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Can functional programming be liberated from the von Neumann paradigm? (2010)
- ankurdhama 8y agoI just don't get the idea that "sequential" is somehow a bad thing? The whole concept of an algorithm/procedure to perform a computation is about performing a series of operations in a specific order. You have to think about the operations and their order as well to come up with an algorithm.
- greydius 8y agoOrder is not always necessary. For an example, just consider why SIMD instructions and GPUs are so powerful: they can do the same operation on a lot of data at the same time. A different example would be the async/await patten. Independent calculations can proceed concurrently. So no, a specific order of every operation is not part of the definition of algorithm. Indeed, if that was the case CPUs could not do out-of-order execution optimizations.
- ankurdhama 8y agoWhat you are describing is that you can design an algorithm where "some part of the algorithm" can be executed in any order, so that you can execute them in parallel to gain performance using multiple cores but overall when thinking about coming up with the algorithm you will have to figure out the correct sequence. Async/await is sequential where the operations are asynchronous (you don't move to next async operation until the previous async operation is done, given that the second async operation have dependency on the first operation's result).
- CuriousSkeptic 8y agoIf the sequenece is non-essential to the problem, it adds the accidental complexity of all sequence related bugs to the system. See the out of the tar pit paper https://blog.acolyer.org/2015/03/20/out-of-the-tar-pit/ https://blog.acolyer.org/2015/03/20/out-of-the-tar-pit/
- ankurdhama 8y agoAFAIK, tar pit paper is about how "shared mutable state" is problematic. Not sure what that has to do with sequentiality.
- dragonwriter 8y agoIt is about complexity; state, not necessarily shared, is the main source of complexity addressed but the fundamental point isn't specific to state. Sequentiality, often, especially, for example, for things which can be conceived of as set operations, adds unnecessary complexity which complicates reasoning.
- vendiddy 8y agoShared mutable state is just one cause of accidental complexity. In section 4.2 of the paper, they also talk about "Complexity caused by Control". Quoted: > The problem with control is that very often we do not want to have to be concerned with this. Obviously — given that we want to construct a real system in which things will actually happen — at some point order is going to be relevant to someone, but there are significant risks in concerning ourselves with this issue unnecessarily.
- typon 8y agoThe paper argues specifically against Prolog because it is not a "pure" control-agnostic language. a = 1; b = 2; The programmer does not need to concern themselves with the order of these two assignment statements and when languages impose the order, it adds unnecessary complexity to the system. (especially when thinking about concurrency)
- ghusbands 8y agoThings are only sequential when you're programming in imperative style. Haskell, for example, supports plenty of algorithms that don't have a specific order in which things happen. Prolog, too. And Halide. Also, Oz. There are plenty around, and they are both useful and fascinating.
- ankurdhama 8y agoHaskell is lazy, you can write a bunch of expressions and use the results of those expressions in other expressions and so on. For example: foo :: Int -> Int foo a = let z = a * c b = 10 c = 20 in b + c + z I used c is z but c is defined later. The language allows you to defined the expressions in any order but internally it will have to figure out the dependencies between the expressions and execute them in specific order and also while writing code and coming up with the logic of the algorithm you will have to think about what you want to compute first and what to compute next.
- wwweston 8y agoNot sure Prolog is a good example here; my experience with it involved having to spend essentially as much time reasoning about how the unification/backtracking algorithm was going to visit different clauses and facts (and how I might want to cut/control that) as an imperative programmer might think about the order in which statements are executed. Maybe more, considering the process was less linear and obvious. (Not that I didn't like Prolog -- I did -- I just felt far from freed of mundane concerns of execution order.)
