[llvm-commits] [llvm] r169343 [2/2] - in /llvm/trunk/docs: ./ tutorial/

Sean Silva silvas at purdue.edu
Tue Dec 4 16:26:33 PST 2012


Removed: llvm/trunk/docs/tutorial/OCamlLangImpl5.html
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl5.html?rev=169342&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl5.html (original)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl5.html (removed)
@@ -1,1560 +0,0 @@
-<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01//EN"
-                      "http://www.w3.org/TR/html4/strict.dtd">
-
-<html>
-<head>
-  <title>Kaleidoscope: Extending the Language: Control Flow</title>
-  <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-  <meta name="author" content="Chris Lattner">
-  <meta name="author" content="Erick Tryzelaar">
-  <link rel="stylesheet" href="../_static/llvm.css" type="text/css">
-</head>
-
-<body>
-
-<h1>Kaleidoscope: Extending the Language: Control Flow</h1>
-
-<ul>
-<li><a href="index.html">Up to Tutorial Index</a></li>
-<li>Chapter 5
-  <ol>
-    <li><a href="#intro">Chapter 5 Introduction</a></li>
-    <li><a href="#ifthen">If/Then/Else</a>
-    <ol>
-      <li><a href="#iflexer">Lexer Extensions</a></li>
-      <li><a href="#ifast">AST Extensions</a></li>
-      <li><a href="#ifparser">Parser Extensions</a></li>
-      <li><a href="#ifir">LLVM IR</a></li>
-      <li><a href="#ifcodegen">Code Generation</a></li>
-    </ol>
-    </li>
-    <li><a href="#for">'for' Loop Expression</a>
-    <ol>
-      <li><a href="#forlexer">Lexer Extensions</a></li>
-      <li><a href="#forast">AST Extensions</a></li>
-      <li><a href="#forparser">Parser Extensions</a></li>
-      <li><a href="#forir">LLVM IR</a></li>
-      <li><a href="#forcodegen">Code Generation</a></li>
-    </ol>
-    </li>
-    <li><a href="#code">Full Code Listing</a></li>
-  </ol>
-</li>
-<li><a href="OCamlLangImpl6.html">Chapter 6</a>: Extending the Language:
-User-defined Operators</li>
-</ul>
-
-<div class="doc_author">
-	<p>
-		Written by <a href="mailto:sabre at nondot.org">Chris Lattner</a>
-		and <a href="mailto:idadesub at users.sourceforge.net">Erick Tryzelaar</a>
-	</p>
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="intro">Chapter 5 Introduction</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Welcome to Chapter 5 of the "<a href="index.html">Implementing a language
-with LLVM</a>" tutorial.  Parts 1-4 described the implementation of the simple
-Kaleidoscope language and included support for generating LLVM IR, followed by
-optimizations and a JIT compiler.  Unfortunately, as presented, Kaleidoscope is
-mostly useless: it has no control flow other than call and return.  This means
-that you can't have conditional branches in the code, significantly limiting its
-power.  In this episode of "build that compiler", we'll extend Kaleidoscope to
-have an if/then/else expression plus a simple 'for' loop.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="ifthen">If/Then/Else</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>
-Extending Kaleidoscope to support if/then/else is quite straightforward.  It
-basically requires adding lexer support for this "new" concept to the lexer,
-parser, AST, and LLVM code emitter.  This example is nice, because it shows how
-easy it is to "grow" a language over time, incrementally extending it as new
-ideas are discovered.</p>
-
-<p>Before we get going on "how" we add this extension, lets talk about "what" we
-want.  The basic idea is that we want to be able to write this sort of thing:
-</p>
-
-<div class="doc_code">
-<pre>
-def fib(x)
-  if x < 3 then
-    1
-  else
-    fib(x-1)+fib(x-2);
-</pre>
-</div>
-
-<p>In Kaleidoscope, every construct is an expression: there are no statements.
-As such, the if/then/else expression needs to return a value like any other.
-Since we're using a mostly functional form, we'll have it evaluate its
-conditional, then return the 'then' or 'else' value based on how the condition
-was resolved.  This is very similar to the C "?:" expression.</p>
-
-<p>The semantics of the if/then/else expression is that it evaluates the
-condition to a boolean equality value: 0.0 is considered to be false and
-everything else is considered to be true.
-If the condition is true, the first subexpression is evaluated and returned, if
-the condition is false, the second subexpression is evaluated and returned.
-Since Kaleidoscope allows side-effects, this behavior is important to nail down.
-</p>
-
-<p>Now that we know what we "want", lets break this down into its constituent
-pieces.</p>
-
-<!-- ======================================================================= -->
-<h4><a name="iflexer">Lexer Extensions for If/Then/Else</a></h4>
-<!-- ======================================================================= -->
-
-
-<div>
-
-<p>The lexer extensions are straightforward.  First we add new variants
-for the relevant tokens:</p>
-
-<div class="doc_code">
-<pre>
-  (* control *)
-  | If | Then | Else | For | In
-</pre>
-</div>
-
-<p>Once we have that, we recognize the new keywords in the lexer. This is pretty simple
-stuff:</p>
-
-<div class="doc_code">
-<pre>
-      ...
-      match Buffer.contents buffer with
-      | "def" -> [< 'Token.Def; stream >]
-      | "extern" -> [< 'Token.Extern; stream >]
-      | "if" -> [< 'Token.If; stream >]
-      | "then" -> [< 'Token.Then; stream >]
-      | "else" -> [< 'Token.Else; stream >]
-      | "for" -> [< 'Token.For; stream >]
-      | "in" -> [< 'Token.In; stream >]
-      | id -> [< 'Token.Ident id; stream >]
-</pre>
-</div>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="ifast">AST Extensions for If/Then/Else</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>To represent the new expression we add a new AST variant for it:</p>
-
-<div class="doc_code">
-<pre>
-type expr =
-  ...
-  (* variant for if/then/else. *)
-  | If of expr * expr * expr
-</pre>
-</div>
-
-<p>The AST variant just has pointers to the various subexpressions.</p>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="ifparser">Parser Extensions for If/Then/Else</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>Now that we have the relevant tokens coming from the lexer and we have the
-AST node to build, our parsing logic is relatively straightforward.  First we
-define a new parsing function:</p>
-
-<div class="doc_code">
-<pre>
-let rec parse_primary = parser
-  ...
-  (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
-  | [< 'Token.If; c=parse_expr;
-       'Token.Then ?? "expected 'then'"; t=parse_expr;
-       'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
-      Ast.If (c, t, e)
-</pre>
-</div>
-
-<p>Next we hook it up as a primary expression:</p>
-
-<div class="doc_code">
-<pre>
-let rec parse_primary = parser
-  ...
-  (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
-  | [< 'Token.If; c=parse_expr;
-       'Token.Then ?? "expected 'then'"; t=parse_expr;
-       'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
-      Ast.If (c, t, e)
-</pre>
-</div>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="ifir">LLVM IR for If/Then/Else</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>Now that we have it parsing and building the AST, the final piece is adding
-LLVM code generation support.  This is the most interesting part of the
-if/then/else example, because this is where it starts to introduce new concepts.
-All of the code above has been thoroughly described in previous chapters.
-</p>
-
-<p>To motivate the code we want to produce, lets take a look at a simple
-example.  Consider:</p>
-
-<div class="doc_code">
-<pre>
-extern foo();
-extern bar();
-def baz(x) if x then foo() else bar();
-</pre>
-</div>
-
-<p>If you disable optimizations, the code you'll (soon) get from Kaleidoscope
-looks like this:</p>
-
-<div class="doc_code">
-<pre>
-declare double @foo()
-
-declare double @bar()
-
-define double @baz(double %x) {
-entry:
-  %ifcond = fcmp one double %x, 0.000000e+00
-  br i1 %ifcond, label %then, label %else
-
-then:    ; preds = %entry
-  %calltmp = call double @foo()
-  br label %ifcont
-
-else:    ; preds = %entry
-  %calltmp1 = call double @bar()
-  br label %ifcont
-
-ifcont:    ; preds = %else, %then
-  %iftmp = phi double [ %calltmp, %then ], [ %calltmp1, %else ]
-  ret double %iftmp
-}
-</pre>
-</div>
-
-<p>To visualize the control flow graph, you can use a nifty feature of the LLVM
-'<a href="http://llvm.org/cmds/opt.html">opt</a>' tool.  If you put this LLVM IR
-into "t.ll" and run "<tt>llvm-as < t.ll | opt -analyze -view-cfg</tt>", <a
-href="../ProgrammersManual.html#ViewGraph">a window will pop up</a> and you'll
-see this graph:</p>
-
-<div style="text-align: center"><img src="LangImpl5-cfg.png" alt="Example CFG" width="423"
-height="315"></div>
-
-<p>Another way to get this is to call "<tt>Llvm_analysis.view_function_cfg
-f</tt>" or "<tt>Llvm_analysis.view_function_cfg_only f</tt>" (where <tt>f</tt>
-is a "<tt>Function</tt>") either by inserting actual calls into the code and
-recompiling or by calling these in the debugger.  LLVM has many nice features
-for visualizing various graphs.</p>
-
-<p>Getting back to the generated code, it is fairly simple: the entry block
-evaluates the conditional expression ("x" in our case here) and compares the
-result to 0.0 with the "<tt><a href="../LangRef.html#i_fcmp">fcmp</a> one</tt>"
-instruction ('one' is "Ordered and Not Equal").  Based on the result of this
-expression, the code jumps to either the "then" or "else" blocks, which contain
-the expressions for the true/false cases.</p>
-
-<p>Once the then/else blocks are finished executing, they both branch back to the
-'ifcont' block to execute the code that happens after the if/then/else.  In this
-case the only thing left to do is to return to the caller of the function.  The
-question then becomes: how does the code know which expression to return?</p>
-
-<p>The answer to this question involves an important SSA operation: the
-<a href="http://en.wikipedia.org/wiki/Static_single_assignment_form">Phi
-operation</a>.  If you're not familiar with SSA, <a
-href="http://en.wikipedia.org/wiki/Static_single_assignment_form">the wikipedia
-article</a> is a good introduction and there are various other introductions to
-it available on your favorite search engine.  The short version is that
-"execution" of the Phi operation requires "remembering" which block control came
-from.  The Phi operation takes on the value corresponding to the input control
-block.  In this case, if control comes in from the "then" block, it gets the
-value of "calltmp".  If control comes from the "else" block, it gets the value
-of "calltmp1".</p>
-
-<p>At this point, you are probably starting to think "Oh no! This means my
-simple and elegant front-end will have to start generating SSA form in order to
-use LLVM!".  Fortunately, this is not the case, and we strongly advise
-<em>not</em> implementing an SSA construction algorithm in your front-end
-unless there is an amazingly good reason to do so.  In practice, there are two
-sorts of values that float around in code written for your average imperative
-programming language that might need Phi nodes:</p>
-
-<ol>
-<li>Code that involves user variables: <tt>x = 1; x = x + 1; </tt></li>
-<li>Values that are implicit in the structure of your AST, such as the Phi node
-in this case.</li>
-</ol>
-
-<p>In <a href="OCamlLangImpl7.html">Chapter 7</a> of this tutorial ("mutable
-variables"), we'll talk about #1
-in depth.  For now, just believe me that you don't need SSA construction to
-handle this case.  For #2, you have the choice of using the techniques that we will
-describe for #1, or you can insert Phi nodes directly, if convenient.  In this
-case, it is really really easy to generate the Phi node, so we choose to do it
-directly.</p>
-
-<p>Okay, enough of the motivation and overview, lets generate code!</p>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="ifcodegen">Code Generation for If/Then/Else</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>In order to generate code for this, we implement the <tt>Codegen</tt> method
-for <tt>IfExprAST</tt>:</p>
-
-<div class="doc_code">
-<pre>
-let rec codegen_expr = function
-  ...
-  | Ast.If (cond, then_, else_) ->
-      let cond = codegen_expr cond in
-
-      (* Convert condition to a bool by comparing equal to 0.0 *)
-      let zero = const_float double_type 0.0 in
-      let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
-</pre>
-</div>
-
-<p>This code is straightforward and similar to what we saw before.  We emit the
-expression for the condition, then compare that value to zero to get a truth
-value as a 1-bit (bool) value.</p>
-
-<div class="doc_code">
-<pre>
-      (* Grab the first block so that we might later add the conditional branch
-       * to it at the end of the function. *)
-      let start_bb = insertion_block builder in
-      let the_function = block_parent start_bb in
-
-      let then_bb = append_block context "then" the_function in
-      position_at_end then_bb builder;
-</pre>
-</div>
-
-<p>
-As opposed to the <a href="LangImpl5.html">C++ tutorial</a>, we have to build
-our basic blocks bottom up since we can't have dangling BasicBlocks.  We start
-off by saving a pointer to the first block (which might not be the entry
-block), which we'll need to build a conditional branch later.  We do this by
-asking the <tt>builder</tt> for the current BasicBlock.  The fourth line
-gets the current Function object that is being built.  It gets this by the
-<tt>start_bb</tt> for its "parent" (the function it is currently embedded
-into).</p>
-
-<p>Once it has that, it creates one block.  It is automatically appended into
-the function's list of blocks.</p>
-
-<div class="doc_code">
-<pre>
-      (* Emit 'then' value. *)
-      position_at_end then_bb builder;
-      let then_val = codegen_expr then_ in
-
-      (* Codegen of 'then' can change the current block, update then_bb for the
-       * phi. We create a new name because one is used for the phi node, and the
-       * other is used for the conditional branch. *)
-      let new_then_bb = insertion_block builder in
-</pre>
-</div>
-
-<p>We move the builder to start inserting into the "then" block.  Strictly
-speaking, this call moves the insertion point to be at the end of the specified
-block.  However, since the "then" block is empty, it also starts out by
-inserting at the beginning of the block.  :)</p>
-
-<p>Once the insertion point is set, we recursively codegen the "then" expression
-from the AST.</p>
-
-<p>The final line here is quite subtle, but is very important.  The basic issue
-is that when we create the Phi node in the merge block, we need to set up the
-block/value pairs that indicate how the Phi will work.  Importantly, the Phi
-node expects to have an entry for each predecessor of the block in the CFG.  Why
-then, are we getting the current block when we just set it to ThenBB 5 lines
-above?  The problem is that the "Then" expression may actually itself change the
-block that the Builder is emitting into if, for example, it contains a nested
-"if/then/else" expression.  Because calling Codegen recursively could
-arbitrarily change the notion of the current block, we are required to get an
-up-to-date value for code that will set up the Phi node.</p>
-
-<div class="doc_code">
-<pre>
-      (* Emit 'else' value. *)
-      let else_bb = append_block context "else" the_function in
-      position_at_end else_bb builder;
-      let else_val = codegen_expr else_ in
-
-      (* Codegen of 'else' can change the current block, update else_bb for the
-       * phi. *)
-      let new_else_bb = insertion_block builder in
-</pre>
-</div>
-
-<p>Code generation for the 'else' block is basically identical to codegen for
-the 'then' block.</p>
-
-<div class="doc_code">
-<pre>
-      (* Emit merge block. *)
-      let merge_bb = append_block context "ifcont" the_function in
-      position_at_end merge_bb builder;
-      let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
-      let phi = build_phi incoming "iftmp" builder in
-</pre>
-</div>
-
-<p>The first two lines here are now familiar: the first adds the "merge" block
-to the Function object.  The second block changes the insertion point so that
-newly created code will go into the "merge" block.  Once that is done, we need
-to create the PHI node and set up the block/value pairs for the PHI.</p>
-
-<div class="doc_code">
-<pre>
-      (* Return to the start block to add the conditional branch. *)
-      position_at_end start_bb builder;
-      ignore (build_cond_br cond_val then_bb else_bb builder);
-</pre>
-</div>
-
-<p>Once the blocks are created, we can emit the conditional branch that chooses
-between them.  Note that creating new blocks does not implicitly affect the
-IRBuilder, so it is still inserting into the block that the condition
-went into.  This is why we needed to save the "start" block.</p>
-
-<div class="doc_code">
-<pre>
-      (* Set a unconditional branch at the end of the 'then' block and the
-       * 'else' block to the 'merge' block. *)
-      position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
-      position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
-
-      (* Finally, set the builder to the end of the merge block. *)
-      position_at_end merge_bb builder;
-
-      phi
-</pre>
-</div>
-
-<p>To finish off the blocks, we create an unconditional branch
-to the merge block.  One interesting (and very important) aspect of the LLVM IR
-is that it <a href="../LangRef.html#functionstructure">requires all basic blocks
-to be "terminated"</a> with a <a href="../LangRef.html#terminators">control flow
-instruction</a> such as return or branch.  This means that all control flow,
-<em>including fall throughs</em> must be made explicit in the LLVM IR.  If you
-violate this rule, the verifier will emit an error.
-
-<p>Finally, the CodeGen function returns the phi node as the value computed by
-the if/then/else expression.  In our example above, this returned value will
-feed into the code for the top-level function, which will create the return
-instruction.</p>
-
-<p>Overall, we now have the ability to execute conditional code in
-Kaleidoscope.  With this extension, Kaleidoscope is a fairly complete language
-that can calculate a wide variety of numeric functions.  Next up we'll add
-another useful expression that is familiar from non-functional languages...</p>
-
-</div>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="for">'for' Loop Expression</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Now that we know how to add basic control flow constructs to the language,
-we have the tools to add more powerful things.  Lets add something more
-aggressive, a 'for' expression:</p>
-
-<div class="doc_code">
-<pre>
- extern putchard(char);
- def printstar(n)
-   for i = 1, i < n, 1.0 in
-     putchard(42);  # ascii 42 = '*'
-
- # print 100 '*' characters
- printstar(100);
-</pre>
-</div>
-
-<p>This expression defines a new variable ("i" in this case) which iterates from
-a starting value, while the condition ("i < n" in this case) is true,
-incrementing by an optional step value ("1.0" in this case).  If the step value
-is omitted, it defaults to 1.0.  While the loop is true, it executes its
-body expression.  Because we don't have anything better to return, we'll just
-define the loop as always returning 0.0.  In the future when we have mutable
-variables, it will get more useful.</p>
-
-<p>As before, lets talk about the changes that we need to Kaleidoscope to
-support this.</p>
-
-<!-- ======================================================================= -->
-<h4><a name="forlexer">Lexer Extensions for the 'for' Loop</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>The lexer extensions are the same sort of thing as for if/then/else:</p>
-
-<div class="doc_code">
-<pre>
-  ... in Token.token ...
-  (* control *)
-  | If | Then | Else
-  <b>| For | In</b>
-
-  ... in Lexer.lex_ident...
-      match Buffer.contents buffer with
-      | "def" -> [< 'Token.Def; stream >]
-      | "extern" -> [< 'Token.Extern; stream >]
-      | "if" -> [< 'Token.If; stream >]
-      | "then" -> [< 'Token.Then; stream >]
-      | "else" -> [< 'Token.Else; stream >]
-      <b>| "for" -> [< 'Token.For; stream >]
-      | "in" -> [< 'Token.In; stream >]</b>
-      | id -> [< 'Token.Ident id; stream >]
-</pre>
-</div>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="forast">AST Extensions for the 'for' Loop</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>The AST variant is just as simple.  It basically boils down to capturing
-the variable name and the constituent expressions in the node.</p>
-
-<div class="doc_code">
-<pre>
-type expr =
-  ...
-  (* variant for for/in. *)
-  | For of string * expr * expr * expr option * expr
-</pre>
-</div>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="forparser">Parser Extensions for the 'for' Loop</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>The parser code is also fairly standard.  The only interesting thing here is
-handling of the optional step value.  The parser code handles it by checking to
-see if the second comma is present.  If not, it sets the step value to null in
-the AST node:</p>
-
-<div class="doc_code">
-<pre>
-let rec parse_primary = parser
-  ...
-  (* forexpr
-        ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
-  | [< 'Token.For;
-       'Token.Ident id ?? "expected identifier after for";
-       'Token.Kwd '=' ?? "expected '=' after for";
-       stream >] ->
-      begin parser
-        | [<
-             start=parse_expr;
-             'Token.Kwd ',' ?? "expected ',' after for";
-             end_=parse_expr;
-             stream >] ->
-            let step =
-              begin parser
-              | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
-              | [< >] -> None
-              end stream
-            in
-            begin parser
-            | [< 'Token.In; body=parse_expr >] ->
-                Ast.For (id, start, end_, step, body)
-            | [< >] ->
-                raise (Stream.Error "expected 'in' after for")
-            end stream
-        | [< >] ->
-            raise (Stream.Error "expected '=' after for")
-      end stream
-</pre>
-</div>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="forir">LLVM IR for the 'for' Loop</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>Now we get to the good part: the LLVM IR we want to generate for this thing.
-With the simple example above, we get this LLVM IR (note that this dump is
-generated with optimizations disabled for clarity):
-</p>
-
-<div class="doc_code">
-<pre>
-declare double @putchard(double)
-
-define double @printstar(double %n) {
-entry:
-        ; initial value = 1.0 (inlined into phi)
-  br label %loop
-
-loop:    ; preds = %loop, %entry
-  %i = phi double [ 1.000000e+00, %entry ], [ %nextvar, %loop ]
-        ; body
-  %calltmp = call double @putchard(double 4.200000e+01)
-        ; increment
-  %nextvar = fadd double %i, 1.000000e+00
-
-        ; termination test
-  %cmptmp = fcmp ult double %i, %n
-  %booltmp = uitofp i1 %cmptmp to double
-  %loopcond = fcmp one double %booltmp, 0.000000e+00
-  br i1 %loopcond, label %loop, label %afterloop
-
-afterloop:    ; preds = %loop
-        ; loop always returns 0.0
-  ret double 0.000000e+00
-}
-</pre>
-</div>
-
-<p>This loop contains all the same constructs we saw before: a phi node, several
-expressions, and some basic blocks.  Lets see how this fits together.</p>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="forcodegen">Code Generation for the 'for' Loop</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>The first part of Codegen is very simple: we just output the start expression
-for the loop value:</p>
-
-<div class="doc_code">
-<pre>
-let rec codegen_expr = function
-  ...
-  | Ast.For (var_name, start, end_, step, body) ->
-      (* Emit the start code first, without 'variable' in scope. *)
-      let start_val = codegen_expr start in
-</pre>
-</div>
-
-<p>With this out of the way, the next step is to set up the LLVM basic block
-for the start of the loop body.  In the case above, the whole loop body is one
-block, but remember that the body code itself could consist of multiple blocks
-(e.g. if it contains an if/then/else or a for/in expression).</p>
-
-<div class="doc_code">
-<pre>
-      (* Make the new basic block for the loop header, inserting after current
-       * block. *)
-      let preheader_bb = insertion_block builder in
-      let the_function = block_parent preheader_bb in
-      let loop_bb = append_block context "loop" the_function in
-
-      (* Insert an explicit fall through from the current block to the
-       * loop_bb. *)
-      ignore (build_br loop_bb builder);
-</pre>
-</div>
-
-<p>This code is similar to what we saw for if/then/else.  Because we will need
-it to create the Phi node, we remember the block that falls through into the
-loop.  Once we have that, we create the actual block that starts the loop and
-create an unconditional branch for the fall-through between the two blocks.</p>
-
-<div class="doc_code">
-<pre>
-      (* Start insertion in loop_bb. *)
-      position_at_end loop_bb builder;
-
-      (* Start the PHI node with an entry for start. *)
-      let variable = build_phi [(start_val, preheader_bb)] var_name builder in
-</pre>
-</div>
-
-<p>Now that the "preheader" for the loop is set up, we switch to emitting code
-for the loop body.  To begin with, we move the insertion point and create the
-PHI node for the loop induction variable.  Since we already know the incoming
-value for the starting value, we add it to the Phi node.  Note that the Phi will
-eventually get a second value for the backedge, but we can't set it up yet
-(because it doesn't exist!).</p>
-
-<div class="doc_code">
-<pre>
-      (* Within the loop, the variable is defined equal to the PHI node. If it
-       * shadows an existing variable, we have to restore it, so save it
-       * now. *)
-      let old_val =
-        try Some (Hashtbl.find named_values var_name) with Not_found -> None
-      in
-      Hashtbl.add named_values var_name variable;
-
-      (* Emit the body of the loop.  This, like any other expr, can change the
-       * current BB.  Note that we ignore the value computed by the body, but
-       * don't allow an error *)
-      ignore (codegen_expr body);
-</pre>
-</div>
-
-<p>Now the code starts to get more interesting.  Our 'for' loop introduces a new
-variable to the symbol table.  This means that our symbol table can now contain
-either function arguments or loop variables.  To handle this, before we codegen
-the body of the loop, we add the loop variable as the current value for its
-name.  Note that it is possible that there is a variable of the same name in the
-outer scope.  It would be easy to make this an error (emit an error and return
-null if there is already an entry for VarName) but we choose to allow shadowing
-of variables.  In order to handle this correctly, we remember the Value that
-we are potentially shadowing in <tt>old_val</tt> (which will be None if there is
-no shadowed variable).</p>
-
-<p>Once the loop variable is set into the symbol table, the code recursively
-codegen's the body.  This allows the body to use the loop variable: any
-references to it will naturally find it in the symbol table.</p>
-
-<div class="doc_code">
-<pre>
-      (* Emit the step value. *)
-      let step_val =
-        match step with
-        | Some step -> codegen_expr step
-        (* If not specified, use 1.0. *)
-        | None -> const_float double_type 1.0
-      in
-
-      let next_var = build_add variable step_val "nextvar" builder in
-</pre>
-</div>
-
-<p>Now that the body is emitted, we compute the next value of the iteration
-variable by adding the step value, or 1.0 if it isn't present.
-'<tt>next_var</tt>' will be the value of the loop variable on the next iteration
-of the loop.</p>
-
-<div class="doc_code">
-<pre>
-      (* Compute the end condition. *)
-      let end_cond = codegen_expr end_ in
-
-      (* Convert condition to a bool by comparing equal to 0.0. *)
-      let zero = const_float double_type 0.0 in
-      let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
-</pre>
-</div>
-
-<p>Finally, we evaluate the exit value of the loop, to determine whether the
-loop should exit.  This mirrors the condition evaluation for the if/then/else
-statement.</p>
-
-<div class="doc_code">
-<pre>
-      (* Create the "after loop" block and insert it. *)
-      let loop_end_bb = insertion_block builder in
-      let after_bb = append_block context "afterloop" the_function in
-
-      (* Insert the conditional branch into the end of loop_end_bb. *)
-      ignore (build_cond_br end_cond loop_bb after_bb builder);
-
-      (* Any new code will be inserted in after_bb. *)
-      position_at_end after_bb builder;
-</pre>
-</div>
-
-<p>With the code for the body of the loop complete, we just need to finish up
-the control flow for it.  This code remembers the end block (for the phi node), then creates the block for the loop exit ("afterloop").  Based on the value of the
-exit condition, it creates a conditional branch that chooses between executing
-the loop again and exiting the loop.  Any future code is emitted in the
-"afterloop" block, so it sets the insertion position to it.</p>
-
-<div class="doc_code">
-<pre>
-      (* Add a new entry to the PHI node for the backedge. *)
-      add_incoming (next_var, loop_end_bb) variable;
-
-      (* Restore the unshadowed variable. *)
-      begin match old_val with
-      | Some old_val -> Hashtbl.add named_values var_name old_val
-      | None -> ()
-      end;
-
-      (* for expr always returns 0.0. *)
-      const_null double_type
-</pre>
-</div>
-
-<p>The final code handles various cleanups: now that we have the
-"<tt>next_var</tt>" value, we can add the incoming value to the loop PHI node.
