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[Haskell-cafe] QuickCheck testing of AST transformers

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Joel Reymont

ongelezen,
23 apr 2007, 17:46:5523-04-2007
aan Haskell Cafe
My previous post did not receive any replies so I thought I might try
generalizing the problem a bit...

Suppose I'm parsing a language into a syntax tree and then
transforming that tree into another AST representing a "core
language". The core language is a more general AST that should help
with compiling to other languages.

My problem is how to best structure my AST transformations to be able
to test them with QuickCheck. I suspect that I'm not going about it
in the most optimal way so I thought I should ask for suggestions.

The transformation into the core AST applies operations to simplify,
or desugar, the AST of the original language. Here's sample code in
the source language which, incidentally, was recently highlighted at
Lambda the Ultimate [1].

Array: MyArray[10](10 + 2);
Value1 = MyArray[5][10];

This declares an array of 10 elements and initializes each element to
12. Value1 (a built-in variable) is then initialized to the value of
element #5 as of 10 bars ago. A bar is, basically, a stock quote. The
code is invoked on every bar and so "5 bars ago" can be treated as 5
invocations ago.

The syntax tree of the above code is a 1-1 mapping. We declare an
array of integers of 10 elements. Initialize it to the sum of two
integers and then assign to Value1.

[ ArrayDecs [ VarDecl (VarIdent "MyArray") TyInt [Int 10]
(Op Plus (Int 10) (Int 2)) ]
, Assign (VarIdent "Value1") [] (Var (VarIdent "MyArray") [Int 5]
(BarsBack (Int 10))) ]

The "desugared" version does away with the array declaration
statement and declares MyArray to be a variable of array type. Arrays
in the "core language" do not remember values from one invocation to
another but there's a data series type, so we declare a series
variable to hold the value of element #5.

We must manually store the value of the array element in the data
series and can then refer to the value of the series 10 data points ago.

vars = [ ("MyArray", VarDecl (TyArray TyInt) [Int 10]
(Just (Plus (Int 10) (Int 2))))
, ("series0", VarDecl (TySeries TyInt) [] Nothing)
]

code = [ AddToSeries (VarIdent "series0") (Var (VarIdent "MyArray")
[Int 5])
, Assign (Var (VarIdent "Value1") [])
(Series (VarIdent "series0") (Int 10))
]

The next step would be to take the above "core syntax tree" and
transform it yet again into a C# (or other target language) AST. It's
assumed that all target languages have a data series type.

The OCaml version of my code translated directly into the C# AST but
I figured an intermediate syntax tree will help me translate into
other languages such as Haskell, Erlang or OCaml.

The part I can't figure out is how to come up with a set of
invariants for my transformations.

Should I, for example, state that every access to an array value in a
previous invocation should introduce an extra variable to hold the
series plus the appropriate assignment code?

Should I write the translator as a series of small transformers in
the ST monad that can be threaded and tested separately?

Thanks in advance, Joel

[1] http://lambda-the-ultimate.org/node/2201

--
http://wagerlabs.com/

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Lennart Augustsson

ongelezen,
23 apr 2007, 18:06:1223-04-2007
aan Joel Reymont
Without looking into your language and transformation in more detail
it's hard to come up with concrete suggestions. But here are some
anyway:

Write an interpreter for each of your languages (original AST,
transformed AST) etc, and then use a quickcheck property stating that
well formed programs have the same denotation before and after
transformation, i.e., the two interpreters give the "same" value (you
might need some relaxed notion of same).

You transformations are trying to get rid of some language construct,
I presume. So you can have some properties stating that they will be
gone in the transformed program..

-- Lennart

Thomas Schilling

ongelezen,
23 apr 2007, 18:46:5123-04-2007
aan Lennart Augustsson
Additionally, as a safety net, you might want to type-check the code
that's being produced by your Arbitrary instances and state some
invariants on your code. Also, you'll likely want to limit your
number of evaluation steps if your language allows non-terminating
programs.

In any case, QuickCheck may not get you far enough to gain enough
confidence, so proving properties by hand (after you made sure that
QuickCheck doesn't find any counter-examples, of course) can give you
interesting insights, since, this way, you have to take a look at all
the possible cases yourself.

/Thomas

Neil Mitchell

ongelezen,
23 apr 2007, 18:53:0323-04-2007
aan Joel Reymont
Hi

My experience is that generating correct AST's is hard to get right.
I've found regression testing to be more useful when doing program
transformation.

I would follow Lennarts solution of writing a function that
semantically evaluates each expression. I would then add a bit into
your program which automatically does this check after each
transformation. This way if your code goes wrong you'll find out
sooner.

Thanks

Neil

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