- ordu 8y agoI believe that this: > I just don't get the idea that "sequential" is somehow a bad thing? and this: > The whole concept of an algorithm/procedure to perform a computation is about performing a series of operations in a specific order. are different manifestations of the one thing: you are thinking about programming in a sequential terms only. When you think about programming problem you are trying to solve it by a sequence of operations. You should try something like Haskell, something that force your mind to think differently, it would help you to teach your mind to see programming other way. Such a "sequential thinking" is acceptable, but you probably not as good as you might be at thinking about programming problems. Functional programming helps to think about code one level higher, without distractions and compications caused by "linearization" of your thoughts to fit them into imperative paradigm. The main reason behind functional paradigm is an ability to prove statements about code, to be able to reason about code. To throw out idea of sequence from reasoning of code is a futher abstraction from underlying machinery like transistors or machine instruction set. As any abstraction it gives you both benefits (you can think about more complex problems using the same amount of computational power of your brains) and downsides -- you become more restricted by paradigm itself, though I cannot explain what these restrictions are, because I can feel them sometimes, but do not know how to verbalize that feelings. You can reason about code even if you think that any program is a sequence of operations, but you can do it better, if your idea of program is wider than a "series of operations in a specific order". Moreover some of that reasoning you can do by special program, like compiler or static analyzer.
- ankurdhama 8y ago> You can reason about code even if you think that any program is a sequence of operations, but you can do it better, if your idea of program is wider than a "series of operations in a specific order". Can you provide a concrete example of this? Otherwise it is just a hand wavy thing to say (which are way too many in programming world).
- ordu 8y agoI'm not sure that example can possible work here. The best example would be something that is impossible to reason about in imperative terms but possible in functional terms. So... we need sufficiently difficult task, that will cause problems with understanding. And this task should be easy enough to be an example to write in HN comment. A contraversial setup, isnt it? I should use an artifical task as an example, but the trouble is if someone thinks in imperative terms only, then when he tried to think about a task he would frame the task in imperative terms and he would see it as an imperative problem and would fail to see it as a functional one. It is not because he is stupid or he posess some other disabilities, it is just the way human mind works. It is like people saying "what is so good about language X, if you can do all in Y"? "Why one needs OOP languages, if you can do OOP in C?" The way we think about problems defines how we see problems, and what we see as a problems. But let us try. qsort [] = [] qsort (x:xs) = qsort [ y | y <- xs, y < x ] ++ [x] ++ qsort [ y | y <- xs, y > x ] This is functional definition of a quicksort. It is possible the worst definition from performance standpoint, but I like it for clarity of algorithm expression, and it demonstrates the point. I remember the very first time I saw quicksort in C I have spent maybe half an hour trying to figure out how that code was supposed to work. Here you can see compressed version which have nothing but the very idea of quicksort: quicksort of empty sequence is an empty sequence. quicksort of sequence starting with x is a concatenation (operator ++) of three lists: quicksorted list of items from the rest of sequence (sequence without the first element which is designated as x) that are lesser then x, list of one element x, and quicksorted list of elements that are greater than x. Of course, if you want quicksort to be sorting in place, you would need to think about small details like traversing two pointers, one from the front of the sequence, second from the back, swapping elements, and not forgetting about the choosen one... Yeah, reality is more complicated than that, sometimes you cannot get rid of complexity. Functional compilers are constantly searching for optimizing techniques to get rid of all these small details, and in some ways they are succeeding. Though no one is good enough to generate machine code for sorting in place by compiling high level code above. But I tried to demonstrate the idea of abstraction of details and how it helps to understand code and to reason about it, and I believe the example is showing it.
- dpratt71 8y agoVarious parts of an algorithm/procedure are related to each other in various ways. Sometimes those relationships describe a sequence. Other times they do not. For me, this is the essence of functional programming: a means to describe how the many small parts of an algorithm are related to each other in the whole (in a natural way). If the computation truly is one that is most practically described as a sequence of steps, that is easy to do. In fact, in some sense this is what the infamous "Monad" concept is all about.
- SatvikBeri 8y agoSome difficult problems are easier to solve if you don't have to think about them sequentially. One problem in my current work involves getting records from events one at a time, building predictive algorithms from those, and building another set of algorithms based on those. If you model it sequentially, it takes a lot of work to make sure the right data is calculated in the right order. But you can also model it as a set of lazily evaluated streams, and that makes life a lot easier – because order of evaluation isn't part of the domain, it's essentially an implementation detail. ETA: another way to think about it is that this lets the compiler manage evaluation order by default, while you're free to focus on other stuff (with the option to manage manually if you need to.) This is a similar type of benefit to garbage collection.