-After that, we remove the loop variable from the symbol table, so that it isn't
-in scope after the for loop.  Finally, code generation of the for loop always
-returns 0.0, so that is what we return from <tt>Codegen.codegen_expr</tt>.</p>
-
-<p>With this, we conclude the "adding control flow to Kaleidoscope" chapter of
-the tutorial.  In this chapter we added two control flow constructs, and used
-them to motivate a couple of aspects of the LLVM IR that are important for
-front-end implementors to know.  In the next chapter of our saga, we will get
-a bit crazier and add <a href="OCamlLangImpl6.html">user-defined operators</a>
-to our poor innocent language.</p>
-
-</div>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="code">Full Code Listing</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>
-Here is the complete code listing for our running example, enhanced with the
-if/then/else and for expressions..  To build this example, use:
-</p>
-
-<div class="doc_code">
-<pre>
-# Compile
-ocamlbuild toy.byte
-# Run
-./toy.byte
-</pre>
-</div>
-
-<p>Here is the code:</p>
-
-<dl>
-<dt>_tags:</dt>
-<dd class="doc_code">
-<pre>
-<{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
-<*.{byte,native}>: g++, use_llvm, use_llvm_analysis
-<*.{byte,native}>: use_llvm_executionengine, use_llvm_target
-<*.{byte,native}>: use_llvm_scalar_opts, use_bindings
-</pre>
-</dd>
-
-<dt>myocamlbuild.ml:</dt>
-<dd class="doc_code">
-<pre>
-open Ocamlbuild_plugin;;
-
-ocaml_lib ~extern:true "llvm";;
-ocaml_lib ~extern:true "llvm_analysis";;
-ocaml_lib ~extern:true "llvm_executionengine";;
-ocaml_lib ~extern:true "llvm_target";;
-ocaml_lib ~extern:true "llvm_scalar_opts";;
-
-flag ["link"; "ocaml"; "g++"] (S[A"-cc"; A"g++"]);;
-dep ["link"; "ocaml"; "use_bindings"] ["bindings.o"];;
-</pre>
-</dd>
-
-<dt>token.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Lexer Tokens
- *===----------------------------------------------------------------------===*)
-
-(* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
- * these others for known things. *)
-type token =
-  (* commands *)
-  | Def | Extern
-
-  (* primary *)
-  | Ident of string | Number of float
-
-  (* unknown *)
-  | Kwd of char
-
-  (* control *)
-  | If | Then | Else
-  | For | In
-</pre>
-</dd>
-
-<dt>lexer.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Lexer
- *===----------------------------------------------------------------------===*)
-
-let rec lex = parser
-  (* Skip any whitespace. *)
-  | [< ' (' ' | '\n' | '\r' | '\t'); stream >] -> lex stream
-
-  (* identifier: [a-zA-Z][a-zA-Z0-9] *)
-  | [< ' ('A' .. 'Z' | 'a' .. 'z' as c); stream >] ->
-      let buffer = Buffer.create 1 in
-      Buffer.add_char buffer c;
-      lex_ident buffer stream
-
-  (* number: [0-9.]+ *)
-  | [< ' ('0' .. '9' as c); stream >] ->
-      let buffer = Buffer.create 1 in
-      Buffer.add_char buffer c;
-      lex_number buffer stream
-
-  (* Comment until end of line. *)
-  | [< ' ('#'); stream >] ->
-      lex_comment stream
-
-  (* Otherwise, just return the character as its ascii value. *)
-  | [< 'c; stream >] ->
-      [< 'Token.Kwd c; lex stream >]
-
-  (* end of stream. *)
-  | [< >] -> [< >]
-
-and lex_number buffer = parser
-  | [< ' ('0' .. '9' | '.' as c); stream >] ->
-      Buffer.add_char buffer c;
-      lex_number buffer stream
-  | [< stream=lex >] ->
-      [< 'Token.Number (float_of_string (Buffer.contents buffer)); stream >]
-
-and lex_ident buffer = parser
-  | [< ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream >] ->
-      Buffer.add_char buffer c;
-      lex_ident buffer stream
-  | [< stream=lex >] ->
-      match Buffer.contents buffer with
-      | "def" -> [< 'Token.Def; stream >]
-      | "extern" -> [< 'Token.Extern; stream >]
-      | "if" -> [< 'Token.If; stream >]
-      | "then" -> [< 'Token.Then; stream >]
-      | "else" -> [< 'Token.Else; stream >]
-      | "for" -> [< 'Token.For; stream >]
-      | "in" -> [< 'Token.In; stream >]
-      | id -> [< 'Token.Ident id; stream >]
-
-and lex_comment = parser
-  | [< ' ('\n'); stream=lex >] -> stream
-  | [< 'c; e=lex_comment >] -> e
-  | [< >] -> [< >]
-</pre>
-</dd>
-
-<dt>ast.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Abstract Syntax Tree (aka Parse Tree)
- *===----------------------------------------------------------------------===*)
-
-(* expr - Base type for all expression nodes. *)
-type expr =
-  (* variant for numeric literals like "1.0". *)
-  | Number of float
-
-  (* variant for referencing a variable, like "a". *)
-  | Variable of string
-
-  (* variant for a binary operator. *)
-  | Binary of char * expr * expr
-
-  (* variant for function calls. *)
-  | Call of string * expr array
-
-  (* variant for if/then/else. *)
-  | If of expr * expr * expr
-
-  (* variant for for/in. *)
-  | For of string * expr * expr * expr option * expr
-
-(* proto - This type represents the "prototype" for a function, which captures
- * its name, and its argument names (thus implicitly the number of arguments the
- * function takes). *)
-type proto = Prototype of string * string array
-
-(* func - This type represents a function definition itself. *)
-type func = Function of proto * expr
-</pre>
-</dd>
-
-<dt>parser.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===---------------------------------------------------------------------===
- * Parser
- *===---------------------------------------------------------------------===*)
-
-(* binop_precedence - This holds the precedence for each binary operator that is
- * defined *)
-let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
-
-(* precedence - Get the precedence of the pending binary operator token. *)
-let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
-
-(* primary
- *   ::= identifier
- *   ::= numberexpr
- *   ::= parenexpr
- *   ::= ifexpr
- *   ::= forexpr *)
-let rec parse_primary = parser
-  (* numberexpr ::= number *)
-  | [< 'Token.Number n >] -> Ast.Number n
-
-  (* parenexpr ::= '(' expression ')' *)
-  | [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
-
-  (* identifierexpr
-   *   ::= identifier
-   *   ::= identifier '(' argumentexpr ')' *)
-  | [< 'Token.Ident id; stream >] ->
-      let rec parse_args accumulator = parser
-        | [< e=parse_expr; stream >] ->
-            begin parser
-              | [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
-              | [< >] -> e :: accumulator
-            end stream
-        | [< >] -> accumulator
-      in
-      let rec parse_ident id = parser
-        (* Call. *)
-        | [< 'Token.Kwd '(';
-             args=parse_args [];
-             'Token.Kwd ')' ?? "expected ')'">] ->
-            Ast.Call (id, Array.of_list (List.rev args))
-
-        (* Simple variable ref. *)
-        | [< >] -> Ast.Variable id
-      in
-      parse_ident id stream
-
-  (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
-  | [< 'Token.If; c=parse_expr;
-       'Token.Then ?? "expected 'then'"; t=parse_expr;
-       'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
-      Ast.If (c, t, e)
-
-  (* forexpr
-        ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
-  | [< 'Token.For;
-       'Token.Ident id ?? "expected identifier after for";
-       'Token.Kwd '=' ?? "expected '=' after for";
-       stream >] ->
-      begin parser
-        | [<
-             start=parse_expr;
-             'Token.Kwd ',' ?? "expected ',' after for";
-             end_=parse_expr;
-             stream >] ->
-            let step =
-              begin parser
-              | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
-              | [< >] -> None
-              end stream
-            in
-            begin parser
-            | [< 'Token.In; body=parse_expr >] ->
-                Ast.For (id, start, end_, step, body)
-            | [< >] ->
-                raise (Stream.Error "expected 'in' after for")
-            end stream
-        | [< >] ->
-            raise (Stream.Error "expected '=' after for")
-      end stream
-
-  | [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
-
-(* binoprhs
- *   ::= ('+' primary)* *)
-and parse_bin_rhs expr_prec lhs stream =
-  match Stream.peek stream with
-  (* If this is a binop, find its precedence. *)
-  | Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
-      let token_prec = precedence c in
-
-      (* If this is a binop that binds at least as tightly as the current binop,
-       * consume it, otherwise we are done. *)
-      if token_prec < expr_prec then lhs else begin
-        (* Eat the binop. *)
-        Stream.junk stream;
-
-        (* Parse the primary expression after the binary operator. *)
-        let rhs = parse_primary stream in
-
-        (* Okay, we know this is a binop. *)
-        let rhs =
-          match Stream.peek stream with
-          | Some (Token.Kwd c2) ->
-              (* If BinOp binds less tightly with rhs than the operator after
-               * rhs, let the pending operator take rhs as its lhs. *)
-              let next_prec = precedence c2 in
-              if token_prec < next_prec
-              then parse_bin_rhs (token_prec + 1) rhs stream
-              else rhs
-          | _ -> rhs
-        in
-
-        (* Merge lhs/rhs. *)
-        let lhs = Ast.Binary (c, lhs, rhs) in
-        parse_bin_rhs expr_prec lhs stream
-      end
-  | _ -> lhs
-
-(* expression
- *   ::= primary binoprhs *)
-and parse_expr = parser
-  | [< lhs=parse_primary; stream >] -> parse_bin_rhs 0 lhs stream
-
-(* prototype
- *   ::= id '(' id* ')' *)
-let parse_prototype =
-  let rec parse_args accumulator = parser
-    | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
-    | [< >] -> accumulator
-  in
-
-  parser
-  | [< 'Token.Ident id;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-       args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      (* success. *)
-      Ast.Prototype (id, Array.of_list (List.rev args))
-
-  | [< >] ->
-      raise (Stream.Error "expected function name in prototype")
-
-(* definition ::= 'def' prototype expression *)
-let parse_definition = parser
-  | [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
-      Ast.Function (p, e)
-
-(* toplevelexpr ::= expression *)
-let parse_toplevel = parser
-  | [< e=parse_expr >] ->
-      (* Make an anonymous proto. *)
-      Ast.Function (Ast.Prototype ("", [||]), e)
-
-(*  external ::= 'extern' prototype *)
-let parse_extern = parser
-  | [< 'Token.Extern; e=parse_prototype >] -> e
-</pre>
-</dd>
-
-<dt>codegen.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Code Generation
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-
-exception Error of string
-
-let context = global_context ()
-let the_module = create_module context "my cool jit"
-let builder = builder context
-let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
-let double_type = double_type context
-
-let rec codegen_expr = function
-  | Ast.Number n -> const_float double_type n
-  | Ast.Variable name ->
-      (try Hashtbl.find named_values name with
-        | Not_found -> raise (Error "unknown variable name"))
-  | Ast.Binary (op, lhs, rhs) ->
-      let lhs_val = codegen_expr lhs in
-      let rhs_val = codegen_expr rhs in
-      begin
-        match op with
-        | '+' -> build_add lhs_val rhs_val "addtmp" builder
-        | '-' -> build_sub lhs_val rhs_val "subtmp" builder
-        | '*' -> build_mul lhs_val rhs_val "multmp" builder
-        | '<' ->
-            (* Convert bool 0/1 to double 0.0 or 1.0 *)
-            let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
-            build_uitofp i double_type "booltmp" builder
-        | _ -> raise (Error "invalid binary operator")
-      end
-  | Ast.Call (callee, args) ->
-      (* Look up the name in the module table. *)
-      let callee =
-        match lookup_function callee the_module with
-        | Some callee -> callee
-        | None -> raise (Error "unknown function referenced")
-      in
-      let params = params callee in
-
-      (* If argument mismatch error. *)
-      if Array.length params == Array.length args then () else
-        raise (Error "incorrect # arguments passed");
-      let args = Array.map codegen_expr args in
-      build_call callee args "calltmp" builder
-  | Ast.If (cond, then_, else_) ->
-      let cond = codegen_expr cond in
-
-      (* Convert condition to a bool by comparing equal to 0.0 *)
-      let zero = const_float double_type 0.0 in
-      let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
-
-      (* Grab the first block so that we might later add the conditional branch
-       * to it at the end of the function. *)
-      let start_bb = insertion_block builder in
-      let the_function = block_parent start_bb in
-
-      let then_bb = append_block context "then" the_function in
-
-      (* Emit 'then' value. *)
-      position_at_end then_bb builder;
-      let then_val = codegen_expr then_ in
-
-      (* Codegen of 'then' can change the current block, update then_bb for the
-       * phi. We create a new name because one is used for the phi node, and the
-       * other is used for the conditional branch. *)
-      let new_then_bb = insertion_block builder in
-
-      (* Emit 'else' value. *)
-      let else_bb = append_block context "else" the_function in
-      position_at_end else_bb builder;
-      let else_val = codegen_expr else_ in
-
-      (* Codegen of 'else' can change the current block, update else_bb for the
-       * phi. *)
-      let new_else_bb = insertion_block builder in
-
-      (* Emit merge block. *)
-      let merge_bb = append_block context "ifcont" the_function in
-      position_at_end merge_bb builder;
-      let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
-      let phi = build_phi incoming "iftmp" builder in
-
-      (* Return to the start block to add the conditional branch. *)
-      position_at_end start_bb builder;
-      ignore (build_cond_br cond_val then_bb else_bb builder);
-
-      (* Set a unconditional branch at the end of the 'then' block and the
-       * 'else' block to the 'merge' block. *)
-      position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
-      position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
-
-      (* Finally, set the builder to the end of the merge block. *)
-      position_at_end merge_bb builder;
-
-      phi
-  | Ast.For (var_name, start, end_, step, body) ->
-      (* Emit the start code first, without 'variable' in scope. *)
-      let start_val = codegen_expr start in
-
-      (* Make the new basic block for the loop header, inserting after current
-       * block. *)
-      let preheader_bb = insertion_block builder in
-      let the_function = block_parent preheader_bb in
-      let loop_bb = append_block context "loop" the_function in
-
-      (* Insert an explicit fall through from the current block to the
-       * loop_bb. *)
-      ignore (build_br loop_bb builder);
-
-      (* Start insertion in loop_bb. *)
-      position_at_end loop_bb builder;
-
-      (* Start the PHI node with an entry for start. *)
-      let variable = build_phi [(start_val, preheader_bb)] var_name builder in
-
-      (* Within the loop, the variable is defined equal to the PHI node. If it
-       * shadows an existing variable, we have to restore it, so save it
-       * now. *)
-      let old_val =
-        try Some (Hashtbl.find named_values var_name) with Not_found -> None
-      in
-      Hashtbl.add named_values var_name variable;
-
-      (* Emit the body of the loop.  This, like any other expr, can change the
-       * current BB.  Note that we ignore the value computed by the body, but
-       * don't allow an error *)
-      ignore (codegen_expr body);
-
-      (* Emit the step value. *)
-      let step_val =
-        match step with
-        | Some step -> codegen_expr step
-        (* If not specified, use 1.0. *)
-        | None -> const_float double_type 1.0
-      in
-
-      let next_var = build_add variable step_val "nextvar" builder in
-
-      (* Compute the end condition. *)
-      let end_cond = codegen_expr end_ in
-
-      (* Convert condition to a bool by comparing equal to 0.0. *)
-      let zero = const_float double_type 0.0 in
-      let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
-
-      (* Create the "after loop" block and insert it. *)
-      let loop_end_bb = insertion_block builder in
-      let after_bb = append_block context "afterloop" the_function in
-
-      (* Insert the conditional branch into the end of loop_end_bb. *)
-      ignore (build_cond_br end_cond loop_bb after_bb builder);
-
-      (* Any new code will be inserted in after_bb. *)
-      position_at_end after_bb builder;
-
-      (* Add a new entry to the PHI node for the backedge. *)
-      add_incoming (next_var, loop_end_bb) variable;
-
-      (* Restore the unshadowed variable. *)
-      begin match old_val with
-      | Some old_val -> Hashtbl.add named_values var_name old_val
-      | None -> ()
-      end;
-
-      (* for expr always returns 0.0. *)
-      const_null double_type
-
-let codegen_proto = function
-  | Ast.Prototype (name, args) ->
-      (* Make the function type: double(double,double) etc. *)
-      let doubles = Array.make (Array.length args) double_type in
-      let ft = function_type double_type doubles in
-      let f =
-        match lookup_function name the_module with
-        | None -> declare_function name ft the_module
-
-        (* If 'f' conflicted, there was already something named 'name'. If it
-         * has a body, don't allow redefinition or reextern. *)
-        | Some f ->
-            (* If 'f' already has a body, reject this. *)
-            if block_begin f <> At_end f then
-              raise (Error "redefinition of function");
-
-            (* If 'f' took a different number of arguments, reject. *)
-            if element_type (type_of f) <> ft then
-              raise (Error "redefinition of function with different # args");
-            f
-      in
-
-      (* Set names for all arguments. *)
-      Array.iteri (fun i a ->
-        let n = args.(i) in
-        set_value_name n a;
-        Hashtbl.add named_values n a;
-      ) (params f);
-      f
-
-let codegen_func the_fpm = function
-  | Ast.Function (proto, body) ->
-      Hashtbl.clear named_values;
-      let the_function = codegen_proto proto in
-
-      (* Create a new basic block to start insertion into. *)
-      let bb = append_block context "entry" the_function in
-      position_at_end bb builder;
-
-      try
-        let ret_val = codegen_expr body in
-
-        (* Finish off the function. *)
-        let _ = build_ret ret_val builder in
-
-        (* Validate the generated code, checking for consistency. *)
-        Llvm_analysis.assert_valid_function the_function;
-
-        (* Optimize the function. *)
-        let _ = PassManager.run_function the_function the_fpm in
-
-        the_function
-      with e ->
-        delete_function the_function;
-        raise e
-</pre>
-</dd>
-
-<dt>toplevel.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Top-Level parsing and JIT Driver
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-open Llvm_executionengine
-
-(* top ::= definition | external | expression | ';' *)
-let rec main_loop the_fpm the_execution_engine stream =
-  match Stream.peek stream with
-  | None -> ()
-
-  (* ignore top-level semicolons. *)
-  | Some (Token.Kwd ';') ->
-      Stream.junk stream;
-      main_loop the_fpm the_execution_engine stream
-
-  | Some token ->
-      begin
-        try match token with
-        | Token.Def ->
-            let e = Parser.parse_definition stream in
-            print_endline "parsed a function definition.";
-            dump_value (Codegen.codegen_func the_fpm e);
-        | Token.Extern ->
-            let e = Parser.parse_extern stream in
-            print_endline "parsed an extern.";
-            dump_value (Codegen.codegen_proto e);
-        | _ ->
-            (* Evaluate a top-level expression into an anonymous function. *)
-            let e = Parser.parse_toplevel stream in
-            print_endline "parsed a top-level expr";
-            let the_function = Codegen.codegen_func the_fpm e in
-            dump_value the_function;
-
-            (* JIT the function, returning a function pointer. *)
-            let result = ExecutionEngine.run_function the_function [||]
-              the_execution_engine in
-
-            print_string "Evaluated to ";
-            print_float (GenericValue.as_float Codegen.double_type result);
-            print_newline ();
-        with Stream.Error s | Codegen.Error s ->
-          (* Skip token for error recovery. *)
-          Stream.junk stream;
-          print_endline s;
-      end;
-      print_string "ready> "; flush stdout;
-      main_loop the_fpm the_execution_engine stream
-</pre>
-</dd>
-
-<dt>toy.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Main driver code.
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-open Llvm_executionengine
-open Llvm_target
-open Llvm_scalar_opts
-
-let main () =
-  ignore (initialize_native_target ());
-
-  (* Install standard binary operators.
-   * 1 is the lowest precedence. *)
-  Hashtbl.add Parser.binop_precedence '<' 10;
-  Hashtbl.add Parser.binop_precedence '+' 20;
-  Hashtbl.add Parser.binop_precedence '-' 20;
-  Hashtbl.add Parser.binop_precedence '*' 40;    (* highest. *)
-
-  (* Prime the first token. *)
-  print_string "ready> "; flush stdout;
-  let stream = Lexer.lex (Stream.of_channel stdin) in
-
-  (* Create the JIT. *)
-  let the_execution_engine = ExecutionEngine.create Codegen.the_module in
-  let the_fpm = PassManager.create_function Codegen.the_module in
-
-  (* Set up the optimizer pipeline.  Start with registering info about how the
-   * target lays out data structures. *)
-  DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
-
-  (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
-  add_instruction_combination the_fpm;
-
-  (* reassociate expressions. *)
-  add_reassociation the_fpm;
-
-  (* Eliminate Common SubExpressions. *)
-  add_gvn the_fpm;
-
-  (* Simplify the control flow graph (deleting unreachable blocks, etc). *)
-  add_cfg_simplification the_fpm;
-
-  ignore (PassManager.initialize the_fpm);
-
-  (* Run the main "interpreter loop" now. *)
-  Toplevel.main_loop the_fpm the_execution_engine stream;
-
-  (* Print out all the generated code. *)
-  dump_module Codegen.the_module
-;;
-
-main ()
-</pre>
-</dd>
-
-<dt>bindings.c</dt>
-<dd class="doc_code">
-<pre>
-#include <stdio.h>
-
-/* putchard - putchar that takes a double and returns 0. */
-extern double putchard(double X) {
-  putchar((char)X);
-  return 0;
-}
-</pre>
-</dd>
-</dl>
-
-<a href="OCamlLangImpl6.html">Next: Extending the language: user-defined
-operators</a>
-</div>
-
-<!-- *********************************************************************** -->
-<hr>
-<address>
-  <a href="http://jigsaw.w3.org/css-validator/check/referer"><img
-  src="http://jigsaw.w3.org/css-validator/images/vcss" alt="Valid CSS!"></a>
-  <a href="http://validator.w3.org/check/referer"><img
-  src="http://www.w3.org/Icons/valid-html401" alt="Valid HTML 4.01!"></a>
-
-  <a href="mailto:sabre at nondot.org">Chris Lattner</a><br>
-  <a href="mailto:idadesub at users.sourceforge.net">Erick Tryzelaar</a><br>
-  <a href="http://llvm.org/">The LLVM Compiler Infrastructure</a><br>
-  Last modified: $Date$
-</address>
-</body>
-</html>

Added: llvm/trunk/docs/tutorial/OCamlLangImpl5.rst
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl5.rst?rev=169343&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl5.rst (added)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl5.rst Tue Dec  4 18:26:32 2012
@@ -0,0 +1,1365 @@
+==================================================
+Kaleidoscope: Extending the Language: Control Flow
+==================================================
+
+.. contents::
+   :local:
+
+Written by `Chris Lattner <mailto:sabre at nondot.org>`_ and `Erick
+Tryzelaar <mailto:idadesub at users.sourceforge.net>`_
+
+Chapter 5 Introduction
+======================
+
+Welcome to Chapter 5 of the "`Implementing a language with
+LLVM <index.html>`_" tutorial. Parts 1-4 described the implementation of
+the simple Kaleidoscope language and included support for generating
+LLVM IR, followed by optimizations and a JIT compiler. Unfortunately, as
+presented, Kaleidoscope is mostly useless: it has no control flow other
+than call and return. This means that you can't have conditional
+branches in the code, significantly limiting its power. In this episode
+of "build that compiler", we'll extend Kaleidoscope to have an
+if/then/else expression plus a simple 'for' loop.
+
+If/Then/Else
+============
+
+Extending Kaleidoscope to support if/then/else is quite straightforward.
+It basically requires adding lexer support for this "new" concept to the
+lexer, parser, AST, and LLVM code emitter. This example is nice, because
+it shows how easy it is to "grow" a language over time, incrementally
+extending it as new ideas are discovered.
+
+Before we get going on "how" we add this extension, lets talk about
+"what" we want. The basic idea is that we want to be able to write this
+sort of thing:
+
+::
+
+    def fib(x)
+      if x < 3 then
+        1
+      else
+        fib(x-1)+fib(x-2);
+
+In Kaleidoscope, every construct is an expression: there are no
+statements. As such, the if/then/else expression needs to return a value
+like any other. Since we're using a mostly functional form, we'll have
+it evaluate its conditional, then return the 'then' or 'else' value
+based on how the condition was resolved. This is very similar to the C
+"?:" expression.
+
+The semantics of the if/then/else expression is that it evaluates the
+condition to a boolean equality value: 0.0 is considered to be false and
+everything else is considered to be true. If the condition is true, the
+first subexpression is evaluated and returned, if the condition is
+false, the second subexpression is evaluated and returned. Since
+Kaleidoscope allows side-effects, this behavior is important to nail
+down.
+
+Now that we know what we "want", lets break this down into its
+constituent pieces.
+
+Lexer Extensions for If/Then/Else
+---------------------------------
+
+The lexer extensions are straightforward. First we add new variants for
+the relevant tokens:
+
+.. code-block:: ocaml
+
+      (* control *)
+      | If | Then | Else | For | In
+
+Once we have that, we recognize the new keywords in the lexer. This is
+pretty simple stuff:
+
+.. code-block:: ocaml
+
+          ...
+          match Buffer.contents buffer with
+          | "def" -> [< 'Token.Def; stream >]
+          | "extern" -> [< 'Token.Extern; stream >]
+          | "if" -> [< 'Token.If; stream >]
+          | "then" -> [< 'Token.Then; stream >]
+          | "else" -> [< 'Token.Else; stream >]
+          | "for" -> [< 'Token.For; stream >]
+          | "in" -> [< 'Token.In; stream >]
+          | id -> [< 'Token.Ident id; stream >]
+
+AST Extensions for If/Then/Else
+-------------------------------
+
+To represent the new expression we add a new AST variant for it:
+
+.. code-block:: ocaml
+
+    type expr =
+      ...
+      (* variant for if/then/else. *)
+      | If of expr * expr * expr
+
+The AST variant just has pointers to the various subexpressions.
+
+Parser Extensions for If/Then/Else
+----------------------------------
+
+Now that we have the relevant tokens coming from the lexer and we have
+the AST node to build, our parsing logic is relatively straightforward.
+First we define a new parsing function:
+
+.. code-block:: ocaml
+
+    let rec parse_primary = parser
+      ...
+      (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
+      | [< 'Token.If; c=parse_expr;
+           'Token.Then ?? "expected 'then'"; t=parse_expr;
+           'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
+          Ast.If (c, t, e)
+
+Next we hook it up as a primary expression:
+
+.. code-block:: ocaml
+
+    let rec parse_primary = parser
+      ...
+      (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
+      | [< 'Token.If; c=parse_expr;
+           'Token.Then ?? "expected 'then'"; t=parse_expr;
+           'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
+          Ast.If (c, t, e)
+
+LLVM IR for If/Then/Else
+------------------------
+
+Now that we have it parsing and building the AST, the final piece is
+adding LLVM code generation support. This is the most interesting part
+of the if/then/else example, because this is where it starts to
+introduce new concepts. All of the code above has been thoroughly
+described in previous chapters.
+
+To motivate the code we want to produce, lets take a look at a simple
+example. Consider:
+
+::
+
+    extern foo();
+    extern bar();
+    def baz(x) if x then foo() else bar();
+
+If you disable optimizations, the code you'll (soon) get from
+Kaleidoscope looks like this:
+
+.. code-block:: llvm
+
+    declare double @foo()
+
+    declare double @bar()
+
+    define double @baz(double %x) {
+    entry:
+      %ifcond = fcmp one double %x, 0.000000e+00
+      br i1 %ifcond, label %then, label %else
+
+    then:    ; preds = %entry
+      %calltmp = call double @foo()
+      br label %ifcont
+
+    else:    ; preds = %entry
+      %calltmp1 = call double @bar()
+      br label %ifcont
+
+    ifcont:    ; preds = %else, %then
+      %iftmp = phi double [ %calltmp, %then ], [ %calltmp1, %else ]
+      ret double %iftmp
+    }
+
+To visualize the control flow graph, you can use a nifty feature of the
+LLVM '`opt <http://llvm.org/cmds/opt.html>`_' tool. If you put this LLVM
+IR into "t.ll" and run "``llvm-as < t.ll | opt -analyze -view-cfg``", `a
+window will pop up <../ProgrammersManual.html#ViewGraph>`_ and you'll
+see this graph:
+
+.. figure:: LangImpl5-cfg.png
+   :align: center
+   :alt: Example CFG
+
+   Example CFG
+
+Another way to get this is to call
+"``Llvm_analysis.view_function_cfg f``" or
+"``Llvm_analysis.view_function_cfg_only f``" (where ``f`` is a
+"``Function``") either by inserting actual calls into the code and
+recompiling or by calling these in the debugger. LLVM has many nice
+features for visualizing various graphs.
+
+Getting back to the generated code, it is fairly simple: the entry block
+evaluates the conditional expression ("x" in our case here) and compares
+the result to 0.0 with the "``fcmp one``" instruction ('one' is "Ordered
+and Not Equal"). Based on the result of this expression, the code jumps
+to either the "then" or "else" blocks, which contain the expressions for
+the true/false cases.
+
+Once the then/else blocks are finished executing, they both branch back
+to the 'ifcont' block to execute the code that happens after the
+if/then/else. In this case the only thing left to do is to return to the
+caller of the function. The question then becomes: how does the code
+know which expression to return?
+
+The answer to this question involves an important SSA operation: the
+`Phi
+operation <http://en.wikipedia.org/wiki/Static_single_assignment_form>`_.
+If you're not familiar with SSA, `the wikipedia
+article <http://en.wikipedia.org/wiki/Static_single_assignment_form>`_
+is a good introduction and there are various other introductions to it
+available on your favorite search engine. The short version is that
+"execution" of the Phi operation requires "remembering" which block
+control came from. The Phi operation takes on the value corresponding to
+the input control block. In this case, if control comes in from the
+"then" block, it gets the value of "calltmp". If control comes from the
+"else" block, it gets the value of "calltmp1".
+
+At this point, you are probably starting to think "Oh no! This means my
+simple and elegant front-end will have to start generating SSA form in
+order to use LLVM!". Fortunately, this is not the case, and we strongly
+advise *not* implementing an SSA construction algorithm in your
+front-end unless there is an amazingly good reason to do so. In
+practice, there are two sorts of values that float around in code
+written for your average imperative programming language that might need
+Phi nodes:
+
+#. Code that involves user variables: ``x = 1; x = x + 1;``
+#. Values that are implicit in the structure of your AST, such as the
+   Phi node in this case.
