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@@ -14,7 +14,7 @@ abstract Imper = {
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fun
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Empty : Program ;
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Funct : (AS : ListTyp) -> (V : Typ) ->
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(Body AS) -> (Fun AS V -> Program) -> Program ;
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Body AS -> (Fun AS V -> Program) -> Program ;
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BodyNil : Stm -> Body NilTyp ;
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BodyCons : (A : Typ) -> (AS : ListTyp) ->
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@@ -31,16 +31,12 @@ abstract Imper = {
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EVar : (A : Typ) -> Var A -> Exp A ;
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EInt : Int -> Exp TInt ;
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EFloat : Int -> Int -> Exp TFloat ;
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EAddI : Exp TInt -> Exp TInt -> Exp TInt ;
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EAddF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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ESubI : Exp TInt -> Exp TInt -> Exp TInt ;
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ESubF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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EMulI : Exp TInt -> Exp TInt -> Exp TInt ;
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EMulF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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ELtI : Exp TInt -> Exp TInt -> Exp TInt ;
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ELtF : Exp TFloat -> Exp TFloat -> Exp TInt ;
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EApp : (AS : ListTyp) -> (V : Typ) -> Fun AS V -> ListExp AS -> Exp V ;
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EAddI, EMulI, ESubI : Exp TInt -> Exp TInt -> Exp TInt ;
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EAddF, EMulF, ESubF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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TInt : Typ ;
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TFloat : Typ ;
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@@ -46,27 +46,31 @@ The challenge was to use dependent types to write a compiler from
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C to bytecode. This paper does not meet the challenge quite literally,
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since our compiler is for a different subset of C than Augustsson's
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specification, and since the bytecode that we generate is JVM instead
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of his format.
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of his format. But it definitely makes use of dependent types.
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Augustsson's challenge did not specify \textit{how} dependent
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types are to be used, and the first of the two points we make in this
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paper is how we interpreted the use of dependent types:
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we use dependent types in combination with higher-order abstract syntax (HOAS)
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paper (and its title) reflects our interpretation:
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we use dependent types, in combination with higher-order abstract syntax (HOAS),
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to define the grammar of the source language (here, the fragment of C).
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This grammar constitutes a single, declarative source, from which
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The grammar constitutes the single, declarative source from which
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the compiler front end is derived, comprising both parser and type
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checker.
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The second point, code generation by linearization, means that the
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back end is likewise implemented by a grammar of the target
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language (in this case, a fragment of JVM). This grammar is the
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declarative source from which the compiler back end is derived.
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The complete code of the compiler is 300 lines. It is found in
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the appendices of this paper.
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\section{The Grammatical Framework}
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The second point mentioned in the title,
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code generation as linearization, was suggested by
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the tool we have used for implementing the grammar:
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the \empha{Grammatical Framework} \cite{gf-jfp}. GF
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The tool we have used for implementing the compiler is
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GF, the \empha{Grammatical Framework} \cite{gf-jfp}. GF
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is similar to a Logical Framework (LF) extended with
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a notation for defining concrete syntax. GF was originally
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designed to help building multilingual
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@@ -74,25 +78,29 @@ translation systems for natural languages and also
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between formal and natural languages. The translation model
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implemented by GF is very simple:
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\begin{verbatim}
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linearization
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--------------->
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Abstract Syntax Language_i
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<---------------
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parsing
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parsing linearization
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------------> ------------>
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Language_1 Abstract Syntax Language_2
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<------------ <------------
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linearization parsing
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\end{verbatim}
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An abstract syntax is similar to a \empha{theory} ,or a
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An abstract syntax is similar to a \empha{theory}, or a
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\empha{signature} in a logical framework. A
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concrete syntax defines, in a declarative way,
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a translation of abstract syntax trees (well-formed terms)
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into concrete language structures, and this definition can
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be used for both linearization and parsing.
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into concrete language structures, and from this definition, one can
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derive both both linearization and parsing.
