example, there can be a "main" branch, and a "dev" branch that was
-forked of the main branch at a commit named "D" like this:
-
--------------
-A-B-C-D-E-F-G  <--main
-       \
-        H-I-J  <--dev
--------------
-
-The commit "D" is called a "merge base" for branch "main" and "dev"
-because it's the best common ancestor for these branches for a merge.
-
-Now let's suppose that commit J is bad and commit G is good and that
-we apply the bisection algorithm like it has been previously
-described.
-
-As described in step 1) b) of the bisection algorithm, we remove all
-the ancestors of the good commits because they are supposed to be good
-too.
-
-So we would be left with only:
-
--------------
-H-I-J
--------------
-
-But what happens if the first bad commit is "B" and if it has been
-fixed in the "main" branch by commit "F"?
-
-The result of such a bisection would be that we would find that H is
-the first bad commit, when in fact it's B. So that would be wrong!
-
-And yes it can happen in practice that people working on one branch
-are not aware that people working on another branch fixed a bug! It
-could also happen that F fixed more than one bug or that it is a
-revert of some big development effort that was not ready to be
-released.
-
-In fact development teams often maintain both a development branch and
-a maintenance branch, and it would be quite easy for them if "git
-bisect" just worked when they want to bisect a regression on the
-development branch that is not on the maintenance branch. They should
-be able to start bisecting using:
-
--------------
-$ git bisect start dev main
--------------
-
-To enable that additional nice feature, when a bisection is started
-and when some good commits are not ancestors of the bad commit, we
-first compute the merge bases between the bad and the good commits and
-we chose these merge bases as the first commits that will be checked
-out and tested.
-
-If it happens that one merge base is bad, then the bisection process
-is stopped with a message like:
-
--------------
-The merge base BBBBBB is bad.
-This means the bug has been fixed between BBBBBB and [GGGGGG,...].
--------------
-
-where BBBBBB is the sha1 hash of the bad merge base and [GGGGGG,...]
-is a comma separated list of the sha1 of the good commits.
-
-If some of the merge bases are skipped, then the bisection process
-continues, but the following message is printed for each skipped merge
-base:
-
--------------
-Warning: the merge base between BBBBBB and [GGGGGG,...] must be skipped.
-So we cannot be sure the first bad commit is between MMMMMM and BBBBBB.
-We continue anyway.
--------------
-
-where BBBBBB is the sha1 hash of the bad commit, MMMMMM is the sha1
-hash of the merge base that is skipped and [GGGGGG,...]  is a comma
-separated list of the sha1 of the good commits.
-
-So if there is no bad merge base, the bisection process continues as
-usual after this step.
-
-Best bisecting practices
-------------------------
-
-Using test suites and git bisect together
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-If you both have a test suite and use git bisect, then it becomes less
-important to check that all tests pass after each commit. Though of
-course it is probably a good idea to have some checks to avoid
-breaking too many things because it could make bisecting other bugs
-more difficult.
-
-You can focus your efforts to check at a few points (for example rc
-and beta releases) that all the T test cases pass for all the N
-configurations. And when some tests don't pass you can use "git
-bisect" (or better "git bisect run"). So you should perform roughly:
-
--------------
-c * N * T + b * M * log2(M) tests
--------------
-
-where c is the number of rounds of test (so a small constant) and b is
-the ratio of bug per commit (hopefully a small constant too).
-
-So of course it's much better as it's O(N * T) vs O(N * T * M) if
-you would test everything after each commit.
-
-This means that test suites are good to prevent some bugs from being
-committed and they are also quite good to tell you that you have some
-bugs. But they are not so good to tell you where some bugs have been
-introduced. To tell you that efficiently, git bisect is needed.
-
-The other nice thing with test suites, is that when you have one, you
-already know how to test for bad behavior. So you can use this
-knowledge to create a new test case for "git bisect" when it appears
-that there is a regression. So it will be easier to bisect the bug and
-fix it. And then you can add the test case you just created to your
-test suite.
-
-So if you know how to create test cases and how to bisect, you will be
-subject to a virtuous circle:
-
-more tests => easier to create tests => easier to bisect => more tests
-
-So test suites and "git bisect" are complementary tools that are very
-powerful and efficient when used together.
