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From: Yotam Barnoy <yotambarnoy@gmail.com>
To: Goswin von Brederlow <goswin-v-b@web.de>
Cc: Ocaml Mailing List <caml-list@inria.fr>
Subject: Re: [Caml-list] Purity in ocaml
Date: Tue, 21 Jan 2014 10:27:13 -0500	[thread overview]
Message-ID: <CAN6ygO=J3SQeyHJyw+eBfLtrZ1W2d59Nc7XW0o8N8GDGwLzz5Q@mail.gmail.com> (raw)
In-Reply-To: <20140121094939.GA13578@frosties>

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Great questions. There are indeed different definitions of the word 'pure'.
What I'm going for here is very similar to what haskell does by default:

1) Purity in my definition means no side effects, including the lack of
access to mutable state. That means no reading from or writing to mutable
fields, strings, arrays, and refs. It also means no printing, no network
messages etc.

Pure code has many advantages, particularly in functional languages. Since
the result of each call to a pure function is entirely dependent on its
arguments (and its closure, which by definition is constant), pure calls
can be made in any order and still produce the same result. This is great
for optimization, for example, for grouping allocations together.

Additionally, knowledge of purity can allow advanced optimization
techniques like deforestation (
http://research.microsoft.com/apps/pubs/default.aspx?id=67493), which
allows intermediate data structures to be eliminated. So, for example, a
range creation that feeds a map function that feeds a fold function that
outputs a value could be optimized into a single for loop, allowing all
allocations to be eliminated. This is a huge performance benefit for
functional languages.

Pure code is also safer. The lack of side effects means that there's less
chance for complexity and interdependence -- ideas well known to functional
programmers. Purity tends to cause formation of programs arranged in a star
schema: impure central code, usually manipulating input, output and global
state, calls out to pure functions forming the arms of the star. which do
the main calculation of the program. This is because impure code can call
pure code, but pure code can only call other pure code. In fact, I already
program this way in ocaml, and I imagine many others do as well. It's a
great way to make sure your programs don't involve unintended interactions
through global state. (In haskell, you're forced to program this way
because of the type system).

Finally, purity is often very useful for parallelization. Functions without
side effects can easily be run in parallel in many paradigms.

So that's the rationale for pure functions. Since ocaml allows for mutable
state, it's useful to create another class of purity called st, which
corresponds to the state monad in haskell. In haskell, having even local
mutable state requires a state monad, which is both cumbersome and verbose.
In ocaml, you get the state monad for free by allowing for a class of
functions that can access local state. By local state I mean any mutable
variables that are in some local scope. The reason for this is that local
variables are not accessible from external code. A pure function can also
include local mutable state. So long as that state is not accessible from
another, external scope, it's not considered a side effect. The local state
is thus contained within the pure function and the function maintains its
purity. So a pure function could, for example, create some mutable state,
and pass it by refs or by closure to an st function. This is the kind of
state I already use on a regular basis: for example, computing something
expensive using an internal hashtable that has only local scope and is thus
destroyed once the function returns.

It also makes sense to define a half-pure annotation to enable reuse of
library functions. The classic map and fold functions don't do anything
impure themselves, but they can't vouch for the higher-order functions they
call. By declaring half-purity (hpure), you can now use these functions in
both pure and impure context (something haskell cannot do). Any pure
function that takes a higher function without restricting its purity is
essentially a half-pure function.

The nice thing is, this can all be done mostly transparently. You never
need to annotate anything, since the compiler will just figure out which
parts of your code are pure and impure and add annotations to your type
signatures.

In response to your question, a function that doesn't modify its mutable
argument can be considered pure so long as it also doesn't read from said
argument. This is very useful when you have a large record with some
mutable fields. So long as a function reads only from the immutable fields,
it's still pure. If it accesses the immutable fields, it becomes an st
function, though that means it can also be called with a global reference,
in which case it functions as impure in that context. If it calls an impure
function directly, it becomes impure, and can no longer be called from a
pure function.

2) I've been debating syntax for a long time. I've settled on pure, st,
hpure, hst and unsafe in function types for now. In most cases, the
programmer should not have to think of purity. The way I envision it, you
write your function signatures as you do now, and the compiler would try to
infer if it can make the signatures any stricter. It would save the
stricter signatures into another signature file. If an extra signature file
is present, the compiler will use that when compiling modules. Otherwise,
it will use the regular signature file and assume every function in the
module is impure (which is the default).

Sometime you will want to control the purity of functions. For example, a
parallel monadic library may want to make sure the functions it calls are
pure. In this case you can put in type annotations for purity. The compiler
will never make functions less strict than their purity annotations.

So many times I've come across libraries where the author says,
unfortunately ocaml doesn't side effects so we had to do X and hope for the
best. Well, this changes that. It allows for ocaml to be as pure as haskell
is when there's a need for it. Nevertheless, I don't expect pure code to
become the dominant paradigm in ocaml.

3) Exceptions are considered a side effect. See this answer
http://stackoverflow.com/a/10720037. I can't say I understand all the
specifics, but one can reason that unless every exception thrown by a
function is caught right at its invocation (like different variants), the
behavior of said function is unpredictable. Haskell's solution is to only
allow exceptions to be caught by impure code, and I'm mimicking this
solution, with an additional allowance for catching exceptions raised
within the same function (and serving as gotos). An alternative solution is
to annotate the types of functions with all the exceptions they may raise,
but this becomes extremely hairy when you consider higher order functions
(functions become incompatible with each other's type because they raise
different exceptions), so I'd rather not go that way.