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The number of languages related to one abstract syntax in
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this way is unlimited. If just one language is involved, GF
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works much the same way as any grammar formalism. The largest
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application known to us links 88 languages and translates
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numeral expressions between them.
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this way is of course not limited to two. Sometimes just just one
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language is involved;
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GF then works much the same way as any grammar formalism or parser
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generator.
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The largest application known to us has 88 languages and translates
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numeral expressions from 1 to 999,999 between them \cite{gf-homepage}.
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From the GF point of view, the goal of the experiment
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From the GF point of view, the goal of the compiler experiment
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is to investigate if GF is capable of implementing
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compilers using the ideas of single-source language definition
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and code generation as linearization. The working hypothesis
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@@ -123,7 +131,7 @@ JVM code back into C code.
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The language has an interactive editor that also supports incremental
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compilation.
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\enqu
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The problems that we have encountered and their causes will be explained in
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The problems that we encountered and their causes will be explained in
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the relevant sections of this report. To summarize,
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\bequ
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The scoping conditions resulting from HOAS are slightly different
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@@ -131,29 +139,43 @@ from the standard ones of C.
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Our JVM syntax is forced to be slightly different from original.
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Using HOAS to encode bindings of functions is somewhat cumbersome.
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Using HOAS to encode all bindings is sometimes cumbersome.
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The C parser derived from the GF grammar does not recognize all
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valid programs.
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\enqu
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The first two shortcomings seem to be inevitable with the technique
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we use. The real JVM syntax, however, is easy to obtain by simple
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string processing from our one. The latter two shortcomings
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we use. The best we can do with the JVM syntax is to use simple
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postprocessing, on string level, to obtain valid JVM. The latter
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two shortcomings have to do with the current implementation of GF
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rather than its core. They
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suggest that GF should be fine-tuned to give better support
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to compiler construction, which, after all, is not an intended
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use of GF as it is now.
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\section{The abstract syntax}
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An abstract syntax in GF consists of \texttt{cat} judgements
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declaring basic types, and \texttt{fun} judgements declaring
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functions. Syntax trees are well-formed terms of basic
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An \empha{abstract syntax} in GF consists of \texttt{cat} judgements
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\[
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\mbox{\texttt{cat}} \; C \; \Gamma
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\]
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declaring basic types (depending on a context $\Gamma$),
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and \texttt{fun} judgements
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\[
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\mbox{\texttt{fun}} \; f \; \mbox{\texttt{:}} \; A
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\]
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declaring functions $f$ of any type $A$, which can be a basic type or
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a function type.
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\empha{Syntax trees} are well-formed terms of basic
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types. As for notation, each judgement form is recognized by
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its keyword, and the same keyword governs all judgements
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its keyword (\texttt{cat}, \texttt{fun}, etc),
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and the same keyword governs all judgements
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until the next keyword is encountered.
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\subsection{Statements}
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Statements in C may involve variables, expressions, and
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@@ -168,8 +190,9 @@ that are needed to construct statements
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Var Typ ;
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\end{verbatim}
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The type \texttt{Typ} is the type of C's datatypes.
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Expressions (\texttt{Exp}) is a dependent type: we
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will give rules to construct well-typed expressions of
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Expressions (\texttt{Exp}) is a dependent type, since it has a
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nonempty context. The rules for \texttt{Exp}
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will thus be rules to construct well-typed expressions of
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a given type. \texttt{Var}\ is the type of variables,
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of a given type, that get bound in C's variable
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declarations.
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@@ -185,7 +208,7 @@ rules define their abstract syntax:
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Dependent types are used in \texttt{Assign} to
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control that a variable is always assigned a value of proper
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type. The \texttt{Decl}\ function captures the rule that
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a variable must be declared before it can be assigned to:
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a variable must be declared before it can be used or assigned to:
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its second argument is a \empha{continuation}, which is
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the sequence of statements that depend on (= may refer to)
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the declared variable.
