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Testing Frameworks in Python

An anonymous reader writes "This article looks at Python's two standard modules for unit testing: unittest and doctest. These modules expand on the capability of the built-in assert statement, which is used for validation of pre-conditions and post-conditions within functions. The author discusses the best ways to incorporate testing into Python development, weighing the advantages of different styles for different types of projects."

120 comments

  1. Traditional testers might be interested... by tcopeland · · Score: 5, Informative

    ...in Bret Pettichord's Scripting for Testers one day class.

    It talks about eliminating some of the tediousness from testing web applications, mainly by using automated solutions like WTR.

    He's also got a list of testing resources that's got some good stuff in there...

    1. Re:Traditional testers might be interested... by Anonymous Coward · · Score: 2, Insightful

      how about "testing for scripters" to avoid all those errors the languages allow to happen?

    2. Re:Traditional testers might be interested... by Anonymous Coward · · Score: 0

      how about "testing for scripters" to avoid all those errors the languages allow to happen?

      Umm ... that's the what the article is about.

  2. Python's dirty little secret by b.foster · · Score: 0, Interesting
    As a long time Python developer I would like to take this opportunity to shed some light into one of the most overlooked design flaws in the language: memory leakage.

    Despite all of Guido Van Sustren's claims to the contrary, Python's garbage collector just doesn't work correctly, allowing the programmer to create a circular reference which never gets resolved. This is a critical impediment to writing mission critical applications in Python, as they will eventually run out of memory and fail.

    Python is an excellent beginner's language, well-suited to replace Visual Basic or possibly even Perl for many tasks. But testing about unit testing before we address a fundamental design flaw such as memory leakage is tantamount to putting the cart before the horse. Python's memory issues need to be fixed before the language can break out of its niche.

    1. Re:Python's dirty little secret by tuffy · · Score: 3, Interesting
      Despite all of Guido Van Sustren's claims to the contrary, Python's garbage collector just doesn't work correctly, allowing the programmer to create a circular reference which never gets resolved.

      Circular references are what weak references are meant to handle. But it'd be nice if the garbage collector would handle those cases automatically.

      --

      Ita erat quando hic adveni.

    2. Re:Python's dirty little secret by jabbadabbadoo · · Score: 1, Flamebait
      Agreed. This isn't well known mostly because Python is used to create short-lived scripts and OS's are fairly good at cleaning up after leaky processes.

      I would never use Python for server applications, but I love it for quick'n'dirty scripts (although I prefer Ruby more and more these days.)

    3. Re:Python's dirty little secret by gaj · · Score: 3, Informative
      Um ... you'd have much more credibility if you at least got his name right.

      It's Guido van Rossum.

      As for your claims about the GC, I was under the impression that current versions of Python have a hybrid GC that cleans up circ-refs. I certainly could be mistaken, though, as I've been exiled to Java-land for the last several years.

    4. Re:Python's dirty little secret by AKAImBatman · · Score: 2, Interesting

      Are you saying that this is an inherent language problem, or simply an implementation problem? i.e. Does the Jython interpreter display this issue, or only the native Python compiler/interpreter?

    5. Re:Python's dirty little secret by Anonymous Coward · · Score: 3, Informative

      "As for your claims about the GC, I was under the impression that current versions of Python have a hybrid GC that cleans up circ-refs."


      According to this you are correct.

      BUT.. please note it also says "You can run gc.collect() to force a collection, but there are pathological cases where objects will never be collected."

      It also mentions the use of weakrefs. :)
    6. Re:Python's dirty little secret by jemfinch · · Score: 5, Insightful

      You're not a "long time Python developer." Far from it. You may qualify as a "python developer from a long time ago," though -- in fact, that seems likely, given that the page you linked was last modified in 1999.

      It's Guido van Rossum, not Guido van Sustren. And Python's garbage collector works fine on cycles, as it has done since 2.0, iirc. The only way you'll get a memory leak with Python these days is by writing a C module that forgets some DECREFs or by writing cyclic objects with __del__ methods, and even in the latter case, you can easily take care of your leaks by breaking the cycle yourself.

      You're uninformed and incorrect; take your troll to the next Perl story, please :)

      Jeremy

    7. Re:Python's dirty little secret by gregfortune · · Score: 3, Insightful

      Despite all of Guido Van Sustren's claims to the contrary, Python's garbage collector just doesn't work correctly, allowing the programmer to create a circular reference which never gets resolved. This is a critical impediment to writing mission critical applications in Python, as they will eventually run out of memory and fail.

      Neither of those references point out he weakref module that allows you to work nicely with circular references.

      Python's memory issues need to be fixed before the language can break out of its niche.

      Yep, it's a niche language. Crawl back under your bridge.

    8. Re:Python's dirty little secret by smallpaul · · Score: 5, Informative

      It is clear you do not know anything about Python. You are not a long-time Python developer but rather a troll. The first hint is that you misspell Guido Van Rossum's name.

      The second hint is that you cite a page from 1999. A Python developer would know that that was before Python had cyclic garbage collection. Here is an article from 2001 that describes how the issue was fixed.

      The third hint is that you point to a page that describes how to avoid creating a memory leak by appending an infinite number of items to a list. Guess what: appending an infinite number of items to a list causes a memory leak in Java, C++, C, assembly, Scheme, sh, Perl and every other programming language in the world. If you ask the computer to store a continually growing list of items, it will do so...in any language.

      If you think that Python can leak memory in circumstances where other languages would not, post an example program and we'll all test it out.

    9. Re:Python's dirty little secret by HiThere · · Score: 1

      I think that you need to specify which version of Python you are referring to. It's been changing quite rapidly.

      In 1.5.x you were definitely correct. Except that it wasn't a secret.

      I don't know about the versions between 1.5 and 2.1. Somewhere in there they changed the garbage collector, but the change to 2.x had to do with a change in sponsorship/licensing, not with a change in technology...so I dont' know just where.

      In 2.1 the new garbage collector was introduced that handles cycles. I don't know how well that first version handled them. The version I'm currently using is 2.4a0.

      Now I didn't notice any problems with the garbage collection in any of these, but the applications that I use and write tend to live but a short time between invocations, so that doesn't prove much. I will say that I haven't encountered this assertion on comp.lang.python in a long time, but again, I must admit that I skip most of the posts. (There's just too many!)

