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1358 lines
48 KiB
1358 lines
48 KiB
Fighting regressions with git bisect |
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==================================== |
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:Author: Christian Couder |
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:Email: chriscool@tuxfamily.org |
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:Date: 2009/11/08 |
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Abstract |
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-------- |
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"git bisect" enables software users and developers to easily find the |
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commit that introduced a regression. We show why it is important to |
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have good tools to fight regressions. We describe how "git bisect" |
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works from the outside and the algorithms it uses inside. Then we |
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explain how to take advantage of "git bisect" to improve current |
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practices. And we discuss how "git bisect" could improve in the |
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future. |
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Introduction to "git bisect" |
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---------------------------- |
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Git is a Distributed Version Control system (DVCS) created by Linus |
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Torvalds and maintained by Junio Hamano. |
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In Git like in many other Version Control Systems (VCS), the different |
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states of the data that is managed by the system are called |
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commits. And, as VCS are mostly used to manage software source code, |
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sometimes "interesting" changes of behavior in the software are |
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introduced in some commits. |
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In fact people are specially interested in commits that introduce a |
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"bad" behavior, called a bug or a regression. They are interested in |
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these commits because a commit (hopefully) contains a very small set |
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of source code changes. And it's much easier to understand and |
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properly fix a problem when you only need to check a very small set of |
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changes, than when you don't know where look in the first place. |
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So to help people find commits that introduce a "bad" behavior, the |
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"git bisect" set of commands was invented. And it follows of course |
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that in "git bisect" parlance, commits where the "interesting |
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behavior" is present are called "bad" commits, while other commits are |
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called "good" commits. And a commit that introduce the behavior we are |
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interested in is called a "first bad commit". Note that there could be |
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more than one "first bad commit" in the commit space we are searching. |
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So "git bisect" is designed to help find a "first bad commit". And to |
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be as efficient as possible, it tries to perform a binary search. |
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Fighting regressions overview |
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----------------------------- |
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Regressions: a big problem |
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~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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Regressions are a big problem in the software industry. But it's |
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difficult to put some real numbers behind that claim. |
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There are some numbers about bugs in general, like a NIST study in |
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2002 <<1>> that said: |
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_____________ |
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Software bugs, or errors, are so prevalent and so detrimental that |
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they cost the U.S. economy an estimated $59.5 billion annually, or |
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about 0.6 percent of the gross domestic product, according to a newly |
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released study commissioned by the Department of Commerce's National |
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Institute of Standards and Technology (NIST). At the national level, |
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over half of the costs are borne by software users and the remainder |
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by software developers/vendors. The study also found that, although |
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all errors cannot be removed, more than a third of these costs, or an |
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estimated $22.2 billion, could be eliminated by an improved testing |
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infrastructure that enables earlier and more effective identification |
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and removal of software defects. These are the savings associated with |
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finding an increased percentage (but not 100 percent) of errors closer |
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to the development stages in which they are introduced. Currently, |
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over half of all errors are not found until "downstream" in the |
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development process or during post-sale software use. |
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_____________ |
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And then: |
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_____________ |
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Software developers already spend approximately 80 percent of |
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development costs on identifying and correcting defects, and yet few |
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products of any type other than software are shipped with such high |
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levels of errors. |
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_____________ |
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Eventually the conclusion started with: |
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_____________ |
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The path to higher software quality is significantly improved software |
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testing. |
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_____________ |
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There are other estimates saying that 80% of the cost related to |
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software is about maintenance <<2>>. |
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Though, according to Wikipedia <<3>>: |
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_____________ |
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A common perception of maintenance is that it is merely fixing |
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bugs. However, studies and surveys over the years have indicated that |
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the majority, over 80%, of the maintenance effort is used for |
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non-corrective actions (Pigosky 1997). This perception is perpetuated |
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by users submitting problem reports that in reality are functionality |
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enhancements to the system. |
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_____________ |
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But we can guess that improving on existing software is very costly |
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because you have to watch out for regressions. At least this would |
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make the above studies consistent among themselves. |
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Of course some kind of software is developed, then used during some |
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time without being improved on much, and then finally thrown away. In |
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this case, of course, regressions may not be a big problem. But on the |
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other hand, there is a lot of big software that is continually |
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developed and maintained during years or even tens of years by a lot |
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of people. And as there are often many people who depend (sometimes |
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critically) on such software, regressions are a really big problem. |
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One such software is the Linux kernel. And if we look at the Linux |
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kernel, we can see that a lot of time and effort is spent to fight |
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regressions. The release cycle start with a 2 weeks long merge |