+
+In `Chapter 7 <OCamlLangImpl7.html>`_ of this tutorial ("mutable
+variables"), we'll talk about #1 in depth. For now, just believe me that
+you don't need SSA construction to handle this case. For #2, you have
+the choice of using the techniques that we will describe for #1, or you
+can insert Phi nodes directly, if convenient. In this case, it is really
+really easy to generate the Phi node, so we choose to do it directly.
+
+Okay, enough of the motivation and overview, lets generate code!
+
+Code Generation for If/Then/Else
+--------------------------------
+
+In order to generate code for this, we implement the ``Codegen`` method
+for ``IfExprAST``:
+
+.. code-block:: ocaml
+
+    let rec codegen_expr = function
+      ...
+      | Ast.If (cond, then_, else_) ->
+          let cond = codegen_expr cond in
+
+          (* Convert condition to a bool by comparing equal to 0.0 *)
+          let zero = const_float double_type 0.0 in
+          let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
+
+This code is straightforward and similar to what we saw before. We emit
+the expression for the condition, then compare that value to zero to get
+a truth value as a 1-bit (bool) value.
+
+.. code-block:: ocaml
+
+          (* Grab the first block so that we might later add the conditional branch
+           * to it at the end of the function. *)
+          let start_bb = insertion_block builder in
+          let the_function = block_parent start_bb in
+
+          let then_bb = append_block context "then" the_function in
+          position_at_end then_bb builder;
+
+As opposed to the `C++ tutorial <LangImpl5.html>`_, we have to build our
+basic blocks bottom up since we can't have dangling BasicBlocks. We
+start off by saving a pointer to the first block (which might not be the
+entry block), which we'll need to build a conditional branch later. We
+do this by asking the ``builder`` for the current BasicBlock. The fourth
+line gets the current Function object that is being built. It gets this
+by the ``start_bb`` for its "parent" (the function it is currently
+embedded into).
+
+Once it has that, it creates one block. It is automatically appended
+into the function's list of blocks.
+
+.. code-block:: ocaml
+
+          (* Emit 'then' value. *)
+          position_at_end then_bb builder;
+          let then_val = codegen_expr then_ in
+
+          (* Codegen of 'then' can change the current block, update then_bb for the
+           * phi. We create a new name because one is used for the phi node, and the
+           * other is used for the conditional branch. *)
+          let new_then_bb = insertion_block builder in
+
+We move the builder to start inserting into the "then" block. Strictly
+speaking, this call moves the insertion point to be at the end of the
+specified block. However, since the "then" block is empty, it also
+starts out by inserting at the beginning of the block. :)
+
+Once the insertion point is set, we recursively codegen the "then"
+expression from the AST.
+
+The final line here is quite subtle, but is very important. The basic
+issue is that when we create the Phi node in the merge block, we need to
+set up the block/value pairs that indicate how the Phi will work.
+Importantly, the Phi node expects to have an entry for each predecessor
+of the block in the CFG. Why then, are we getting the current block when
+we just set it to ThenBB 5 lines above? The problem is that the "Then"
+expression may actually itself change the block that the Builder is
+emitting into if, for example, it contains a nested "if/then/else"
+expression. Because calling Codegen recursively could arbitrarily change
+the notion of the current block, we are required to get an up-to-date
+value for code that will set up the Phi node.
+
+.. code-block:: ocaml
+
+          (* Emit 'else' value. *)
+          let else_bb = append_block context "else" the_function in
+          position_at_end else_bb builder;
+          let else_val = codegen_expr else_ in
+
+          (* Codegen of 'else' can change the current block, update else_bb for the
+           * phi. *)
+          let new_else_bb = insertion_block builder in
+
+Code generation for the 'else' block is basically identical to codegen
+for the 'then' block.
+
+.. code-block:: ocaml
+
+          (* Emit merge block. *)
+          let merge_bb = append_block context "ifcont" the_function in
+          position_at_end merge_bb builder;
+          let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
+          let phi = build_phi incoming "iftmp" builder in
+
+The first two lines here are now familiar: the first adds the "merge"
+block to the Function object. The second block changes the insertion
+point so that newly created code will go into the "merge" block. Once
+that is done, we need to create the PHI node and set up the block/value
+pairs for the PHI.
+
+.. code-block:: ocaml
+
+          (* Return to the start block to add the conditional branch. *)
+          position_at_end start_bb builder;
+          ignore (build_cond_br cond_val then_bb else_bb builder);
+
+Once the blocks are created, we can emit the conditional branch that
+chooses between them. Note that creating new blocks does not implicitly
+affect the IRBuilder, so it is still inserting into the block that the
+condition went into. This is why we needed to save the "start" block.
+
+.. code-block:: ocaml
+
+          (* Set a unconditional branch at the end of the 'then' block and the
+           * 'else' block to the 'merge' block. *)
+          position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
+          position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
+
+          (* Finally, set the builder to the end of the merge block. *)
+          position_at_end merge_bb builder;
+
+          phi
+
+To finish off the blocks, we create an unconditional branch to the merge
+block. One interesting (and very important) aspect of the LLVM IR is
+that it `requires all basic blocks to be
+"terminated" <../LangRef.html#functionstructure>`_ with a `control flow
+instruction <../LangRef.html#terminators>`_ such as return or branch.
+This means that all control flow, *including fall throughs* must be made
+explicit in the LLVM IR. If you violate this rule, the verifier will
+emit an error.
+
+Finally, the CodeGen function returns the phi node as the value computed
+by the if/then/else expression. In our example above, this returned
+value will feed into the code for the top-level function, which will
+create the return instruction.
+
+Overall, we now have the ability to execute conditional code in
+Kaleidoscope. With this extension, Kaleidoscope is a fairly complete
+language that can calculate a wide variety of numeric functions. Next up
+we'll add another useful expression that is familiar from non-functional
+languages...
+
+'for' Loop Expression
+=====================
+
+Now that we know how to add basic control flow constructs to the
+language, we have the tools to add more powerful things. Lets add
+something more aggressive, a 'for' expression:
+
+::
+
+     extern putchard(char);
+     def printstar(n)
+       for i = 1, i < n, 1.0 in
+         putchard(42);  # ascii 42 = '*'
+
+     # print 100 '*' characters
+     printstar(100);
+
+This expression defines a new variable ("i" in this case) which iterates
+from a starting value, while the condition ("i < n" in this case) is
+true, incrementing by an optional step value ("1.0" in this case). If
+the step value is omitted, it defaults to 1.0. While the loop is true,
+it executes its body expression. Because we don't have anything better
+to return, we'll just define the loop as always returning 0.0. In the
+future when we have mutable variables, it will get more useful.
+
+As before, lets talk about the changes that we need to Kaleidoscope to
+support this.
+
+Lexer Extensions for the 'for' Loop
+-----------------------------------
+
+The lexer extensions are the same sort of thing as for if/then/else:
+
+.. code-block:: ocaml
+
+      ... in Token.token ...
+      (* control *)
+      | If | Then | Else
+      | For | In
+
+      ... in Lexer.lex_ident...
+          match Buffer.contents buffer with
+          | "def" -> [< 'Token.Def; stream >]
+          | "extern" -> [< 'Token.Extern; stream >]
+          | "if" -> [< 'Token.If; stream >]
+          | "then" -> [< 'Token.Then; stream >]
+          | "else" -> [< 'Token.Else; stream >]
+          | "for" -> [< 'Token.For; stream >]
+          | "in" -> [< 'Token.In; stream >]
+          | id -> [< 'Token.Ident id; stream >]
+
+AST Extensions for the 'for' Loop
+---------------------------------
+
+The AST variant is just as simple. It basically boils down to capturing
+the variable name and the constituent expressions in the node.
+
+.. code-block:: ocaml
+
+    type expr =
+      ...
+      (* variant for for/in. *)
+      | For of string * expr * expr * expr option * expr
+
+Parser Extensions for the 'for' Loop
+------------------------------------
+
+The parser code is also fairly standard. The only interesting thing here
+is handling of the optional step value. The parser code handles it by
+checking to see if the second comma is present. If not, it sets the step
+value to null in the AST node:
+
+.. code-block:: ocaml
+
+    let rec parse_primary = parser
+      ...
+      (* forexpr
+            ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
+      | [< 'Token.For;
+           'Token.Ident id ?? "expected identifier after for";
+           'Token.Kwd '=' ?? "expected '=' after for";
+           stream >] ->
+          begin parser
+            | [<
+                 start=parse_expr;
+                 'Token.Kwd ',' ?? "expected ',' after for";
+                 end_=parse_expr;
+                 stream >] ->
+                let step =
+                  begin parser
+                  | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
+                  | [< >] -> None
+                  end stream
+                in
+                begin parser
+                | [< 'Token.In; body=parse_expr >] ->
+                    Ast.For (id, start, end_, step, body)
+                | [< >] ->
+                    raise (Stream.Error "expected 'in' after for")
+                end stream
+            | [< >] ->
+                raise (Stream.Error "expected '=' after for")
+          end stream
+
+LLVM IR for the 'for' Loop
+--------------------------
+
+Now we get to the good part: the LLVM IR we want to generate for this
+thing. With the simple example above, we get this LLVM IR (note that
+this dump is generated with optimizations disabled for clarity):
+
+.. code-block:: llvm
+
+    declare double @putchard(double)
+
+    define double @printstar(double %n) {
+    entry:
+            ; initial value = 1.0 (inlined into phi)
+      br label %loop
+
+    loop:    ; preds = %loop, %entry
+      %i = phi double [ 1.000000e+00, %entry ], [ %nextvar, %loop ]
+            ; body
+      %calltmp = call double @putchard(double 4.200000e+01)
+            ; increment
+      %nextvar = fadd double %i, 1.000000e+00
+
+            ; termination test
+      %cmptmp = fcmp ult double %i, %n
+      %booltmp = uitofp i1 %cmptmp to double
+      %loopcond = fcmp one double %booltmp, 0.000000e+00
+      br i1 %loopcond, label %loop, label %afterloop
+
+    afterloop:    ; preds = %loop
+            ; loop always returns 0.0
+      ret double 0.000000e+00
+    }
+
+This loop contains all the same constructs we saw before: a phi node,
+several expressions, and some basic blocks. Lets see how this fits
+together.
+
+Code Generation for the 'for' Loop
+----------------------------------
+
+The first part of Codegen is very simple: we just output the start
+expression for the loop value:
+
+.. code-block:: ocaml
+
+    let rec codegen_expr = function
+      ...
+      | Ast.For (var_name, start, end_, step, body) ->
+          (* Emit the start code first, without 'variable' in scope. *)
+          let start_val = codegen_expr start in
+
+With this out of the way, the next step is to set up the LLVM basic
+block for the start of the loop body. In the case above, the whole loop
+body is one block, but remember that the body code itself could consist
+of multiple blocks (e.g. if it contains an if/then/else or a for/in
+expression).
+
+.. code-block:: ocaml
+
+          (* Make the new basic block for the loop header, inserting after current
+           * block. *)
+          let preheader_bb = insertion_block builder in
+          let the_function = block_parent preheader_bb in
+          let loop_bb = append_block context "loop" the_function in
+
+          (* Insert an explicit fall through from the current block to the
+           * loop_bb. *)
+          ignore (build_br loop_bb builder);
+
+This code is similar to what we saw for if/then/else. Because we will
+need it to create the Phi node, we remember the block that falls through
+into the loop. Once we have that, we create the actual block that starts
+the loop and create an unconditional branch for the fall-through between
+the two blocks.
+
+.. code-block:: ocaml
+
+          (* Start insertion in loop_bb. *)
+          position_at_end loop_bb builder;
+
+          (* Start the PHI node with an entry for start. *)
+          let variable = build_phi [(start_val, preheader_bb)] var_name builder in
+
+Now that the "preheader" for the loop is set up, we switch to emitting
+code for the loop body. To begin with, we move the insertion point and
+create the PHI node for the loop induction variable. Since we already
+know the incoming value for the starting value, we add it to the Phi
+node. Note that the Phi will eventually get a second value for the
+backedge, but we can't set it up yet (because it doesn't exist!).
+
+.. code-block:: ocaml
+
+          (* Within the loop, the variable is defined equal to the PHI node. If it
+           * shadows an existing variable, we have to restore it, so save it
+           * now. *)
+          let old_val =
+            try Some (Hashtbl.find named_values var_name) with Not_found -> None
+          in
+          Hashtbl.add named_values var_name variable;
+
+          (* Emit the body of the loop.  This, like any other expr, can change the
+           * current BB.  Note that we ignore the value computed by the body, but
+           * don't allow an error *)
+          ignore (codegen_expr body);
+
+Now the code starts to get more interesting. Our 'for' loop introduces a
+new variable to the symbol table. This means that our symbol table can
+now contain either function arguments or loop variables. To handle this,
+before we codegen the body of the loop, we add the loop variable as the
+current value for its name. Note that it is possible that there is a
+variable of the same name in the outer scope. It would be easy to make
+this an error (emit an error and return null if there is already an
+entry for VarName) but we choose to allow shadowing of variables. In
+order to handle this correctly, we remember the Value that we are
+potentially shadowing in ``old_val`` (which will be None if there is no
+shadowed variable).
+
+Once the loop variable is set into the symbol table, the code
+recursively codegen's the body. This allows the body to use the loop
+variable: any references to it will naturally find it in the symbol
+table.
+
+.. code-block:: ocaml
+
+          (* Emit the step value. *)
+          let step_val =
+            match step with
+            | Some step -> codegen_expr step
+            (* If not specified, use 1.0. *)
+            | None -> const_float double_type 1.0
+          in
+
+          let next_var = build_add variable step_val "nextvar" builder in
+
+Now that the body is emitted, we compute the next value of the iteration
+variable by adding the step value, or 1.0 if it isn't present.
+'``next_var``' will be the value of the loop variable on the next
+iteration of the loop.
+
+.. code-block:: ocaml
+
+          (* Compute the end condition. *)
+          let end_cond = codegen_expr end_ in
+
+          (* Convert condition to a bool by comparing equal to 0.0. *)
+          let zero = const_float double_type 0.0 in
+          let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
+
+Finally, we evaluate the exit value of the loop, to determine whether
+the loop should exit. This mirrors the condition evaluation for the
+if/then/else statement.
+
+.. code-block:: ocaml
+
+          (* Create the "after loop" block and insert it. *)
+          let loop_end_bb = insertion_block builder in
+          let after_bb = append_block context "afterloop" the_function in
+
+          (* Insert the conditional branch into the end of loop_end_bb. *)
+          ignore (build_cond_br end_cond loop_bb after_bb builder);
+
+          (* Any new code will be inserted in after_bb. *)
+          position_at_end after_bb builder;
+
+With the code for the body of the loop complete, we just need to finish
+up the control flow for it. This code remembers the end block (for the
+phi node), then creates the block for the loop exit ("afterloop"). Based
+on the value of the exit condition, it creates a conditional branch that
+chooses between executing the loop again and exiting the loop. Any
+future code is emitted in the "afterloop" block, so it sets the
+insertion position to it.
+
+.. code-block:: ocaml
+
+          (* Add a new entry to the PHI node for the backedge. *)
+          add_incoming (next_var, loop_end_bb) variable;
+
+          (* Restore the unshadowed variable. *)
+          begin match old_val with
+          | Some old_val -> Hashtbl.add named_values var_name old_val
+          | None -> ()
+          end;
+
+          (* for expr always returns 0.0. *)
+          const_null double_type
+
+The final code handles various cleanups: now that we have the
+"``next_var``" value, we can add the incoming value to the loop PHI
+node. After that, we remove the loop variable from the symbol table, so
+that it isn't in scope after the for loop. Finally, code generation of
+the for loop always returns 0.0, so that is what we return from
+``Codegen.codegen_expr``.
+
+With this, we conclude the "adding control flow to Kaleidoscope" chapter
+of the tutorial. In this chapter we added two control flow constructs,
+and used them to motivate a couple of aspects of the LLVM IR that are
+important for front-end implementors to know. In the next chapter of our
+saga, we will get a bit crazier and add `user-defined
+operators <OCamlLangImpl6.html>`_ to our poor innocent language.
+
+Full Code Listing
+=================
+
+Here is the complete code listing for our running example, enhanced with
+the if/then/else and for expressions.. To build this example, use:
+
+.. code-block:: bash
+
+    # Compile
+    ocamlbuild toy.byte
+    # Run
+    ./toy.byte
+
+Here is the code:
+
+\_tags:
+    ::
+
+        <{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
+        <*.{byte,native}>: g++, use_llvm, use_llvm_analysis
+        <*.{byte,native}>: use_llvm_executionengine, use_llvm_target
+        <*.{byte,native}>: use_llvm_scalar_opts, use_bindings
+
+myocamlbuild.ml:
+    .. code-block:: ocaml
+
+        open Ocamlbuild_plugin;;
+
+        ocaml_lib ~extern:true "llvm";;
+        ocaml_lib ~extern:true "llvm_analysis";;
+        ocaml_lib ~extern:true "llvm_executionengine";;
+        ocaml_lib ~extern:true "llvm_target";;
+        ocaml_lib ~extern:true "llvm_scalar_opts";;
+
+        flag ["link"; "ocaml"; "g++"] (S[A"-cc"; A"g++"]);;
+        dep ["link"; "ocaml"; "use_bindings"] ["bindings.o"];;
+
+token.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Lexer Tokens
+         *===----------------------------------------------------------------------===*)
+
+        (* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
+         * these others for known things. *)
+        type token =
+          (* commands *)
+          | Def | Extern
+
+          (* primary *)
+          | Ident of string | Number of float
+
+          (* unknown *)
+          | Kwd of char
+
+          (* control *)
+          | If | Then | Else
+          | For | In
+
+lexer.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Lexer
+         *===----------------------------------------------------------------------===*)
+
+        let rec lex = parser
+          (* Skip any whitespace. *)
+          | [< ' (' ' | '\n' | '\r' | '\t'); stream >] -> lex stream
+
+          (* identifier: [a-zA-Z][a-zA-Z0-9] *)
+          | [< ' ('A' .. 'Z' | 'a' .. 'z' as c); stream >] ->
+              let buffer = Buffer.create 1 in
+              Buffer.add_char buffer c;
+              lex_ident buffer stream
+
+          (* number: [0-9.]+ *)
+          | [< ' ('0' .. '9' as c); stream >] ->
+              let buffer = Buffer.create 1 in
+              Buffer.add_char buffer c;
+              lex_number buffer stream
+
+          (* Comment until end of line. *)
+          | [< ' ('#'); stream >] ->
+              lex_comment stream
+
+          (* Otherwise, just return the character as its ascii value. *)
+          | [< 'c; stream >] ->
+              [< 'Token.Kwd c; lex stream >]
+
+          (* end of stream. *)
+          | [< >] -> [< >]
+
+        and lex_number buffer = parser
+          | [< ' ('0' .. '9' | '.' as c); stream >] ->
+              Buffer.add_char buffer c;
+              lex_number buffer stream
+          | [< stream=lex >] ->
+              [< 'Token.Number (float_of_string (Buffer.contents buffer)); stream >]
+
+        and lex_ident buffer = parser
+          | [< ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream >] ->
+              Buffer.add_char buffer c;
+              lex_ident buffer stream
+          | [< stream=lex >] ->
+              match Buffer.contents buffer with
+              | "def" -> [< 'Token.Def; stream >]
+              | "extern" -> [< 'Token.Extern; stream >]
+              | "if" -> [< 'Token.If; stream >]
+              | "then" -> [< 'Token.Then; stream >]
+              | "else" -> [< 'Token.Else; stream >]
+              | "for" -> [< 'Token.For; stream >]
+              | "in" -> [< 'Token.In; stream >]
+              | id -> [< 'Token.Ident id; stream >]
+
+        and lex_comment = parser
+          | [< ' ('\n'); stream=lex >] -> stream
+          | [< 'c; e=lex_comment >] -> e
+          | [< >] -> [< >]
+
+ast.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Abstract Syntax Tree (aka Parse Tree)
+         *===----------------------------------------------------------------------===*)
+
+        (* expr - Base type for all expression nodes. *)
+        type expr =
+          (* variant for numeric literals like "1.0". *)
+          | Number of float
+
+          (* variant for referencing a variable, like "a". *)
+          | Variable of string
+
+          (* variant for a binary operator. *)
+          | Binary of char * expr * expr
+
+          (* variant for function calls. *)
+          | Call of string * expr array
+
+          (* variant for if/then/else. *)
+          | If of expr * expr * expr
+
+          (* variant for for/in. *)
+          | For of string * expr * expr * expr option * expr
+
+        (* proto - This type represents the "prototype" for a function, which captures
+         * its name, and its argument names (thus implicitly the number of arguments the
+         * function takes). *)
+        type proto = Prototype of string * string array
+
+        (* func - This type represents a function definition itself. *)
+        type func = Function of proto * expr
+
+parser.ml:
+    .. code-block:: ocaml
+
+        (*===---------------------------------------------------------------------===
+         * Parser
+         *===---------------------------------------------------------------------===*)
+
+        (* binop_precedence - This holds the precedence for each binary operator that is
+         * defined *)
+        let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
+
+        (* precedence - Get the precedence of the pending binary operator token. *)
+        let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
+
+        (* primary
+         *   ::= identifier
+         *   ::= numberexpr
+         *   ::= parenexpr
+         *   ::= ifexpr
+         *   ::= forexpr *)
+        let rec parse_primary = parser
+          (* numberexpr ::= number *)
+          | [< 'Token.Number n >] -> Ast.Number n
+
+          (* parenexpr ::= '(' expression ')' *)
+          | [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
+
+          (* identifierexpr
+           *   ::= identifier
+           *   ::= identifier '(' argumentexpr ')' *)
+          | [< 'Token.Ident id; stream >] ->
+              let rec parse_args accumulator = parser
+                | [< e=parse_expr; stream >] ->
+                    begin parser
+                      | [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
+                      | [< >] -> e :: accumulator
+                    end stream
+                | [< >] -> accumulator
+              in
+              let rec parse_ident id = parser
+                (* Call. *)
+                | [< 'Token.Kwd '(';
+                     args=parse_args [];
+                     'Token.Kwd ')' ?? "expected ')'">] ->
+                    Ast.Call (id, Array.of_list (List.rev args))
+
+                (* Simple variable ref. *)
+                | [< >] -> Ast.Variable id
+              in
+              parse_ident id stream
+
+          (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
+          | [< 'Token.If; c=parse_expr;
+               'Token.Then ?? "expected 'then'"; t=parse_expr;
+               'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
+              Ast.If (c, t, e)
+
+          (* forexpr
+                ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
+          | [< 'Token.For;
+               'Token.Ident id ?? "expected identifier after for";
+               'Token.Kwd '=' ?? "expected '=' after for";
+               stream >] ->
+              begin parser
+                | [<
+                     start=parse_expr;
+                     'Token.Kwd ',' ?? "expected ',' after for";
+                     end_=parse_expr;
+                     stream >] ->
+                    let step =
+                      begin parser
+                      | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
+                      | [< >] -> None
+                      end stream
+                    in
+                    begin parser
+                    | [< 'Token.In; body=parse_expr >] ->
+                        Ast.For (id, start, end_, step, body)
+                    | [< >] ->
+                        raise (Stream.Error "expected 'in' after for")
+                    end stream
+                | [< >] ->
+                    raise (Stream.Error "expected '=' after for")
+              end stream
+
+          | [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
+
+        (* binoprhs
+         *   ::= ('+' primary)* *)
+        and parse_bin_rhs expr_prec lhs stream =
+          match Stream.peek stream with
+          (* If this is a binop, find its precedence. *)
+          | Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
+              let token_prec = precedence c in
+
+              (* If this is a binop that binds at least as tightly as the current binop,
+               * consume it, otherwise we are done. *)
+              if token_prec < expr_prec then lhs else begin
+                (* Eat the binop. *)
+                Stream.junk stream;
+
+                (* Parse the primary expression after the binary operator. *)
+                let rhs = parse_primary stream in
+
+                (* Okay, we know this is a binop. *)
+                let rhs =
+                  match Stream.peek stream with
+                  | Some (Token.Kwd c2) ->
+                      (* If BinOp binds less tightly with rhs than the operator after
+                       * rhs, let the pending operator take rhs as its lhs. *)
+                      let next_prec = precedence c2 in
+                      if token_prec < next_prec
+                      then parse_bin_rhs (token_prec + 1) rhs stream
+                      else rhs
+                  | _ -> rhs
+                in
+
+                (* Merge lhs/rhs. *)
+                let lhs = Ast.Binary (c, lhs, rhs) in
+                parse_bin_rhs expr_prec lhs stream
+              end
+          | _ -> lhs
+
+        (* expression
+         *   ::= primary binoprhs *)
+        and parse_expr = parser
+          | [< lhs=parse_primary; stream >] -> parse_bin_rhs 0 lhs stream
+
+        (* prototype
+         *   ::= id '(' id* ')' *)
+        let parse_prototype =
+          let rec parse_args accumulator = parser
+            | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
+            | [< >] -> accumulator
+          in
+
+          parser
+          | [< 'Token.Ident id;
+               'Token.Kwd '(' ?? "expected '(' in prototype";
+               args=parse_args [];
+               'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+              (* success. *)
+              Ast.Prototype (id, Array.of_list (List.rev args))
+
+          | [< >] ->
+              raise (Stream.Error "expected function name in prototype")
+
+        (* definition ::= 'def' prototype expression *)
+        let parse_definition = parser
+          | [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
+              Ast.Function (p, e)
+
+        (* toplevelexpr ::= expression *)
+        let parse_toplevel = parser
+          | [< e=parse_expr >] ->
+              (* Make an anonymous proto. *)
+              Ast.Function (Ast.Prototype ("", [||]), e)
+
+        (*  external ::= 'extern' prototype *)
+        let parse_extern = parser
+          | [< 'Token.Extern; e=parse_prototype >] -> e
+
+codegen.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Code Generation
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+
+        exception Error of string
+
+        let context = global_context ()
+        let the_module = create_module context "my cool jit"
+        let builder = builder context
+        let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
+        let double_type = double_type context
+
+        let rec codegen_expr = function
+          | Ast.Number n -> const_float double_type n
+          | Ast.Variable name ->
+              (try Hashtbl.find named_values name with
+                | Not_found -> raise (Error "unknown variable name"))
+          | Ast.Binary (op, lhs, rhs) ->
+              let lhs_val = codegen_expr lhs in
+              let rhs_val = codegen_expr rhs in
+              begin
+                match op with
+                | '+' -> build_add lhs_val rhs_val "addtmp" builder
+                | '-' -> build_sub lhs_val rhs_val "subtmp" builder
+                | '*' -> build_mul lhs_val rhs_val "multmp" builder
+                | '<' ->
+                    (* Convert bool 0/1 to double 0.0 or 1.0 *)
+                    let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
+                    build_uitofp i double_type "booltmp" builder
+                | _ -> raise (Error "invalid binary operator")
+              end
+          | Ast.Call (callee, args) ->
+              (* Look up the name in the module table. *)
+              let callee =
+                match lookup_function callee the_module with
+                | Some callee -> callee
+                | None -> raise (Error "unknown function referenced")
+              in
+              let params = params callee in
+
+              (* If argument mismatch error. *)
+              if Array.length params == Array.length args then () else
+                raise (Error "incorrect # arguments passed");
+              let args = Array.map codegen_expr args in
+              build_call callee args "calltmp" builder
+          | Ast.If (cond, then_, else_) ->
+              let cond = codegen_expr cond in
+
+              (* Convert condition to a bool by comparing equal to 0.0 *)
+              let zero = const_float double_type 0.0 in
+              let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
+
+              (* Grab the first block so that we might later add the conditional branch
+               * to it at the end of the function. *)
+              let start_bb = insertion_block builder in
+              let the_function = block_parent start_bb in
+
+              let then_bb = append_block context "then" the_function in
+
+              (* Emit 'then' value. *)
+              position_at_end then_bb builder;
+              let then_val = codegen_expr then_ in
+
+              (* Codegen of 'then' can change the current block, update then_bb for the
+               * phi. We create a new name because one is used for the phi node, and the
+               * other is used for the conditional branch. *)
+              let new_then_bb = insertion_block builder in
+
+              (* Emit 'else' value. *)
+              let else_bb = append_block context "else" the_function in
+              position_at_end else_bb builder;
+              let else_val = codegen_expr else_ in
+
+              (* Codegen of 'else' can change the current block, update else_bb for the
+               * phi. *)
+              let new_else_bb = insertion_block builder in
+
+              (* Emit merge block. *)
+              let merge_bb = append_block context "ifcont" the_function in
+              position_at_end merge_bb builder;
+              let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
+              let phi = build_phi incoming "iftmp" builder in
+
+              (* Return to the start block to add the conditional branch. *)
+              position_at_end start_bb builder;
+              ignore (build_cond_br cond_val then_bb else_bb builder);
+
+              (* Set a unconditional branch at the end of the 'then' block and the
+               * 'else' block to the 'merge' block. *)
+              position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
+              position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
+
+              (* Finally, set the builder to the end of the merge block. *)
+              position_at_end merge_bb builder;
+
+              phi
+          | Ast.For (var_name, start, end_, step, body) ->
+              (* Emit the start code first, without 'variable' in scope. *)
+              let start_val = codegen_expr start in
+
+              (* Make the new basic block for the loop header, inserting after current
+               * block. *)
+              let preheader_bb = insertion_block builder in
+              let the_function = block_parent preheader_bb in
+              let loop_bb = append_block context "loop" the_function in
+
+              (* Insert an explicit fall through from the current block to the
+               * loop_bb. *)
+              ignore (build_br loop_bb builder);
+
+              (* Start insertion in loop_bb. *)
+              position_at_end loop_bb builder;
+
+              (* Start the PHI node with an entry for start. *)
+              let variable = build_phi [(start_val, preheader_bb)] var_name builder in
+
+              (* Within the loop, the variable is defined equal to the PHI node. If it
+               * shadows an existing variable, we have to restore it, so save it
+               * now. *)
+              let old_val =
+                try Some (Hashtbl.find named_values var_name) with Not_found -> None
+              in
+              Hashtbl.add named_values var_name variable;
+
+              (* Emit the body of the loop.  This, like any other expr, can change the
+               * current BB.  Note that we ignore the value computed by the body, but
+               * don't allow an error *)
+              ignore (codegen_expr body);
+
+              (* Emit the step value. *)
+              let step_val =
+                match step with
+                | Some step -> codegen_expr step
+                (* If not specified, use 1.0. *)
+                | None -> const_float double_type 1.0
+              in
+
+              let next_var = build_add variable step_val "nextvar" builder in
+
+              (* Compute the end condition. *)
+              let end_cond = codegen_expr end_ in
+
+              (* Convert condition to a bool by comparing equal to 0.0. *)
+              let zero = const_float double_type 0.0 in
+              let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
+
+              (* Create the "after loop" block and insert it. *)
+              let loop_end_bb = insertion_block builder in
+              let after_bb = append_block context "afterloop" the_function in
+
+              (* Insert the conditional branch into the end of loop_end_bb. *)
+              ignore (build_cond_br end_cond loop_bb after_bb builder);
+
+              (* Any new code will be inserted in after_bb. *)
+              position_at_end after_bb builder;
+
+              (* Add a new entry to the PHI node for the backedge. *)
+              add_incoming (next_var, loop_end_bb) variable;
+
+              (* Restore the unshadowed variable. *)
+              begin match old_val with
+              | Some old_val -> Hashtbl.add named_values var_name old_val
+              | None -> ()
+              end;
+
+              (* for expr always returns 0.0. *)
+              const_null double_type
+
+        let codegen_proto = function
+          | Ast.Prototype (name, args) ->
+              (* Make the function type: double(double,double) etc. *)
+              let doubles = Array.make (Array.length args) double_type in
+              let ft = function_type double_type doubles in
+              let f =
+                match lookup_function name the_module with
+                | None -> declare_function name ft the_module
+
+                (* If 'f' conflicted, there was already something named 'name'. If it
+                 * has a body, don't allow redefinition or reextern. *)
+                | Some f ->
+                    (* If 'f' already has a body, reject this. *)
+                    if block_begin f <> At_end f then
+                      raise (Error "redefinition of function");
+
+                    (* If 'f' took a different number of arguments, reject. *)
+                    if element_type (type_of f) <> ft then
+                      raise (Error "redefinition of function with different # args");
+                    f
+              in
+
+              (* Set names for all arguments. *)
+              Array.iteri (fun i a ->
+                let n = args.(i) in
+                set_value_name n a;
+                Hashtbl.add named_values n a;
+              ) (params f);
+              f
+
+        let codegen_func the_fpm = function
+          | Ast.Function (proto, body) ->
+              Hashtbl.clear named_values;
+              let the_function = codegen_proto proto in
+
+              (* Create a new basic block to start insertion into. *)
+              let bb = append_block context "entry" the_function in
+              position_at_end bb builder;
+
+              try
+                let ret_val = codegen_expr body in
+
+                (* Finish off the function. *)
+                let _ = build_ret ret_val builder in
+
+                (* Validate the generated code, checking for consistency. *)
+                Llvm_analysis.assert_valid_function the_function;
+
+                (* Optimize the function. *)
+                let _ = PassManager.run_function the_function the_fpm in
+
+                the_function
+              with e ->
+                delete_function the_function;
+                raise e
+
+toplevel.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Top-Level parsing and JIT Driver
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+        open Llvm_executionengine
+
+        (* top ::= definition | external | expression | ';' *)
+        let rec main_loop the_fpm the_execution_engine stream =
+          match Stream.peek stream with
+          | None -> ()
+
+          (* ignore top-level semicolons. *)
+          | Some (Token.Kwd ';') ->
+              Stream.junk stream;
+              main_loop the_fpm the_execution_engine stream
+
+          | Some token ->
+              begin
+                try match token with
+                | Token.Def ->
+                    let e = Parser.parse_definition stream in
+                    print_endline "parsed a function definition.";
+                    dump_value (Codegen.codegen_func the_fpm e);
+                | Token.Extern ->
+                    let e = Parser.parse_extern stream in
+                    print_endline "parsed an extern.";
+                    dump_value (Codegen.codegen_proto e);
+                | _ ->
+                    (* Evaluate a top-level expression into an anonymous function. *)
+                    let e = Parser.parse_toplevel stream in
+                    print_endline "parsed a top-level expr";
+                    let the_function = Codegen.codegen_func the_fpm e in
+                    dump_value the_function;
+
+                    (* JIT the function, returning a function pointer. *)
+                    let result = ExecutionEngine.run_function the_function [||]
+                      the_execution_engine in
+
+                    print_string "Evaluated to ";
+                    print_float (GenericValue.as_float Codegen.double_type result);
+                    print_newline ();
+                with Stream.Error s | Codegen.Error s ->
+                  (* Skip token for error recovery. *)
+                  Stream.junk stream;
+                  print_endline s;
+              end;
+              print_string "ready> "; flush stdout;
+              main_loop the_fpm the_execution_engine stream
+
+toy.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Main driver code.