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@@ -194,7 +217,7 @@ We will treat all statements, except
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\texttt{return}s, in terms of continuations. A sequence of
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statements (which always has the type \texttt{Stm}) thus
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always ends in a \texttt{return}, or, abruptly, in
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an empty statement. Here are rules for some other
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an empty statement, \texttt{End}. Here are rules for some other
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statement forms:
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\begin{verbatim}
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Return : (A : Typ) -> Exp A -> Stm ;
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@@ -209,7 +232,8 @@ Here is an example of a piece of code and its abstract syntax.
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x = 5 ; Assign TInt x (EInt 5) (
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return x ; Return TInt (EVar TInt x)))
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\end{verbatim}
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(Expression syntax is explained in the next section.)
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(Expression syntax will be explained in the next section.)
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\subsection{Expressions and types}
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@@ -225,14 +249,10 @@ from variables, and by means of binary operations.
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EVar : (A : Typ) -> Var A -> Exp A ;
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EInt : Int -> Exp TInt ;
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EFloat : Int -> Int -> Exp TFloat ;
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EAddI : Exp TInt -> Exp TInt -> Exp TInt ;
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EAddF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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ESubI : Exp TInt -> Exp TInt -> Exp TInt ;
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ESubF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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EMulI : Exp TInt -> Exp TInt -> Exp TInt ;
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EMulF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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ELtI : Exp TInt -> Exp TInt -> Exp TInt ;
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ELtF : Exp TFloat -> Exp TFloat -> Exp TInt ;
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EAddI, EMulI, ESubI : Exp TInt -> Exp TInt -> Exp TInt ;
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EAddF, EMulF, ESubF : Exp TFloat -> Exp TFloat -> Exp TFloat ;
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\end{verbatim}
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Notice that GF has a built-in type \texttt{Int} of
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integer literals, but floats are constructed by hand.
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@@ -277,14 +297,14 @@ of variables in statements, using a continuation.
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fun
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Empty : Program ;
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Funct : (AS : ListTyp) -> (V : Typ) ->
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(Body AS) -> (Fun AS V -> Program) -> Program ;
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Body AS -> (Fun AS V -> Program) -> Program ;
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\end{verbatim}
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However, here we must also account for the binding of
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a function's parameters in its body. We could use
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vectors of variables, in the same way as vectors of
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expressions are used to give arguments to functions.
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However, this would lead to the need of cumbersome
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projection functions when dereferencing the parameters
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projection functions when using the parameters
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in the function body. A more elegant solution is
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to use HOAS to build function bodies:
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\begin{verbatim}
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@@ -313,16 +333,36 @@ name of the function appears in the syntax trees.
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A more serious shortcoming of our way of defining functions
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is that it does not allow recursion. The reason is simple:
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the function symbol is only bound in the continuation
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of the program, not in the function body.
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of the program, not in the function body. It seems we could
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save recursive functions with the following variant:
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\begin{verbatim}
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cat
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BodyProgram ListTyp ;
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Body ListTyp ;
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fun
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mkBodyProgram : (AS : ListTyp) ->
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Body AS -> Program -> BodyProgram ListTyp ;
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RecFunct : (AS : ListTyp) -> (V : Typ) ->
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(Fun AS V -> BodyProgram AS) -> Program ;
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\end{verbatim}
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but we have not yet investigated this.
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\section{The concrete syntax of C}
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A concrete syntax, for a given abstract syntax,
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consists of \texttt{lincat} judgements
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defining the \empha{linearization types} of each category,
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\[
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\mbox{\texttt{lincat}} \; C \; \mbox{\texttt{=}} \; T
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\]
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defining the \empha{linearization types} $T$ of each category $C$,
|
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and \texttt{lin} judgements
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defining the \empha{linearization functions} of each function
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\[
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\mbox{\texttt{lin}} \; f \; \mbox{\texttt{=}} \; t
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\]
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defining the \empha{linearization functions} $t$ of each function $f$
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in the abstract syntax. The linearization functions are
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checked to be well-typed with respect the \texttt{lincat}
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definitions, and the syntax of GF forces them to be \empha{compositional}
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@@ -348,9 +388,9 @@ linearization functions, and linearizations of trees.