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window. Then the first release candidate (rc) version is tagged. And |
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after that about 7 or 8 more rc versions will appear with around one |
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week between each of them, before the final release. |
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The time between the first rc release and the final release is |
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supposed to be used to test rc versions and fight bugs and especially |
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regressions. And this time is more than 80% of the release cycle |
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time. But this is not the end of the fight yet, as of course it |
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continues after the release. |
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And then this is what Ingo Molnar (a well known Linux kernel |
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developer) says about his use of git bisect: |
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_____________ |
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I most actively use it during the merge window (when a lot of trees |
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get merged upstream and when the influx of bugs is the highest) - and |
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yes, there have been cases that i used it multiple times a day. My |
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average is roughly once a day. |
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_____________ |
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So regressions are fought all the time by developers, and indeed it is |
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well known that bugs should be fixed as soon as possible, so as soon |
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as they are found. That's why it is interesting to have good tools for |
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this purpose. |
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Other tools to fight regressions |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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So what are the tools used to fight regressions? They are nearly the |
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same as those used to fight regular bugs. The only specific tools are |
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test suites and tools similar as "git bisect". |
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Test suites are very nice. But when they are used alone, they are |
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supposed to be used so that all the tests are checked after each |
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commit. This means that they are not very efficient, because many |
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tests are run for no interesting result, and they suffer from |
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combinatorial explosion. |
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In fact the problem is that big software often has many different |
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configuration options and that each test case should pass for each |
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configuration after each commit. So if you have for each release: N |
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configurations, M commits and T test cases, you should perform: |
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------------- |
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N * M * T tests |
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------------- |
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where N, M and T are all growing with the size your software. |
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So very soon it will not be possible to completely test everything. |
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And if some bugs slip through your test suite, then you can add a test |
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to your test suite. But if you want to use your new improved test |
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suite to find where the bug slipped in, then you will either have to |
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emulate a bisection process or you will perhaps bluntly test each |
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commit backward starting from the "bad" commit you have which may be |
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very wasteful. |
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"git bisect" overview |
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--------------------- |
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Starting a bisection |
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~~~~~~~~~~~~~~~~~~~~ |
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The first "git bisect" subcommand to use is "git bisect start" to |
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start the search. Then bounds must be set to limit the commit |
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space. This is done usually by giving one "bad" and at least one |
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"good" commit. They can be passed in the initial call to "git bisect |
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start" like this: |
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------------- |
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$ git bisect start [BAD [GOOD...]] |
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------------- |
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or they can be set using: |
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------------- |
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$ git bisect bad [COMMIT] |
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------------- |
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and: |
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------------- |
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$ git bisect good [COMMIT...] |
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------------- |
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where BAD, GOOD and COMMIT are all names that can be resolved to a |
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commit. |
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Then "git bisect" will checkout a commit of its choosing and ask the |
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user to test it, like this: |
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------------- |
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$ git bisect start v2.6.27 v2.6.25 |
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Bisecting: 10928 revisions left to test after this (roughly 14 steps) |
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[2ec65f8b89ea003c27ff7723525a2ee335a2b393] x86: clean up using max_low_pfn on 32-bit |
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------------- |
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Note that the example that we will use is really a toy example, we |
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will be looking for the first commit that has a version like |
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"2.6.26-something", that is the commit that has a "SUBLEVEL = 26" line |
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in the top level Makefile. This is a toy example because there are |
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better ways to find this commit with Git than using "git bisect" (for |
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example "git blame" or "git log -S<string>"). |
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Driving a bisection manually |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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At this point there are basically 2 ways to drive the search. It can |
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be driven manually by the user or it can be driven automatically by a |
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script or a command. |
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If the user is driving it, then at each step of the search, the user |
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will have to test the current commit and say if it is "good" or "bad" |
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using the "git bisect good" or "git bisect bad" commands respectively |
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that have been described above. For example: |
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------------- |
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$ git bisect bad |
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Bisecting: 5480 revisions left to test after this (roughly 13 steps) |
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[66c0b394f08fd89236515c1c84485ea712a157be] KVM: kill file->f_count abuse in kvm |
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------------- |
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And after a few more steps like that, "git bisect" will eventually |
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find a first bad commit: |
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------------- |
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$ git bisect bad |
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2ddcca36c8bcfa251724fe342c8327451988be0d is the first bad commit |
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commit 2ddcca36c8bcfa251724fe342c8327451988be0d |
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Author: Linus Torvalds <torvalds@linux-foundation.org> |
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Date: Sat May 3 11:59:44 2008 -0700 |
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Linux 2.6.26-rc1 |
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:100644 100644 5cf82581... 4492984e... M Makefile |
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------------- |
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At this point we can see what the commit does, check it out (if it's |