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+        open Llvm_executionengine
+        open Llvm_target
+        open Llvm_scalar_opts
+
+        let main () =
+          ignore (initialize_native_target ());
+
+          (* Install standard binary operators.
+           * 1 is the lowest precedence. *)
+          Hashtbl.add Parser.binop_precedence '<' 10;
+          Hashtbl.add Parser.binop_precedence '+' 20;
+          Hashtbl.add Parser.binop_precedence '-' 20;
+          Hashtbl.add Parser.binop_precedence '*' 40;    (* highest. *)
+
+          (* Prime the first token. *)
+          print_string "ready> "; flush stdout;
+          let stream = Lexer.lex (Stream.of_channel stdin) in
+
+          (* Create the JIT. *)
+          let the_execution_engine = ExecutionEngine.create Codegen.the_module in
+          let the_fpm = PassManager.create_function Codegen.the_module in
+
+          (* Set up the optimizer pipeline.  Start with registering info about how the
+           * target lays out data structures. *)
+          DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
+
+          (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
+          add_instruction_combination the_fpm;
+
+          (* reassociate expressions. *)
+          add_reassociation the_fpm;
+
+          (* Eliminate Common SubExpressions. *)
+          add_gvn the_fpm;
+
+          (* Simplify the control flow graph (deleting unreachable blocks, etc). *)
+          add_cfg_simplification the_fpm;
+
+          ignore (PassManager.initialize the_fpm);
+
+          (* Run the main "interpreter loop" now. *)
+          Toplevel.main_loop the_fpm the_execution_engine stream;
+
+          (* Print out all the generated code. *)
+          dump_module Codegen.the_module
+        ;;
+
+        main ()
+
+bindings.c
+    .. code-block:: c
+
+        #include <stdio.h>
+
+        /* putchard - putchar that takes a double and returns 0. */
+        extern double putchard(double X) {
+          putchar((char)X);
+          return 0;
+        }
+
+`Next: Extending the language: user-defined
+operators <OCamlLangImpl6.html>`_
+

Removed: llvm/trunk/docs/tutorial/OCamlLangImpl6.html
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl6.html?rev=169342&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl6.html (original)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl6.html (removed)
@@ -1,1574 +0,0 @@
-<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01//EN"
-                      "http://www.w3.org/TR/html4/strict.dtd">
-
-<html>
-<head>
-  <title>Kaleidoscope: Extending the Language: User-defined Operators</title>
-  <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-  <meta name="author" content="Chris Lattner">
-  <meta name="author" content="Erick Tryzelaar">
-  <link rel="stylesheet" href="../_static/llvm.css" type="text/css">
-</head>
-
-<body>
-
-<h1>Kaleidoscope: Extending the Language: User-defined Operators</h1>
-
-<ul>
-<li><a href="index.html">Up to Tutorial Index</a></li>
-<li>Chapter 6
-  <ol>
-    <li><a href="#intro">Chapter 6 Introduction</a></li>
-    <li><a href="#idea">User-defined Operators: the Idea</a></li>
-    <li><a href="#binary">User-defined Binary Operators</a></li>
-    <li><a href="#unary">User-defined Unary Operators</a></li>
-    <li><a href="#example">Kicking the Tires</a></li>
-    <li><a href="#code">Full Code Listing</a></li>
-  </ol>
-</li>
-<li><a href="OCamlLangImpl7.html">Chapter 7</a>: Extending the Language: Mutable
-Variables / SSA Construction</li>
-</ul>
-
-<div class="doc_author">
-	<p>
-		Written by <a href="mailto:sabre at nondot.org">Chris Lattner</a>
-		and <a href="mailto:idadesub at users.sourceforge.net">Erick Tryzelaar</a>
-	</p>
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="intro">Chapter 6 Introduction</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Welcome to Chapter 6 of the "<a href="index.html">Implementing a language
-with LLVM</a>" tutorial.  At this point in our tutorial, we now have a fully
-functional language that is fairly minimal, but also useful.  There
-is still one big problem with it, however. Our language doesn't have many
-useful operators (like division, logical negation, or even any comparisons
-besides less-than).</p>
-
-<p>This chapter of the tutorial takes a wild digression into adding user-defined
-operators to the simple and beautiful Kaleidoscope language. This digression now
-gives us a simple and ugly language in some ways, but also a powerful one at the
-same time.  One of the great things about creating your own language is that you
-get to decide what is good or bad.  In this tutorial we'll assume that it is
-okay to use this as a way to show some interesting parsing techniques.</p>
-
-<p>At the end of this tutorial, we'll run through an example Kaleidoscope
-application that <a href="#example">renders the Mandelbrot set</a>.  This gives
-an example of what you can build with Kaleidoscope and its feature set.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="idea">User-defined Operators: the Idea</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>
-The "operator overloading" that we will add to Kaleidoscope is more general than
-languages like C++.  In C++, you are only allowed to redefine existing
-operators: you can't programatically change the grammar, introduce new
-operators, change precedence levels, etc.  In this chapter, we will add this
-capability to Kaleidoscope, which will let the user round out the set of
-operators that are supported.</p>
-
-<p>The point of going into user-defined operators in a tutorial like this is to
-show the power and flexibility of using a hand-written parser.  Thus far, the parser
-we have been implementing uses recursive descent for most parts of the grammar and
-operator precedence parsing for the expressions.  See <a
-href="OCamlLangImpl2.html">Chapter 2</a> for details.  Without using operator
-precedence parsing, it would be very difficult to allow the programmer to
-introduce new operators into the grammar: the grammar is dynamically extensible
-as the JIT runs.</p>
-
-<p>The two specific features we'll add are programmable unary operators (right
-now, Kaleidoscope has no unary operators at all) as well as binary operators.
-An example of this is:</p>
-
-<div class="doc_code">
-<pre>
-# Logical unary not.
-def unary!(v)
-  if v then
-    0
-  else
-    1;
-
-# Define > with the same precedence as <.
-def binary> 10 (LHS RHS)
-  RHS < LHS;
-
-# Binary "logical or", (note that it does not "short circuit")
-def binary| 5 (LHS RHS)
-  if LHS then
-    1
-  else if RHS then
-    1
-  else
-    0;
-
-# Define = with slightly lower precedence than relationals.
-def binary= 9 (LHS RHS)
-  !(LHS < RHS | LHS > RHS);
-</pre>
-</div>
-
-<p>Many languages aspire to being able to implement their standard runtime
-library in the language itself.  In Kaleidoscope, we can implement significant
-parts of the language in the library!</p>
-
-<p>We will break down implementation of these features into two parts:
-implementing support for user-defined binary operators and adding unary
-operators.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="binary">User-defined Binary Operators</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Adding support for user-defined binary operators is pretty simple with our
-current framework.  We'll first add support for the unary/binary keywords:</p>
-
-<div class="doc_code">
-<pre>
-type token =
-  ...
-  <b>(* operators *)
-  | Binary | Unary</b>
-
-...
-
-and lex_ident buffer = parser
-  ...
-      | "for" -> [< 'Token.For; stream >]
-      | "in" -> [< 'Token.In; stream >]
-      <b>| "binary" -> [< 'Token.Binary; stream >]
-      | "unary" -> [< 'Token.Unary; stream >]</b>
-</pre>
-</div>
-
-<p>This just adds lexer support for the unary and binary keywords, like we
-did in <a href="OCamlLangImpl5.html#iflexer">previous chapters</a>.  One nice
-thing about our current AST, is that we represent binary operators with full
-generalisation by using their ASCII code as the opcode.  For our extended
-operators, we'll use this same representation, so we don't need any new AST or
-parser support.</p>
-
-<p>On the other hand, we have to be able to represent the definitions of these
-new operators, in the "def binary| 5" part of the function definition.  In our
-grammar so far, the "name" for the function definition is parsed as the
-"prototype" production and into the <tt>Ast.Prototype</tt> AST node.  To
-represent our new user-defined operators as prototypes, we have to extend
-the  <tt>Ast.Prototype</tt> AST node like this:</p>
-
-<div class="doc_code">
-<pre>
-(* proto - This type represents the "prototype" for a function, which captures
- * its name, and its argument names (thus implicitly the number of arguments the
- * function takes). *)
-type proto =
-  | Prototype of string * string array
-  <b>| BinOpPrototype of string * string array * int</b>
-</pre>
-</div>
-
-<p>Basically, in addition to knowing a name for the prototype, we now keep track
-of whether it was an operator, and if it was, what precedence level the operator
-is at.  The precedence is only used for binary operators (as you'll see below,
-it just doesn't apply for unary operators).  Now that we have a way to represent
-the prototype for a user-defined operator, we need to parse it:</p>
-
-<div class="doc_code">
-<pre>
-(* prototype
- *   ::= id '(' id* ')'
- <b>*   ::= binary LETTER number? (id, id)
- *   ::= unary LETTER number? (id) *)</b>
-let parse_prototype =
-  let rec parse_args accumulator = parser
-    | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
-    | [< >] -> accumulator
-  in
-  let parse_operator = parser
-    | [< 'Token.Unary >] -> "unary", 1
-    | [< 'Token.Binary >] -> "binary", 2
-  in
-  let parse_binary_precedence = parser
-    | [< 'Token.Number n >] -> int_of_float n
-    | [< >] -> 30
-  in
-  parser
-  | [< 'Token.Ident id;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-       args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      (* success. *)
-      Ast.Prototype (id, Array.of_list (List.rev args))
-  <b>| [< (prefix, kind)=parse_operator;
-       'Token.Kwd op ?? "expected an operator";
-       (* Read the precedence if present. *)
-       binary_precedence=parse_binary_precedence;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-        args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      let name = prefix ^ (String.make 1 op) in
-      let args = Array.of_list (List.rev args) in
-
-      (* Verify right number of arguments for operator. *)
-      if Array.length args != kind
-      then raise (Stream.Error "invalid number of operands for operator")
-      else
-        if kind == 1 then
-          Ast.Prototype (name, args)
-        else
-          Ast.BinOpPrototype (name, args, binary_precedence)</b>
-  | [< >] ->
-      raise (Stream.Error "expected function name in prototype")
-</pre>
-</div>
-
-<p>This is all fairly straightforward parsing code, and we have already seen
-a lot of similar code in the past.  One interesting part about the code above is
-the couple lines that set up <tt>name</tt> for binary operators.  This builds
-names like "binary@" for a newly defined "@" operator.  This then takes
-advantage of the fact that symbol names in the LLVM symbol table are allowed to
-have any character in them, including embedded nul characters.</p>
-
-<p>The next interesting thing to add, is codegen support for these binary
-operators.  Given our current structure, this is a simple addition of a default
-case for our existing binary operator node:</p>
-
-<div class="doc_code">
-<pre>
-let codegen_expr = function
-  ...
-  | Ast.Binary (op, lhs, rhs) ->
-      let lhs_val = codegen_expr lhs in
-      let rhs_val = codegen_expr rhs in
-      begin
-        match op with
-        | '+' -> build_add lhs_val rhs_val "addtmp" builder
-        | '-' -> build_sub lhs_val rhs_val "subtmp" builder
-        | '*' -> build_mul lhs_val rhs_val "multmp" builder
-        | '<' ->
-            (* Convert bool 0/1 to double 0.0 or 1.0 *)
-            let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
-            build_uitofp i double_type "booltmp" builder
-        <b>| _ ->
-            (* If it wasn't a builtin binary operator, it must be a user defined
-             * one. Emit a call to it. *)
-            let callee = "binary" ^ (String.make 1 op) in
-            let callee =
-              match lookup_function callee the_module with
-              | Some callee -> callee
-              | None -> raise (Error "binary operator not found!")
-            in
-            build_call callee [|lhs_val; rhs_val|] "binop" builder</b>
-      end
-</pre>
-</div>
-
-<p>As you can see above, the new code is actually really simple.  It just does
-a lookup for the appropriate operator in the symbol table and generates a
-function call to it.  Since user-defined operators are just built as normal
-functions (because the "prototype" boils down to a function with the right
-name) everything falls into place.</p>
-
-<p>The final piece of code we are missing, is a bit of top level magic:</p>
-
-<div class="doc_code">
-<pre>
-let codegen_func the_fpm = function
-  | Ast.Function (proto, body) ->
-      Hashtbl.clear named_values;
-      let the_function = codegen_proto proto in
-
-      <b>(* If this is an operator, install it. *)
-      begin match proto with
-      | Ast.BinOpPrototype (name, args, prec) ->
-          let op = name.[String.length name - 1] in
-          Hashtbl.add Parser.binop_precedence op prec;
-      | _ -> ()
-      end;</b>
-
-      (* Create a new basic block to start insertion into. *)
-      let bb = append_block context "entry" the_function in
-      position_at_end bb builder;
-      ...
-</pre>
-</div>
-
-<p>Basically, before codegening a function, if it is a user-defined operator, we
-register it in the precedence table.  This allows the binary operator parsing
-logic we already have in place to handle it.  Since we are working on a
-fully-general operator precedence parser, this is all we need to do to "extend
-the grammar".</p>
-
-<p>Now we have useful user-defined binary operators.  This builds a lot
-on the previous framework we built for other operators.  Adding unary operators
-is a bit more challenging, because we don't have any framework for it yet - lets
-see what it takes.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="unary">User-defined Unary Operators</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Since we don't currently support unary operators in the Kaleidoscope
-language, we'll need to add everything to support them.  Above, we added simple
-support for the 'unary' keyword to the lexer.  In addition to that, we need an
-AST node:</p>
-
-<div class="doc_code">
-<pre>
-type expr =
-  ...
-  (* variant for a unary operator. *)
-  | Unary of char * expr
-  ...
-</pre>
-</div>
-
-<p>This AST node is very simple and obvious by now.  It directly mirrors the
-binary operator AST node, except that it only has one child.  With this, we
-need to add the parsing logic.  Parsing a unary operator is pretty simple: we'll
-add a new function to do it:</p>
-
-<div class="doc_code">
-<pre>
-(* unary
- *   ::= primary
- *   ::= '!' unary *)
-and parse_unary = parser
-  (* If this is a unary operator, read it. *)
-  | [< 'Token.Kwd op when op != '(' && op != ')'; operand=parse_expr >] ->
-      Ast.Unary (op, operand)
-
-  (* If the current token is not an operator, it must be a primary expr. *)
-  | [< stream >] -> parse_primary stream
-</pre>
-</div>
-
-<p>The grammar we add is pretty straightforward here.  If we see a unary
-operator when parsing a primary operator, we eat the operator as a prefix and
-parse the remaining piece as another unary operator.  This allows us to handle
-multiple unary operators (e.g. "!!x").  Note that unary operators can't have
-ambiguous parses like binary operators can, so there is no need for precedence
-information.</p>
-
-<p>The problem with this function, is that we need to call ParseUnary from
-somewhere.  To do this, we change previous callers of ParsePrimary to call
-<tt>parse_unary</tt> instead:</p>
-
-<div class="doc_code">
-<pre>
-(* binoprhs
- *   ::= ('+' primary)* *)
-and parse_bin_rhs expr_prec lhs stream =
-        ...
-        <b>(* Parse the unary expression after the binary operator. *)
-        let rhs = parse_unary stream in</b>
-        ...
-
-...
-
-(* expression
- *   ::= primary binoprhs *)
-and parse_expr = parser
-  | [< lhs=<b>parse_unary</b>; stream >] -> parse_bin_rhs 0 lhs stream
-</pre>
-</div>
-
-<p>With these two simple changes, we are now able to parse unary operators and build the
-AST for them.  Next up, we need to add parser support for prototypes, to parse
-the unary operator prototype.  We extend the binary operator code above
-with:</p>
-
-<div class="doc_code">
-<pre>
-(* prototype
- *   ::= id '(' id* ')'
- *   ::= binary LETTER number? (id, id)
- <b>*   ::= unary LETTER number? (id)</b> *)
-let parse_prototype =
-  let rec parse_args accumulator = parser
-    | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
-    | [< >] -> accumulator
-  in
-  <b>let parse_operator = parser
-    | [< 'Token.Unary >] -> "unary", 1
-    | [< 'Token.Binary >] -> "binary", 2
-  in</b>
-  let parse_binary_precedence = parser
-    | [< 'Token.Number n >] -> int_of_float n
-    | [< >] -> 30
-  in
-  parser
-  | [< 'Token.Ident id;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-       args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      (* success. *)
-      Ast.Prototype (id, Array.of_list (List.rev args))
-  <b>| [< (prefix, kind)=parse_operator;
-       'Token.Kwd op ?? "expected an operator";
-       (* Read the precedence if present. *)
-       binary_precedence=parse_binary_precedence;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-        args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      let name = prefix ^ (String.make 1 op) in
-      let args = Array.of_list (List.rev args) in
-
-      (* Verify right number of arguments for operator. *)
-      if Array.length args != kind
-      then raise (Stream.Error "invalid number of operands for operator")
-      else
-        if kind == 1 then
-          Ast.Prototype (name, args)
-        else
-          Ast.BinOpPrototype (name, args, binary_precedence)</b>
-  | [< >] ->
-      raise (Stream.Error "expected function name in prototype")
-</pre>
-</div>
-
-<p>As with binary operators, we name unary operators with a name that includes
-the operator character.  This assists us at code generation time.  Speaking of,
-the final piece we need to add is codegen support for unary operators.  It looks
-like this:</p>
-
-<div class="doc_code">
-<pre>
-let rec codegen_expr = function
-  ...
-  | Ast.Unary (op, operand) ->
-      let operand = codegen_expr operand in
-      let callee = "unary" ^ (String.make 1 op) in
-      let callee =
-        match lookup_function callee the_module with
-        | Some callee -> callee
-        | None -> raise (Error "unknown unary operator")
-      in
-      build_call callee [|operand|] "unop" builder
-</pre>
-</div>
-
-<p>This code is similar to, but simpler than, the code for binary operators.  It
-is simpler primarily because it doesn't need to handle any predefined operators.
-</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="example">Kicking the Tires</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>It is somewhat hard to believe, but with a few simple extensions we've
-covered in the last chapters, we have grown a real-ish language.  With this, we
-can do a lot of interesting things, including I/O, math, and a bunch of other
-things.  For example, we can now add a nice sequencing operator (printd is
-defined to print out the specified value and a newline):</p>
-
-<div class="doc_code">
-<pre>
-ready> <b>extern printd(x);</b>
-Read extern: declare double @printd(double)
-ready> <b>def binary : 1 (x y) 0;  # Low-precedence operator that ignores operands.</b>
-..
-ready> <b>printd(123) : printd(456) : printd(789);</b>
-123.000000
-456.000000
-789.000000
-Evaluated to 0.000000
-</pre>
-</div>
-
-<p>We can also define a bunch of other "primitive" operations, such as:</p>
-
-<div class="doc_code">
-<pre>
-# Logical unary not.
-def unary!(v)
-  if v then
-    0
-  else
-    1;
-
-# Unary negate.
-def unary-(v)
-  0-v;
-
-# Define > with the same precedence as <.
-def binary> 10 (LHS RHS)
-  RHS < LHS;
-
-# Binary logical or, which does not short circuit.
-def binary| 5 (LHS RHS)
-  if LHS then
-    1
-  else if RHS then
-    1
-  else
-    0;
-
-# Binary logical and, which does not short circuit.
-def binary& 6 (LHS RHS)
-  if !LHS then
-    0
-  else
-    !!RHS;
-
-# Define = with slightly lower precedence than relationals.
-def binary = 9 (LHS RHS)
-  !(LHS < RHS | LHS > RHS);
-
-</pre>
-</div>
-
-
-<p>Given the previous if/then/else support, we can also define interesting
-functions for I/O.  For example, the following prints out a character whose
-"density" reflects the value passed in: the lower the value, the denser the
-character:</p>
-
-<div class="doc_code">
-<pre>
-ready>
-<b>
-extern putchard(char)
-def printdensity(d)
-  if d > 8 then
-    putchard(32)  # ' '
-  else if d > 4 then
-    putchard(46)  # '.'
-  else if d > 2 then
-    putchard(43)  # '+'
-  else
-    putchard(42); # '*'</b>
-...
-ready> <b>printdensity(1): printdensity(2): printdensity(3) :
-          printdensity(4): printdensity(5): printdensity(9): putchard(10);</b>
-*++..
-Evaluated to 0.000000
-</pre>
-</div>
-
-<p>Based on these simple primitive operations, we can start to define more
-interesting things.  For example, here's a little function that solves for the
-number of iterations it takes a function in the complex plane to
-converge:</p>
-
-<div class="doc_code">
-<pre>
-# determine whether the specific location diverges.
-# Solve for z = z^2 + c in the complex plane.
-def mandleconverger(real imag iters creal cimag)
-  if iters > 255 | (real*real + imag*imag > 4) then
-    iters
-  else
-    mandleconverger(real*real - imag*imag + creal,
-                    2*real*imag + cimag,
-                    iters+1, creal, cimag);
-
-# return the number of iterations required for the iteration to escape
-def mandleconverge(real imag)
-  mandleconverger(real, imag, 0, real, imag);
-</pre>
-</div>
-
-<p>This "z = z<sup>2</sup> + c" function is a beautiful little creature that is the basis
-for computation of the <a
-href="http://en.wikipedia.org/wiki/Mandelbrot_set">Mandelbrot Set</a>.  Our
-<tt>mandelconverge</tt> function returns the number of iterations that it takes
-for a complex orbit to escape, saturating to 255.  This is not a very useful
-function by itself, but if you plot its value over a two-dimensional plane,
-you can see the Mandelbrot set.  Given that we are limited to using putchard
-here, our amazing graphical output is limited, but we can whip together
-something using the density plotter above:</p>
-
-<div class="doc_code">
-<pre>
-# compute and plot the mandlebrot set with the specified 2 dimensional range
-# info.
-def mandelhelp(xmin xmax xstep   ymin ymax ystep)
-  for y = ymin, y < ymax, ystep in (
-    (for x = xmin, x < xmax, xstep in
-       printdensity(mandleconverge(x,y)))
-    : putchard(10)
-  )
-
-# mandel - This is a convenient helper function for plotting the mandelbrot set
-# from the specified position with the specified Magnification.