- dorfsmay 8y agoNot sequential: you can treat it as a set (in the mathematical sense) and solve your problems as a set operation, eg: "I want all the numbers greater than one". It makes it easy to read but also allows 1)not to deal with it until really needed (lazy eval) 2)partalellize the solution to n threads on m cores. Think list comprehension/generator in Python. Cons: you need more memory than you have data Sequential: you deal with one item at a time, you can deal with an infinite amount of data with a finite amount of memory. Cons: can't parralellize, early eval of things you don't need, you might need to go through the loop more than once.
- crimsonalucard 8y agoHaving the power to order instructions introduces the possibility of having bugs that have to do with the order of operations. Getting rid of order gets rid of the bugs. Like how restricting types with type checking gets rid of all type errors.
- yason 8y agoThe question is valid if you intend to stick with one paradigm and keep it pure. For any practical purposes, that's useless crap. Nothing wrong with writing the gist of your program written in functional way, keeping things immutable, allowing for orderless execution and lazy evaluation. But because your program interfaces with the real, consequential world it must realise all that computation at the pivot points where there is I/O and it suddenly matters that the lazy evaluation is complete. Have a procedural loop to drive your events and other practical stuff and, from there, launch functional computations to calculate a completely or partially new state for your program. Keep things mostly immutable but do mutation in certain specific locations where it makes sense. Clojure is good at drawing the line where the programmer sees it fit best. Multi-paradigm has always beaten pure ideologies hands down when it comes to delivering useful programs that actually work without making programmers do mental gymnastics for the sake of purity. (They should reserve their efforts to be mentally gymnast in the real-world problem they're solving.) You don't want to write all of your program in object-oriented, procedural, functional, declarative, or whatever paradigm you have a thing for. They all do some things well and suck at others. Use them like tools, the right one for the right job.
- ballenf 8y ago> Multi-paradigm has always beaten pure ideologies hands down when it comes to delivering useful programs that actually work without making programmers do mental gymnastics for the sake of purity. Don't think anyone is arguing with that (even the author of this piece). But the functional patterns that contribute to useful programs today are the direct result of the kind of pure theoretical thinking here. To me, your argument could be used against any theoretical research in any field. None of it is of practical use until it is.
- dahart 8y ago> Don't think anyone is arguing with that (even the author of this piece) The author is openly and explicitly arguing for a single paradigm, and he clearly stated in the article that he is in favor of, and calling for people to do the mental gymnastics for the sake of purity. > the functional patterns that contribute to useful programs today are the direct result of the kind of pure theoretical thinking here. FP isn’t pure theoretic, so I’m not sure what you mean. The foundations haven’t changed considerably in decades, and it has been possible and practical to write high-level FP code to, say, compute factorials or whatever, for decades. FP is great as a high-level design tool to simplify and reduce mutable state. But there’s no evidence that taking it to the limit with human interaction and hardware is even possible or what it means or why it’s useful. > your argument could be used against any theoretical research in any field. None of it is of practical use until it is. But you neglect to mention that much theoretical research never becomes practical, and some is proven impossible. Practicality is and always will be a useful and valid argument, even if it’s occasionally wrong.
- kuwze 8y agoI keep hoping to read something about bypassing the von Neumann bottleneck[0]. [0]: https://whatis.techtarget.com/definition/von-Neumann-bottleneck https://whatis.techtarget.com/definition/von-Neumann-bottlen...