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Because of compositionality, no case analysis on expressions
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is possible in linearization rules. The values of linearization
|
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therefore have to carry information on how they are used in
|
||||
different situations, which means that linearization
|
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types are record types instead of just the string type.
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The simplest record type that is used is
|
||||
different situations. Therefore linearization
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types are generally record types instead of just the string type.
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The simplest record type that is used in GF is
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\begin{verbatim}
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{s : Str}
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\end{verbatim}
|
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@@ -365,13 +405,23 @@ used by default.
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Resource modules define auxiliary notions that can be
|
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used in concrete syntax. These notions include
|
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\empha{parameter types} defined by \texttt{param}
|
||||
judgements, and \empha{operations} defined by
|
||||
\texttt{oper} judgements. These judgements are
|
||||
judgements
|
||||
\[
|
||||
\mbox{\texttt{param}} \; P \; \mbox{\texttt{=}}
|
||||
\; C_{1} \; \Gamma_{1} \; \mid \; \cdots \; \mid \;
|
||||
\; C_{n} \; \Gamma_{n}
|
||||
\]
|
||||
and \empha{operations} defined by
|
||||
\texttt{oper} judgements
|
||||
\[
|
||||
\mbox{\texttt{oper}} \; f \; \mbox{\texttt{:}} \; T \; \mbox{\texttt{=}} \; t
|
||||
\]
|
||||
These judgements are
|
||||
similar to datatype and function definitions
|
||||
in functional programming, with the restriction
|
||||
that parameter types must be finite and operations
|
||||
may not be recursive. It is due to these restrictions that
|
||||
the parsing algorithms are possible to derive from
|
||||
we can always derive a parsing algorithm from a set of
|
||||
linearization rules.
|
||||
|
||||
The following string operations are useful in almost
|
||||
@@ -435,6 +485,7 @@ of superfluous parentheses, which is not allowed by
|
||||
the present grammar.
|
||||
|
||||
|
||||
|
||||
\subsection{Statements}
|
||||
|
||||
Statements in C have
|
||||
@@ -448,7 +499,7 @@ the use of semicolons on a high level.
|
||||
statement : Str -> SS = \s -> ss (s ++ ";");
|
||||
\end{verbatim}
|
||||
As for declarations, which bind variables, we notice the
|
||||
special projection \verb6.$06 to refet to the bound variable.
|
||||
special projection \verb6.$06 to refer to the bound variable.
|
||||
Technically, terms that are linearized must be in $\eta$-long
|
||||
form, which guarantees that a variable symbol can always be
|
||||
found, and that a field representing it can be added to the
|
||||
@@ -465,6 +516,7 @@ linearization record.
|
||||
\end{verbatim}
|
||||
|
||||
|
||||
|
||||
\subsection{Functions}
|
||||
|
||||
The only new problem presented by functions is the proper
|
||||
@@ -475,7 +527,7 @@ Since compositionality prevents taking cases of list forms, e.g.
|
||||
-- ConsExp _ _ e NilExp = e ;
|
||||
-- ConsExp _ _ e es = ss (e.s ++ "," ++ es.s) ;
|
||||
\end{verbatim}
|
||||
we have to encode the size of a list in a parameter:
|
||||
we have to encode the size of a list (zero, one, or more) in a parameter:
|
||||
\begin{verbatim}
|
||||
param
|
||||
Size = Zero | One | More ;
|
||||
@@ -526,40 +578,56 @@ component.
|
||||
|
||||
JVM syntax is, linguistically, more straightforward than
|
||||
the syntax of C, and could be described by a regular
|
||||
expression. The transition of our abstract syntax to JVM,
|
||||
expression. The translation from our abstract syntax to JVM,
|
||||
however, is tricky because variables are replaced by
|
||||
their addresses (relative to the frame pointer), and
|
||||
linearization must maintain a symbol table that permits
|
||||
linearization must therefore maintain a symbol table that permits
|
||||
the lookup of a variable address. As shown in the code
|
||||
in Appendix C, we have not quite succeeded to do this
|
||||
in the generated code. Instead, we generate (non-JVM)
|
||||
\texttt{alloc} instructions and use another pass,
|
||||
written in Haskell (Appendix E), to replace variable
|
||||
symbols by their addresses.