-def mandel(realstart imagstart realmag imagmag)
-  mandelhelp(realstart, realstart+realmag*78, realmag,
-             imagstart, imagstart+imagmag*40, imagmag);
-</pre>
-</div>
-
-<p>Given this, we can try plotting out the mandlebrot set!  Lets try it out:</p>
-
-<div class="doc_code">
-<pre>
-ready> <b>mandel(-2.3, -1.3, 0.05, 0.07);</b>
-*******************************+++++++++++*************************************
-*************************+++++++++++++++++++++++*******************************
-**********************+++++++++++++++++++++++++++++****************************
-*******************+++++++++++++++++++++.. ...++++++++*************************
-*****************++++++++++++++++++++++.... ...+++++++++***********************
-***************+++++++++++++++++++++++.....   ...+++++++++*********************
-**************+++++++++++++++++++++++....     ....+++++++++********************
-*************++++++++++++++++++++++......      .....++++++++*******************
-************+++++++++++++++++++++.......       .......+++++++******************
-***********+++++++++++++++++++....                ... .+++++++*****************
-**********+++++++++++++++++.......                     .+++++++****************
-*********++++++++++++++...........                    ...+++++++***************
-********++++++++++++............                      ...++++++++**************
-********++++++++++... ..........                        .++++++++**************
-*******+++++++++.....                                   .+++++++++*************
-*******++++++++......                                  ..+++++++++*************
-*******++++++.......                                   ..+++++++++*************
-*******+++++......                                     ..+++++++++*************
-*******.... ....                                      ...+++++++++*************
-*******.... .                                         ...+++++++++*************
-*******+++++......                                    ...+++++++++*************
-*******++++++.......                                   ..+++++++++*************
-*******++++++++......                                   .+++++++++*************
-*******+++++++++.....                                  ..+++++++++*************
-********++++++++++... ..........                        .++++++++**************
-********++++++++++++............                      ...++++++++**************
-*********++++++++++++++..........                     ...+++++++***************
-**********++++++++++++++++........                     .+++++++****************
-**********++++++++++++++++++++....                ... ..+++++++****************
-***********++++++++++++++++++++++.......       .......++++++++*****************
-************+++++++++++++++++++++++......      ......++++++++******************
-**************+++++++++++++++++++++++....      ....++++++++********************
-***************+++++++++++++++++++++++.....   ...+++++++++*********************
-*****************++++++++++++++++++++++....  ...++++++++***********************
-*******************+++++++++++++++++++++......++++++++*************************
-*********************++++++++++++++++++++++.++++++++***************************
-*************************+++++++++++++++++++++++*******************************
-******************************+++++++++++++************************************
-*******************************************************************************
-*******************************************************************************
-*******************************************************************************
-Evaluated to 0.000000
-ready> <b>mandel(-2, -1, 0.02, 0.04);</b>
-**************************+++++++++++++++++++++++++++++++++++++++++++++++++++++
-***********************++++++++++++++++++++++++++++++++++++++++++++++++++++++++
-*********************+++++++++++++++++++++++++++++++++++++++++++++++++++++++++.
-*******************+++++++++++++++++++++++++++++++++++++++++++++++++++++++++...
-*****************+++++++++++++++++++++++++++++++++++++++++++++++++++++++++.....
-***************++++++++++++++++++++++++++++++++++++++++++++++++++++++++........
-**************++++++++++++++++++++++++++++++++++++++++++++++++++++++...........
-************+++++++++++++++++++++++++++++++++++++++++++++++++++++..............
-***********++++++++++++++++++++++++++++++++++++++++++++++++++........        .
-**********++++++++++++++++++++++++++++++++++++++++++++++.............
-********+++++++++++++++++++++++++++++++++++++++++++..................
-*******+++++++++++++++++++++++++++++++++++++++.......................
-******+++++++++++++++++++++++++++++++++++...........................
-*****++++++++++++++++++++++++++++++++............................
-*****++++++++++++++++++++++++++++...............................
-****++++++++++++++++++++++++++......   .........................
-***++++++++++++++++++++++++.........     ......    ...........
-***++++++++++++++++++++++............
-**+++++++++++++++++++++..............
-**+++++++++++++++++++................
-*++++++++++++++++++.................
-*++++++++++++++++............ ...
-*++++++++++++++..............
-*+++....++++................
-*..........  ...........
-*
-*..........  ...........
-*+++....++++................
-*++++++++++++++..............
-*++++++++++++++++............ ...
-*++++++++++++++++++.................
-**+++++++++++++++++++................
-**+++++++++++++++++++++..............
-***++++++++++++++++++++++............
-***++++++++++++++++++++++++.........     ......    ...........
-****++++++++++++++++++++++++++......   .........................
-*****++++++++++++++++++++++++++++...............................
-*****++++++++++++++++++++++++++++++++............................
-******+++++++++++++++++++++++++++++++++++...........................
-*******+++++++++++++++++++++++++++++++++++++++.......................
-********+++++++++++++++++++++++++++++++++++++++++++..................
-Evaluated to 0.000000
-ready> <b>mandel(-0.9, -1.4, 0.02, 0.03);</b>
-*******************************************************************************
-*******************************************************************************
-*******************************************************************************
-**********+++++++++++++++++++++************************************************
-*+++++++++++++++++++++++++++++++++++++++***************************************
-+++++++++++++++++++++++++++++++++++++++++++++**********************************
-++++++++++++++++++++++++++++++++++++++++++++++++++*****************************
-++++++++++++++++++++++++++++++++++++++++++++++++++++++*************************
-+++++++++++++++++++++++++++++++++++++++++++++++++++++++++**********************
-+++++++++++++++++++++++++++++++++.........++++++++++++++++++*******************
-+++++++++++++++++++++++++++++++....   ......+++++++++++++++++++****************
-+++++++++++++++++++++++++++++.......  ........+++++++++++++++++++**************
-++++++++++++++++++++++++++++........   ........++++++++++++++++++++************
-+++++++++++++++++++++++++++.........     ..  ...+++++++++++++++++++++**********
-++++++++++++++++++++++++++...........        ....++++++++++++++++++++++********
-++++++++++++++++++++++++.............       .......++++++++++++++++++++++******
-+++++++++++++++++++++++.............        ........+++++++++++++++++++++++****
-++++++++++++++++++++++...........           ..........++++++++++++++++++++++***
-++++++++++++++++++++...........                .........++++++++++++++++++++++*
-++++++++++++++++++............                  ...........++++++++++++++++++++
-++++++++++++++++...............                 .............++++++++++++++++++
-++++++++++++++.................                 ...............++++++++++++++++
-++++++++++++..................                  .................++++++++++++++
-+++++++++..................                      .................+++++++++++++
-++++++........        .                               .........  ..++++++++++++
-++............                                         ......    ....++++++++++
-..............                                                    ...++++++++++
-..............                                                    ....+++++++++
-..............                                                    .....++++++++
-.............                                                    ......++++++++
-...........                                                     .......++++++++
-.........                                                       ........+++++++
-.........                                                       ........+++++++
-.........                                                           ....+++++++
-........                                                             ...+++++++
-.......                                                              ...+++++++
-                                                                    ....+++++++
-                                                                   .....+++++++
-                                                                    ....+++++++
-                                                                    ....+++++++
-                                                                    ....+++++++
-Evaluated to 0.000000
-ready> <b>^D</b>
-</pre>
-</div>
-
-<p>At this point, you may be starting to realize that Kaleidoscope is a real
-and powerful language.  It may not be self-similar :), but it can be used to
-plot things that are!</p>
-
-<p>With this, we conclude the "adding user-defined operators" chapter of the
-tutorial.  We have successfully augmented our language, adding the ability to
-extend the language in the library, and we have shown how this can be used to
-build a simple but interesting end-user application in Kaleidoscope.  At this
-point, Kaleidoscope can build a variety of applications that are functional and
-can call functions with side-effects, but it can't actually define and mutate a
-variable itself.</p>
-
-<p>Strikingly, variable mutation is an important feature of some
-languages, and it is not at all obvious how to <a href="OCamlLangImpl7.html">add
-support for mutable variables</a> without having to add an "SSA construction"
-phase to your front-end.  In the next chapter, we will describe how you can
-add variable mutation without building SSA in your front-end.</p>
-
-</div>
-
-
-<!-- *********************************************************************** -->
-<h2><a name="code">Full Code Listing</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>
-Here is the complete code listing for our running example, enhanced with the
-if/then/else and for expressions..  To build this example, use:
-</p>
-
-<div class="doc_code">
-<pre>
-# Compile
-ocamlbuild toy.byte
-# Run
-./toy.byte
-</pre>
-</div>
-
-<p>Here is the code:</p>
-
-<dl>
-<dt>_tags:</dt>
-<dd class="doc_code">
-<pre>
-<{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
-<*.{byte,native}>: g++, use_llvm, use_llvm_analysis
-<*.{byte,native}>: use_llvm_executionengine, use_llvm_target
-<*.{byte,native}>: use_llvm_scalar_opts, use_bindings
-</pre>
-</dd>
-
-<dt>myocamlbuild.ml:</dt>
-<dd class="doc_code">
-<pre>
-open Ocamlbuild_plugin;;
-
-ocaml_lib ~extern:true "llvm";;
-ocaml_lib ~extern:true "llvm_analysis";;
-ocaml_lib ~extern:true "llvm_executionengine";;
-ocaml_lib ~extern:true "llvm_target";;
-ocaml_lib ~extern:true "llvm_scalar_opts";;
-
-flag ["link"; "ocaml"; "g++"] (S[A"-cc"; A"g++"; A"-cclib"; A"-rdynamic"]);;
-dep ["link"; "ocaml"; "use_bindings"] ["bindings.o"];;
-</pre>
-</dd>
-
-<dt>token.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Lexer Tokens
- *===----------------------------------------------------------------------===*)
-
-(* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
- * these others for known things. *)
-type token =
-  (* commands *)
-  | Def | Extern
-
-  (* primary *)
-  | Ident of string | Number of float
-
-  (* unknown *)
-  | Kwd of char
-
-  (* control *)
-  | If | Then | Else
-  | For | In
-
-  (* operators *)
-  | Binary | Unary
-</pre>
-</dd>
-
-<dt>lexer.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Lexer
- *===----------------------------------------------------------------------===*)
-
-let rec lex = parser
-  (* Skip any whitespace. *)
-  | [< ' (' ' | '\n' | '\r' | '\t'); stream >] -> lex stream
-
-  (* identifier: [a-zA-Z][a-zA-Z0-9] *)
-  | [< ' ('A' .. 'Z' | 'a' .. 'z' as c); stream >] ->
-      let buffer = Buffer.create 1 in
-      Buffer.add_char buffer c;
-      lex_ident buffer stream
-
-  (* number: [0-9.]+ *)
-  | [< ' ('0' .. '9' as c); stream >] ->
-      let buffer = Buffer.create 1 in
-      Buffer.add_char buffer c;
-      lex_number buffer stream
-
-  (* Comment until end of line. *)
-  | [< ' ('#'); stream >] ->
-      lex_comment stream
-
-  (* Otherwise, just return the character as its ascii value. *)
-  | [< 'c; stream >] ->
-      [< 'Token.Kwd c; lex stream >]
-
-  (* end of stream. *)
-  | [< >] -> [< >]
-
-and lex_number buffer = parser
-  | [< ' ('0' .. '9' | '.' as c); stream >] ->
-      Buffer.add_char buffer c;
-      lex_number buffer stream
-  | [< stream=lex >] ->
-      [< 'Token.Number (float_of_string (Buffer.contents buffer)); stream >]
-
-and lex_ident buffer = parser
-  | [< ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream >] ->
-      Buffer.add_char buffer c;
-      lex_ident buffer stream
-  | [< stream=lex >] ->
-      match Buffer.contents buffer with
-      | "def" -> [< 'Token.Def; stream >]
-      | "extern" -> [< 'Token.Extern; stream >]
-      | "if" -> [< 'Token.If; stream >]
-      | "then" -> [< 'Token.Then; stream >]
-      | "else" -> [< 'Token.Else; stream >]
-      | "for" -> [< 'Token.For; stream >]
-      | "in" -> [< 'Token.In; stream >]
-      | "binary" -> [< 'Token.Binary; stream >]
-      | "unary" -> [< 'Token.Unary; stream >]
-      | id -> [< 'Token.Ident id; stream >]
-
-and lex_comment = parser
-  | [< ' ('\n'); stream=lex >] -> stream
-  | [< 'c; e=lex_comment >] -> e
-  | [< >] -> [< >]
-</pre>
-</dd>
-
-<dt>ast.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Abstract Syntax Tree (aka Parse Tree)
- *===----------------------------------------------------------------------===*)
-
-(* expr - Base type for all expression nodes. *)
-type expr =
-  (* variant for numeric literals like "1.0". *)
-  | Number of float
-
-  (* variant for referencing a variable, like "a". *)
-  | Variable of string
-
-  (* variant for a unary operator. *)
-  | Unary of char * expr
-
-  (* variant for a binary operator. *)
-  | Binary of char * expr * expr
-
-  (* variant for function calls. *)
-  | Call of string * expr array
-
-  (* variant for if/then/else. *)
-  | If of expr * expr * expr
-
-  (* variant for for/in. *)
-  | For of string * expr * expr * expr option * expr
-
-(* proto - This type represents the "prototype" for a function, which captures
- * its name, and its argument names (thus implicitly the number of arguments the
- * function takes). *)
-type proto =
-  | Prototype of string * string array
-  | BinOpPrototype of string * string array * int
-
-(* func - This type represents a function definition itself. *)
-type func = Function of proto * expr
-</pre>
-</dd>
-
-<dt>parser.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===---------------------------------------------------------------------===
- * Parser
- *===---------------------------------------------------------------------===*)
-
-(* binop_precedence - This holds the precedence for each binary operator that is
- * defined *)
-let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
-
-(* precedence - Get the precedence of the pending binary operator token. *)
-let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
-
-(* primary
- *   ::= identifier
- *   ::= numberexpr
- *   ::= parenexpr
- *   ::= ifexpr
- *   ::= forexpr *)
-let rec parse_primary = parser
-  (* numberexpr ::= number *)
-  | [< 'Token.Number n >] -> Ast.Number n
-
-  (* parenexpr ::= '(' expression ')' *)
-  | [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
-
-  (* identifierexpr
-   *   ::= identifier
-   *   ::= identifier '(' argumentexpr ')' *)
-  | [< 'Token.Ident id; stream >] ->
-      let rec parse_args accumulator = parser
-        | [< e=parse_expr; stream >] ->
-            begin parser
-              | [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
-              | [< >] -> e :: accumulator
-            end stream
-        | [< >] -> accumulator
-      in
-      let rec parse_ident id = parser
-        (* Call. *)
-        | [< 'Token.Kwd '(';
-             args=parse_args [];
-             'Token.Kwd ')' ?? "expected ')'">] ->
-            Ast.Call (id, Array.of_list (List.rev args))
-
-        (* Simple variable ref. *)
-        | [< >] -> Ast.Variable id
-      in
-      parse_ident id stream
-
-  (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
-  | [< 'Token.If; c=parse_expr;
-       'Token.Then ?? "expected 'then'"; t=parse_expr;
-       'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
-      Ast.If (c, t, e)
-
-  (* forexpr
-        ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
-  | [< 'Token.For;
-       'Token.Ident id ?? "expected identifier after for";
-       'Token.Kwd '=' ?? "expected '=' after for";
-       stream >] ->
-      begin parser
-        | [<
-             start=parse_expr;
-             'Token.Kwd ',' ?? "expected ',' after for";
-             end_=parse_expr;
-             stream >] ->
-            let step =
-              begin parser
-              | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
-              | [< >] -> None
-              end stream
-            in
-            begin parser
-            | [< 'Token.In; body=parse_expr >] ->
-                Ast.For (id, start, end_, step, body)
-            | [< >] ->
-                raise (Stream.Error "expected 'in' after for")
-            end stream
-        | [< >] ->
-            raise (Stream.Error "expected '=' after for")
-      end stream
-
-  | [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
-
-(* unary
- *   ::= primary
- *   ::= '!' unary *)
-and parse_unary = parser
-  (* If this is a unary operator, read it. *)
-  | [< 'Token.Kwd op when op != '(' && op != ')'; operand=parse_expr >] ->
-      Ast.Unary (op, operand)
-
-  (* If the current token is not an operator, it must be a primary expr. *)
-  | [< stream >] -> parse_primary stream
-
-(* binoprhs
- *   ::= ('+' primary)* *)
-and parse_bin_rhs expr_prec lhs stream =
-  match Stream.peek stream with
-  (* If this is a binop, find its precedence. *)
-  | Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
-      let token_prec = precedence c in
-
-      (* If this is a binop that binds at least as tightly as the current binop,
-       * consume it, otherwise we are done. *)
-      if token_prec < expr_prec then lhs else begin
-        (* Eat the binop. *)
-        Stream.junk stream;
-
-        (* Parse the unary expression after the binary operator. *)
-        let rhs = parse_unary stream in
-
-        (* Okay, we know this is a binop. *)
-        let rhs =
-          match Stream.peek stream with
-          | Some (Token.Kwd c2) ->
-              (* If BinOp binds less tightly with rhs than the operator after
-               * rhs, let the pending operator take rhs as its lhs. *)
-              let next_prec = precedence c2 in
-              if token_prec < next_prec
-              then parse_bin_rhs (token_prec + 1) rhs stream
-              else rhs
-          | _ -> rhs
-        in
-
-        (* Merge lhs/rhs. *)
-        let lhs = Ast.Binary (c, lhs, rhs) in
-        parse_bin_rhs expr_prec lhs stream
-      end
-  | _ -> lhs
-
-(* expression
- *   ::= primary binoprhs *)
-and parse_expr = parser
-  | [< lhs=parse_unary; stream >] -> parse_bin_rhs 0 lhs stream
-
-(* prototype
- *   ::= id '(' id* ')'
- *   ::= binary LETTER number? (id, id)
- *   ::= unary LETTER number? (id) *)
-let parse_prototype =
-  let rec parse_args accumulator = parser
-    | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
-    | [< >] -> accumulator
-  in
-  let parse_operator = parser
-    | [< 'Token.Unary >] -> "unary", 1
-    | [< 'Token.Binary >] -> "binary", 2
-  in
-  let parse_binary_precedence = parser
-    | [< 'Token.Number n >] -> int_of_float n
-    | [< >] -> 30
-  in
-  parser
-  | [< 'Token.Ident id;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-       args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      (* success. *)
-      Ast.Prototype (id, Array.of_list (List.rev args))
-  | [< (prefix, kind)=parse_operator;
-       'Token.Kwd op ?? "expected an operator";
-       (* Read the precedence if present. *)
-       binary_precedence=parse_binary_precedence;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-        args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      let name = prefix ^ (String.make 1 op) in
-      let args = Array.of_list (List.rev args) in
-
-      (* Verify right number of arguments for operator. *)
-      if Array.length args != kind
-      then raise (Stream.Error "invalid number of operands for operator")
-      else
-        if kind == 1 then
-          Ast.Prototype (name, args)
-        else
-          Ast.BinOpPrototype (name, args, binary_precedence)
-  | [< >] ->
-      raise (Stream.Error "expected function name in prototype")
-
-(* definition ::= 'def' prototype expression *)
-let parse_definition = parser
-  | [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
-      Ast.Function (p, e)
-
-(* toplevelexpr ::= expression *)
-let parse_toplevel = parser
-  | [< e=parse_expr >] ->
-      (* Make an anonymous proto. *)
-      Ast.Function (Ast.Prototype ("", [||]), e)
-
-(*  external ::= 'extern' prototype *)
-let parse_extern = parser
-  | [< 'Token.Extern; e=parse_prototype >] -> e
-</pre>
-</dd>
-
-<dt>codegen.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Code Generation
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-
-exception Error of string
-
-let context = global_context ()
-let the_module = create_module context "my cool jit"
-let builder = builder context
-let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
-let double_type = double_type context
-
-let rec codegen_expr = function
-  | Ast.Number n -> const_float double_type n
-  | Ast.Variable name ->
-      (try Hashtbl.find named_values name with
-        | Not_found -> raise (Error "unknown variable name"))
-  | Ast.Unary (op, operand) ->
-      let operand = codegen_expr operand in
-      let callee = "unary" ^ (String.make 1 op) in
-      let callee =
-        match lookup_function callee the_module with
-        | Some callee -> callee
-        | None -> raise (Error "unknown unary operator")
-      in
-      build_call callee [|operand|] "unop" builder
-  | Ast.Binary (op, lhs, rhs) ->
-      let lhs_val = codegen_expr lhs in
-      let rhs_val = codegen_expr rhs in
-      begin
-        match op with
-        | '+' -> build_add lhs_val rhs_val "addtmp" builder
-        | '-' -> build_sub lhs_val rhs_val "subtmp" builder
-        | '*' -> build_mul lhs_val rhs_val "multmp" builder
-        | '<' ->
-            (* Convert bool 0/1 to double 0.0 or 1.0 *)
-            let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
-            build_uitofp i double_type "booltmp" builder
-        | _ ->
-            (* If it wasn't a builtin binary operator, it must be a user defined
-             * one. Emit a call to it. *)
-            let callee = "binary" ^ (String.make 1 op) in
-            let callee =
-              match lookup_function callee the_module with
-              | Some callee -> callee
-              | None -> raise (Error "binary operator not found!")
-            in
-            build_call callee [|lhs_val; rhs_val|] "binop" builder
-      end
-  | Ast.Call (callee, args) ->
-      (* Look up the name in the module table. *)
-      let callee =
-        match lookup_function callee the_module with
-        | Some callee -> callee
-        | None -> raise (Error "unknown function referenced")
-      in
-      let params = params callee in
-
-      (* If argument mismatch error. *)
-      if Array.length params == Array.length args then () else
-        raise (Error "incorrect # arguments passed");
-      let args = Array.map codegen_expr args in
-      build_call callee args "calltmp" builder
-  | Ast.If (cond, then_, else_) ->
-      let cond = codegen_expr cond in
-
-      (* Convert condition to a bool by comparing equal to 0.0 *)
-      let zero = const_float double_type 0.0 in
-      let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
-
-      (* Grab the first block so that we might later add the conditional branch
-       * to it at the end of the function. *)
-      let start_bb = insertion_block builder in
-      let the_function = block_parent start_bb in
-
-      let then_bb = append_block context "then" the_function in
-
-      (* Emit 'then' value. *)
-      position_at_end then_bb builder;
-      let then_val = codegen_expr then_ in
-
-      (* Codegen of 'then' can change the current block, update then_bb for the
-       * phi. We create a new name because one is used for the phi node, and the
-       * other is used for the conditional branch. *)
-      let new_then_bb = insertion_block builder in
-
-      (* Emit 'else' value. *)
-      let else_bb = append_block context "else" the_function in
-      position_at_end else_bb builder;
-      let else_val = codegen_expr else_ in
-
-      (* Codegen of 'else' can change the current block, update else_bb for the
-       * phi. *)
-      let new_else_bb = insertion_block builder in
-
-      (* Emit merge block. *)
-      let merge_bb = append_block context "ifcont" the_function in
-      position_at_end merge_bb builder;
-      let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
-      let phi = build_phi incoming "iftmp" builder in
-
-      (* Return to the start block to add the conditional branch. *)
-      position_at_end start_bb builder;
-      ignore (build_cond_br cond_val then_bb else_bb builder);
-
-      (* Set a unconditional branch at the end of the 'then' block and the
-       * 'else' block to the 'merge' block. *)
-      position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
-      position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
-
-      (* Finally, set the builder to the end of the merge block. *)
-      position_at_end merge_bb builder;
-
-      phi
-  | Ast.For (var_name, start, end_, step, body) ->
-      (* Emit the start code first, without 'variable' in scope. *)
-      let start_val = codegen_expr start in
-
-      (* Make the new basic block for the loop header, inserting after current
-       * block. *)
-      let preheader_bb = insertion_block builder in
-      let the_function = block_parent preheader_bb in
-      let loop_bb = append_block context "loop" the_function in
-
-      (* Insert an explicit fall through from the current block to the
-       * loop_bb. *)
-      ignore (build_br loop_bb builder);
-
-      (* Start insertion in loop_bb. *)
-      position_at_end loop_bb builder;
-
-      (* Start the PHI node with an entry for start. *)
-      let variable = build_phi [(start_val, preheader_bb)] var_name builder in
-
-      (* Within the loop, the variable is defined equal to the PHI node. If it
-       * shadows an existing variable, we have to restore it, so save it
-       * now. *)
-      let old_val =
-        try Some (Hashtbl.find named_values var_name) with Not_found -> None
-      in
-      Hashtbl.add named_values var_name variable;
-
-      (* Emit the body of the loop.  This, like any other expr, can change the
-       * current BB.  Note that we ignore the value computed by the body, but
-       * don't allow an error *)
-      ignore (codegen_expr body);
-
-      (* Emit the step value. *)
-      let step_val =
-        match step with
-        | Some step -> codegen_expr step
-        (* If not specified, use 1.0. *)
-        | None -> const_float double_type 1.0
-      in
-
-      let next_var = build_add variable step_val "nextvar" builder in
-
-      (* Compute the end condition. *)
-      let end_cond = codegen_expr end_ in
-
-      (* Convert condition to a bool by comparing equal to 0.0. *)
-      let zero = const_float double_type 0.0 in
-      let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
-
-      (* Create the "after loop" block and insert it. *)
-      let loop_end_bb = insertion_block builder in
-      let after_bb = append_block context "afterloop" the_function in
-
-      (* Insert the conditional branch into the end of loop_end_bb. *)
-      ignore (build_cond_br end_cond loop_bb after_bb builder);
-
-      (* Any new code will be inserted in after_bb. *)
-      position_at_end after_bb builder;
-
-      (* Add a new entry to the PHI node for the backedge. *)
-      add_incoming (next_var, loop_end_bb) variable;
-
-      (* Restore the unshadowed variable. *)
-      begin match old_val with
-      | Some old_val -> Hashtbl.add named_values var_name old_val
-      | None -> ()
-      end;
-
-      (* for expr always returns 0.0. *)
-      const_null double_type
-
-let codegen_proto = function
-  | Ast.Prototype (name, args) | Ast.BinOpPrototype (name, args, _) ->
-      (* Make the function type: double(double,double) etc. *)
-      let doubles = Array.make (Array.length args) double_type in
-      let ft = function_type double_type doubles in
-      let f =
-        match lookup_function name the_module with
-        | None -> declare_function name ft the_module
-
-        (* If 'f' conflicted, there was already something named 'name'. If it
-         * has a body, don't allow redefinition or reextern. *)
-        | Some f ->
-            (* If 'f' already has a body, reject this. *)
-            if block_begin f <> At_end f then
-              raise (Error "redefinition of function");
-
-            (* If 'f' took a different number of arguments, reject. *)
-            if element_type (type_of f) <> ft then
-              raise (Error "redefinition of function with different # args");
-            f
-      in
-
-      (* Set names for all arguments. *)
-      Array.iteri (fun i a ->
-        let n = args.(i) in
-        set_value_name n a;
-        Hashtbl.add named_values n a;
-      ) (params f);
-      f
-
-let codegen_func the_fpm = function
-  | Ast.Function (proto, body) ->
-      Hashtbl.clear named_values;
-      let the_function = codegen_proto proto in
-
-      (* If this is an operator, install it. *)
-      begin match proto with
-      | Ast.BinOpPrototype (name, args, prec) ->
-          let op = name.[String.length name - 1] in
-          Hashtbl.add Parser.binop_precedence op prec;
-      | _ -> ()
-      end;
-
-      (* Create a new basic block to start insertion into. *)
-      let bb = append_block context "entry" the_function in
-      position_at_end bb builder;
-
-      try
-        let ret_val = codegen_expr body in
-
-        (* Finish off the function. *)
-        let _ = build_ret ret_val builder in
-
-        (* Validate the generated code, checking for consistency. *)
-        Llvm_analysis.assert_valid_function the_function;
-
-        (* Optimize the function. *)
-        let _ = PassManager.run_function the_function the_fpm in
-
-        the_function
-      with e ->
-        delete_function the_function;
-        raise e
-</pre>
-</dd>
-
-<dt>toplevel.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Top-Level parsing and JIT Driver
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-open Llvm_executionengine
-
-(* top ::= definition | external | expression | ';' *)
-let rec main_loop the_fpm the_execution_engine stream =
-  match Stream.peek stream with
-  | None -> ()
-
-  (* ignore top-level semicolons. *)
-  | Some (Token.Kwd ';') ->
-      Stream.junk stream;
-      main_loop the_fpm the_execution_engine stream
-
-  | Some token ->
-      begin
-        try match token with
-        | Token.Def ->
-            let e = Parser.parse_definition stream in
-            print_endline "parsed a function definition.";
-            dump_value (Codegen.codegen_func the_fpm e);
-        | Token.Extern ->
-            let e = Parser.parse_extern stream in
-            print_endline "parsed an extern.";
-            dump_value (Codegen.codegen_proto e);
-        | _ ->
-            (* Evaluate a top-level expression into an anonymous function. *)
-            let e = Parser.parse_toplevel stream in
-            print_endline "parsed a top-level expr";
-            let the_function = Codegen.codegen_func the_fpm e in
-            dump_value the_function;
-
-            (* JIT the function, returning a function pointer. *)
-            let result = ExecutionEngine.run_function the_function [||]
-              the_execution_engine in
-
-            print_string "Evaluated to ";
-            print_float (GenericValue.as_float Codegen.double_type result);
-            print_newline ();
-        with Stream.Error s | Codegen.Error s ->
-          (* Skip token for error recovery. *)
-          Stream.junk stream;
-          print_endline s;
-      end;
-      print_string "ready> "; flush stdout;
-      main_loop the_fpm the_execution_engine stream
-</pre>
-</dd>
-
-<dt>toy.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Main driver code.
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-open Llvm_executionengine
-open Llvm_target
-open Llvm_scalar_opts
-
-let main () =
-  ignore (initialize_native_target ());
-
-  (* Install standard binary operators.
