| 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 | 
 | combinational 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://public-inbox.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]]] http://marc.info/?l=linux-kernel&m=119702753411680&w=2[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.] |