      --

      I think we've pushed this "anyone can grow up to be president" thing too far.
    10. Re:Python's dirty little secret by be-fan · · Score: 2, Insightful

      Guess what: appending an infinite number of items to a list causes a memory leak in Java, C++, C, assembly, Scheme, sh, Perl and every other programming language in the world.
      Properly implemented, Scheme should never leak memory. Even if you try to add an infinite number of items to a collection, you'll get an out-of-memory error before you'd get a leak.

      --
      A deep unwavering belief is a sure sign you're missing something...
    11. Re:Python's dirty little secret by Lulu+of+the+Lotus-Ea · · Score: 4, Informative

      FWIW, I'm the author of the referenced testing article. Though that's not really germane to the following comment.

      b.foster's misguided comment gives a link to a 1999 article about problems in Python with cleaning up circular references. Well, yeah: in 1999, Python 1.5.2 could leak on circular references. It was actually less of a problem in practice than advocates of mark-and-sweep collectors tended to complain about; but it really was a limitation. That was a long time ago.

      Nowadays, Python still uses references counting as its primary collection mechanism. It's a nice system: fast, deterministic, etc. (despite what you might think, refcount *really is* faster than Bohm generational; and is well-tested as such by very smart Python developers). However, the last half-decade of Python versions also perform occassional checks for orphaned objects, and cleans them up too. The "problem" pointed to is of historical interest, at most.

    12. Re:Python's dirty little secret by smallpaul · · Score: 1

      You do not need weak references to work nicely with circular data. Python has a cyclic garbage collector that works the same way that garbgage collectors in Java etc. do. Weak references are for referencing things without keeping them alive. e.g. for caches

    13. Re:Python's dirty little secret by smallpaul · · Score: 3, Informative

      Argh...the garbage collector does handle circular references automatically and has done so for at least two years. Weak references are something totally different and are used e.g. for caches.

    14. Re:Python's dirty little secret by Anonymous Coward · · Score: 3, Funny
      So the article he linked to is a "historical document", not something we should take seriously?

      Sorry bud, I think I've heard that line before.

    15. Re:Python's dirty little secret by Daath · · Score: 1

      I like your python bot, supybot, it's really nice! I'm gonna use it for a project soon and write a DCC chat module for it. Great work :)

      --
      Any technology distinguishable from magic, is insufficiently advanced.
    16. Re:Python's dirty little secret by smallpaul · · Score: 1

      An out-of-memory error is the end result of a long-term leak. You'll get the same out-of-memory error in Java, Python, C (reported as a malloc failure), etc. What do you mean by leak? Physical sims slipping out of the machine and onto the ground?

    17. Re:Python's dirty little secret by smallpaul · · Score: 1

      Please moderators: this post is over-rated. Weak references are NOT the right way to deal with circular references. There is NO NEED to deal with circular references because Python has had NO PROBLEM with them for years.

    18. Re:Python's dirty little secret by slinkp · · Score: 2, Interesting

      I've been running Zope (implemented in python) on production servers for years. The zope process typically has uptime of weeks and downtime is typically only of the scheduled variety. In the past 20 months I've been at my current job, I can count the number of Zope crashes on one hand. OTOH, we also run Java app servers (formerly BEA, now Jboss) and they crash all the time... frequently with out-of-memory errors.

      Snide remarks about "dirty little secrets" notwithstanding, I know which platform I trust to keep running.

    19. Re:Python's dirty little secret by smallpaul · · Score: 1

      It is neither an implementation problem nor a language problem. There has been no such problem in any implementation of Python for years now.

    20. Re:Python's dirty little secret by Anonymous Coward · · Score: 0
      Guess what: appending an infinite number of items to a list causes a memory leak in Java, C++, C, assembly, Scheme, sh, Perl and every other programming language in the world. If you ask the computer to store a continually growing list of items, it will do so...in any language.

      Not if you use lazy evaluation.

    21. Re:Python's dirty little secret by be-fan · · Score: 1

      Leak has a very specific meaning. A memory leak is memory that is no longer referenced by the program, but is not freed within an indefinite period of program runtime. Memory has been leaked when it can be proved that the memory manager cannot collect that memory at any point in the future. Thus, you can have leaks without hitting an out-of-memory error (if leaking is slow enough that you don't fill memory during program execution), and you can have out-of-memory errors without necessarily having leaks (your program references too much memory).

      --
      A deep unwavering belief is a sure sign you're missing something...
    22. Re:Python's dirty little secret by kraut · · Score: 1

      Errr.. by that argument, nobody would ever have been able to write anything useful in C, since that doesn't have any garbage collector at all?

      Circular references, in my experience at least, are a) rare and b) easily avoided if they cause problems.

      --
      no taxation without representation!
    23. Re:Python's dirty little secret by smallpaul · · Score: 1

      Leak has a very specific meaning. A memory leak is memory that is no longer referenced by the program, but is not freed within an indefinite period of program runtime.

      If this is your definition of "leak" then Python cannot leak either. In my mind, if you are running a server application and over days, months or years the process grows for no outwardly observable reason, that application is "leaking".

      I think FOLDOC agrees with me: A leak in a program's dynamic store allocation logic that causes it to fail to reclaim memory in the heap after it has finished using it, eventually causing the program to fail due to lack of memory

    24. Re:Python's dirty little secret by be-fan · · Score: 1

      I never said that Python can leak. Given the GC, I'd suspect it cannot. I said that Scheme couldn't leak.

      Your example about a server process isn't necessarily a leak though. If the app is keeping references to that data (ie: it's not finished using that data), then its not leaking. If it *isn't* keeping references to that data, but it still does not get reclaimed, then it is a leak.

      --
      A deep unwavering belief is a sure sign you're missing something...
    25. Re:Python's dirty little secret by smallpaul · · Score: 1
      Okay, this is my last post in the thread. You are using the term memory leak in a manner different than I do. If we use your definition then Python, Scheme, Java, C#, Modula-3, Eiffel, Sather, Lisp, Dylan and hundreds of other languages do not leak memory. I don't know why you picked Scheme out of the list and remarked on it specially. I also don't know why you didn't look to see the definition of memory leak being used on the page I linked to: l = []; def leak(self, item): l.append(item)

      If Scheme IS immune to this kind of leak then that is news to me. If it ISN'T immune to this kind of leak, then your post is off-topic. If you want to claim that this ISN'T a leak, then you could have said that in the original post rather than bringing Scheme up at all.