- dahart 8y ago> A person convinced of (and perhaps ego-invested in) the nonexistence of new possibilities is a person actively resisting their opportunity to discover possibilities — too stuck in the obvious to discover new truths. Since this article is almost 10 years old... has any progress been made in demonstrating the existence of pure functional I/O? Reading files and writing to the console is one thing, I’m more curious about human input, GUIs and language. Think about apps Photoshop, Super Mario Bros, or Sublime text. The ways we want to interact with them seem more fundamentally sequential. Not only can I not see how to make them pure functional, I can’t see what that even means or why it would ever be desirable. > Hand-waving is an important factor in staying stuck in impossibility thinking, since rigorous argument uncovers unconscious limiting assumptions. You have to admire the effort to discredit any rational thinking before it starts.
- heavenlyblue 8y ago>> Reading files and writing to the console is one thing, >> Think about apps Photoshop, Super Mario Bros, or Sublime text. Well, there's literally no difference between reading from a file or from a queue of requests from the user on any level of abstraction. E.g. you could (functionally) apply a list of operations to an image in Photoshop that the user has supplied you with.
- dahart 8y agoThere is a big difference between reading files and human interaction. You don’t normally have to output intermediate state while reading a file, but you do with human interaction. Human interaction is usually responding and reacting to intermediate the state of the program. Think a bit more about Super Mario Bros. A file can be read as a single chunk of memory, and it doesn’t need to consist of a queue of sequential operations. We can decide and design what files are and what’s in them. An array in a file doesn’t need to be read one number at a time. Human interaction, unlike a file, cannot happen all at once, needs intermediate feedback, and cannot be reordered or easily reformulated into another representation, because it’s responding to the intermediate state of the system.
- lbj 8y agoUnderstanding and modelling IO is a big part of why Clojure took of like it did. Its functional, its pure-ish but it has an understanding of time, concurrency and IO baked in. When you do IO time matters, take a look at how Datomic models this (incrementally). But even from the early days, Rich Hickey said that no pure functional system exists as even an empty HD emits heat, which is a form of IO and I think we should listen to Hitchens and abandon our "fantasy of purity" when it comes to writing real software.
- mbrock 8y agoI don't think that's what functional purity means. Actually I think there are a lot of huge misunderstandings about this. It's kind of like, think about grammars of human languages. Obviously human communication involves commands. But you might still have a good reason to desire a grammar that is "purely functional" in its mathematical formulation. Pure functional programming is about establishing a certain level of formal discourse where expressions involving applications of functions reduce to values. It's not a fantasy where effects don't exist—it's a way of being precise about effects in a particular style of formalism. These expressions should be able to describe all kinds of systems, as indeed Haskell's IO type is extremely capable when it comes to describing multithreaded sequential computations involving mutable state and external effects. Conal is suggesting that the IO type is a bit crude compared to the full potential of "functional reactive programming" which is for sure a powerful paradigm.
- lbj 8y agoIm just going by the formal definition of purity 1. Its return value is the same for the same arguments (no variation with local static variables, non-local variables, mutable reference arguments or input streams from I/O devices). 2. Its evaluation has no side effects (no mutation of local static variables, non-local variables, mutable reference arguments or I/O streams). As soon as I/O is involved, functional purity is technically broken and since any real-world system will have I/O I consider the quest for purity to be a fantasy in the same vein as developers who invest a lot of resources in "proving" their functions.
- hyperpape 8y agoThis piece is hard to evaluate: it seems more like an expression of hope or a manifesto than something I can engage with. It argues that the idea that there is an ineleminable imperative core in our programming model is just an assumption today, and I agree. But that doesn’t mean it’s right or wrong, just that we have to wait to prove or disprove that assumption. People should keep trying to disprove it, but I can’t fault the majority of developers for continuing to take it as an assumption.
- deepakkarki 8y agoWas about to mention I heard about this in the future of coding podcast[0] last week, then realised this was posted by Steve (who runs the podcast). [0] : https://futureofcoding.org https://futureofcoding.org Strongly recommend anyone interested in such topics (programming languages, rapid prototyping, HCI, low code platforms, etc) to check out his work. Steve is doing some really great work as a individual researcher!