|
||||
in the code generated by linearization.
|
||||
Instead, we use variable symbols instead of addresses
|
||||
in \texttt{load} and \texttt{store} instructions, and
|
||||
generate \texttt{alloc} pseudoinstructions from declarations.
|
||||
Then we use another pass, written in Haskell (Appendix E),
|
||||
to replace variable symbols by their addresses. The following example
|
||||
shows how the three representations (C, pseudo-JVM, JVM) look like
|
||||
for a piece of code.
|
||||
\begin{verbatim}
|
||||
int x ; alloc i x ; x has address 0
|
||||
int y ; alloc i y ; y has address 1
|
||||
x = 5 ; i _push 5 ipush 5
|
||||
i _store x istore 0
|
||||
y = x ; i _load x iload 0
|
||||
i _store y istore 1
|
||||
\end{verbatim}
|
||||
|
||||
A related problem is the generation of fresh labels for
|
||||
jumps. We solve this by maintaining a growing label
|
||||
jumps. We solve this by maintaining a growing label suffix
|
||||
as a field of the linearization of statements into
|
||||
instructions. The problem remains that the two branches
|
||||
in an \texttt{if-else} statement can use the same
|
||||
labels. Making them unique will have to be
|
||||
added to the post-processing pass. This is, however,
|
||||
added to the post-processing pass. This is
|
||||
always possible, because labels are nested in a
|
||||
disciplined way.
|
||||
disciplined way, and jumps can never go to remote labels.
|
||||
|
||||
As it turned out too laborious to thread the label counter
|
||||
to expressions, we decided to compile comparison
|
||||
expressions into method calls, which should be provided
|
||||
by a run-time library.
|
||||
As it turned out laborious to thread the label counter
|
||||
to expressions, we decided to compile comparison \verb6x < y6
|
||||
expressions into function calls, which should be provided
|
||||
by a run-time library. This would no more work for the
|
||||
conjunction \verb6x && y6
|
||||
and disjunction \verb6x || y6, if we want to keep their semantics
|
||||
lazy, since function calls are strict in their arguments.
|
||||
|
||||
The JVM syntax used is from the Jasmin assembler
|
||||
\cite{jasmin}, with small deviation which will
|
||||
be removed shortly.
|
||||
|
||||
|
||||
|
||||
\subsection{A code example}
|
||||
|
||||
Here is a C source program, the JVM code obtained by linearization, and
|
||||
Here is a complete C source program, the JVM code obtained by linearization, and
|
||||
the postprocessed JVM code.
|
||||
\small
|
||||
\begin{verbatim}
|
||||
@@ -594,6 +662,7 @@ int main () { call ilt ; call ilt ;
|
||||
\normalsize
|
||||
|
||||
|
||||
|
||||
\section{Related work}
|
||||
|
||||
The theoretical ideas behind our compiler experiment
|
||||
@@ -603,22 +672,23 @@ dependent types and higher-order abstract syntax
|
||||
has been studied in various logical frameworks
|
||||
\cite{harper-honsell,magnusson-nordstr,twelf}.
|
||||
The idea of using a common abstract syntax for different
|
||||
languages was clearly exposed in \cite{landin}. The view of
|
||||
languages was clearly exposed by Landin \cite{landin}. The view of
|
||||
code generation as linearization is a central aspect of
|
||||
the classic compiler textbook \cite{aho-ullman}. The use
|
||||
of the same grammar both for parsing and linearization
|
||||
the classic compiler textbook by Aho, Sethi, and Ullman
|
||||
\cite{aho-ullman}.