    26. Re:Python's dirty little secret by smallpaul · · Score: 1
      BTWE, here is the Scheme program that is equivalent to the Python program in the very original referenced URL:
      (set! L ())
      (define (func) (begin (set! L (cons L () ) )
      (func) ) )
      (func)
      The process grows without bound, just like in every other language...just as in the original URL. Sorry to keep on about it but it annoys me when I am stomping a troll and somebody pops up with a non sequiter that confuses the issue.
    27. Re:Python's dirty little secret by be-fan · · Score: 1

      The example you linked to isn't an example of a leak, it is an example of unbounded space usage. See, the elements in the list are still referenced, so the program isn't "finished using them."

      The only reason I brought up Scheme is because you mentioned it.

      --
      A deep unwavering belief is a sure sign you're missing something...
    28. Re:Python's dirty little secret by gregfortune · · Score: 1

      Thanks for pointing that out. Weak references are not an *incorrect* way of dealing with circular references as their behavior is exactly what one wants for circular references, but I was unaware that the garbage collector handled that automatically. Too bad I can't give you a few those mod points ;o)

  3. Different types of project ? by MosesJones · · Score: 1, Offtopic


    Call me silly here, but that article talks about developer ONLY testing, and doesn't seem to discuss different types of projects at all. This was about basic code testing, and mainly unit-test.

    No UAT, no System Test, no Integration Test... no how test cases should be defined.

    Please go an get a decent, non-language specific book on testing before reading and listening to this article.

    --
    An Eye for an Eye will make the whole world blind - Gandhi
    1. Re:Different types of project ? by kpharmer · · Score: 4, Interesting

      > Please go an get a decent, non-language specific book on testing before reading and listening to this
      > article.

      Sure usability, user acceptance, system, string, and integration testing are all valuable. But why can't developers without any knowledge of these start with built-in unit testing?

      And keep in mind that few books on testing cover the fairly recent phenomenon of test-driven-development (or test-centered-development).

      The use of built-in test harnesses and focus upon developing tests as documentation of requirements is probably the biggest single improvement in testing in twenty years.

      In one fell swoop the debugger is rendered obsolete...

    2. Re:Different types of project ? by tcopeland · · Score: 2, Insightful

      > probably the biggest single improvement
      > in testing in twenty years

      Right on. Being able to make some changes and run a suite of 500+ tests to make sure things still work is a thing of beauty.

      And when a bug slips through, that's just an opportunity to write another test and make sure that bug never happens again. Good stuff.

    3. Re:Different types of project ? by Stultsinator · · Score: 2, Interesting

      I agree that those topics are worthy of deeper discussion, but I think the article stands well on its own. I'm learning Python and I think the unittest section will help greatly while stumbling through the process of building applications.

      The links he provides in the Resources section at the end of the article provide well-rounded background information on testing in general.

    4. Re:Different types of project ? by pavon · · Score: 2, Insightful

      Call me silly here, but that article talks about developer ONLY testing, and doesn't seem to discuss different types of projects at all. This was about basic code testing, and mainly unit-test.

      Yes, this is exacly what this article is about. What is wrong with that?

      No UAT, no System Test, no Integration Test... no how test cases should be defined.

      No it is assumed that anyone programmer worth his salt knows some test methodology, and this usefull article explains tools that make that task easier.

      Please go an get a decent, non-language specific book on testing before reading and listening to this article.

      Yes I agree, if you don't know these things you should learn them. But you act as thought this article is a waste of the electrons it traveled over, while it is actually quite usefull. I program python, learned about test methodology years ago but didn't learn about these tools until today.

      I don't see how you got +5 Insightfull for pointing out that this is article is not the all-inclusive source of testing knowledge. Everything ever written is limited in scope, that doesn't make it less usefull for the purpose it was written.

    5. Re:Different types of project ? by Lulu+of+the+Lotus-Ea · · Score: 4, Insightful

      How is the parent "insightful"?!

      I wrote a 2300 word article for a column on Python! I didn't write a book. Well, actually, I did write a book, but it isn't the above article (and it's not about testing frameworks). It's certainly not a good idea to think my short article is the alpha and omega of testing. But I am confident that my article -does- address a topic that some Python programmers can benefit from. And other installments of _Charming Python_ each address similarly small, but useful, topics.

    6. Re:Different types of project ? by Simon+Lyngshede · · Score: 2, Informative

      It is a very short article about using the unit testing framework for Python, not the definitive guide to testing. Do you even understand how amazingly large a subject software testing is?

      I think that unit testing is an important tool, it allow you to easily continue to do integration test and regression testing, if you know what you're doing.

      I will however agree with you on the "get a book on testing" part. I think it's important that anyone who develop software, understand what is involved in testing.

    7. Re:Different types of project ? by Capsaicin · · Score: 1

      I'm learning Python and I think the unittest section will help greatly while stumbling through the process of building applications.

      I've found that writing tests before writing the code they test requires a deal of self-discipline (ie. I don't do it as often as I should. When I have made this effort however, rather than stumbling through, the unittest module will took me by the hand and led me through.

      Running the test suite while writing really focuses you on a specific part of your code (ie. that part that is failing) which can in turn affect the logic of your program.

      --
      Better to be despised for too anxious apprehensions, than ruined by too confident a security. --Edmund Burke
  4. bull by kpharmer · · Score: 5, Informative

    A few thoughts:

    1. I've never had a problem with memory management in python. Can't say it doesn't exist, just never impacted my production applications.

    2. Implementing great built-in test frameworks doesn't need to wait for memory management improvements. I'm seeing almost immediate pay-offs from this kind of built-in testing.

    3. I'm implementing python as an alternative to java in large applications - with complete success. Easy to learn, easy to maintain, fast enough to handle millions of rows of data a day - what's not to like?

    1. Re:bull by LarryRiedel · · Score: 0
      I'm implementing python as an alternative to java in large applications - with complete success. Easy to learn, easy to maintain, fast enough to handle millions of rows of data a day - what's not to like?