- platz 8y agoIs this about FRP
- michaelmrose 8y agoNot at all programming related but I found this quote incomprehensible "Belief, as I use the word here, is the insistence that the truth is what one would “lief” or wish it to be. The believer will open his mind to the truth on the condition that it fits in with his... "Faith, on the other hand, is an unreserved opening of the mind to the truth, whatever it may turn out to be. Faith has no preconceptions; it is a plunge into the unknown. Belief clings, but faith lets go. In this sense of the word, faith is the essential virtue of science, and likewise of any religion that is not self-deception." – Alan Watts Faith as every human on earth uses it is a belief that that person has opted to exempt from questioning. It means in fact the opposite of his usage and all belief systems are necessarily self deception stories we make up and tell ourselves to render sensory soup a coherent narrative in which we have a part.
- xtian 8y ago> Faith as every human on earth uses it is a belief that that person has opted to exempt from questioning. Now that's a belief. Doesn't seem like you're open to questioning it though.
- ppseafield 8y agoI tried to find a little more context on the quote. Note that Alan Watts was a major popular figure for bringing zen Buddhism to western audiences. Turning things like definitions on their heads is definitely in line with that goal. :) > We must here make a clear distinction between belief and faith, because, in general practice, belief has come to mean a state of mind which is almost the opposite of faith. Belief, as I use the word here, is the insistence that the truth is what one would “lief” or wish it to be. The believer will open his mind to the truth on the condition that it fits in with his preconceived ideas and wishes. Faith, on the other hand, is an unreserved opening of the mind to the truth, whatever it may turn out to be. Faith has no preconceptions; it is a plunge into the unknown. Belief clings, but faith lets go. In this sense of the word, faith is the essential virtue of science, and likewise of any religion that is not self-deception. The previously missing sentence and the very beginning of your quote seem to address your comment: "in general practice, belief has come to mean a state of mind which is almost the opposite of faith. Belief, as I use the word here, ..." My impression is that belief has become according to Watts as an assertion of a specific hypothesis: I will open myself up to this idea if and only if the idea fits with my preexisting ones. If you are testing a hypothesis, this is a poor attitude to have, and it can affect how you perform the test: the test could be wrong but agree with your preconceptions. This is how "belief clings". Faith, as the "essential virtue of science", according to his definition would be detachment from the outcome of testing a hypothesis, "whatever it may turn out to be", with "no preconceptions". You have a question, and you are employing a method, and the outcome remains unknown until you complete the test (and perhaps even after). This is how faith "lets go". Religion of "self deception" is one where those practicing it only open their minds to any particular idea "on the condition that it fits with" their preexisting ideas. Religions that do not deceive themselves must then be religions that open themselves to new ideas, whether or not those new ideas agree with ideas they already hold.
- imode 8y agoYet another post by another person who hasn't read the paper that they snag the title from. The author could stand to spend some time in Backus' FP. EDIT: Y'all are feisty today, aren't you?
- hyperpape 8y agoI somewhat doubt your assessment. Aside from the fact that the article references parts of the paper, my impression of the author is that he's the kind of person who might have actually read the paper. C.f. http://conal.net/cv.pdf http://conal.net/cv.pdf
- imode 8y ago"Read" is not "skimmed". My assessment is due to the fact that functional programming was not what Backus had in mind, and FP reflects that. FP reflects an algebra of programs, not traditional functional programming. It doesn't suffer from these problems that the author is stating. If the author read said paper and not skimmed it, they might have been on the right track. EDIT: Downvoting me because you disagree with me is petty, childish, and really does say a lot about the user base of this site.
- hyperpape 8y agoAs far as I can see, Conal does not state that FP has problems. As I read it, he sees a promise in Backus’s lecture that is not realized by contemporary functional programming.
- imode 8y agoHis mistake is thinking that contemporary functional programming can actually realize Backus' promises. Backus' method of programming (FP) is notably different than functional programming, and as such admits itself to a different style of reasoning. The author wouldn't need to write this article if they simply adhered to Backus' FP, and not used contemporary functional programming. This site simply doesn't allow discourse anymore. Not unless you already agree with somebody. Shame.