-   * 1 is the lowest precedence. *)
-  Hashtbl.add Parser.binop_precedence '<' 10;
-  Hashtbl.add Parser.binop_precedence '+' 20;
-  Hashtbl.add Parser.binop_precedence '-' 20;
-  Hashtbl.add Parser.binop_precedence '*' 40;    (* highest. *)
-
-  (* Prime the first token. *)
-  print_string "ready> "; flush stdout;
-  let stream = Lexer.lex (Stream.of_channel stdin) in
-
-  (* Create the JIT. *)
-  let the_execution_engine = ExecutionEngine.create Codegen.the_module in
-  let the_fpm = PassManager.create_function Codegen.the_module in
-
-  (* Set up the optimizer pipeline.  Start with registering info about how the
-   * target lays out data structures. *)
-  DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
-
-  (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
-  add_instruction_combination the_fpm;
-
-  (* reassociate expressions. *)
-  add_reassociation the_fpm;
-
-  (* Eliminate Common SubExpressions. *)
-  add_gvn the_fpm;
-
-  (* Simplify the control flow graph (deleting unreachable blocks, etc). *)
-  add_cfg_simplification the_fpm;
-
-  ignore (PassManager.initialize the_fpm);
-
-  (* Run the main "interpreter loop" now. *)
-  Toplevel.main_loop the_fpm the_execution_engine stream;
-
-  (* Print out all the generated code. *)
-  dump_module Codegen.the_module
-;;
-
-main ()
-</pre>
-</dd>
-
-<dt>bindings.c</dt>
-<dd class="doc_code">
-<pre>
-#include <stdio.h>
-
-/* putchard - putchar that takes a double and returns 0. */
-extern double putchard(double X) {
-  putchar((char)X);
-  return 0;
-}
-
-/* printd - printf that takes a double prints it as "%f\n", returning 0. */
-extern double printd(double X) {
-  printf("%f\n", X);
-  return 0;
-}
-</pre>
-</dd>
-</dl>
-
-<a href="OCamlLangImpl7.html">Next: Extending the language: mutable variables /
-SSA construction</a>
-</div>
-
-<!-- *********************************************************************** -->
-<hr>
-<address>
-  <a href="http://jigsaw.w3.org/css-validator/check/referer"><img
-  src="http://jigsaw.w3.org/css-validator/images/vcss" alt="Valid CSS!"></a>
-  <a href="http://validator.w3.org/check/referer"><img
-  src="http://www.w3.org/Icons/valid-html401" alt="Valid HTML 4.01!"></a>
-
-  <a href="mailto:sabre at nondot.org">Chris Lattner</a><br>
-  <a href="mailto:idadesub at users.sourceforge.net">Erick Tryzelaar</a><br>
-  <a href="http://llvm.org/">The LLVM Compiler Infrastructure</a><br>
-  Last modified: $Date$
-</address>
-</body>
-</html>

Added: llvm/trunk/docs/tutorial/OCamlLangImpl6.rst
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl6.rst?rev=169343&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl6.rst (added)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl6.rst Tue Dec  4 18:26:32 2012
@@ -0,0 +1,1444 @@
+============================================================
+Kaleidoscope: Extending the Language: User-defined Operators
+============================================================
+
+.. contents::
+   :local:
+
+Written by `Chris Lattner <mailto:sabre at nondot.org>`_ and `Erick
+Tryzelaar <mailto:idadesub at users.sourceforge.net>`_
+
+Chapter 6 Introduction
+======================
+
+Welcome to Chapter 6 of the "`Implementing a language with
+LLVM <index.html>`_" tutorial. At this point in our tutorial, we now
+have a fully functional language that is fairly minimal, but also
+useful. There is still one big problem with it, however. Our language
+doesn't have many useful operators (like division, logical negation, or
+even any comparisons besides less-than).
+
+This chapter of the tutorial takes a wild digression into adding
+user-defined operators to the simple and beautiful Kaleidoscope
+language. This digression now gives us a simple and ugly language in
+some ways, but also a powerful one at the same time. One of the great
+things about creating your own language is that you get to decide what
+is good or bad. In this tutorial we'll assume that it is okay to use
+this as a way to show some interesting parsing techniques.
+
+At the end of this tutorial, we'll run through an example Kaleidoscope
+application that `renders the Mandelbrot set <#example>`_. This gives an
+example of what you can build with Kaleidoscope and its feature set.
+
+User-defined Operators: the Idea
+================================
+
+The "operator overloading" that we will add to Kaleidoscope is more
+general than languages like C++. In C++, you are only allowed to
+redefine existing operators: you can't programatically change the
+grammar, introduce new operators, change precedence levels, etc. In this
+chapter, we will add this capability to Kaleidoscope, which will let the
+user round out the set of operators that are supported.
+
+The point of going into user-defined operators in a tutorial like this
+is to show the power and flexibility of using a hand-written parser.
+Thus far, the parser we have been implementing uses recursive descent
+for most parts of the grammar and operator precedence parsing for the
+expressions. See `Chapter 2 <OCamlLangImpl2.html>`_ for details. Without
+using operator precedence parsing, it would be very difficult to allow
+the programmer to introduce new operators into the grammar: the grammar
+is dynamically extensible as the JIT runs.
+
+The two specific features we'll add are programmable unary operators
+(right now, Kaleidoscope has no unary operators at all) as well as
+binary operators. An example of this is:
+
+::
+
+    # Logical unary not.
+    def unary!(v)
+      if v then
+        0
+      else
+        1;
+
+    # Define > with the same precedence as <.
+    def binary> 10 (LHS RHS)
+      RHS < LHS;
+
+    # Binary "logical or", (note that it does not "short circuit")
+    def binary| 5 (LHS RHS)
+      if LHS then
+        1
+      else if RHS then
+        1
+      else
+        0;
+
+    # Define = with slightly lower precedence than relationals.
+    def binary= 9 (LHS RHS)
+      !(LHS < RHS | LHS > RHS);
+
+Many languages aspire to being able to implement their standard runtime
+library in the language itself. In Kaleidoscope, we can implement
+significant parts of the language in the library!
+
+We will break down implementation of these features into two parts:
+implementing support for user-defined binary operators and adding unary
+operators.
+
+User-defined Binary Operators
+=============================
+
+Adding support for user-defined binary operators is pretty simple with
+our current framework. We'll first add support for the unary/binary
+keywords:
+
+.. code-block:: ocaml
+
+    type token =
+      ...
+      (* operators *)
+      | Binary | Unary
+
+    ...
+
+    and lex_ident buffer = parser
+      ...
+          | "for" -> [< 'Token.For; stream >]
+          | "in" -> [< 'Token.In; stream >]
+          | "binary" -> [< 'Token.Binary; stream >]
+          | "unary" -> [< 'Token.Unary; stream >]
+
+This just adds lexer support for the unary and binary keywords, like we
+did in `previous chapters <OCamlLangImpl5.html#iflexer>`_. One nice
+thing about our current AST, is that we represent binary operators with
+full generalisation by using their ASCII code as the opcode. For our
+extended operators, we'll use this same representation, so we don't need
+any new AST or parser support.
+
+On the other hand, we have to be able to represent the definitions of
+these new operators, in the "def binary\| 5" part of the function
+definition. In our grammar so far, the "name" for the function
+definition is parsed as the "prototype" production and into the
+``Ast.Prototype`` AST node. To represent our new user-defined operators
+as prototypes, we have to extend the ``Ast.Prototype`` AST node like
+this:
+
+.. code-block:: ocaml
+
+    (* proto - This type represents the "prototype" for a function, which captures
+     * its name, and its argument names (thus implicitly the number of arguments the
+     * function takes). *)
+    type proto =
+      | Prototype of string * string array
+      | BinOpPrototype of string * string array * int
+
+Basically, in addition to knowing a name for the prototype, we now keep
+track of whether it was an operator, and if it was, what precedence
+level the operator is at. The precedence is only used for binary
+operators (as you'll see below, it just doesn't apply for unary
+operators). Now that we have a way to represent the prototype for a
+user-defined operator, we need to parse it:
+
+.. code-block:: ocaml
+
+    (* prototype
+     *   ::= id '(' id* ')'
+     *   ::= binary LETTER number? (id, id)
+     *   ::= unary LETTER number? (id) *)
+    let parse_prototype =
+      let rec parse_args accumulator = parser
+        | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
+        | [< >] -> accumulator
+      in
+      let parse_operator = parser
+        | [< 'Token.Unary >] -> "unary", 1
+        | [< 'Token.Binary >] -> "binary", 2
+      in
+      let parse_binary_precedence = parser
+        | [< 'Token.Number n >] -> int_of_float n
+        | [< >] -> 30
+      in
+      parser
+      | [< 'Token.Ident id;
+           'Token.Kwd '(' ?? "expected '(' in prototype";
+           args=parse_args [];
+           'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+          (* success. *)
+          Ast.Prototype (id, Array.of_list (List.rev args))
+      | [< (prefix, kind)=parse_operator;
+           'Token.Kwd op ?? "expected an operator";
+           (* Read the precedence if present. *)
+           binary_precedence=parse_binary_precedence;
+           'Token.Kwd '(' ?? "expected '(' in prototype";
+            args=parse_args [];
+           'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+          let name = prefix ^ (String.make 1 op) in
+          let args = Array.of_list (List.rev args) in
+
+          (* Verify right number of arguments for operator. *)
+          if Array.length args != kind
+          then raise (Stream.Error "invalid number of operands for operator")
+          else
+            if kind == 1 then
+              Ast.Prototype (name, args)
+            else
+              Ast.BinOpPrototype (name, args, binary_precedence)
+      | [< >] ->
+          raise (Stream.Error "expected function name in prototype")
+
+This is all fairly straightforward parsing code, and we have already
+seen a lot of similar code in the past. One interesting part about the
+code above is the couple lines that set up ``name`` for binary
+operators. This builds names like "binary@" for a newly defined "@"
+operator. This then takes advantage of the fact that symbol names in the
+LLVM symbol table are allowed to have any character in them, including
+embedded nul characters.
+
+The next interesting thing to add, is codegen support for these binary
+operators. Given our current structure, this is a simple addition of a
+default case for our existing binary operator node:
+
+.. code-block:: ocaml
+
+    let codegen_expr = function
+      ...
+      | Ast.Binary (op, lhs, rhs) ->
+          let lhs_val = codegen_expr lhs in
+          let rhs_val = codegen_expr rhs in
+          begin
+            match op with
+            | '+' -> build_add lhs_val rhs_val "addtmp" builder
+            | '-' -> build_sub lhs_val rhs_val "subtmp" builder
+            | '*' -> build_mul lhs_val rhs_val "multmp" builder
+            | '<' ->
+                (* Convert bool 0/1 to double 0.0 or 1.0 *)
+                let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
+                build_uitofp i double_type "booltmp" builder
+            | _ ->
+                (* If it wasn't a builtin binary operator, it must be a user defined
+                 * one. Emit a call to it. *)
+                let callee = "binary" ^ (String.make 1 op) in
+                let callee =
+                  match lookup_function callee the_module with
+                  | Some callee -> callee
+                  | None -> raise (Error "binary operator not found!")
+                in
+                build_call callee [|lhs_val; rhs_val|] "binop" builder
+          end
+
+As you can see above, the new code is actually really simple. It just
+does a lookup for the appropriate operator in the symbol table and
+generates a function call to it. Since user-defined operators are just
+built as normal functions (because the "prototype" boils down to a
+function with the right name) everything falls into place.
+
+The final piece of code we are missing, is a bit of top level magic:
+
+.. code-block:: ocaml
+
+    let codegen_func the_fpm = function
+      | Ast.Function (proto, body) ->
+          Hashtbl.clear named_values;
+          let the_function = codegen_proto proto in
+
+          (* If this is an operator, install it. *)
+          begin match proto with
+          | Ast.BinOpPrototype (name, args, prec) ->
+              let op = name.[String.length name - 1] in
+              Hashtbl.add Parser.binop_precedence op prec;
+          | _ -> ()
+          end;
+
+          (* Create a new basic block to start insertion into. *)
+          let bb = append_block context "entry" the_function in
+          position_at_end bb builder;
+          ...
+
+Basically, before codegening a function, if it is a user-defined
+operator, we register it in the precedence table. This allows the binary
+operator parsing logic we already have in place to handle it. Since we
+are working on a fully-general operator precedence parser, this is all
+we need to do to "extend the grammar".
+
+Now we have useful user-defined binary operators. This builds a lot on
+the previous framework we built for other operators. Adding unary
+operators is a bit more challenging, because we don't have any framework
+for it yet - lets see what it takes.
+
+User-defined Unary Operators
+============================
+
+Since we don't currently support unary operators in the Kaleidoscope
+language, we'll need to add everything to support them. Above, we added
+simple support for the 'unary' keyword to the lexer. In addition to
+that, we need an AST node:
+
+.. code-block:: ocaml
+
+    type expr =
+      ...
+      (* variant for a unary operator. *)
+      | Unary of char * expr
+      ...
+
+This AST node is very simple and obvious by now. It directly mirrors the
+binary operator AST node, except that it only has one child. With this,
+we need to add the parsing logic. Parsing a unary operator is pretty
+simple: we'll add a new function to do it:
+
+.. code-block:: ocaml
+
+    (* unary
+     *   ::= primary
+     *   ::= '!' unary *)
+    and parse_unary = parser
+      (* If this is a unary operator, read it. *)
+      | [< 'Token.Kwd op when op != '(' && op != ')'; operand=parse_expr >] ->
+          Ast.Unary (op, operand)
+
+      (* If the current token is not an operator, it must be a primary expr. *)
+      | [< stream >] -> parse_primary stream
+
+The grammar we add is pretty straightforward here. If we see a unary
+operator when parsing a primary operator, we eat the operator as a
+prefix and parse the remaining piece as another unary operator. This
+allows us to handle multiple unary operators (e.g. "!!x"). Note that
+unary operators can't have ambiguous parses like binary operators can,
+so there is no need for precedence information.
+
+The problem with this function, is that we need to call ParseUnary from
+somewhere. To do this, we change previous callers of ParsePrimary to
+call ``parse_unary`` instead:
+
+.. code-block:: ocaml
+
+    (* binoprhs
+     *   ::= ('+' primary)* *)
+    and parse_bin_rhs expr_prec lhs stream =
+            ...
+            (* Parse the unary expression after the binary operator. *)
+            let rhs = parse_unary stream in
+            ...
+
+    ...
+
+    (* expression
+     *   ::= primary binoprhs *)
+    and parse_expr = parser
+      | [< lhs=parse_unary; stream >] -> parse_bin_rhs 0 lhs stream
+
+With these two simple changes, we are now able to parse unary operators
+and build the AST for them. Next up, we need to add parser support for
+prototypes, to parse the unary operator prototype. We extend the binary
+operator code above with:
+
+.. code-block:: ocaml
+
+    (* prototype
+     *   ::= id '(' id* ')'
+     *   ::= binary LETTER number? (id, id)
+     *   ::= unary LETTER number? (id) *)
+    let parse_prototype =
+      let rec parse_args accumulator = parser
+        | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
+        | [< >] -> accumulator
+      in
+      let parse_operator = parser
+        | [< 'Token.Unary >] -> "unary", 1
+        | [< 'Token.Binary >] -> "binary", 2
+      in
+      let parse_binary_precedence = parser
+        | [< 'Token.Number n >] -> int_of_float n
+        | [< >] -> 30
+      in
+      parser
+      | [< 'Token.Ident id;
+           'Token.Kwd '(' ?? "expected '(' in prototype";
+           args=parse_args [];
+           'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+          (* success. *)
+          Ast.Prototype (id, Array.of_list (List.rev args))
+      | [< (prefix, kind)=parse_operator;
+           'Token.Kwd op ?? "expected an operator";
+           (* Read the precedence if present. *)
+           binary_precedence=parse_binary_precedence;
+           'Token.Kwd '(' ?? "expected '(' in prototype";
+            args=parse_args [];
+           'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+          let name = prefix ^ (String.make 1 op) in
+          let args = Array.of_list (List.rev args) in
+
+          (* Verify right number of arguments for operator. *)
+          if Array.length args != kind
+          then raise (Stream.Error "invalid number of operands for operator")
+          else
+            if kind == 1 then
+              Ast.Prototype (name, args)
+            else
+              Ast.BinOpPrototype (name, args, binary_precedence)
+      | [< >] ->
+          raise (Stream.Error "expected function name in prototype")
+
+As with binary operators, we name unary operators with a name that
+includes the operator character. This assists us at code generation
+time. Speaking of, the final piece we need to add is codegen support for
+unary operators. It looks like this:
+
+.. code-block:: ocaml
+
+    let rec codegen_expr = function
+      ...
+      | Ast.Unary (op, operand) ->
+          let operand = codegen_expr operand in
+          let callee = "unary" ^ (String.make 1 op) in
+          let callee =
+            match lookup_function callee the_module with
+            | Some callee -> callee
+            | None -> raise (Error "unknown unary operator")
+          in
+          build_call callee [|operand|] "unop" builder
+
+This code is similar to, but simpler than, the code for binary
+operators. It is simpler primarily because it doesn't need to handle any
+predefined operators.
+
+Kicking the Tires
+=================
+
+It is somewhat hard to believe, but with a few simple extensions we've
+covered in the last chapters, we have grown a real-ish language. With
+this, we can do a lot of interesting things, including I/O, math, and a
+bunch of other things. For example, we can now add a nice sequencing
+operator (printd is defined to print out the specified value and a
+newline):
+
+::
+
+    ready> extern printd(x);
+    Read extern: declare double @printd(double)
+    ready> def binary : 1 (x y) 0;  # Low-precedence operator that ignores operands.
+    ..
+    ready> printd(123) : printd(456) : printd(789);
+    123.000000
+    456.000000
+    789.000000
+    Evaluated to 0.000000
+
+We can also define a bunch of other "primitive" operations, such as:
+
+::
+
+    # Logical unary not.
+    def unary!(v)
+      if v then
+        0
+      else
+        1;
+
+    # Unary negate.
+    def unary-(v)
+      0-v;
+
+    # Define > with the same precedence as <.
+    def binary> 10 (LHS RHS)
+      RHS < LHS;
+
+    # Binary logical or, which does not short circuit.
+    def binary| 5 (LHS RHS)
+      if LHS then
+        1
+      else if RHS then
+        1
+      else
+        0;
+
+    # Binary logical and, which does not short circuit.
+    def binary& 6 (LHS RHS)
+      if !LHS then
+        0
+      else
+        !!RHS;
+
+    # Define = with slightly lower precedence than relationals.
+    def binary = 9 (LHS RHS)
+      !(LHS < RHS | LHS > RHS);
+
+Given the previous if/then/else support, we can also define interesting
+functions for I/O. For example, the following prints out a character
+whose "density" reflects the value passed in: the lower the value, the
+denser the character:
+
+::
+
+    ready>
+
+    extern putchard(char)
+    def printdensity(d)
+      if d > 8 then
+        putchard(32)  # ' '
+      else if d > 4 then
+        putchard(46)  # '.'
+      else if d > 2 then
+        putchard(43)  # '+'
+      else
+        putchard(42); # '*'
+    ...
+    ready> printdensity(1): printdensity(2): printdensity(3) :
+              printdensity(4): printdensity(5): printdensity(9): putchard(10);
+    *++..
+    Evaluated to 0.000000
+
+Based on these simple primitive operations, we can start to define more
+interesting things. For example, here's a little function that solves
+for the number of iterations it takes a function in the complex plane to
+converge:
+
+::
+
+    # determine whether the specific location diverges.
+    # Solve for z = z^2 + c in the complex plane.
+    def mandleconverger(real imag iters creal cimag)
+      if iters > 255 | (real*real + imag*imag > 4) then
+        iters
+      else
+        mandleconverger(real*real - imag*imag + creal,
+                        2*real*imag + cimag,
+                        iters+1, creal, cimag);
+
+    # return the number of iterations required for the iteration to escape
+    def mandleconverge(real imag)
+      mandleconverger(real, imag, 0, real, imag);
+
+This "z = z\ :sup:`2`\  + c" function is a beautiful little creature
+that is the basis for computation of the `Mandelbrot
+Set <http://en.wikipedia.org/wiki/Mandelbrot_set>`_. Our
+``mandelconverge`` function returns the number of iterations that it
+takes for a complex orbit to escape, saturating to 255. This is not a
+very useful function by itself, but if you plot its value over a
+two-dimensional plane, you can see the Mandelbrot set. Given that we are
+limited to using putchard here, our amazing graphical output is limited,
+but we can whip together something using the density plotter above:
+
+::
+
+    # compute and plot the mandlebrot set with the specified 2 dimensional range
+    # info.
+    def mandelhelp(xmin xmax xstep   ymin ymax ystep)
+      for y = ymin, y < ymax, ystep in (
+        (for x = xmin, x < xmax, xstep in
+           printdensity(mandleconverge(x,y)))
+        : putchard(10)
+      )
+
+    # mandel - This is a convenient helper function for plotting the mandelbrot set
+    # from the specified position with the specified Magnification.
+    def mandel(realstart imagstart realmag imagmag)
+      mandelhelp(realstart, realstart+realmag*78, realmag,
+                 imagstart, imagstart+imagmag*40, imagmag);
+
+Given this, we can try plotting out the mandlebrot set! Lets try it out:
+
+::
+
+    ready> mandel(-2.3, -1.3, 0.05, 0.07);
+    *******************************+++++++++++*************************************
+    *************************+++++++++++++++++++++++*******************************
+    **********************+++++++++++++++++++++++++++++****************************
+    *******************+++++++++++++++++++++.. ...++++++++*************************
+    *****************++++++++++++++++++++++.... ...+++++++++***********************
+    ***************+++++++++++++++++++++++.....   ...+++++++++*********************
+    **************+++++++++++++++++++++++....     ....+++++++++********************
+    *************++++++++++++++++++++++......      .....++++++++*******************
+    ************+++++++++++++++++++++.......       .......+++++++******************
+    ***********+++++++++++++++++++....                ... .+++++++*****************
+    **********+++++++++++++++++.......                     .+++++++****************
+    *********++++++++++++++...........                    ...+++++++***************
+    ********++++++++++++............                      ...++++++++**************
+    ********++++++++++... ..........                        .++++++++**************
+    *******+++++++++.....                                   .+++++++++*************
+    *******++++++++......                                  ..+++++++++*************
+    *******++++++.......                                   ..+++++++++*************
+    *******+++++......                                     ..+++++++++*************
+    *******.... ....                                      ...+++++++++*************
+    *******.... .                                         ...+++++++++*************
+    *******+++++......                                    ...+++++++++*************
+    *******++++++.......                                   ..+++++++++*************
+    *******++++++++......                                   .+++++++++*************
+    *******+++++++++.....                                  ..+++++++++*************
+    ********++++++++++... ..........                        .++++++++**************
+    ********++++++++++++............                      ...++++++++**************
+    *********++++++++++++++..........                     ...+++++++***************
+    **********++++++++++++++++........                     .+++++++****************
+    **********++++++++++++++++++++....                ... ..+++++++****************
+    ***********++++++++++++++++++++++.......       .......++++++++*****************
+    ************+++++++++++++++++++++++......      ......++++++++******************
+    **************+++++++++++++++++++++++....      ....++++++++********************
+    ***************+++++++++++++++++++++++.....   ...+++++++++*********************
+    *****************++++++++++++++++++++++....  ...++++++++***********************
+    *******************+++++++++++++++++++++......++++++++*************************
+    *********************++++++++++++++++++++++.++++++++***************************
+    *************************+++++++++++++++++++++++*******************************
+    ******************************+++++++++++++************************************
+    *******************************************************************************
+    *******************************************************************************
+    *******************************************************************************
+    Evaluated to 0.000000
+    ready> mandel(-2, -1, 0.02, 0.04);
+    **************************+++++++++++++++++++++++++++++++++++++++++++++++++++++
+    ***********************++++++++++++++++++++++++++++++++++++++++++++++++++++++++
+    *********************+++++++++++++++++++++++++++++++++++++++++++++++++++++++++.
+    *******************+++++++++++++++++++++++++++++++++++++++++++++++++++++++++...
+    *****************+++++++++++++++++++++++++++++++++++++++++++++++++++++++++.....
+    ***************++++++++++++++++++++++++++++++++++++++++++++++++++++++++........
+    **************++++++++++++++++++++++++++++++++++++++++++++++++++++++...........
+    ************+++++++++++++++++++++++++++++++++++++++++++++++++++++..............
+    ***********++++++++++++++++++++++++++++++++++++++++++++++++++........        .
+    **********++++++++++++++++++++++++++++++++++++++++++++++.............
+    ********+++++++++++++++++++++++++++++++++++++++++++..................
+    *******+++++++++++++++++++++++++++++++++++++++.......................
+    ******+++++++++++++++++++++++++++++++++++...........................
+    *****++++++++++++++++++++++++++++++++............................
+    *****++++++++++++++++++++++++++++...............................
+    ****++++++++++++++++++++++++++......   .........................
+    ***++++++++++++++++++++++++.........     ......    ...........
+    ***++++++++++++++++++++++............
+    **+++++++++++++++++++++..............
+    **+++++++++++++++++++................
+    *++++++++++++++++++.................
+    *++++++++++++++++............ ...
+    *++++++++++++++..............
+    *+++....++++................
+    *..........  ...........
+    *
+    *..........  ...........
+    *+++....++++................
+    *++++++++++++++..............
+    *++++++++++++++++............ ...
+    *++++++++++++++++++.................
+    **+++++++++++++++++++................
+    **+++++++++++++++++++++..............
+    ***++++++++++++++++++++++............
+    ***++++++++++++++++++++++++.........     ......    ...........
+    ****++++++++++++++++++++++++++......   .........................
+    *****++++++++++++++++++++++++++++...............................
+    *****++++++++++++++++++++++++++++++++............................
+    ******+++++++++++++++++++++++++++++++++++...........................
+    *******+++++++++++++++++++++++++++++++++++++++.......................
+    ********+++++++++++++++++++++++++++++++++++++++++++..................
+    Evaluated to 0.000000
+    ready> mandel(-0.9, -1.4, 0.02, 0.03);
+    *******************************************************************************
+    *******************************************************************************
+    *******************************************************************************
+    **********+++++++++++++++++++++************************************************
+    *+++++++++++++++++++++++++++++++++++++++***************************************
+    +++++++++++++++++++++++++++++++++++++++++++++**********************************
+    ++++++++++++++++++++++++++++++++++++++++++++++++++*****************************
+    ++++++++++++++++++++++++++++++++++++++++++++++++++++++*************************
+    +++++++++++++++++++++++++++++++++++++++++++++++++++++++++**********************
+    +++++++++++++++++++++++++++++++++.........++++++++++++++++++*******************
+    +++++++++++++++++++++++++++++++....   ......+++++++++++++++++++****************
+    +++++++++++++++++++++++++++++.......  ........+++++++++++++++++++**************
+    ++++++++++++++++++++++++++++........   ........++++++++++++++++++++************
+    +++++++++++++++++++++++++++.........     ..  ...+++++++++++++++++++++**********
+    ++++++++++++++++++++++++++...........        ....++++++++++++++++++++++********
+    ++++++++++++++++++++++++.............       .......++++++++++++++++++++++******
+    +++++++++++++++++++++++.............        ........+++++++++++++++++++++++****
+    ++++++++++++++++++++++...........           ..........++++++++++++++++++++++***
+    ++++++++++++++++++++...........                .........++++++++++++++++++++++*
+    ++++++++++++++++++............                  ...........++++++++++++++++++++
+    ++++++++++++++++...............                 .............++++++++++++++++++
+    ++++++++++++++.................                 ...............++++++++++++++++
+    ++++++++++++..................                  .................++++++++++++++
+    +++++++++..................                      .................+++++++++++++
+    ++++++........        .                               .........  ..++++++++++++
+    ++............                                         ......    ....++++++++++
+    ..............                                                    ...++++++++++
+    ..............                                                    ....+++++++++
+    ..............                                                    .....++++++++
+    .............                                                    ......++++++++
+    ...........                                                     .......++++++++
+    .........                                                       ........+++++++
+    .........                                                       ........+++++++
+    .........                                                           ....+++++++
+    ........                                                             ...+++++++
+    .......                                                              ...+++++++
+                                                                        ....+++++++
+                                                                       .....+++++++
+                                                                        ....+++++++
+                                                                        ....+++++++
+                                                                        ....+++++++
+    Evaluated to 0.000000
+    ready> ^D
+
+At this point, you may be starting to realize that Kaleidoscope is a
+real and powerful language. It may not be self-similar :), but it can be
+used to plot things that are!
+
+With this, we conclude the "adding user-defined operators" chapter of
+the tutorial. We have successfully augmented our language, adding the
+ability to extend the language in the library, and we have shown how
+this can be used to build a simple but interesting end-user application
+in Kaleidoscope. At this point, Kaleidoscope can build a variety of
+applications that are functional and can call functions with
+side-effects, but it can't actually define and mutate a variable itself.
+
+Strikingly, variable mutation is an important feature of some languages,
+and it is not at all obvious how to `add support for mutable
+variables <OCamlLangImpl7.html>`_ without having to add an "SSA
+construction" phase to your front-end. In the next chapter, we will
+describe how you can add variable mutation without building SSA in your
+front-end.