      For large application maintainability, I do not like that I cannot expect to look at a Python function definition and see what are the expected types of the arguments.

      Larry

    2. Re: bull by LarryRiedel · · Score: 1
      I do not like that I cannot expect to look at a Python function definition and see what are the expected types of the arguments.
      If you could, ie if the functions did expect arguments to be of certain types, you couldn't use polymorphy in python, could you?

      Yes, with the type of the formal parameter an ancestor of the class of the actual parameter.

      Probably the answer is to rely on unit testing instead of static typing for large application maintainability in python.

      Testing is useful after changes have been made. Knowing the expected argument types for a function is useful in determining what changes to make.

      Larry

  5. Testing.. by MosesJones · · Score: 4, Informative


    I hate to break it to the hack and slashdot crowd, but Testing is actually a whole career in itself, and the application of different testing processes and methods to different projects is a critical part of ensuring projects succeed.

    This article covers NOTHING about the different types of testing on a project, or indeed how test cases should even be constructed. Its basically about some UnitTesting elements that could be done by testing.

    I know its unpopular here on Slashdot to claim that there are more developers working on big projects than people hacking in Python. Buts its articles like these that underline the difference between professional software development and hacking.

    This is about hacking.

    --
    An Eye for an Eye will make the whole world blind - Gandhi
    1. Re:Testing.. by Spoing · · Score: 3, Interesting
      1. I hate to break it to the hack and slashdot crowd, but Testing is actually a whole career in itself, and the application of different testing processes and methods to different projects is a critical part of ensuring projects succeed.

      Agreed. I can impress someone with my knowledge and professionalism, but when they ask what languages I can program in and I state "I'm not a developer", they just don't get it. That I can whip a program up is one thing...that I know that I'm not the person to do that seems to lead to puzzlement.

      These days, testing (and CM) is so far off the radar for most folks that it is no longer considered an issue. Yet, developers are constantly required to know all details of the specs and to deliver code that does not immediately fall apart. Some can, but very few can do it rapidly.

      The extra burden of detailed testing -- work that the developers are usually not suited for or have time for anyway -- does not make for a productive environment. Limited testing is OK though full testing by development is a distraction -- both VV&T and development groups know it.

      That said, initial unit tests of the core services can be the responsibility of the development group, though it should never fall to the same person writing the code being tested. The unit test framework will be incomplete and faulty since the developer does not have the proper distance from the code they are testing.

      A skilled VV&T developer can do the job much better, though time for that person to write code to test the developer's work is usually not allocated in the schedule...even if such a person is hired at all.

      (Case in point: I was hired last year to automate testing and test 2 applications...10 months later, and here I am having tested about 20 applications and have not written any automated test sripts. Yes, I warned them that it takes a specific type of environment to support automated testing, one that can allow substantial amounts of time and effort to creating and maintaing those scripts, and I didn't see that environment. Yes, they understood and said 'do it anyway'. Yep, that worked.)

      --
      A firewall can not protect you from yourself. Turn off what you do not need. Do not use the firewall to do your work.
    2. Re:Testing.. by SoSueMe · · Score: 1

      I see nowhere a claim that this article is meant to be a "be all and end all" statement on Software Testing.

      The posting and the article it links to are just what they claim to be.

      Software Testing is a whole different discipline, in its entirety, from software development. This does not negate the fact that unit and integration testing should first be performed by the developer, since they know their expected results.
      This article is "a good start" for information on Unit Testing Frameworks for Python.

      As a ST/QA person, I tend to try to absorb as much information on the discipline as I can ane learn from it.
      I try to not treat every scrap of info as "missing the mark" when it doesn't conform to my views on what Software Testing is or isn't.

    3. Re:Testing.. by SurfTheWorld · · Score: 2, Interesting

      What is it about testers and their negative reactions to developers writing tests? Is it out of fear of job security? I don't understand why so many testers frown upon or discard tests written by developers as worthless, or second rate, to the tests that they have written. Indeed, many times what accompanies test dismissal is the comment of "Developers don't know how to test software." Nevermind the lack of supporting details to back up this broad generalization.

      What to me is so strikingly insane is that at the most primitive levels, testers write tests. What kinds of tests they write vary in size, scope and purpose. Developers, through unit tests, are technically doing part of the the tester's job. They produce tests! Sure, they are unit tests, but they are still valuable from the standpoint of software verification. Even if a tester walks away from them with simply a better understanding of how the software is put together, does that not make them valuable or important?

      Too many times do testers toss away unit tests as worthless (or in Moses' case "hackish") simply because they were not written by a tester. Tell me what qualifications you must have to be a tester and to write tests. What are your criteria for considering a test valid or valuable? Now tell me how I can run the litmus test against my test to see if it passes what you consider to be the qualifications for inclusion into a suite of tests.

      Were the best interests of the project (not the individual) ranked at the top of the importance list, I would expect testers to gleefully accept developer unit tests. Not only do they show accuracy in the software, but they more importantly demonstrate a developer's willingness to test and prove functionality. "Here's my code, it implements requirements X, Y, and Z, and here are the unit tests that demonstrate the functionality." Given that, a tester needs to tie together a high level interaction test or execute the regression tests. But the developer has gone a long way to help out the tester, and more times than not the tester pushes back with some assinine comment like "developers don't know how to write tests."

      Successful software teams are not like the 4x2 tetris block, where the design team hands off UML to the developers to implement, who then hand off the code in an assembled version to the testers to verify. Successful software teams are a coagulation of the + tetris blocks where developers perform some requirements analysis and testing while at the same time coding. Testers pick up some system administration. And system administrators do some testing and even development. This type of cross-pollinated structure on a team keeps code velocity high, job competition to a minimum, and leads to higher overall satisfaction (generally speaking, of course ;-)).

      Your view of unit tests as hacks without the proper overall test plan shows your inflexibility to cohabitate with developers willing to test on your project. Archaeic views like this usually lead to unsuccessful projects. Take a moment to look back over your resume and reflect on the various software projects you've worked on. Ask yourself what developement environment existed, and if the project was successful. My guess is you'll notice a pattern.

      --
      Do it for da shorties
    4. Re:Testing.. by _|()|\| · · Score: 1
      What is it about testers and their negative reactions to developers writing tests? ... What are your criteria for considering a test valid or valuable? ... I would expect testers to gleefully accept developer unit tests.