-
-Bisecting build failures
-~~~~~~~~~~~~~~~~~~~~~~~~
-
-You can very easily automatically bisect broken builds using something
-like:
-
--------------
-$ git bisect start BAD GOOD
-$ git bisect run make
--------------
-
-Passing sh -c "some commands" to "git bisect run"
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-For example:
-
--------------
-$ git bisect run sh -c "make || exit 125; ./my_app | grep 'good output'"
--------------
-
-On the other hand if you do this often, then it can be worth having
-scripts to avoid too much typing.
-
-Finding performance regressions
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Here is an example script that comes slightly modified from a real
-world script used by Junio Hamano <<4>>.
-
-This script can be passed to "git bisect run" to find the commit that
-introduced a performance regression:
-
--------------
-#!/bin/sh
-
-# Build errors are not what I am interested in.
-make my_app || exit 255
-
-# We are checking if it stops in a reasonable amount of time, so
-# let it run in the background...
-
-./my_app >log 2>&1 &
-
-# ... and grab its process ID.
-pid=$!
-
-# ... and then wait for sufficiently long.
-sleep $NORMAL_TIME
-
-# ... and then see if the process is still there.
-if kill -0 $pid
-then
-	# It is still running -- that is bad.
-	kill $pid; sleep 1; kill $pid;
-	exit 1
-else
-	# It has already finished (the $pid process was no more),
-	# and we are happy.
-	exit 0
-fi
--------------
-
-Following general best practices
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-It is obviously a good idea not to have commits with changes that
-knowingly break things, even if some other commits later fix the
-breakage.
-
-It is also a good idea when using any VCS to have only one small
-logical change in each commit.
-
-The smaller the changes in your commit, the most effective "git
-bisect" will be. And you will probably need "git bisect" less in the
-first place, as small changes are easier to review even if they are
-only reviewed by the committer.
-
-Another good idea is to have good commit messages. They can be very
-helpful to understand why some changes were made.
-
-These general best practices are very helpful if you bisect often.
-
-Avoiding bug prone merges
-~~~~~~~~~~~~~~~~~~~~~~~~~
-
-First merges by themselves can introduce some regressions even when
-the merge needs no source code conflict resolution. This is because a
-semantic change can happen in one branch while the other branch is not
-aware of it.
-
-For example one branch can change the semantic of a function while the
-other branch add more calls to the same function.
-
-This is made much worse if many files have to be fixed to resolve
-conflicts. That's why such merges are called "evil merges". They can
-make regressions very difficult to track down. It can even be
-misleading to know the first bad commit if it happens to be such a
-merge, because people might think that the bug comes from bad conflict
-resolution when it comes from a semantic change in one branch.
-
-Anyway "git rebase" can be used to linearize history. This can be used
-either to avoid merging in the first place. Or it can be used to
-bisect on a linear history instead of the non linear one, as this
-should give more information in case of a semantic change in one
-branch.
-
-Merges can be also made simpler by using smaller branches or by using
-many topic branches instead of only long version related branches.
-
-And testing can be done more often in special integration branches
-like linux-next for the linux kernel.
-
-Adapting your work-flow
-~~~~~~~~~~~~~~~~~~~~~~~
-
-A special work-flow to process regressions can give great results.
-
-Here is an example of a work-flow used by Andreas Ericsson:
-
-* write, in the test suite, a test script that exposes the regression
-* use "git bisect run" to find the commit that introduced it
-* fix the bug that is often made obvious by the previous step
-* commit both the fix and the test script (and if needed more tests)
-
-And here is what Andreas said about this work-flow <<5>>:
-
-_____________
-To give some hard figures, we used to have an average report-to-fix
-cycle of 142.6 hours (according to our somewhat weird bug-tracker
-which just measures wall-clock time). Since we moved to Git, we've
-lowered that to 16.2 hours. Primarily because we can stay on top of
-the bug fixing now, and because everyone's jockeying to get to fix
-bugs (we're quite proud of how lazy we are to let Git find the bugs
-for us). Each new release results in ~40% fewer bugs (almost certainly
-due to how we now feel about writing tests).
-_____________
-
-Clearly this work-flow uses the virtuous circle between test suites
-and "git bisect". In fact it makes it the standard procedure to deal
-with regression.