+
+Full Code Listing
+=================
+
+Here is the complete code listing for our running example, enhanced with
+the if/then/else and for expressions.. To build this example, use:
+
+.. code-block:: bash
+
+    # Compile
+    ocamlbuild toy.byte
+    # Run
+    ./toy.byte
+
+Here is the code:
+
+\_tags:
+    ::
+
+        <{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
+        <*.{byte,native}>: g++, use_llvm, use_llvm_analysis
+        <*.{byte,native}>: use_llvm_executionengine, use_llvm_target
+        <*.{byte,native}>: use_llvm_scalar_opts, use_bindings
+
+myocamlbuild.ml:
+    .. code-block:: ocaml
+
+        open Ocamlbuild_plugin;;
+
+        ocaml_lib ~extern:true "llvm";;
+        ocaml_lib ~extern:true "llvm_analysis";;
+        ocaml_lib ~extern:true "llvm_executionengine";;
+        ocaml_lib ~extern:true "llvm_target";;
+        ocaml_lib ~extern:true "llvm_scalar_opts";;
+
+        flag ["link"; "ocaml"; "g++"] (S[A"-cc"; A"g++"; A"-cclib"; A"-rdynamic"]);;
+        dep ["link"; "ocaml"; "use_bindings"] ["bindings.o"];;
+
+token.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Lexer Tokens
+         *===----------------------------------------------------------------------===*)
+
+        (* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
+         * these others for known things. *)
+        type token =
+          (* commands *)
+          | Def | Extern
+
+          (* primary *)
+          | Ident of string | Number of float
+
+          (* unknown *)
+          | Kwd of char
+
+          (* control *)
+          | If | Then | Else
+          | For | In
+
+          (* operators *)
+          | Binary | Unary
+
+lexer.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Lexer
+         *===----------------------------------------------------------------------===*)
+
+        let rec lex = parser
+          (* Skip any whitespace. *)
+          | [< ' (' ' | '\n' | '\r' | '\t'); stream >] -> lex stream
+
+          (* identifier: [a-zA-Z][a-zA-Z0-9] *)
+          | [< ' ('A' .. 'Z' | 'a' .. 'z' as c); stream >] ->
+              let buffer = Buffer.create 1 in
+              Buffer.add_char buffer c;
+              lex_ident buffer stream
+
+          (* number: [0-9.]+ *)
+          | [< ' ('0' .. '9' as c); stream >] ->
+              let buffer = Buffer.create 1 in
+              Buffer.add_char buffer c;
+              lex_number buffer stream
+
+          (* Comment until end of line. *)
+          | [< ' ('#'); stream >] ->
+              lex_comment stream
+
+          (* Otherwise, just return the character as its ascii value. *)
+          | [< 'c; stream >] ->
+              [< 'Token.Kwd c; lex stream >]
+
+          (* end of stream. *)
+          | [< >] -> [< >]
+
+        and lex_number buffer = parser
+          | [< ' ('0' .. '9' | '.' as c); stream >] ->
+              Buffer.add_char buffer c;
+              lex_number buffer stream
+          | [< stream=lex >] ->
+              [< 'Token.Number (float_of_string (Buffer.contents buffer)); stream >]
+
+        and lex_ident buffer = parser
+          | [< ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream >] ->
+              Buffer.add_char buffer c;
+              lex_ident buffer stream
+          | [< stream=lex >] ->
+              match Buffer.contents buffer with
+              | "def" -> [< 'Token.Def; stream >]
+              | "extern" -> [< 'Token.Extern; stream >]
+              | "if" -> [< 'Token.If; stream >]
+              | "then" -> [< 'Token.Then; stream >]
+              | "else" -> [< 'Token.Else; stream >]
+              | "for" -> [< 'Token.For; stream >]
+              | "in" -> [< 'Token.In; stream >]
+              | "binary" -> [< 'Token.Binary; stream >]
+              | "unary" -> [< 'Token.Unary; stream >]
+              | id -> [< 'Token.Ident id; stream >]
+
+        and lex_comment = parser
+          | [< ' ('\n'); stream=lex >] -> stream
+          | [< 'c; e=lex_comment >] -> e
+          | [< >] -> [< >]
+
+ast.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Abstract Syntax Tree (aka Parse Tree)
+         *===----------------------------------------------------------------------===*)
+
+        (* expr - Base type for all expression nodes. *)
+        type expr =
+          (* variant for numeric literals like "1.0". *)
+          | Number of float
+
+          (* variant for referencing a variable, like "a". *)
+          | Variable of string
+
+          (* variant for a unary operator. *)
+          | Unary of char * expr
+
+          (* variant for a binary operator. *)
+          | Binary of char * expr * expr
+
+          (* variant for function calls. *)
+          | Call of string * expr array
+
+          (* variant for if/then/else. *)
+          | If of expr * expr * expr
+
+          (* variant for for/in. *)
+          | For of string * expr * expr * expr option * expr
+
+        (* proto - This type represents the "prototype" for a function, which captures
+         * its name, and its argument names (thus implicitly the number of arguments the
+         * function takes). *)
+        type proto =
+          | Prototype of string * string array
+          | BinOpPrototype of string * string array * int
+
+        (* func - This type represents a function definition itself. *)
+        type func = Function of proto * expr
+
+parser.ml:
+    .. code-block:: ocaml
+
+        (*===---------------------------------------------------------------------===
+         * Parser
+         *===---------------------------------------------------------------------===*)
+
+        (* binop_precedence - This holds the precedence for each binary operator that is
+         * defined *)
+        let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
+
+        (* precedence - Get the precedence of the pending binary operator token. *)
+        let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
+
+        (* primary
+         *   ::= identifier
+         *   ::= numberexpr
+         *   ::= parenexpr
+         *   ::= ifexpr
+         *   ::= forexpr *)
+        let rec parse_primary = parser
+          (* numberexpr ::= number *)
+          | [< 'Token.Number n >] -> Ast.Number n
+
+          (* parenexpr ::= '(' expression ')' *)
+          | [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
+
+          (* identifierexpr
+           *   ::= identifier
+           *   ::= identifier '(' argumentexpr ')' *)
+          | [< 'Token.Ident id; stream >] ->
+              let rec parse_args accumulator = parser
+                | [< e=parse_expr; stream >] ->
+                    begin parser
+                      | [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
+                      | [< >] -> e :: accumulator
+                    end stream
+                | [< >] -> accumulator
+              in
+              let rec parse_ident id = parser
+                (* Call. *)
+                | [< 'Token.Kwd '(';
+                     args=parse_args [];
+                     'Token.Kwd ')' ?? "expected ')'">] ->
+                    Ast.Call (id, Array.of_list (List.rev args))
+
+                (* Simple variable ref. *)
+                | [< >] -> Ast.Variable id
+              in
+              parse_ident id stream
+
+          (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
+          | [< 'Token.If; c=parse_expr;
+               'Token.Then ?? "expected 'then'"; t=parse_expr;
+               'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
+              Ast.If (c, t, e)
+
+          (* forexpr
+                ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
+          | [< 'Token.For;
+               'Token.Ident id ?? "expected identifier after for";
+               'Token.Kwd '=' ?? "expected '=' after for";
+               stream >] ->
+              begin parser
+                | [<
+                     start=parse_expr;
+                     'Token.Kwd ',' ?? "expected ',' after for";
+                     end_=parse_expr;
+                     stream >] ->
+                    let step =
+                      begin parser
+                      | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
+                      | [< >] -> None
+                      end stream
+                    in
+                    begin parser
+                    | [< 'Token.In; body=parse_expr >] ->
+                        Ast.For (id, start, end_, step, body)
+                    | [< >] ->
+                        raise (Stream.Error "expected 'in' after for")
+                    end stream
+                | [< >] ->
+                    raise (Stream.Error "expected '=' after for")
+              end stream
+
+          | [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
+
+        (* unary
+         *   ::= primary
+         *   ::= '!' unary *)
+        and parse_unary = parser
+          (* If this is a unary operator, read it. *)
+          | [< 'Token.Kwd op when op != '(' && op != ')'; operand=parse_expr >] ->
+              Ast.Unary (op, operand)
+
+          (* If the current token is not an operator, it must be a primary expr. *)
+          | [< stream >] -> parse_primary stream
+
+        (* binoprhs
+         *   ::= ('+' primary)* *)
+        and parse_bin_rhs expr_prec lhs stream =
+          match Stream.peek stream with
+          (* If this is a binop, find its precedence. *)
+          | Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
+              let token_prec = precedence c in
+
+              (* If this is a binop that binds at least as tightly as the current binop,
+               * consume it, otherwise we are done. *)
+              if token_prec < expr_prec then lhs else begin
+                (* Eat the binop. *)
+                Stream.junk stream;
+
+                (* Parse the unary expression after the binary operator. *)
+                let rhs = parse_unary stream in
+
+                (* Okay, we know this is a binop. *)
+                let rhs =
+                  match Stream.peek stream with
+                  | Some (Token.Kwd c2) ->
+                      (* If BinOp binds less tightly with rhs than the operator after
+                       * rhs, let the pending operator take rhs as its lhs. *)
+                      let next_prec = precedence c2 in
+                      if token_prec < next_prec
+                      then parse_bin_rhs (token_prec + 1) rhs stream
+                      else rhs
+                  | _ -> rhs
+                in
+
+                (* Merge lhs/rhs. *)
+                let lhs = Ast.Binary (c, lhs, rhs) in
+                parse_bin_rhs expr_prec lhs stream
+              end
+          | _ -> lhs
+
+        (* expression
+         *   ::= primary binoprhs *)
+        and parse_expr = parser
+          | [< lhs=parse_unary; stream >] -> parse_bin_rhs 0 lhs stream
+
+        (* prototype
+         *   ::= id '(' id* ')'
+         *   ::= binary LETTER number? (id, id)
+         *   ::= unary LETTER number? (id) *)
+        let parse_prototype =
+          let rec parse_args accumulator = parser
+            | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
+            | [< >] -> accumulator
+          in
+          let parse_operator = parser
+            | [< 'Token.Unary >] -> "unary", 1
+            | [< 'Token.Binary >] -> "binary", 2
+          in
+          let parse_binary_precedence = parser
+            | [< 'Token.Number n >] -> int_of_float n
+            | [< >] -> 30
+          in
+          parser
+          | [< 'Token.Ident id;
+               'Token.Kwd '(' ?? "expected '(' in prototype";
+               args=parse_args [];
+               'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+              (* success. *)
+              Ast.Prototype (id, Array.of_list (List.rev args))
+          | [< (prefix, kind)=parse_operator;
+               'Token.Kwd op ?? "expected an operator";
+               (* Read the precedence if present. *)
+               binary_precedence=parse_binary_precedence;
+               'Token.Kwd '(' ?? "expected '(' in prototype";
+                args=parse_args [];
+               'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+              let name = prefix ^ (String.make 1 op) in
+              let args = Array.of_list (List.rev args) in
+
+              (* Verify right number of arguments for operator. *)
+              if Array.length args != kind
+              then raise (Stream.Error "invalid number of operands for operator")
+              else
+                if kind == 1 then
+                  Ast.Prototype (name, args)
+                else
+                  Ast.BinOpPrototype (name, args, binary_precedence)
+          | [< >] ->
+              raise (Stream.Error "expected function name in prototype")
+
+        (* definition ::= 'def' prototype expression *)
+        let parse_definition = parser
+          | [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
+              Ast.Function (p, e)
+
+        (* toplevelexpr ::= expression *)
+        let parse_toplevel = parser
+          | [< e=parse_expr >] ->
+              (* Make an anonymous proto. *)
+              Ast.Function (Ast.Prototype ("", [||]), e)
+
+        (*  external ::= 'extern' prototype *)
+        let parse_extern = parser
+          | [< 'Token.Extern; e=parse_prototype >] -> e
+
+codegen.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Code Generation
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+
+        exception Error of string
+
+        let context = global_context ()
+        let the_module = create_module context "my cool jit"
+        let builder = builder context
+        let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
+        let double_type = double_type context
+
+        let rec codegen_expr = function
+          | Ast.Number n -> const_float double_type n
+          | Ast.Variable name ->
+              (try Hashtbl.find named_values name with
+                | Not_found -> raise (Error "unknown variable name"))
+          | Ast.Unary (op, operand) ->
+              let operand = codegen_expr operand in
+              let callee = "unary" ^ (String.make 1 op) in
+              let callee =
+                match lookup_function callee the_module with
+                | Some callee -> callee
+                | None -> raise (Error "unknown unary operator")
+              in
+              build_call callee [|operand|] "unop" builder
+          | Ast.Binary (op, lhs, rhs) ->
+              let lhs_val = codegen_expr lhs in
+              let rhs_val = codegen_expr rhs in
+              begin
+                match op with
+                | '+' -> build_add lhs_val rhs_val "addtmp" builder
+                | '-' -> build_sub lhs_val rhs_val "subtmp" builder
+                | '*' -> build_mul lhs_val rhs_val "multmp" builder
+                | '<' ->
+                    (* Convert bool 0/1 to double 0.0 or 1.0 *)
+                    let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
+                    build_uitofp i double_type "booltmp" builder
+                | _ ->
+                    (* If it wasn't a builtin binary operator, it must be a user defined
+                     * one. Emit a call to it. *)
+                    let callee = "binary" ^ (String.make 1 op) in
+                    let callee =
+                      match lookup_function callee the_module with
+                      | Some callee -> callee
+                      | None -> raise (Error "binary operator not found!")
+                    in
+                    build_call callee [|lhs_val; rhs_val|] "binop" builder
+              end
+          | Ast.Call (callee, args) ->
+              (* Look up the name in the module table. *)
+              let callee =
+                match lookup_function callee the_module with
+                | Some callee -> callee
+                | None -> raise (Error "unknown function referenced")
+              in
+              let params = params callee in
+
+              (* If argument mismatch error. *)
+              if Array.length params == Array.length args then () else
+                raise (Error "incorrect # arguments passed");
+              let args = Array.map codegen_expr args in
+              build_call callee args "calltmp" builder
+          | Ast.If (cond, then_, else_) ->
+              let cond = codegen_expr cond in
+
+              (* Convert condition to a bool by comparing equal to 0.0 *)
+              let zero = const_float double_type 0.0 in
+              let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
+
+              (* Grab the first block so that we might later add the conditional branch
+               * to it at the end of the function. *)
+              let start_bb = insertion_block builder in
+              let the_function = block_parent start_bb in
+
+              let then_bb = append_block context "then" the_function in
+
+              (* Emit 'then' value. *)
+              position_at_end then_bb builder;
+              let then_val = codegen_expr then_ in
+
+              (* Codegen of 'then' can change the current block, update then_bb for the
+               * phi. We create a new name because one is used for the phi node, and the
+               * other is used for the conditional branch. *)
+              let new_then_bb = insertion_block builder in
+
+              (* Emit 'else' value. *)
+              let else_bb = append_block context "else" the_function in
+              position_at_end else_bb builder;
+              let else_val = codegen_expr else_ in
+
+              (* Codegen of 'else' can change the current block, update else_bb for the
+               * phi. *)
+              let new_else_bb = insertion_block builder in
+
+              (* Emit merge block. *)
+              let merge_bb = append_block context "ifcont" the_function in
+              position_at_end merge_bb builder;
+              let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
+              let phi = build_phi incoming "iftmp" builder in
+
+              (* Return to the start block to add the conditional branch. *)
+              position_at_end start_bb builder;
+              ignore (build_cond_br cond_val then_bb else_bb builder);
+
+              (* Set a unconditional branch at the end of the 'then' block and the
+               * 'else' block to the 'merge' block. *)
+              position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
+              position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
+
+              (* Finally, set the builder to the end of the merge block. *)
+              position_at_end merge_bb builder;
+
+              phi
+          | Ast.For (var_name, start, end_, step, body) ->
+              (* Emit the start code first, without 'variable' in scope. *)
+              let start_val = codegen_expr start in
+
+              (* Make the new basic block for the loop header, inserting after current
+               * block. *)
+              let preheader_bb = insertion_block builder in
+              let the_function = block_parent preheader_bb in
+              let loop_bb = append_block context "loop" the_function in
+
+              (* Insert an explicit fall through from the current block to the
+               * loop_bb. *)
+              ignore (build_br loop_bb builder);
+
+              (* Start insertion in loop_bb. *)
+              position_at_end loop_bb builder;
+
+              (* Start the PHI node with an entry for start. *)
+              let variable = build_phi [(start_val, preheader_bb)] var_name builder in
+
+              (* Within the loop, the variable is defined equal to the PHI node. If it
+               * shadows an existing variable, we have to restore it, so save it
+               * now. *)
+              let old_val =
+                try Some (Hashtbl.find named_values var_name) with Not_found -> None
+              in
+              Hashtbl.add named_values var_name variable;
+
+              (* Emit the body of the loop.  This, like any other expr, can change the
+               * current BB.  Note that we ignore the value computed by the body, but
+               * don't allow an error *)
+              ignore (codegen_expr body);
+
+              (* Emit the step value. *)
+              let step_val =
+                match step with
+                | Some step -> codegen_expr step
+                (* If not specified, use 1.0. *)
+                | None -> const_float double_type 1.0
+              in
+
+              let next_var = build_add variable step_val "nextvar" builder in
+
+              (* Compute the end condition. *)
+              let end_cond = codegen_expr end_ in
+
+              (* Convert condition to a bool by comparing equal to 0.0. *)
+              let zero = const_float double_type 0.0 in
+              let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
+
+              (* Create the "after loop" block and insert it. *)
+              let loop_end_bb = insertion_block builder in
+              let after_bb = append_block context "afterloop" the_function in
+
+              (* Insert the conditional branch into the end of loop_end_bb. *)
+              ignore (build_cond_br end_cond loop_bb after_bb builder);
+
+              (* Any new code will be inserted in after_bb. *)
+              position_at_end after_bb builder;
+
+              (* Add a new entry to the PHI node for the backedge. *)
+              add_incoming (next_var, loop_end_bb) variable;
+
+              (* Restore the unshadowed variable. *)
+              begin match old_val with
+              | Some old_val -> Hashtbl.add named_values var_name old_val
+              | None -> ()
+              end;
+
+              (* for expr always returns 0.0. *)
+              const_null double_type
+
+        let codegen_proto = function
+          | Ast.Prototype (name, args) | Ast.BinOpPrototype (name, args, _) ->
+              (* Make the function type: double(double,double) etc. *)
+              let doubles = Array.make (Array.length args) double_type in
+              let ft = function_type double_type doubles in
+              let f =
+                match lookup_function name the_module with
+                | None -> declare_function name ft the_module
+
+                (* If 'f' conflicted, there was already something named 'name'. If it
+                 * has a body, don't allow redefinition or reextern. *)
+                | Some f ->
+                    (* If 'f' already has a body, reject this. *)
+                    if block_begin f <> At_end f then
+                      raise (Error "redefinition of function");
+
+                    (* If 'f' took a different number of arguments, reject. *)
+                    if element_type (type_of f) <> ft then
+                      raise (Error "redefinition of function with different # args");
+                    f
+              in
+
+              (* Set names for all arguments. *)
+              Array.iteri (fun i a ->
+                let n = args.(i) in
+                set_value_name n a;
+                Hashtbl.add named_values n a;
+              ) (params f);
+              f
+
+        let codegen_func the_fpm = function
+          | Ast.Function (proto, body) ->
+              Hashtbl.clear named_values;
+              let the_function = codegen_proto proto in
+
+              (* If this is an operator, install it. *)
+              begin match proto with
+              | Ast.BinOpPrototype (name, args, prec) ->
+                  let op = name.[String.length name - 1] in
+                  Hashtbl.add Parser.binop_precedence op prec;
+              | _ -> ()
+              end;
+
+              (* Create a new basic block to start insertion into. *)
+              let bb = append_block context "entry" the_function in
+              position_at_end bb builder;
+
+              try
+                let ret_val = codegen_expr body in
+
+                (* Finish off the function. *)
+                let _ = build_ret ret_val builder in
+
+                (* Validate the generated code, checking for consistency. *)
+                Llvm_analysis.assert_valid_function the_function;
+
+                (* Optimize the function. *)
+                let _ = PassManager.run_function the_function the_fpm in
+
+                the_function
+              with e ->
+                delete_function the_function;
+                raise e
+
+toplevel.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Top-Level parsing and JIT Driver
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+        open Llvm_executionengine
+
+        (* top ::= definition | external | expression | ';' *)
+        let rec main_loop the_fpm the_execution_engine stream =
+          match Stream.peek stream with
+          | None -> ()
+
+          (* ignore top-level semicolons. *)
+          | Some (Token.Kwd ';') ->
+              Stream.junk stream;
+              main_loop the_fpm the_execution_engine stream
+
+          | Some token ->
+              begin
+                try match token with
+                | Token.Def ->
+                    let e = Parser.parse_definition stream in
+                    print_endline "parsed a function definition.";
+                    dump_value (Codegen.codegen_func the_fpm e);
+                | Token.Extern ->
+                    let e = Parser.parse_extern stream in
+                    print_endline "parsed an extern.";
+                    dump_value (Codegen.codegen_proto e);
+                | _ ->
+                    (* Evaluate a top-level expression into an anonymous function. *)
+                    let e = Parser.parse_toplevel stream in
+                    print_endline "parsed a top-level expr";
+                    let the_function = Codegen.codegen_func the_fpm e in
+                    dump_value the_function;
+
+                    (* JIT the function, returning a function pointer. *)
+                    let result = ExecutionEngine.run_function the_function [||]
+                      the_execution_engine in
+
+                    print_string "Evaluated to ";
+                    print_float (GenericValue.as_float Codegen.double_type result);
+                    print_newline ();
+                with Stream.Error s | Codegen.Error s ->
+                  (* Skip token for error recovery. *)
+                  Stream.junk stream;
+                  print_endline s;
+              end;
+              print_string "ready> "; flush stdout;
+              main_loop the_fpm the_execution_engine stream
+
+toy.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Main driver code.
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+        open Llvm_executionengine
+        open Llvm_target
+        open Llvm_scalar_opts
+
+        let main () =
+          ignore (initialize_native_target ());
+
+          (* Install standard binary operators.
+           * 1 is the lowest precedence. *)
+          Hashtbl.add Parser.binop_precedence '<' 10;
+          Hashtbl.add Parser.binop_precedence '+' 20;
+          Hashtbl.add Parser.binop_precedence '-' 20;
+          Hashtbl.add Parser.binop_precedence '*' 40;    (* highest. *)
+
+          (* Prime the first token. *)
+          print_string "ready> "; flush stdout;
+          let stream = Lexer.lex (Stream.of_channel stdin) in
+
+          (* Create the JIT. *)
+          let the_execution_engine = ExecutionEngine.create Codegen.the_module in
+          let the_fpm = PassManager.create_function Codegen.the_module in
+
+          (* Set up the optimizer pipeline.  Start with registering info about how the
+           * target lays out data structures. *)
+          DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
+
+          (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
+          add_instruction_combination the_fpm;
+
+          (* reassociate expressions. *)
+          add_reassociation the_fpm;
+
+          (* Eliminate Common SubExpressions. *)
+          add_gvn the_fpm;
+
+          (* Simplify the control flow graph (deleting unreachable blocks, etc). *)
+          add_cfg_simplification the_fpm;
+
+          ignore (PassManager.initialize the_fpm);
+
+          (* Run the main "interpreter loop" now. *)
+          Toplevel.main_loop the_fpm the_execution_engine stream;
+
+          (* Print out all the generated code. *)
+          dump_module Codegen.the_module
+        ;;
+
+        main ()
+
+bindings.c
+    .. code-block:: c
+
+        #include <stdio.h>
+
+        /* putchard - putchar that takes a double and returns 0. */
+        extern double putchard(double X) {
+          putchar((char)X);
+          return 0;
+        }
+
+        /* printd - printf that takes a double prints it as "%f\n", returning 0. */
+        extern double printd(double X) {
+          printf("%f\n", X);
+          return 0;
+        }
+
+`Next: Extending the language: mutable variables / SSA
+construction <OCamlLangImpl7.html>`_
+

Removed: llvm/trunk/docs/tutorial/OCamlLangImpl7.html
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl7.html?rev=169342&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl7.html (original)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl7.html (removed)
@@ -1,1904 +0,0 @@
-<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01//EN"
-                      "http://www.w3.org/TR/html4/strict.dtd">
-
-<html>
-<head>
-  <title>Kaleidoscope: Extending the Language: Mutable Variables / SSA
-         construction</title>
-  <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-  <meta name="author" content="Chris Lattner">
-  <meta name="author" content="Erick Tryzelaar">
-  <link rel="stylesheet" href="../_static/llvm.css" type="text/css">
-</head>
-
-<body>
-
-<h1>Kaleidoscope: Extending the Language: Mutable Variables</h1>
-
-<ul>
-<li><a href="index.html">Up to Tutorial Index</a></li>
-<li>Chapter 7
-  <ol>
-    <li><a href="#intro">Chapter 7 Introduction</a></li>
-    <li><a href="#why">Why is this a hard problem?</a></li>
-    <li><a href="#memory">Memory in LLVM</a></li>
-    <li><a href="#kalvars">Mutable Variables in Kaleidoscope</a></li>
-    <li><a href="#adjustments">Adjusting Existing Variables for
-     Mutation</a></li>
-    <li><a href="#assignment">New Assignment Operator</a></li>
-    <li><a href="#localvars">User-defined Local Variables</a></li>
-    <li><a href="#code">Full Code Listing</a></li>
-  </ol>
-</li>
-<li><a href="OCamlLangImpl8.html">Chapter 8</a>: Conclusion and other useful LLVM
- tidbits</li>
-</ul>
-
-<div class="doc_author">
-	<p>
-		Written by <a href="mailto:sabre at nondot.org">Chris Lattner</a>
-		and <a href="mailto:idadesub at users.sourceforge.net">Erick Tryzelaar</a>
-	</p>
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="intro">Chapter 7 Introduction</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Welcome to Chapter 7 of the "<a href="index.html">Implementing a language
-with LLVM</a>" tutorial.  In chapters 1 through 6, we've built a very
-respectable, albeit simple, <a
-href="http://en.wikipedia.org/wiki/Functional_programming">functional
-programming language</a>.  In our journey, we learned some parsing techniques,
-how to build and represent an AST, how to build LLVM IR, and how to optimize
-the resultant code as well as JIT compile it.</p>
-
-<p>While Kaleidoscope is interesting as a functional language, the fact that it
-is functional makes it "too easy" to generate LLVM IR for it.  In particular, a
-functional language makes it very easy to build LLVM IR directly in <a
-href="http://en.wikipedia.org/wiki/Static_single_assignment_form">SSA form</a>.
-Since LLVM requires that the input code be in SSA form, this is a very nice
-property and it is often unclear to newcomers how to generate code for an
-imperative language with mutable variables.</p>
-
-<p>The short (and happy) summary of this chapter is that there is no need for
-your front-end to build SSA form: LLVM provides highly tuned and well tested
-support for this, though the way it works is a bit unexpected for some.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="why">Why is this a hard problem?</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>
-To understand why mutable variables cause complexities in SSA construction,
-consider this extremely simple C example:
-</p>
-
-<div class="doc_code">
-<pre>
-int G, H;
-int test(_Bool Condition) {
-  int X;
-  if (Condition)
-    X = G;
-  else
-    X = H;
-  return X;
-}
-</pre>
-</div>
-
-<p>In this case, we have the variable "X", whose value depends on the path
-executed in the program.  Because there are two different possible values for X
-before the return instruction, a PHI node is inserted to merge the two values.
-The LLVM IR that we want for this example looks like this:</p>
-
-<div class="doc_code">
-<pre>
- at G = weak global i32 0   ; type of @G is i32*
- at H = weak global i32 0   ; type of @H is i32*
-
-define i32 @test(i1 %Condition) {
-entry:
-  br i1 %Condition, label %cond_true, label %cond_false
-
-cond_true:
-  %X.0 = load i32* @G
-  br label %cond_next
-
-cond_false:
-  %X.1 = load i32* @H
-  br label %cond_next
-
-cond_next:
-  %X.2 = phi i32 [ %X.1, %cond_false ], [ %X.0, %cond_true ]
-  ret i32 %X.2
-}
-</pre>
-</div>
-
-<p>In this example, the loads from the G and H global variables are explicit in
-the LLVM IR, and they live in the then/else branches of the if statement
-(cond_true/cond_false).  In order to merge the incoming values, the X.2 phi node
-in the cond_next block selects the right value to use based on where control
-flow is coming from: if control flow comes from the cond_false block, X.2 gets
-the value of X.1.  Alternatively, if control flow comes from cond_true, it gets
-the value of X.0.  The intent of this chapter is not to explain the details of
-SSA form.  For more information, see one of the many <a
-href="http://en.wikipedia.org/wiki/Static_single_assignment_form">online
-references</a>.</p>
-
-<p>The question for this article is "who places the phi nodes when lowering
-assignments to mutable variables?".  The issue here is that LLVM
-<em>requires</em> that its IR be in SSA form: there is no "non-ssa" mode for it.