|
||||
The use of the same grammar both for parsing and linearization
|
||||
is a guiding principle of unification-based linguistic grammar
|
||||
formalisms \cite{pereira}. Interactive editors derived from
|
||||
formalisms \cite{pereira-shieber}. Interactive editors derived from
|
||||
grammars have been used in various programming and proof
|
||||
assistants \cite{teitelbaum,metal,ALF}.
|
||||
assistants \cite{teitelbaum,metal,magnusson-nordstr}.
|
||||
|
||||
Even though the different ideas are well-known, they are
|
||||
applied less in practice than in theory. In particular,
|
||||
we have not seen them used together to construct a complete
|
||||
compiler. In our view, putting these ideas together is
|
||||
an attractive approach to compiling, since a compiler written
|
||||
in this way is completely declarative, and therefore concise,
|
||||
and therefore easy to modify and extend. For instance, if
|
||||
in this way is completely declarative, hence concise,
|
||||
and therefore easy to modify and extend. What is more, if
|
||||
a new language construct is added, the GF type checker
|
||||
verifies that the addition is propagated to all components
|
||||
of the compiler. As the implementation is declarative,
|
||||
@@ -631,6 +701,51 @@ semantics that is actually used in the implementation.
|
||||
|
||||
We managed to compile a large subset of C, and growing it
|
||||
does not necessarily pose any new kinds of problems.
|
||||
Using HOAS and dependent types to describe the abstract
|
||||
syntax of C works fine, and defining the concrete syntax
|
||||
of C on top of this using GF linearization machinery is
|
||||
already possible, even though more support could be
|
||||
desired for things like literals and precedences.
|
||||
|
||||
The parser generated by GF is not able to parse all
|
||||
source programs, because of cyclic context-free
|
||||
rules (of the form $C ::= C$). Recovery from cyclic
|
||||
rules is ongoing work in GF independently of this
|
||||
experiment.
|
||||
|
||||
The most serious problem is that the idea of compilation
|
||||
as linearization does not quite work in the generation
|
||||
of JVM code, if linearization is understood in the
|
||||
sense of GF. In GF, linearization rules must be
|
||||
compositional, and can only depend on parameters from
|
||||
finite parameter sets. Hence it is not possible to encode
|
||||
linearization with updates to and lookups from a symbol table,
|
||||
as is usual in code generation.
|
||||
|
||||
Compositionality also prevents optimizations during linearization
|
||||
by clever instruction selection, elimination of superfluous
|
||||
labels and jumps, etc.
|
||||
|
||||
It would of course be possible to implement the compiler
|
||||
back end in GF in the traditional way, as a noncompositional
|
||||
function from the abstract syntax of C to a different abstract
|
||||
syntax of JVM. The abstract syntax notation of GF permits
|
||||
definitions of functions, and the GF interpreter can be used
|
||||
for evaluating terms into normal form. Thus one could write
|
||||
\begin{verbatim}
|
||||
fun
|
||||
transStm : Env -> Stm -> EnvInstr ;
|
||||
def
|
||||
transStm env (Decl typ rest) = ...
|
||||
transStm env (Assign typ var exp rest) = ...
|
||||
\end{verbatim}
|
||||
This would be cumbersome in practice, because
|
||||
GF does not have facilities like built-in lists and tuples,
|
||||
or monads. Of course, the compiler could no longer be
|
||||
inverted into a decompiler, in the way true linearization
|
||||
can be inverted into a parser.
|
||||
|
||||
|
||||
|
||||
|
||||
\bibliographystyle{plain}
|
||||
@@ -778,7 +893,7 @@ concrete ImperJVM of Imper = open ResImper in {
|
||||
BodyCons a as body = instrb a.s [] (body ** {s3 = []});
|
||||
|
||||
Decl typ cont = instrb typ.s (
|
||||
"alloc_" ++ typ.s ++ cont.$0
|
||||
"alloc" ++ typ.s ++ cont.$0
|
||||
) cont ;
|
||||
Assign t x exp = instrc (
|
||||
exp.s ++
|
||||
|
||||
Reference in New Issue
Block a user