-
-In other messages Andreas says that they also use the "best practices"
-described above: small logical commits, topic branches, no evil
-merge,... These practices all improve the bisectability of the commit
-graph, by making it easier and more useful to bisect.
-
-So a good work-flow should be designed around the above points. That
-is making bisecting easier, more useful and standard.
-
-Involving QA people and if possible end users
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-One nice about "git bisect" is that it is not only a developer
-tool. It can effectively be used by QA people or even end users (if
-they have access to the source code or if they can get access to all
-the builds).
-
-There was a discussion at one point on the linux kernel mailing list
-of whether it was ok to always ask end user to bisect, and very good
-points were made to support the point of view that it is ok.
-
-For example David Miller wrote <<6>>:
-
-_____________
-What people don't get is that this is a situation where the "end node
-principle" applies. When you have limited resources (here: developers)
-you don't push the bulk of the burden upon them. Instead you push
-things out to the resource you have a lot of, the end nodes (here:
-users), so that the situation actually scales.
-_____________
-
-This means that it is often "cheaper" if QA people or end users can do
-it.
-
-What is interesting too is that end users that are reporting bugs (or
-QA people that reproduced a bug) have access to the environment where
-the bug happens. So they can often more easily reproduce a
-regression. And if they can bisect, then more information will be
-extracted from the environment where the bug happens, which means that
-it will be easier to understand and then fix the bug.
-
-For open source projects it can be a good way to get more useful
-contributions from end users, and to introduce them to QA and
-development activities.
-
-Using complex scripts
-~~~~~~~~~~~~~~~~~~~~~
-
-In some cases like for kernel development it can be worth developing
-complex scripts to be able to fully automate bisecting.
-
-Here is what Ingo Molnar says about that <<7>>:
-
-_____________
-i have a fully automated bootup-hang bisection script. It is based on
-"git-bisect run". I run the script, it builds and boots kernels fully
-automatically, and when the bootup fails (the script notices that via
-the serial log, which it continuously watches - or via a timeout, if
-the system does not come up within 10 minutes it's a "bad" kernel),
-the script raises my attention via a beep and i power cycle the test
-box. (yeah, i should make use of a managed power outlet to 100%
-automate it)
-_____________
-
-Combining test suites, git bisect and other systems together
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-We have seen that test suites and git bisect are very powerful when
-used together. It can be even more powerful if you can combine them
-with other systems.
-
-For example some test suites could be run automatically at night with
-some unusual (or even random) configurations. And if a regression is
-found by a test suite, then "git bisect" can be automatically
-launched, and its result can be emailed to the author of the first bad
-commit found by "git bisect", and perhaps other people too. And a new
-entry in the bug tracking system could be automatically created too.
-
-
-The future of bisecting
------------------------
-
-"git replace"
-~~~~~~~~~~~~~
-
-We saw earlier that "git bisect skip" is now using a PRNG to try to
-avoid areas in the commit graph where commits are untestable. The
-problem is that sometimes the first bad commit will be in an
-untestable area.
-
-To simplify the discussion we will suppose that the untestable area is
-a simple string of commits and that it was created by a breakage
-introduced by one commit (let's call it BBC for bisect breaking
-commit) and later fixed by another one (let's call it BFC for bisect
-fixing commit).
-
-For example:
-
--------------
-...-Y-BBC-X1-X2-X3-X4-X5-X6-BFC-Z-...
--------------
-
-where we know that Y is good and BFC is bad, and where BBC and X1 to
-X6 are untestable.
-
-In this case if you are bisecting manually, what you can do is create
-a special branch that starts just before the BBC. The first commit in
-this branch should be the BBC with the BFC squashed into it. And the
-other commits in the branch should be the commits between BBC and BFC
-rebased on the first commit of the branch and then the commit after
-BFC also rebased on.
-
-For example:
-
--------------
-      (BBC+BFC)-X1'-X2'-X3'-X4'-X5'-X6'-Z'
-     /
-...-Y-BBC-X1-X2-X3-X4-X5-X6-BFC-Z-...
--------------
-
-where commits quoted with ' have been rebased.
-
-You can easily create such a branch with Git using interactive rebase.
-
-For example using:
-
--------------
-$ git rebase -i Y Z
--------------
-
-and then moving BFC after BBC and squashing it.