      Hard-earned experience shows that it's risky to depend on developers to test their own code. It's kind of like playing a chess game with yourself. That said, I disagree with MosesJones's claim that unit testing is just hacking. It's an excellent part of a balanced breakfast. Ironically, if testers do their job too well, developers begin to treat them as a safety net, like the next step after compiling and linking. I spend too much of my time in this mode, so that there is little time or incentive to take it to the next level; in effect, I write the unit tests that the developer should have written.

      The value of a particular test depends on the maturity of both the testing and development process. If I'm hurting for coverage, I may well incorporate a developer's unit test vebatim, especially if experience shows the feature under test to be fragile. Ideally, however, an automated regression test has some stricter criteria than "it's already written":

      Clarity. A test should pass or fail. "Inspect output for anomalous values" is okay for a developer's tool box, but doesn't cut it for an automated regression test.

      Granularity. Related to clarity is an appropriate level of granularity. I can't necessarily allocate five hours of a nightly run to a detailed set of tests for one API function. On the other hand, it's difficult to diagnose a failure in an omnibus test that fails if any of a hundred different assertions fails, even it runs in a fraction of the time.

      Reliability. I have a limited amount of time to write tests, run them, and analyse their results. A test with too many spurious failures wastes my time during analysis. These failures may occur because of unstated dependencies (e.g., must be run in a certain order), race conditions, etc.

      Generality. If the feature under test is applicable on several platforms and will be relevant to future versions of the product, then I want a general, portable test. This portability may be best achieved by working within a framework that may not be appropriate for use in a unit test.

      Testing involves many of the same complexities as development of the software itself, with a less tangible deliverable and a (usually much) smaller budget.
  6. Languages form an ecosystem by Anonymous Coward · · Score: 4, Insightful

    Judging from some previous comments, I see that some fail to grasp that modern computer languages form a large ecosystem. Each language has its purpose, and one can not easily dismiss a language as dead, just because some other, ostensibly more powerful language has appeared on the block. Monkeys, whales, cockroaches, ants, and plants continue to coexist with humans.

    When I want to solve a program I choose the language I will use, taking into account the abstractions and facilities it offers. * I chose Java when I wanted to leverage the javadoc applets (doclets) to convert a Java-like syntax into UML with my UMLgraph tool .
    * I chose C++ to implement the CScout refactoring browser for C programs. In this case I wanted rich and efficient data structures, with minimal speed and space overhead. CScout datasets can require more than 1GB of RAM, and runtimes can span more than a day; any overhead of object boxing, garbage collection, or bytecode interpretation would in this case be unacceptable.
    * I chose Perl to o Convert digital photographs and GPS track logs into annotated photo albums and trip maps
    o Examine the availability of 4500 URLs cited in computer science research papers.
    o To create the diagrams and the index for my book Code Reading: The Open Source Perspective.
    In all the above cases, I needed a typeless language with a rich set of operators, functions, and libraries to minimize the time I would spend to convert my ideas into code. Ruby and Python would have served me equally well.
    * Finally, I chose C to write
    o the *BSD sed implementation.
    o The socketpipe zero-overhead network pipe tool.
    o The Outwit Windows-Unix shell integration tool suite.
    o The fileprune backup file prune utility.
    o A device driver for interfacing with my home's alarm system.
    In these cases, I did not require any fancy data structures or framework APIs, but I did want tight integration with the underlying system, absolute efficiency, and minimum-fuss portability. For code that will be executed billions of times on tens of thousands of systems, spending some additional effort to provide the absolute efficiency and reasonable portability that are possible in C, is a proposition one should take into account.

    1. Re:Languages form an ecosystem by Anonymous Coward · · Score: 0

      In summation, you used Perl when you needed to manipulate strings or when a preexisting Perl module did exactly what you needed, Java for reasons not relating to the language, C++ when C would've been a better choice, and C when you needed to do something important.

      It's true that languages exist for different purposes, but C, Perl, and shell scripting cover 100% of the gamut well already.

    2. Re:Languages form an ecosystem by Anonymous Coward · · Score: 0
      In all the above cases, I needed a typeless language with a rich set of operators, functions, and libraries to minimize the time I would spend to convert my ideas into code. Ruby and Python would have served me equally well

      But Ruby and Python are not typeless; they have strong dynamic typing.

  7. Re:true programmers... by JohnGrahamCumming · · Score: 5, Insightful

    True programmers never test their code, that is for people who are unsure of themselves and who should not be trusted

    Despite that fact that you are clearly trolling I think there's a valid point in what you are saying: there are programmers who think that they are too good to write unit or system tests for their code. And that's a real danger.

    The adage "a line of untested code is a line of broken code" is so often true that I still find it scary when examining untested code. It's just amazing how much of a difference the discipline of writing automatic unit tests makes in improving code.

    If you think you are too good to write tests, then perhaps you are too good for the software industry?

    John.

  8. You, sir, are just trolling. by James+A.+M.+Joyce · · Score: 0

    You obviously made up the developer's name "Guido Van WHAT???" and your claims about leakage are complete crap. We've had up to a dozen coders working on a single project at my organization, and we've hit 20KLOC without a single memory leaking problem: that tends to be reserved for our C apps. I think you're just a copy-'n'-paste troll who's trying to spread FUD about Python. Yeah, yeah, IHBT, whatever.

    1. Re:You, sir, are just trolling. by Anonymous Coward · · Score: 0

      We've had up to a dozen coders working on a single project at my organization, and we've hit 20KLOC without a single memory leaking problem: that tends to be reserved for our C apps.

      Know what this says to anyone who reads it? It says, "we're a bunch of bad coders who need a language to make up for our suckiness." Languages like Python and OCaml exist because people are too stupid to program good code in C and readable code in Perl.

  9. Gentoo by bonch · · Score: 2, Interesting

    For using a niche language, Portage sure seems pretty popular.

  10. Jython for unit testing by Avumede · · Score: 4, Interesting

    I use Jython regularly for unit testing Java. The expressivness of jython is great for writing shorter unit tests, and the lack of compilation makes the whole write-test-debug cycle short. And, dare I say, it's just more fun to code in jython than Java.