- carapace 8y agoCf. http://conal.net/papers/compiling-to-categories/ http://conal.net/papers/compiling-to-categories/ Abstract > It is well-known that the simply typed lambda-calculus is modeled by any cartesian closed category (CCC). This correspondence suggests giving typed functional programs a variety of interpretations, each corresponding to a different category. A convenient way to realize this idea is as a collection of meaning-preserving transformations added to an existing compiler, such as GHC for Haskell. This paper describes such an implementation and demonstrates its use for a variety of interpretations including hardware circuits, automatic differentiation, incremental computation, and interval analysis. Each such interpretation is a category easily defined in Haskell (outside of the compiler). The general technique appears to provide a compelling alternative to deeply embedded domain-specific languages.
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- crimsonalucard 8y agoHow about print :: a->a or some variant. Or print:: a->(a->b)->a where (a->b) is a function that extracts some value 'b' out of 'a' and that value 'b' is printed. I mean pretty straightforward. id functions in your compositions don't effect the overall program. This is only for the O part of IO. Input is a different problem.
- rocqua 8y agoThese are pretty close to the debug statements in haskell. This is partially problematic because of lazy evaluation. It is not clear when the print-statement will actually print. This could even lead to a re-ordering of the print statements. Another issue occurs when output is piped to input. In bash you could do something weird like: foo -i bar.txt >> bar.txt where -i is an input argument. I have to admit that I can't come up with a reason to run the above command. Really, maybe just ignore this part and consider the ordering issue.
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- siceviq 8y agoI don’t know a lot about Haskell or pure functional programming. Composing entire programs sounds really desirable though, and while imagining what that would look like I came up with this: Suppose we had a runtime comprised of objects, and execution was represented as messages sent between objects, as in Smalltalk. Unlike Smalltalk, however, objects would never be created or destroyed. All of our program’s logic and behavior would be represented as a pure transformation on every message between objects. In pseudo-Haskell: -- A message is a receiver identifying an object, like “Program”, and a selector, perhaps containing data myProgram :: Msg -> Msg myProgram (Program {begin}) = Window {createWindowWithName="myWindow"} myProgram (Program {windowCreatedWithName=name}) = (Window {windowWithName=name, setTitleTo="Hello world"}) myProgram (Program {windowWithName=name, didChangeTitle=title}) = (Console {print=title}) myProgram msg = msg Here the runtime begins execution by trying to send the message [Program begin], but myProgram([Program begin]) evaluates to [Window createWindowWithName:"myWindow"], so that is sent instead. The “Window” object, when sent [Window createWindowWithName:String], both puts a new window on the screen, and sends the message myProgram([Program windowCreatedWithName]), and so execution continues. It would be easy to compose programs written using this paradigm, and not hard to imagine what composition of executable programs would mean. For example, to log the name of every window created to the console: logWindowName :: Msg -> Msg logWindowName (Program {windowCreatedWithName=name}) = Multicast {messages=[Program {windowCreatedWithName=name}), Console {print=name}]} finalProgram = logWindowName . myProgram (Here “Multicast” is supposed to be an object that can take several messages and, with no notion of order, send them out all at once.) We could add yet another object representing mutable state, with messages describing changes to it and responses containing data stored there. Without using something like this to explicitly model it, I don't see any explicit sequencing of instructions as in the IO monad. Are there obvious problems with this approach, or has anything very similar been tried?
- jsmith45 8y agoInteresting. So would there really only be a fixed set of existing objects, and the interaction layer of the program would be simply a function that is applied to messages passed between the objects? The message that is actually left gets sent to the object, which generally do impure things? Would there be any way to define such objects? (Any such definition would of course basically just be a message translator like the program function, but if users cannot define such an object I'd imagine some real pushback, or at least some complaints. Without a built in object to handle say MyFavoriteDatabase, doing the equivalent via a message to Network, and its reply message back to Program would feel a lot like completely useless boilerplate. (especially since i would need to transform the high level query to something low level like raw packet contents before i could send it to Network, and do the reverse on the reply, while a MyFavoriteDatabase object could do that all for me.