-
-After that you can start bisecting as usual in the new branch and you
-should eventually find the first bad commit.
-
-For example:
-
--------------
-$ git bisect start Z' Y
--------------
-
-If you are using "git bisect run", you can use the same manual fix up
-as above, and then start another "git bisect run" in the special
-branch. Or as the "git bisect" man page says, the script passed to
-"git bisect run" can apply a patch before it compiles and test the
-software <<8>>. The patch should turn a current untestable commits
-into a testable one. So the testing will result in "good" or "bad" and
-"git bisect" will be able to find the first bad commit. And the script
-should not forget to remove the patch once the testing is done before
-exiting from the script.
-
-(Note that instead of a patch you can use "git cherry-pick BFC" to
-apply the fix, and in this case you should use "git reset --hard
-HEAD^" to revert the cherry-pick after testing and before returning
-from the script.)
-
-But the above ways to work around untestable areas are a little bit
-clunky. Using special branches is nice because these branches can be
-shared by developers like usual branches, but the risk is that people
-will get many such branches. And it disrupts the normal "git bisect"
-work-flow. So, if you want to use "git bisect run" completely
-automatically, you have to add special code in your script to restart
-bisection in the special branches.
-
-Anyway one can notice in the above special branch example that the Z'
-and Z commits should point to the same source code state (the same
-"tree" in git parlance). That's because Z' result from applying the
-same changes as Z just in a slightly different order.
-
-So if we could just "replace" Z by Z' when we bisect, then we would
-not need to add anything to a script. It would just work for anyone in
-the project sharing the special branches and the replacements.
-
-With the example above that would give:
-
--------------
-      (BBC+BFC)-X1'-X2'-X3'-X4'-X5'-X6'-Z'-...
-     /
-...-Y-BBC-X1-X2-X3-X4-X5-X6-BFC-Z
--------------
-
-That's why the "git replace" command was created. Technically it
-stores replacements "refs" in the "refs/replace/" hierarchy. These
-"refs" are like branches (that are stored in "refs/heads/") or tags
-(that are stored in "refs/tags"), and that means that they can
-automatically be shared like branches or tags among developers.
-
-"git replace" is a very powerful mechanism. It can be used to fix
-commits in already released history, for example to change the commit
-message or the author. And it can also be used instead of git "grafts"
-to link a repository with another old repository.
-
-In fact it's this last feature that "sold" it to the Git community, so
-it is now in the "master" branch of Git's Git repository and it should
-be released in Git 1.6.5 in October or November 2009.
-
-One problem with "git replace" is that currently it stores all the
-replacements refs in "refs/replace/", but it would be perhaps better
-if the replacement refs that are useful only for bisecting would be in
-"refs/replace/bisect/". This way the replacement refs could be used
-only for bisecting, while other refs directly in "refs/replace/" would
-be used nearly all the time.
-
-Bisecting sporadic bugs
-~~~~~~~~~~~~~~~~~~~~~~~
-
-Another possible improvement to "git bisect" would be to optionally
-add some redundancy to the tests performed so that it would be more
-reliable when tracking sporadic bugs.
-
-This has been requested by some kernel developers because some bugs
-called sporadic bugs do not appear in all the kernel builds because
-they are very dependent on the compiler output.
-
-The idea is that every 3 test for example, "git bisect" could ask the
-user to test a commit that has already been found to be "good" or
-"bad" (because one of its descendants or one of its ancestors has been
-found to be "good" or "bad" respectively). If it happens that a commit
-has been previously incorrectly classified then the bisection can be
-aborted early, hopefully before too many mistakes have been made. Then
-the user will have to look at what happened and then restart the
-bisection using a fixed bisect log.
-
-There is already a project called BBChop created by Ealdwulf Wuffinga
-on Github that does something like that using Bayesian Search Theory
-<<9>>:
-
-_____________
-BBChop is like 'git bisect' (or equivalent), but works when your bug
-is intermittent. That is, it works in the presence of false negatives
-(when a version happens to work this time even though it contains the
-bug). It assumes that there are no false positives (in principle, the
-same approach would work, but adding it may be non-trivial).
-_____________
-
-But BBChop is independent of any VCS and it would be easier for Git
-users to have something integrated in Git.