  11. programming languages... by Anonymous Coward · · Score: 0
    ...are for pussies

    dip switches are the only way to program

    1. Re:programming languages... by Anonymous Coward · · Score: 0

      dip switches? HAH! Jumper cables I say, jumper cables.

    2. Re:programming languages... by Anonymous Coward · · Score: 0

      well I'm gunna dig the copperout of the ground, smelt it myself and beat the circuts into shape with a ballpen hammer!

    3. Re:programming languages... by UserGoogol · · Score: 1

      Copper? What a wuss. I use highly elaborate complex fusion reactions to make copper out of Hydrogen Gas. Of course, its hard to find Hydrogen gas these days, so you gotta first perform electrolysis on water. But of course, I don't use none of that fancy pants store-bought electricity. No, I make all my electricity by cranking a small generator which I made a while ago.

      --
      "Never attribute to malice that which can be adequately explained by stupidity." -- Hanlon's Razor
  12. Why Python? by sucati · · Score: 1, Interesting

    Can someone help me understand why I would want to use Python as opposed to Java? I've read several articles touting how concise Python is e.g. for what takes 20 lines in Java, can be done in 3 lines in Python. This argument just doesn't hold water. Am I to believe that us coders are that slow at typing? And we don't have modern IDEs that handle source code generation? And most importantly the bulk of development time should be spent in design and problem solving, not typing, right? We should also keep in mind the reality that we as programmers make mistakes and typing a few extra characters to improve code readability/maintainability may not be at that bad of an idea.

    1. Re:Why Python? by Anonymous Coward · · Score: 0

      Use whatever language you want. That's why there are choices.

    2. Re:Why Python? by leshert · · Score: 3, Insightful
      A good point. The idea of reducing the number of lines of code isn't just to reduce the amount of typing--it's mostly to reduce the amount of code you have to _read_ to understand what's going on.

      For example, it's easier to see what's going on in:

      for line in file("/var/log/messages"):
      processLine(line)

      than in the equivalent C or Java code. Also, terseness isn't the ultimate goal--I could make this more terse (and less readable or efficient) by saying:

      [processLine(line) for line in file("/var/log/messages")]

      The biggest benefit of Python over Java, as far as I'm concerned, is that code written in Python looks like what it does--that's the source of the "Python is executable pseudocode" meme you often hear from Python fanboys. The lack of a compile step and the dynamic typing help, but they're secondary to me.

    3. Re:Why Python? by dubious9 · · Score: 3, Informative

      First off, I had mod points and I feel bad about not modding you up, and you don't deserve a 0:offtopic score.But I though a responce would be better.

      Can someone help me understand why I would want to use Python as opposed to Java?

      Python is not just about brevity, but I think you underestimate writing less lines of code. Take the fact that if you are writing twice as much code, you're probably writing twice as many bugs. Also a consise 50K LOC program is much easier to get around in than a 200K program.

      But anyway, Python is an interpreted, interactive, object-oriented programming language., where as Java is only the last of those three. Python also has dynamic documentation, meaning that the documentation string can be inspected at run-time, without the need to maintain a separate doc tree, ie Javadoc.

      Classes are dynamic ie. you can change their behavior at runtime. All python objects can be marshalled or serialized, while in Java you have to define the interface, and account for anything that you use that can't be serialized.

      There are also thing which I am indifferent about like tabbed blocks, and some things which I don't like, like not having enough compile time type checking. IMHO you should always define the type of a function parameter, it makes learning the API faster.

      In general, Python is great for script-strength stuff, ie. in situations where you would use perl. I can see it getting unwieldly as it got bigger but it generally scales much better then perl. Java tends to be too complex and too restrictive. In short there are many situations where you would choose one over the other.

      --
      Why, o why must the sky fall when I've learned to fly?
    4. Re:Why Python? by prestidigital · · Score: 1

      I'm not a Python person, but...I think the issue of 20 lines versus 3 has more to do with how efficient the code is, especially once it is translated into assembly. I think the basic question you ask is a good one, but your reasons for asking seem a little off the mark. Perhaps I am misunderstanding your point about lines of code? It doesn't seem to me that the amount of typing involved has anything to do with the Java vs. Python debate.

    5. Re:Why Python? by Daath · · Score: 2, Informative

      Try reading ESR's Why Python?, also check out the Quotes on Python from python.org :)
      It's a beautiful language, I'm sorry I can't code in it more...

      --
      Any technology distinguishable from magic, is insufficiently advanced.
    6. Re:Why Python? by CrankyFool · · Score: 1
      ITYM:

      for line in file("/var/log/messages"):

      processLine(line)
    7. Re:Why Python? by leshert · · Score: 1

      Correct. Slashdot's tag ate the opening indent on the second line, and using blockquote made it ugly.

      Anyway, I figured anyone who read it would either have enough Java and Python experience to parse it, or too clueless to catch it. :-)

    8. Re:Why Python? by Incessant_Ranting · · Score: 1

      In general, Python is great for script-strength stuff, ie. in situations where you would use perl. I can see it getting unwieldly as it got bigger but it generally scales much better then perl. Java tends to be too complex and too restrictive. In short there are many situations where you would choose one over the other.

      Python actually scales very well. I feel most people tend to think that it doesn't thanks to its "interpreted language" label. While the label is correct, the argument that it doesn't scale is just plain false (just look at some major apps using it or just plain written in it to see that it doesn't).

      But the interesting point to be made from this is that I would like to know what language truly scales *that* well? Immense apps are written in all the time C and we all know how much of a pain it can be to prevent namespace collisions and all of C's other inherent issues. C++ helps with some of this, but then the language's complexities can get in the way. Java is no better off. I would argue that Python scales as well as Java, C, or any other major language; it scales, but with its own set of issues for large apps.

      As dubious9 said, " there are many situations where you would choose one over the other", although I manage to always choose Python. =)

      like not having enough compile time type checking

      Guido plans to have **optional** type checking added to the language at some point. It's just going to take someone to come up with a good PEP (Python Enhancement Proposal) with a really good implementation to get it in.

    9. Re:Why Python? by Capsaicin · · Score: 1

      We should also keep in mind the reality that we as programmers make mistakes and typing a few extra characters to improve code readability/maintainability may not be at that bad of an idea.

