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Programming Languages Going Above and Beyond

 1 year ago
source link: https://whileydave.com/2023/06/27/programming-languages-going-above-and-beyond/
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Dr. David J. Pearce

Programming Languages Going Above and Beyond

Tuesday, June 27th, 2023

Having been a programmer for a long time now, I have experienced my fair share of programming languages. What strikes me the most is that programming languages have not improved much over the years. Java, for example, has certainly improved from when I started using it in the mid-nineties — but only in pretty minor ways. We still get buffer overflows and integer overflows. The compiler still cannot tell when our loops will terminate (yes, this is possible). Aliasing is still a complete unbridled mess. Even Rust, my favourite language du jour, only offers a minor improvement on the status quo. These are not stop-the-world everything has changed kinds of improvements.

Still, big improvements are possible. I now use, on a daily basis, a language (Dafny) which often genuinely amazes me. I’ll admit, its not super easy to use and perhaps not ready yet for mainstream — but, it gives a glimpse of what is possible. Dafny’s ability to statically check critical properties of your program goes well beyond what mainstream languages can do (that includes you, Rust). Here’s a simple example:

function Gcd(a:nat, b:nat) : (g:nat,x:int,y:int))
// Bezout's identity
ensures (a*x)+(b*y) == g
{
    if a == 0 then (b,0,1)
    else
        var (g,x,y) := Gcd(b%a,a);
        (g,y-((b/a)*x),x)
}

This is a recursive implementation of Euclid’s extended GCD algorithm (i.e. an integral part of modern cryptography, including RSA and ECC). Using the ensures clause I’ve specified a postcondition — that is, a property that should always hold of the return value. This particular postcondition corresponds to Bézout’s identity. That is, a theorem about numbers proved by Étienne Bézout in the 18th century. The amazing thing is that, in order to check my program is correct, Dafny has reproved this theorem for me.

Bits and Bytes

The above example was taken from our DafnyEVM codebase. Here’s another example which is, perhaps, more concrete:

function ToBytes(v:nat) : (r:seq<u8>)
ensures |r| > 0 {
  // Extract the byte
  var byte : u8 := (v % 256) as u8;
  // Determine what's left
  var w : nat := v/256;
  if w == 0 then [byte]
  else
    ToBytes(w) + [byte]
}

The above is a straightforward (recursive) function for converting an arbitrary-sized unsigned integer (nat) into a sequence of one or more bytes (following a big endian representation). Here, ToBytes() has an ensures clause clarifying it always returns a non-empty sequence. Dafny checks at compile time that this is always true.

Now, here is a function taking us in the opposite direction:

function FromBytes(bytes:seq<u8>) : (r:nat) {
  if |bytes| == 0 then 0
  else
    var last := |bytes| - 1;
    var byte := bytes[last] as nat;
    var msw := FromBytes(bytes[..last]);
    (msw * 256) + byte
}

There isn’t anything too special going on here (yet). But, now the magic begins! What we want to know is that these two functions are “opposites” of each other. We can do this like so:

lemma LemmaFromToBytes(v: nat)
ensures FromBytes(ToBytes(v)) == v {
 // Dafny does all the work!
}

This might not seem like much, but it represents something you cannot easily do in other languages. This lemma asks Dafny to check that, for any possible nat value v, it always holds that FromBytes(ToBytes(v)) == v. Again, Dafny checks this at compile time — no testing required!

Finally, an interesting puzzle remains. For an arbitrary sequence bs of bytes, does ToBytes(FromBytes(bs)) == bs always hold? Again, Dafny can answer this for us almost immediately. If you’re interested to know the answer, take a look at the lemma we came up with.


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