Pure code in general doesn't rely much on exceptions except to signal a
catastrophic failure, and I don't see a reason to stray from that. For the
most part, I don't see people programming exclusively in pure code anyway.
Rather, an impure function can have pure, st and impure parts within it.
For example, suppose an impure function writes to some global state,
catches an exception, reads from some local state, and maps and folds pure
lambdas over a collection. The function as a whole is clearly impure.
However, the parts of the function that are pure can be rearranged and
optimized -- the map/fold may be turned into a for loop if there are no
intermediate dependencies between them and the st/impure parts. The st
parts cannot be reordered - state modification to the same reference must
retain its order - but they can be moved around to different areas of the
function for optimization. Thus, with good cross-module information about
purity, you can still do a lot within impure functions to improve
performance. On the other hand, libraries for parallel computation probably
want to enforce purity, and that means eschewing exceptions as well.

One issue I haven't discussed is the matter of strings and arrays. Strings
are mutable by default, which means that any read of a string amounts to
reading mutable state, causing at least an st annotation. One way of
dealing with this is by adding an immutable string type, which could be
constructed by something like "hello world"p, where the p stands for pure.
Another option is that since mutation of strings is so rare, a flag could
exist per type scope to signal if strings are modified anywhere in the
local scope. If they're not, they can be treated as immutable within the
local type scope. Type scope can be defined as the extent up to which a
type is kept abstract -- if I have a module with a type t that contains a
string and writes to it, but t is not fully exported, then outside of this
module, nobody can write to strings. It would also be useful to have
immutable arrays, which can be turned into mutable arrays only after
optimization.

I hope this clarifies things.

-Yotam


On Tue, Jan 21, 2014 at 4:49 AM, Goswin von Brederlow <goswin-v-b@web.de>wrote:

> On Mon, Jan 20, 2014 at 03:45:15PM -0500, Yotam Barnoy wrote:
> > I wanted to gauge the interest of people on the list in adding purity
> > annotations to ocaml. Purity is one of those things that could really
> help
> > with reducing memory allocations through deforestation and decreasing the
> > running time of programs written in the functional paradigm, and it could
> > be very useful for parallelism as well. The basic scheme I have in mind
> is
> > this:
> >
> > - Functions that do not access mutable structures would be marked pure.
> > - Functions that access only local mutable structures would be marked as
> st
> > (a la state monad)
>
> Does local include the arguments passed to the function?
>
> > - Functions that access global mutable data would be unmarked (as they
> are
> > now).
> > - Pure functions can call st functions/code so long as all of the state
> > referred to by the st code is contained within said pure functions.
>
> Because if arguments don't count this makes no sense.
>
> But then shouldn't there be another level for functions that don't
> alter its arguments?
>
> > - Functions that call higher order functions, but do not modify mutable
> > state would be marked hpure (half-pure). These functions would be pure so
> > long as the functions they call remain pure. This allows List.map,
> > List.fold etc to work for both pure and impure code.
> > - The same thing exists for st code: hst represents functions that take
> > higher order functions but only performs local state mutation.
> > - In order to take advantage of this mechanism, there's no need to
> annotate
> > functions. The type inference algorithm will figure out the strictest
> type
> > that can be applied to a function and will save the annotation to an
> > external, saved annotation file. This means that non-annotated code can
> > take advantage of purity without doing any extra work, and the programmer
> > never has to think about purity.
> > - Having the purity annotations as an option is useful to force certain
> > parts of the code, such as monads, to be pure.
> > - An edge case: local state can be made to refer to global state by some
> > external function call. Therefore, local state is considered 'polluted'
> > (and global) if it is passed to an impure function.
> > - Exceptions: not sure how to handle them yet. The easiest solution is to
> > forbid them in st/pure code. Another easy alternative is to only allow
> > catching them in impure code, as haskell does.
> >
> > Thoughts?
> >
> > -Yotam
>
> 1) What does pure mean? What does it gain you? How do you want to use it?
>
> 2) What syntax do you suggest for annotating functions?
>
> 3) Why are exceptions a problem?
>
> 4) Will this allow to annotate exceptions too so the compiler can
> track which exception could be thrown and when all exceptions are
> caught? If no exception can escape an function then it can be pure
> again, right?
>
> MfG
>         Goswin
>
> --
> Caml-list mailing list.  Subscription management and archives:
> https://sympa.inria.fr/sympa/arc/caml-list
> Beginner's list: http://groups.yahoo.com/group/ocaml_beginners
> Bug reports: http://caml.inria.fr/bin/caml-bugs
>

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  reply	other threads:[~2014-01-21 15:27 UTC|newest]

Thread overview: 19+ messages / expand[flat|nested]  mbox.gz  Atom feed  top
2014-01-20 20:45 Yotam Barnoy
2014-01-20 21:08 ` Siraaj Khandkar
2014-01-20 21:16   ` Yotam Barnoy
2014-01-20 21:31     ` Siraaj Khandkar
2014-01-20 21:43       ` Yotam Barnoy
2014-01-20 22:55         ` Siraaj Khandkar
2014-01-21  1:37           ` Yotam Barnoy
2014-01-21  9:49 ` Goswin von Brederlow
2014-01-21 15:27   ` Yotam Barnoy [this message]
2014-01-23  9:20     ` Goswin von Brederlow
2014-01-23  9:35       ` Arnaud Spiwack
2014-01-27  9:32         ` Goswin von Brederlow
2014-01-28  9:21           ` Arnaud Spiwack
2014-02-01 14:52             ` Goswin von Brederlow
2014-02-03  9:20               ` Arnaud Spiwack
2014-01-23 18:18       ` Yotam Barnoy
2014-01-27  9:46         ` Goswin von Brederlow
2014-01-29 17:16           ` Yotam Barnoy
2014-02-01 15:03             ` Goswin von Brederlow

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