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not already checked out) or tinker with it, for example: |
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------------- |
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$ git show HEAD |
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commit 2ddcca36c8bcfa251724fe342c8327451988be0d |
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Author: Linus Torvalds <torvalds@linux-foundation.org> |
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Date: Sat May 3 11:59:44 2008 -0700 |
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Linux 2.6.26-rc1 |
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diff --git a/Makefile b/Makefile |
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index 5cf8258..4492984 100644 |
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--- a/Makefile |
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+++ b/Makefile |
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@@ -1,7 +1,7 @@ |
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VERSION = 2 |
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PATCHLEVEL = 6 |
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-SUBLEVEL = 25 |
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-EXTRAVERSION = |
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+SUBLEVEL = 26 |
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+EXTRAVERSION = -rc1 |
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NAME = Funky Weasel is Jiggy wit it |
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# *DOCUMENTATION* |
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------------- |
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And when we are finished we can use "git bisect reset" to go back to |
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the branch we were in before we started bisecting: |
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------------- |
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$ git bisect reset |
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Checking out files: 100% (21549/21549), done. |
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Previous HEAD position was 2ddcca3... Linux 2.6.26-rc1 |
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Switched to branch 'master' |
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------------- |
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Driving a bisection automatically |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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The other way to drive the bisection process is to tell "git bisect" |
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to launch a script or command at each bisection step to know if the |
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current commit is "good" or "bad". To do that, we use the "git bisect |
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run" command. For example: |
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------------- |
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$ git bisect start v2.6.27 v2.6.25 |
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Bisecting: 10928 revisions left to test after this (roughly 14 steps) |
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[2ec65f8b89ea003c27ff7723525a2ee335a2b393] x86: clean up using max_low_pfn on 32-bit |
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$ |
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$ git bisect run grep '^SUBLEVEL = 25' Makefile |
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running grep ^SUBLEVEL = 25 Makefile |
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Bisecting: 5480 revisions left to test after this (roughly 13 steps) |
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[66c0b394f08fd89236515c1c84485ea712a157be] KVM: kill file->f_count abuse in kvm |
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running grep ^SUBLEVEL = 25 Makefile |
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SUBLEVEL = 25 |
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Bisecting: 2740 revisions left to test after this (roughly 12 steps) |
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[671294719628f1671faefd4882764886f8ad08cb] V4L/DVB(7879): Adding cx18 Support for mxl5005s |
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... |
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... |
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running grep ^SUBLEVEL = 25 Makefile |
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Bisecting: 0 revisions left to test after this (roughly 0 steps) |
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[2ddcca36c8bcfa251724fe342c8327451988be0d] Linux 2.6.26-rc1 |
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running grep ^SUBLEVEL = 25 Makefile |
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2ddcca36c8bcfa251724fe342c8327451988be0d is the first bad commit |
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commit 2ddcca36c8bcfa251724fe342c8327451988be0d |
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Author: Linus Torvalds <torvalds@linux-foundation.org> |
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Date: Sat May 3 11:59:44 2008 -0700 |
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Linux 2.6.26-rc1 |
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:100644 100644 5cf82581... 4492984e... M Makefile |
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bisect run success |
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------------- |
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In this example, we passed "grep '^SUBLEVEL = 25' Makefile" as |
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parameter to "git bisect run". This means that at each step, the grep |
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command we passed will be launched. And if it exits with code 0 (that |
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means success) then git bisect will mark the current state as |
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"good". If it exits with code 1 (or any code between 1 and 127 |
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included, except the special code 125), then the current state will be |
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marked as "bad". |
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Exit code between 128 and 255 are special to "git bisect run". They |
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make it stop immediately the bisection process. This is useful for |
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example if the command passed takes too long to complete, because you |
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can kill it with a signal and it will stop the bisection process. |
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It can also be useful in scripts passed to "git bisect run" to "exit |
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255" if some very abnormal situation is detected. |
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Avoiding untestable commits |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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Sometimes it happens that the current state cannot be tested, for |
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example if it does not compile because there was a bug preventing it |
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at that time. This is what the special exit code 125 is for. It tells |
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"git bisect run" that the current commit should be marked as |
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untestable and that another one should be chosen and checked out. |
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If the bisection process is driven manually, you can use "git bisect |
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skip" to do the same thing. (In fact the special exit code 125 makes |
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"git bisect run" use "git bisect skip" in the background.) |
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Or if you want more control, you can inspect the current state using |
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for example "git bisect visualize". It will launch gitk (or "git log" |
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if the `DISPLAY` environment variable is not set) to help you find a |
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better bisection point. |
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Either way, if you have a string of untestable commits, it might |
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happen that the regression you are looking for has been introduced by |
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one of these untestable commits. In this case it's not possible to |
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tell for sure which commit introduced the regression. |
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So if you used "git bisect skip" (or the run script exited with |
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special code 125) you could get a result like this: |
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------------- |
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There are only 'skip'ped commits left to test. |
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The first bad commit could be any of: |
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15722f2fa328eaba97022898a305ffc8172db6b1 |
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78e86cf3e850bd755bb71831f42e200626fbd1e0 |
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e15b73ad3db9b48d7d1ade32f8cd23a751fe0ace |
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070eab2303024706f2924822bfec8b9847e4ac1b |
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We cannot bisect more! |
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------------- |
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Saving a log and replaying it |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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If you want to show other people your bisection process, you can get a |
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log using for example: |
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------------- |