      One of Python's great virtues is its readibility/maintainability. Python is not a terse language, if your really want to minimise line count (and decrease readibility) you'd do much better with Perl (which is not to say that you cannot write readible Perl). In fact part of Python culture is the eschew the one-liner.

      The reason it takes less lines of code to get something done in Python as opposed to Java, in my experience, is that you don't have to spend so much time wrestling with the compile-time type system of Java (Python is run-time typed). When I write^H^H^Hote Java I had to cast objects continuously. For instance to collect a bunch of ints into a vector, and then pull them out again, I'd have to cast the ints into Integers, stick them in the Vector, when I want them again out come Objects that have to be cast to Integers etc etc. Python (at least since 2.2) is more object oriented. There are not non-object primitives, ints are already objects (meaning btw that you can subclass them), and the basic list in Python is a vector. So you just push ints into a list and pop them out again, no drama, no casting, and consequently shorter and more readible code.

      Another benefit of run-time typing is that true polymorphism of interface (rather than of implementation) a la Smalltalk, is possible. That is to say, where Java will ask an object it's racial background (why type are you?) before operating on it, Python will just ask the object what it can do. Consequently the try-except (try-catch) mechanism adopts a central role in the logic of Python programs.

      Now people often fear that run-time typing will result in more and more difficult to locate errors. I remain to be convinced of this. In any case, the kind of unit testing discussed in this article is, imho, a far more effective way of locating/preventing errors, than relying on a type system.

      Can someone help me understand why I would want to use Python as opposed to Java?

      Maybe you wouldn't want to. Trying the language out would probably be the best way of answering your question. Perhaps you are so comfortable with Java, that you would find it difficult to think 'pythonically' about the problem, and you would hate Python? Lucky you! For myself, when I try to write in Java nowadays, my nose starts to bleed ;)

      --
      Better to be despised for too anxious apprehensions, than ruined by too confident a security. --Edmund Burke
    10. Re:Why Python? by dubious9 · · Score: 1

      Well, the only reason I didn't think it wouldn't scale "well" (in comparision to Java) was that it didn't have static type checking which makes it harder to read APIs. However, I have seen less type error in Python than other languages with no static type checking.

      Also, my python programming isn't quite yet "pythonic" so my concerns are likely unjustified, and it does remain on my short list of implementation languages.

      --
      Why, o why must the sky fall when I've learned to fly?
    11. Re:Why Python? by whereiswaldo · · Score: 1

      I'm not a Python person, but...I think the issue of 20 lines versus 3 has more to do with how efficient the code is

      Less lines of code != more efficient

      It boils down to what those lines of code are translated into. You can just as easily write a single line program which makes a library function call containing 50 machine instructions as you can write a 50 line assembly language program which gets converted to 50 machine instructions. Lines of code is not a good indicator of efficiency - not by a longshot.

  13. Re:true programmers... by Anonymous Coward · · Score: 0

    yo man, I was just joking. Personally, I test all my code and very thoroughly so don't worry about me. And i do not think I am too good, actually I do not think I'm good at all. So again, I was just joking and maybe I should have put a ":)" at the end to drive that home but meh.

  14. Re:Python and Perl... by Anonymous Coward · · Score: 0

    Can you write a customized HTTP server with sed,awk and grep?

  15. Unit tests are just one aspect of testing by DeadVulcan · · Score: 4, Insightful

    What you're saying puzzles me. You're absolutely right that this article is not about testing as a whole. The title should have been "Unit Testing Frameworks in Python."

    But your statement that "this is about hacking" and not professional software development puzzles me.

    I believe unit tests are a very legitimate piece of testing - a kind of first-line defence. They're intended to test individual software modules for their low-level behaviour. Typically, a developer would be expected to run them before submitting any change or bugfix, as a kind of "smoke test" to make sure things are okay. Certainly, some organizations might make the mistake of thinking that this kind of testing is all that's required - which is dreadfully wrong - but I don't think there's anything hackish about it.

    In a large organization, the testing team might not consider it testing because unit tests are necessarily maintained and performed by the developers only.

    But I would argue the exact opposite with regards to underlining the difference between professional software development and hacking. If you don't have unit tests, I would say that what you're doing is closer to hacking.

    --
    Accountability on the heads of the powerful.
    Power in the hands of the accountable.
  16. merit by Doc+Ruby · · Score: 0

    How does his braino reference to the poisonous Greta Van Sustern in any way detract from the merits of his argument about the language? This isn't a celebrity deathmatch between tcopeland and van Rossum. Is your complaint the tip of the sharkfin, as a new class of "strawman ad hominem" inversted criticism surfaces on Slashdot? Debaters play the ball, not the man.

    --

    --
    make install -not war

    1. Re:merit by gabec · · Score: 1
      Though I'm convinced you're simply trolling, I thought I'd point out that the reference to the "van Stustern" as well as his very out-dated knowledge of Python (he references a problem solved 2 years ago at least) implies he knows nothing of Python and contrary to the authoritative tone he used when creating his post, he knows nothing of which he speaks.

      Would you not expect ridicule if you said that Bill Gables was a fool because his OS, Windows 3.11, was full of security holes that hadn't been dealt with?

    2. Re:merit by Doc+Ruby · · Score: 1

      If you pointed your criticism at my obsolete version of Windows, pointing out the security holes don't exist, your comment would be worth reading. If you just said I was a fool, or said I was a fool because I referred to an obsolete version, without backing it up with a reference to the fixed status of the new one, your comment wouldn't be worth reading. That's the difference between a worthwhile, though rude, correction, and a worthless flame.

      BTW, a troll is criticized because it is designed merely to elicit responses, which is usually irrelevant: isn't all of Slashdot a troll? But a troll is bad when it has no informational content. My original post, although you might disagree with it, is cogent and includes information as facts as well as analysis.

      Criticism of the information in these posts is worthwhile. Criticism of the personality or "intent" is irrelevant.

      --

      --
      make install -not war

  17. Re:Python and Perl... by Mateito · · Score: 1

    > There is nothing, and i do mean NOTHING that a real Unix professional can do with Python or Perl
    > that he or she can't do with awk, sed, and grep.

    And there is nothing a that a real Unix professional can do with awk, sed and grep that cant be done with emacs.

    But then, there is nothing that cant be done with emacs.