-
-Conclusion
-----------
-
-We have seen that regressions are an important problem, and that "git
-bisect" has nice features that complement very well practices and
-other tools, especially test suites, that are generally used to fight
-regressions. But it might be needed to change some work-flows and
-(bad) habits to get the most out of it.
-
-Some improvements to the algorithms inside "git bisect" are possible
-and some new features could help in some cases, but overall "git
-bisect" works already very well, is used a lot, and is already very
-useful. To back up that last claim, let's give the final word to Ingo
-Molnar when he was asked by the author how much time does he think
-"git bisect" saves him when he uses it:
-
-_____________
-a _lot_.
-
-About ten years ago did i do my first 'bisection' of a Linux patch
-queue. That was prior the Git (and even prior the BitKeeper) days. I
-literally days spent sorting out patches, creating what in essence
-were standalone commits that i guessed to be related to that bug.
-
-It was a tool of absolute last resort. I'd rather spend days looking
-at printk output than do a manual 'patch bisection'.
-
-With Git bisect it's a breeze: in the best case i can get a ~15 step
-kernel bisection done in 20-30 minutes, in an automated way. Even with
-manual help or when bisecting multiple, overlapping bugs, it's rarely
-more than an hour.
-
-In fact it's invaluable because there are bugs i would never even
-_try_ to debug if it wasn't for git bisect. In the past there were bug
-patterns that were immediately hopeless for me to debug - at best i
-could send the crash/bug signature to lkml and hope that someone else
-can think of something.
-
-And even if a bisection fails today it tells us something valuable
-about the bug: that it's non-deterministic - timing or kernel image
-layout dependent.
-
-So git bisect is unconditional goodness - and feel free to quote that
-;-)
-_____________
-
-Acknowledgments
----------------
-
-Many thanks to Junio Hamano for his help in reviewing this paper, for
-reviewing the patches I sent to the Git mailing list, for discussing
-some ideas and helping me improve them, for improving "git bisect" a
-lot and for his awesome work in maintaining and developing Git.
-
-Many thanks to Ingo Molnar for giving me very useful information that
-appears in this paper, for commenting on this paper, for his
-suggestions to improve "git bisect" and for evangelizing "git bisect"
-on the linux kernel mailing lists.
-
-Many thanks to Linus Torvalds for inventing, developing and
-evangelizing "git bisect", Git and Linux.
-
-Many thanks to the many other great people who helped one way or
-another when I worked on Git, especially to Andreas Ericsson, Johannes
-Schindelin, H. Peter Anvin, Daniel Barkalow, Bill Lear, John Hawley,
-Shawn O. Pierce, Jeff King, Sam Vilain, Jon Seymour.
-
-Many thanks to the Linux-Kongress program committee for choosing the
-author to given a talk and for publishing this paper.
-
-References
-----------
-
-- [[[1]]] https://www.nist.gov/sites/default/files/documents/director/planning/report02-3.pdf['The Economic Impacts of Inadequate Infratructure for Software Testing'.  Nist Planning Report 02-3], see Executive Summary and Chapter 8.
-- [[[2]]] http://www.oracle.com/technetwork/java/codeconvtoc-136057.html['Code Conventions for the Java Programming Language'. Sun Microsystems.]
-- [[[3]]] https://en.wikipedia.org/wiki/Software_maintenance['Software maintenance'. Wikipedia.]
-- [[[4]]] https://lore.kernel.org/git/7vps5xsbwp.fsf_-_@assigned-by-dhcp.cox.net/[Junio C Hamano. 'Automated bisect success story'.]
-- [[[5]]] https://lwn.net/Articles/317154/[Christian Couder. 'Fully automated bisecting with "git bisect run"'. LWN.net.]
-- [[[6]]] https://lwn.net/Articles/277872/[Jonathan Corbet. 'Bisection divides users and developers'. LWN.net.]
-- [[[7]]] https://lore.kernel.org/lkml/20071207113734.GA14598@elte.hu/[Ingo Molnar. 'Re: BUG 2.6.23-rc3 can't see sd partitions on Alpha'. Linux-kernel mailing list.]
-- [[[8]]] https://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.]
-- [[[9]]] https://github.com/Ealdwulf/bbchop[Ealdwulf. 'bbchop'. GitHub.]