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$ git bisect log > bisect_log.txt |
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------------- |
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And it is possible to replay it using: |
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$ git bisect replay bisect_log.txt |
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------------- |
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"git bisect" details |
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-------------------- |
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Bisection algorithm |
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~~~~~~~~~~~~~~~~~~~ |
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As the Git commits form a directed acyclic graph (DAG), finding the |
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best bisection commit to test at each step is not so simple. Anyway |
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Linus found and implemented a "truly stupid" algorithm, later improved |
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by Junio Hamano, that works quite well. |
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So the algorithm used by "git bisect" to find the best bisection |
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commit when there are no skipped commits is the following: |
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1) keep only the commits that: |
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a) are ancestor of the "bad" commit (including the "bad" commit itself), |
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b) are not ancestor of a "good" commit (excluding the "good" commits). |
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This means that we get rid of the uninteresting commits in the DAG. |
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For example if we start with a graph like this: |
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------------- |
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G-Y-G-W-W-W-X-X-X-X |
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\ / |
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W-W-B |
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/ |
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Y---G-W---W |
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\ / \ |
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Y-Y X-X-X-X |
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-> time goes this way -> |
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------------- |
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where B is the "bad" commit, "G" are "good" commits and W, X, and Y |
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are other commits, we will get the following graph after this first |
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step: |
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------------- |
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W-W-W |
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\ |
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W-W-B |
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/ |
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W---W |
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------------- |
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So only the W and B commits will be kept. Because commits X and Y will |
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have been removed by rules a) and b) respectively, and because commits |
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G are removed by rule b) too. |
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Note for Git users, that it is equivalent as keeping only the commit |
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given by: |
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------------- |
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git rev-list BAD --not GOOD1 GOOD2... |
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------------- |
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Also note that we don't require the commits that are kept to be |
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descendants of a "good" commit. So in the following example, commits W |
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and Z will be kept: |
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------------- |
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G-W-W-W-B |
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/ |
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Z-Z |
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------------- |
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2) starting from the "good" ends of the graph, associate to each |
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commit the number of ancestors it has plus one |
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For example with the following graph where H is the "bad" commit and A |
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and D are some parents of some "good" commits: |
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------------- |
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A-B-C |
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\ |
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F-G-H |
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/ |
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D---E |
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------------- |
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this will give: |
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------------- |
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1 2 3 |
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A-B-C |
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\6 7 8 |
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F-G-H |
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1 2/ |
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D---E |
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------------- |
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3) associate to each commit: min(X, N - X) |
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where X is the value associated to the commit in step 2) and N is the |
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total number of commits in the graph. |
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In the above example we have N = 8, so this will give: |
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------------- |
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1 2 3 |
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A-B-C |
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\2 1 0 |
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F-G-H |
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1 2/ |
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D---E |
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------------- |
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4) the best bisection point is the commit with the highest associated |
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number |
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So in the above example the best bisection point is commit C. |
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5) note that some shortcuts are implemented to speed up the algorithm |
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As we know N from the beginning, we know that min(X, N - X) can't be |
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greater than N/2. So during steps 2) and 3), if we would associate N/2 |
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to a commit, then we know this is the best bisection point. So in this |
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case we can just stop processing any other commit and return the |
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current commit. |
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Bisection algorithm debugging |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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For any commit graph, you can see the number associated with each |
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commit using "git rev-list --bisect-all". |
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For example, for the above graph, a command like: |
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------------- |
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$ git rev-list --bisect-all BAD --not GOOD1 GOOD2 |
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------------- |
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would output something like: |
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------------- |
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e15b73ad3db9b48d7d1ade32f8cd23a751fe0ace (dist=3) |
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15722f2fa328eaba97022898a305ffc8172db6b1 (dist=2) |
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78e86cf3e850bd755bb71831f42e200626fbd1e0 (dist=2) |
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a1939d9a142de972094af4dde9a544e577ddef0e (dist=2) |
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070eab2303024706f2924822bfec8b9847e4ac1b (dist=1) |
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a3864d4f32a3bf5ed177ddef598490a08760b70d (dist=1) |
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a41baa717dd74f1180abf55e9341bc7a0bb9d556 (dist=1) |
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9e622a6dad403b71c40979743bb9d5be17b16bd6 (dist=0) |
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------------- |
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Bisection algorithm discussed |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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First let's define "best bisection point". We will say that a commit X |
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is a best bisection point or a best bisection commit if knowing its |
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state ("good" or "bad") gives as much information as possible whether |
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the state of the commit happens to be "good" or "bad". |
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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.]
|
|
|