  18. Re:Python and Perl... by Anonymous Coward · · Score: 0

    "...There is nothing, and i do mean NOTHING [,] that a real Unix professional can do with Python or Perl that he or she can't do with awk, sed, and grep..."

    Humm, that doesn't sound too practical and portable for many cases. I take it you would also need bash or something to go with those tools. And heaven forbid if someone else has to maintain the code after you on a large-scale project.

  19. top of the foodchain by Doc+Ruby · · Score: 2, Insightful

    Unfortunately you had to use HTML to render an outline, when you'd have used PostScript if you had a choice. The reality of programming is the necessity of working with other people, including programmers thinking in the paradigm of the moment (think 1990s Perl), graphic designers/artists with Flash on the brain, marketers with buzzword colored glasses, legacy systems, and customers seeing their businesses modeled explicitly for the first time in any terms. I'd prefer compiling everyone's flowcharts to C++/IDL/VHDL, but that environment is at least 5 years away. Meanwhile, all we have it this year's hammer, and everything looks like a nail.

    --

    --
    make install -not war

  20. sufficiency by Doc+Ruby · · Score: 1

    Technology is for medieval primates. Real results need nothing more than a verbal, somatic and material component, in a TV studio.

    "Any technology, sufficiently advanced, is indistinguishable from a rigged demo." - Luke McCormick

    --

    --
    make install -not war

  21. Integrating the two approaches by teknico · · Score: 2, Informative

    Here is a presentation, with PDF article, about integrating the two approaches, straight from recent PyCon:

    Literate Testing: Automated Testing with doctest

  22. What did you expect? by Anonymous Coward · · Score: 0

    >>I hate to break it to the hack and slashdot crowd, but Testing is actually a whole career in itself,

    You were looking for mention of this in an article about Python unit-testing?

    I am sure the programmers that read this page respect their testers.

    Knock that chip off your shoulder.

    1. Re:What did you expect? by Anonymous Coward · · Score: 0

      Just like in development, testing has both its zealots and evangelists.

  23. QMTest, a testing framework in python by Anonymous Coward · · Score: 0

    The title of the article makes me think of QMTest, an actual testing framework written in Python.

  24. Re:true programmers... by Abcd1234 · · Score: 2, Insightful

    You know, the funny thing about this is that a good coder must want to see their code actually run, right? After all, everyone wants immediate gratification. And the beauty of unit tests is it provides just that... you can actually run your code in a controlled environment easily without the need to start up an entire application/framework/etc. This is especially true of large and/or distributed applications where there's a great deal of overhead in running a full system test.

    Moreover, unit tests make the test-develop cycle a *lot* shorter, especially on large projects, since you can easily run your code. Thus, you're wasting less time testing and more time coding... sounds like a great deal to me!

    So, in my mind, any coder that doesn't feel like writing tests isn't, in fact, a particularly good coder. Or, perhaps, they're doing their job for all the wrong reasons. I code because I want to see the fruits of my labour, and unit tests are a great way to quickly and easily see the results of my work.

  25. Randomized unit testing by Anonymous Coward · · Score: 0

    I've written an extension of unittest that adds random unit testing in the style of Haskell's QuickCheck: pickcheck.

  26. Re:Python and Perl... by ArghBlarg · · Score: 1

    Actually, one almost certainly *could* write a "customized HTTP server" with awk (and you wouldn't even need sed and grep). It's a Turing-complete langauge.

    Just thought you might want to know.

    --
    ERROR 144 - REBOOT ?
  27. Map by Anonymous Coward · · Score: 0

    how about just :
    map(processLine, file("/var/log/messages"))
    or if processLine is set to return 1 for error and 0 for okey-dokey :
    l = filter(processLine, file("/var/log/messages"))

  28. BitTorrent, too by Anonymous Coward · · Score: 0

    BitTorrent is also written in Python.

  29. Re:true programmers... by Anonymous Coward · · Score: 0

    If you think you are too good to write tests, then perhaps you are too good for the software industry?

    But just about ideal for being a CEO or a politician:

    Programmer: If it compiles, it works!
    CEO: If the share price goes up before end of quarter, it works!
    Politician: If it get's my face on TV, it works!

  30. Interest by Anonymous Coward · · Score: 0

    You can see the slashdot crowd's level of interest by just comparing the number of comments to those on other stories.

    This kind of rubbish is only of interest to stupid academics who like drawing boxes inside other boxes and call it research. Then these peons make me sit stupid exams on ir where I have to draw the damn boxes again, while yapping about all this object orientated rubbish.

  31. Re:Python and Perl... by Anonymous Coward · · Score: 0

    Just because a language is Turing-complete doesn't mean it can do everything, just that it's capable of computing everything. I imagine an awk program might have some difficulty acquiring a socket to a network interface; establishing connections to hardware that communicates using electrical signals isn't exactly a computational problem in the usual sense.

  32. MOD PARENT AS FUNNY by Anonymous Coward · · Score: 0

    I do not like that I cannot expect to look at a Python function definition and see what are the expected types of the arguments.

    If you could, ie if the functions did expect arguments to be of certain types, you couldn't use polymorphy in python, could you? In fact it can (has) been argued that particularly in large projects, type restrictions lead to lack of maintainability.

    Probably the answer is to rely on unit testing instead of static typing for large application maintainability in python.

  33. Re:Python and Perl... by patthoyts · · Score: 1
    Like this one? http://awk.geht.net:81/README.html
    AWKhttpd - HTTPD written in AWK This is another "fun" HTTPD and it's written in the unix tool language AWK. This is (still) an Alpha prerelease.

    There are httpd's written in pretty much every language -- although I don't think BrainF*ck has been used yet. And Malbolge certainly hasn't.

  34. demerits by Doc+Ruby · · Score: 1

    I had to laugh at the moderation results for the parent post, pointing out that debate targets the stated ideas with counterideas, not the people stating them with mere negation:

    Starting Score: 1 point
    Moderation -1
    100% Overrated
    Karma-Bonus Modifier +1 (Edit)
    Total Score: 1

    Sharkbite!

    --

    --
    make install -not war

  35. Re:Genius by Anonymous Coward · · Score: 0

    Yes, I wish I was part of the "intellignet" around here.... How do I connect to that net, I want to be proud too!!!