-However, SSA construction requires non-trivial algorithms and data structures,
-so it is inconvenient and wasteful for every front-end to have to reproduce this
-logic.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="memory">Memory in LLVM</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>The 'trick' here is that while LLVM does require all register values to be
-in SSA form, it does not require (or permit) memory objects to be in SSA form.
-In the example above, note that the loads from G and H are direct accesses to
-G and H: they are not renamed or versioned.  This differs from some other
-compiler systems, which do try to version memory objects.  In LLVM, instead of
-encoding dataflow analysis of memory into the LLVM IR, it is handled with <a
-href="../WritingAnLLVMPass.html">Analysis Passes</a> which are computed on
-demand.</p>
-
-<p>
-With this in mind, the high-level idea is that we want to make a stack variable
-(which lives in memory, because it is on the stack) for each mutable object in
-a function.  To take advantage of this trick, we need to talk about how LLVM
-represents stack variables.
-</p>
-
-<p>In LLVM, all memory accesses are explicit with load/store instructions, and
-it is carefully designed not to have (or need) an "address-of" operator.  Notice
-how the type of the @G/@H global variables is actually "i32*" even though the
-variable is defined as "i32".  What this means is that @G defines <em>space</em>
-for an i32 in the global data area, but its <em>name</em> actually refers to the
-address for that space.  Stack variables work the same way, except that instead of
-being declared with global variable definitions, they are declared with the
-<a href="../LangRef.html#i_alloca">LLVM alloca instruction</a>:</p>
-
-<div class="doc_code">
-<pre>
-define i32 @example() {
-entry:
-  %X = alloca i32           ; type of %X is i32*.
-  ...
-  %tmp = load i32* %X       ; load the stack value %X from the stack.
-  %tmp2 = add i32 %tmp, 1   ; increment it
-  store i32 %tmp2, i32* %X  ; store it back
-  ...
-</pre>
-</div>
-
-<p>This code shows an example of how you can declare and manipulate a stack
-variable in the LLVM IR.  Stack memory allocated with the alloca instruction is
-fully general: you can pass the address of the stack slot to functions, you can
-store it in other variables, etc.  In our example above, we could rewrite the
-example to use the alloca technique to avoid using a PHI node:</p>
-
-<div class="doc_code">
-<pre>
- at G = weak global i32 0   ; type of @G is i32*
- at H = weak global i32 0   ; type of @H is i32*
-
-define i32 @test(i1 %Condition) {
-entry:
-  %X = alloca i32           ; type of %X is i32*.
-  br i1 %Condition, label %cond_true, label %cond_false
-
-cond_true:
-  %X.0 = load i32* @G
-        store i32 %X.0, i32* %X   ; Update X
-  br label %cond_next
-
-cond_false:
-  %X.1 = load i32* @H
-        store i32 %X.1, i32* %X   ; Update X
-  br label %cond_next
-
-cond_next:
-  %X.2 = load i32* %X       ; Read X
-  ret i32 %X.2
-}
-</pre>
-</div>
-
-<p>With this, we have discovered a way to handle arbitrary mutable variables
-without the need to create Phi nodes at all:</p>
-
-<ol>
-<li>Each mutable variable becomes a stack allocation.</li>
-<li>Each read of the variable becomes a load from the stack.</li>
-<li>Each update of the variable becomes a store to the stack.</li>
-<li>Taking the address of a variable just uses the stack address directly.</li>
-</ol>
-
-<p>While this solution has solved our immediate problem, it introduced another
-one: we have now apparently introduced a lot of stack traffic for very simple
-and common operations, a major performance problem.  Fortunately for us, the
-LLVM optimizer has a highly-tuned optimization pass named "mem2reg" that handles
-this case, promoting allocas like this into SSA registers, inserting Phi nodes
-as appropriate.  If you run this example through the pass, for example, you'll
-get:</p>
-
-<div class="doc_code">
-<pre>
-$ <b>llvm-as < example.ll | opt -mem2reg | llvm-dis</b>
- at G = weak global i32 0
- at H = weak global i32 0
-
-define i32 @test(i1 %Condition) {
-entry:
-  br i1 %Condition, label %cond_true, label %cond_false
-
-cond_true:
-  %X.0 = load i32* @G
-  br label %cond_next
-
-cond_false:
-  %X.1 = load i32* @H
-  br label %cond_next
-
-cond_next:
-  %X.01 = phi i32 [ %X.1, %cond_false ], [ %X.0, %cond_true ]
-  ret i32 %X.01
-}
-</pre>
-</div>
-
-<p>The mem2reg pass implements the standard "iterated dominance frontier"
-algorithm for constructing SSA form and has a number of optimizations that speed
-up (very common) degenerate cases. The mem2reg optimization pass is the answer
-to dealing with mutable variables, and we highly recommend that you depend on
-it.  Note that mem2reg only works on variables in certain circumstances:</p>
-
-<ol>
-<li>mem2reg is alloca-driven: it looks for allocas and if it can handle them, it
-promotes them.  It does not apply to global variables or heap allocations.</li>
-
-<li>mem2reg only looks for alloca instructions in the entry block of the
-function.  Being in the entry block guarantees that the alloca is only executed
-once, which makes analysis simpler.</li>
-
-<li>mem2reg only promotes allocas whose uses are direct loads and stores.  If
-the address of the stack object is passed to a function, or if any funny pointer
-arithmetic is involved, the alloca will not be promoted.</li>
-
-<li>mem2reg only works on allocas of <a
-href="../LangRef.html#t_classifications">first class</a>
-values (such as pointers, scalars and vectors), and only if the array size
-of the allocation is 1 (or missing in the .ll file).  mem2reg is not capable of
-promoting structs or arrays to registers.  Note that the "scalarrepl" pass is
-more powerful and can promote structs, "unions", and arrays in many cases.</li>
-
-</ol>
-
-<p>
-All of these properties are easy to satisfy for most imperative languages, and
-we'll illustrate it below with Kaleidoscope.  The final question you may be
-asking is: should I bother with this nonsense for my front-end?  Wouldn't it be
-better if I just did SSA construction directly, avoiding use of the mem2reg
-optimization pass?  In short, we strongly recommend that you use this technique
-for building SSA form, unless there is an extremely good reason not to.  Using
-this technique is:</p>
-
-<ul>
-<li>Proven and well tested: llvm-gcc and clang both use this technique for local
-mutable variables.  As such, the most common clients of LLVM are using this to
-handle a bulk of their variables.  You can be sure that bugs are found fast and
-fixed early.</li>
-
-<li>Extremely Fast: mem2reg has a number of special cases that make it fast in
-common cases as well as fully general.  For example, it has fast-paths for
-variables that are only used in a single block, variables that only have one
-assignment point, good heuristics to avoid insertion of unneeded phi nodes, etc.
-</li>
-
-<li>Needed for debug info generation: <a href="../SourceLevelDebugging.html">
-Debug information in LLVM</a> relies on having the address of the variable
-exposed so that debug info can be attached to it.  This technique dovetails
-very naturally with this style of debug info.</li>
-</ul>
-
-<p>If nothing else, this makes it much easier to get your front-end up and
-running, and is very simple to implement.  Lets extend Kaleidoscope with mutable
-variables now!
-</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="kalvars">Mutable Variables in Kaleidoscope</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Now that we know the sort of problem we want to tackle, lets see what this
-looks like in the context of our little Kaleidoscope language.  We're going to
-add two features:</p>
-
-<ol>
-<li>The ability to mutate variables with the '=' operator.</li>
-<li>The ability to define new variables.</li>
-</ol>
-
-<p>While the first item is really what this is about, we only have variables
-for incoming arguments as well as for induction variables, and redefining those only
-goes so far :).  Also, the ability to define new variables is a
-useful thing regardless of whether you will be mutating them.  Here's a
-motivating example that shows how we could use these:</p>
-
-<div class="doc_code">
-<pre>
-# Define ':' for sequencing: as a low-precedence operator that ignores operands
-# and just returns the RHS.
-def binary : 1 (x y) y;
-
-# Recursive fib, we could do this before.
-def fib(x)
-  if (x < 3) then
-    1
-  else
-    fib(x-1)+fib(x-2);
-
-# Iterative fib.
-def fibi(x)
-  <b>var a = 1, b = 1, c in</b>
-  (for i = 3, i < x in
-     <b>c = a + b</b> :
-     <b>a = b</b> :
-     <b>b = c</b>) :
-  b;
-
-# Call it.
-fibi(10);
-</pre>
-</div>
-
-<p>
-In order to mutate variables, we have to change our existing variables to use
-the "alloca trick".  Once we have that, we'll add our new operator, then extend
-Kaleidoscope to support new variable definitions.
-</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="adjustments">Adjusting Existing Variables for Mutation</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>
-The symbol table in Kaleidoscope is managed at code generation time by the
-'<tt>named_values</tt>' map.  This map currently keeps track of the LLVM
-"Value*" that holds the double value for the named variable.  In order to
-support mutation, we need to change this slightly, so that it
-<tt>named_values</tt> holds the <em>memory location</em> of the variable in
-question.  Note that this change is a refactoring: it changes the structure of
-the code, but does not (by itself) change the behavior of the compiler.  All of
-these changes are isolated in the Kaleidoscope code generator.</p>
-
-<p>
-At this point in Kaleidoscope's development, it only supports variables for two
-things: incoming arguments to functions and the induction variable of 'for'
-loops.  For consistency, we'll allow mutation of these variables in addition to
-other user-defined variables.  This means that these will both need memory
-locations.
-</p>
-
-<p>To start our transformation of Kaleidoscope, we'll change the
-<tt>named_values</tt> map so that it maps to AllocaInst* instead of Value*.
-Once we do this, the C++ compiler will tell us what parts of the code we need to
-update:</p>
-
-<p><b>Note:</b> the ocaml bindings currently model both <tt>Value*</tt>s and
-<tt>AllocInst*</tt>s as <tt>Llvm.llvalue</tt>s, but this may change in the
-future to be more type safe.</p>
-
-<div class="doc_code">
-<pre>
-let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
-</pre>
-</div>
-
-<p>Also, since we will need to create these alloca's, we'll use a helper
-function that ensures that the allocas are created in the entry block of the
-function:</p>
-
-<div class="doc_code">
-<pre>
-(* Create an alloca instruction in the entry block of the function. This
- * is used for mutable variables etc. *)
-let create_entry_block_alloca the_function var_name =
-  let builder = builder_at (instr_begin (entry_block the_function)) in
-  build_alloca double_type var_name builder
-</pre>
-</div>
-
-<p>This funny looking code creates an <tt>Llvm.llbuilder</tt> object that is
-pointing at the first instruction of the entry block.  It then creates an alloca
-with the expected name and returns it.  Because all values in Kaleidoscope are
-doubles, there is no need to pass in a type to use.</p>
-
-<p>With this in place, the first functionality change we want to make is to
-variable references.  In our new scheme, variables live on the stack, so code
-generating a reference to them actually needs to produce a load from the stack
-slot:</p>
-
-<div class="doc_code">
-<pre>
-let rec codegen_expr = function
-  ...
-  | Ast.Variable name ->
-      let v = try Hashtbl.find named_values name with
-        | Not_found -> raise (Error "unknown variable name")
-      in
-      <b>(* Load the value. *)
-      build_load v name builder</b>
-</pre>
-</div>
-
-<p>As you can see, this is pretty straightforward.  Now we need to update the
-things that define the variables to set up the alloca.  We'll start with
-<tt>codegen_expr Ast.For ...</tt> (see the <a href="#code">full code listing</a>
-for the unabridged code):</p>
-
-<div class="doc_code">
-<pre>
-  | Ast.For (var_name, start, end_, step, body) ->
-      let the_function = block_parent (insertion_block builder) in
-
-      (* Create an alloca for the variable in the entry block. *)
-      <b>let alloca = create_entry_block_alloca the_function var_name in</b>
-
-      (* Emit the start code first, without 'variable' in scope. *)
-      let start_val = codegen_expr start in
-
-      <b>(* Store the value into the alloca. *)
-      ignore(build_store start_val alloca builder);</b>
-
-      ...
-
-      (* Within the loop, the variable is defined equal to the PHI node. If it
-       * shadows an existing variable, we have to restore it, so save it
-       * now. *)
-      let old_val =
-        try Some (Hashtbl.find named_values var_name) with Not_found -> None
-      in
-      <b>Hashtbl.add named_values var_name alloca;</b>
-
-      ...
-
-      (* Compute the end condition. *)
-      let end_cond = codegen_expr end_ in
-
-      <b>(* Reload, increment, and restore the alloca. This handles the case where
-       * the body of the loop mutates the variable. *)
-      let cur_var = build_load alloca var_name builder in
-      let next_var = build_add cur_var step_val "nextvar" builder in
-      ignore(build_store next_var alloca builder);</b>
-      ...
-</pre>
-</div>
-
-<p>This code is virtually identical to the code <a
-href="OCamlLangImpl5.html#forcodegen">before we allowed mutable variables</a>.
-The big difference is that we no longer have to construct a PHI node, and we use
-load/store to access the variable as needed.</p>
-
-<p>To support mutable argument variables, we need to also make allocas for them.
-The code for this is also pretty simple:</p>
-
-<div class="doc_code">
-<pre>
-(* Create an alloca for each argument and register the argument in the symbol
- * table so that references to it will succeed. *)
-let create_argument_allocas the_function proto =
-  let args = match proto with
-    | Ast.Prototype (_, args) | Ast.BinOpPrototype (_, args, _) -> args
-  in
-  Array.iteri (fun i ai ->
-    let var_name = args.(i) in
-    (* Create an alloca for this variable. *)
-    let alloca = create_entry_block_alloca the_function var_name in
-
-    (* Store the initial value into the alloca. *)
-    ignore(build_store ai alloca builder);
-
-    (* Add arguments to variable symbol table. *)
-    Hashtbl.add named_values var_name alloca;
-  ) (params the_function)
-</pre>
-</div>
-
-<p>For each argument, we make an alloca, store the input value to the function
-into the alloca, and register the alloca as the memory location for the
-argument.  This method gets invoked by <tt>Codegen.codegen_func</tt> right after
-it sets up the entry block for the function.</p>
-
-<p>The final missing piece is adding the mem2reg pass, which allows us to get
-good codegen once again:</p>
-
-<div class="doc_code">
-<pre>
-let main () =
-  ...
-  let the_fpm = PassManager.create_function Codegen.the_module in
-
-  (* Set up the optimizer pipeline.  Start with registering info about how the
-   * target lays out data structures. *)
-  DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
-
-  <b>(* Promote allocas to registers. *)
-  add_memory_to_register_promotion the_fpm;</b>
-
-  (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
-  add_instruction_combining the_fpm;
-
-  (* reassociate expressions. *)
-  add_reassociation the_fpm;
-</pre>
-</div>
-
-<p>It is interesting to see what the code looks like before and after the
-mem2reg optimization runs.  For example, this is the before/after code for our
-recursive fib function.  Before the optimization:</p>
-
-<div class="doc_code">
-<pre>
-define double @fib(double %x) {
-entry:
-  <b>%x1 = alloca double
-  store double %x, double* %x1
-  %x2 = load double* %x1</b>
-  %cmptmp = fcmp ult double %x2, 3.000000e+00
-  %booltmp = uitofp i1 %cmptmp to double
-  %ifcond = fcmp one double %booltmp, 0.000000e+00
-  br i1 %ifcond, label %then, label %else
-
-then:    ; preds = %entry
-  br label %ifcont
-
-else:    ; preds = %entry
-  <b>%x3 = load double* %x1</b>
-  %subtmp = fsub double %x3, 1.000000e+00
-  %calltmp = call double @fib(double %subtmp)
-  <b>%x4 = load double* %x1</b>
-  %subtmp5 = fsub double %x4, 2.000000e+00
-  %calltmp6 = call double @fib(double %subtmp5)
-  %addtmp = fadd double %calltmp, %calltmp6
-  br label %ifcont
-
-ifcont:    ; preds = %else, %then
-  %iftmp = phi double [ 1.000000e+00, %then ], [ %addtmp, %else ]
-  ret double %iftmp
-}
-</pre>
-</div>
-
-<p>Here there is only one variable (x, the input argument) but you can still
-see the extremely simple-minded code generation strategy we are using.  In the
-entry block, an alloca is created, and the initial input value is stored into
-it.  Each reference to the variable does a reload from the stack.  Also, note
-that we didn't modify the if/then/else expression, so it still inserts a PHI
-node.  While we could make an alloca for it, it is actually easier to create a
-PHI node for it, so we still just make the PHI.</p>
-
-<p>Here is the code after the mem2reg pass runs:</p>
-
-<div class="doc_code">
-<pre>
-define double @fib(double %x) {
-entry:
-  %cmptmp = fcmp ult double <b>%x</b>, 3.000000e+00
-  %booltmp = uitofp i1 %cmptmp to double
-  %ifcond = fcmp one double %booltmp, 0.000000e+00
-  br i1 %ifcond, label %then, label %else
-
-then:
-  br label %ifcont
-
-else:
-  %subtmp = fsub double <b>%x</b>, 1.000000e+00
-  %calltmp = call double @fib(double %subtmp)
-  %subtmp5 = fsub double <b>%x</b>, 2.000000e+00
-  %calltmp6 = call double @fib(double %subtmp5)
-  %addtmp = fadd double %calltmp, %calltmp6
-  br label %ifcont
-
-ifcont:    ; preds = %else, %then
-  %iftmp = phi double [ 1.000000e+00, %then ], [ %addtmp, %else ]
-  ret double %iftmp
-}
-</pre>
-</div>
-
-<p>This is a trivial case for mem2reg, since there are no redefinitions of the
-variable.  The point of showing this is to calm your tension about inserting
-such blatent inefficiencies :).</p>
-
-<p>After the rest of the optimizers run, we get:</p>
-
-<div class="doc_code">
-<pre>
-define double @fib(double %x) {
-entry:
-  %cmptmp = fcmp ult double %x, 3.000000e+00
-  %booltmp = uitofp i1 %cmptmp to double
-  %ifcond = fcmp ueq double %booltmp, 0.000000e+00
-  br i1 %ifcond, label %else, label %ifcont
-
-else:
-  %subtmp = fsub double %x, 1.000000e+00
-  %calltmp = call double @fib(double %subtmp)
-  %subtmp5 = fsub double %x, 2.000000e+00
-  %calltmp6 = call double @fib(double %subtmp5)
-  %addtmp = fadd double %calltmp, %calltmp6
-  ret double %addtmp
-
-ifcont:
-  ret double 1.000000e+00
-}
-</pre>
-</div>
-
-<p>Here we see that the simplifycfg pass decided to clone the return instruction
-into the end of the 'else' block.  This allowed it to eliminate some branches
-and the PHI node.</p>
-
-<p>Now that all symbol table references are updated to use stack variables,
-we'll add the assignment operator.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="assignment">New Assignment Operator</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>With our current framework, adding a new assignment operator is really
-simple.  We will parse it just like any other binary operator, but handle it
-internally (instead of allowing the user to define it).  The first step is to
-set a precedence:</p>
-
-<div class="doc_code">
-<pre>
-let main () =
-  (* Install standard binary operators.
-   * 1 is the lowest precedence. *)
-  <b>Hashtbl.add Parser.binop_precedence '=' 2;</b>
-  Hashtbl.add Parser.binop_precedence '<' 10;
-  Hashtbl.add Parser.binop_precedence '+' 20;
-  Hashtbl.add Parser.binop_precedence '-' 20;
-  ...
-</pre>
-</div>
-
-<p>Now that the parser knows the precedence of the binary operator, it takes
-care of all the parsing and AST generation.  We just need to implement codegen
-for the assignment operator.  This looks like:</p>
-
-<div class="doc_code">
-<pre>
-let rec codegen_expr = function
-      begin match op with
-      | '=' ->
-          (* Special case '=' because we don't want to emit the LHS as an
-           * expression. *)
-          let name =
-            match lhs with
-            | Ast.Variable name -> name
-            | _ -> raise (Error "destination of '=' must be a variable")
-          in
-</pre>
-</div>
-
-<p>Unlike the rest of the binary operators, our assignment operator doesn't
-follow the "emit LHS, emit RHS, do computation" model.  As such, it is handled
-as a special case before the other binary operators are handled.  The other
-strange thing is that it requires the LHS to be a variable.  It is invalid to
-have "(x+1) = expr" - only things like "x = expr" are allowed.
-</p>
-
-
-<div class="doc_code">
-<pre>
-          (* Codegen the rhs. *)
-          let val_ = codegen_expr rhs in
-
-          (* Lookup the name. *)
-          let variable = try Hashtbl.find named_values name with
-          | Not_found -> raise (Error "unknown variable name")
-          in
-          ignore(build_store val_ variable builder);
-          val_
-      | _ ->
-			...
-</pre>
-</div>
-
-<p>Once we have the variable, codegen'ing the assignment is straightforward:
-we emit the RHS of the assignment, create a store, and return the computed
-value.  Returning a value allows for chained assignments like "X = (Y = Z)".</p>
-
-<p>Now that we have an assignment operator, we can mutate loop variables and
-arguments.  For example, we can now run code like this:</p>
-
-<div class="doc_code">
-<pre>
-# Function to print a double.
-extern printd(x);
-
-# Define ':' for sequencing: as a low-precedence operator that ignores operands
-# and just returns the RHS.
-def binary : 1 (x y) y;
-
-def test(x)
-  printd(x) :
-  x = 4 :
-  printd(x);
-
-test(123);
-</pre>
-</div>
-
-<p>When run, this example prints "123" and then "4", showing that we did
-actually mutate the value!  Okay, we have now officially implemented our goal:
-getting this to work requires SSA construction in the general case.  However,
-to be really useful, we want the ability to define our own local variables, lets
-add this next!
-</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="localvars">User-defined Local Variables</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Adding var/in is just like any other other extensions we made to
-Kaleidoscope: we extend the lexer, the parser, the AST and the code generator.
-The first step for adding our new 'var/in' construct is to extend the lexer.
-As before, this is pretty trivial, the code looks like this:</p>
-
-<div class="doc_code">
-<pre>
-type token =
-  ...
-  <b>(* var definition *)
-  | Var</b>
-
-...
-
-and lex_ident buffer = parser
-      ...
-      | "in" -> [< 'Token.In; stream >]
-      | "binary" -> [< 'Token.Binary; stream >]
-      | "unary" -> [< 'Token.Unary; stream >]
-      <b>| "var" -> [< 'Token.Var; stream >]</b>
-      ...
-</pre>
-</div>
-
-<p>The next step is to define the AST node that we will construct.  For var/in,
-it looks like this:</p>
-
-<div class="doc_code">
-<pre>
-type expr =
-  ...
-  (* variant for var/in. *)
-  | Var of (string * expr option) array * expr
-  ...
-</pre>
-</div>
-
-<p>var/in allows a list of names to be defined all at once, and each name can
-optionally have an initializer value.  As such, we capture this information in
-the VarNames vector.  Also, var/in has a body, this body is allowed to access
-the variables defined by the var/in.</p>
-
-<p>With this in place, we can define the parser pieces.  The first thing we do
-is add it as a primary expression:</p>
-
-<div class="doc_code">
-<pre>
-(* primary
- *   ::= identifier
- *   ::= numberexpr
- *   ::= parenexpr
- *   ::= ifexpr
- *   ::= forexpr
- <b>*   ::= varexpr</b> *)
-let rec parse_primary = parser
-  ...
-  <b>(* varexpr
-   *   ::= 'var' identifier ('=' expression?
-   *             (',' identifier ('=' expression)?)* 'in' expression *)
-  | [< 'Token.Var;
-       (* At least one variable name is required. *)
-       'Token.Ident id ?? "expected identifier after var";
-       init=parse_var_init;
-       var_names=parse_var_names [(id, init)];
-       (* At this point, we have to have 'in'. *)
-       'Token.In ?? "expected 'in' keyword after 'var'";
-       body=parse_expr >] ->
-      Ast.Var (Array.of_list (List.rev var_names), body)</b>
-
-...
-
-and parse_var_init = parser
-  (* read in the optional initializer. *)
-  | [< 'Token.Kwd '='; e=parse_expr >] -> Some e
-  | [< >] -> None
-
-and parse_var_names accumulator = parser
-  | [< 'Token.Kwd ',';
-       'Token.Ident id ?? "expected identifier list after var";
-       init=parse_var_init;
-       e=parse_var_names ((id, init) :: accumulator) >] -> e
-  | [< >] -> accumulator
-</pre>
-</div>
-
-<p>Now that we can parse and represent the code, we need to support emission of
-LLVM IR for it.  This code starts out with:</p>
-
-<div class="doc_code">
-<pre>
-let rec codegen_expr = function
-  ...
-  | Ast.Var (var_names, body)
-      let old_bindings = ref [] in
-
-      let the_function = block_parent (insertion_block builder) in
-
-      (* Register all variables and emit their initializer. *)
-      Array.iter (fun (var_name, init) ->
-</pre>
-</div>
-
-<p>Basically it loops over all the variables, installing them one at a time.
-For each variable we put into the symbol table, we remember the previous value
-that we replace in OldBindings.</p>
-
-<div class="doc_code">
-<pre>
-        (* Emit the initializer before adding the variable to scope, this
-         * prevents the initializer from referencing the variable itself, and
-         * permits stuff like this:
-         *   var a = 1 in
-         *     var a = a in ...   # refers to outer 'a'. *)
-        let init_val =
-          match init with
-          | Some init -> codegen_expr init
-          (* If not specified, use 0.0. *)
-          | None -> const_float double_type 0.0
-        in
-
-        let alloca = create_entry_block_alloca the_function var_name in
-        ignore(build_store init_val alloca builder);
-
-        (* Remember the old variable binding so that we can restore the binding
-         * when we unrecurse. *)
-
-        begin
-          try
-            let old_value = Hashtbl.find named_values var_name in
-            old_bindings := (var_name, old_value) :: !old_bindings;
-          with Not_found > ()
-        end;
-
-        (* Remember this binding. *)
-        Hashtbl.add named_values var_name alloca;
-      ) var_names;
-</pre>
-</div>
-
-<p>There are more comments here than code.  The basic idea is that we emit the
-initializer, create the alloca, then update the symbol table to point to it.
-Once all the variables are installed in the symbol table, we evaluate the body
-of the var/in expression:</p>
-
-<div class="doc_code">
-<pre>
-      (* Codegen the body, now that all vars are in scope. *)
-      let body_val = codegen_expr body in
-</pre>
-</div>
-
-<p>Finally, before returning, we restore the previous variable bindings:</p>
-
-<div class="doc_code">
-<pre>
-      (* Pop all our variables from scope. *)
-      List.iter (fun (var_name, old_value) ->
-        Hashtbl.add named_values var_name old_value
-      ) !old_bindings;
-
-      (* Return the body computation. *)
-      body_val
-</pre>
-</div>
-
-<p>The end result of all of this is that we get properly scoped variable
-definitions, and we even (trivially) allow mutation of them :).</p>
-
-<p>With this, we completed what we set out to do.  Our nice iterative fib
-example from the intro compiles and runs just fine.  The mem2reg pass optimizes
-all of our stack variables into SSA registers, inserting PHI nodes where needed,
-and our front-end remains simple: no "iterated dominance frontier" computation
-anywhere in sight.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="code">Full Code Listing</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>
-Here is the complete code listing for our running example, enhanced with mutable
-variables and var/in support.  To build this example, use:
-</p>
-
-<div class="doc_code">
-<pre>
-# Compile
-ocamlbuild toy.byte
-# Run
-./toy.byte
-</pre>
-</div>
-
-<p>Here is the code:</p>
-
-<dl>
-<dt>_tags:</dt>
-<dd class="doc_code">
-<pre>
-<{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
-<*.{byte,native}>: g++, use_llvm, use_llvm_analysis
-<*.{byte,native}>: use_llvm_executionengine, use_llvm_target
-<*.{byte,native}>: use_llvm_scalar_opts, use_bindings
-</pre>
-</dd>
-
-<dt>myocamlbuild.ml:</dt>
-<dd class="doc_code">
-<pre>
-open Ocamlbuild_plugin;;
-
-ocaml_lib ~extern:true "llvm";;
-ocaml_lib ~extern:true "llvm_analysis";;
-ocaml_lib ~extern:true "llvm_executionengine";;
-ocaml_lib ~extern:true "llvm_target";;
-ocaml_lib ~extern:true "llvm_scalar_opts";;
-
-flag ["link"; "ocaml"; "g++"] (S[A"-cc"; A"g++"; A"-cclib"; A"-rdynamic"]);;
-dep ["link"; "ocaml"; "use_bindings"] ["bindings.o"];;
-</pre>
-</dd>
-
-<dt>token.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Lexer Tokens
- *===----------------------------------------------------------------------===*)
-
-(* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
- * these others for known things. *)
-type token =
-  (* commands *)
-  | Def | Extern
-
-  (* primary *)
-  | Ident of string | Number of float
-
-  (* unknown *)
-  | Kwd of char
-
-  (* control *)
-  | If | Then | Else
-  | For | In
-
-  (* operators *)
-  | Binary | Unary
-
-  (* var definition *)
-  | Var
-</pre>
-</dd>
-
-<dt>lexer.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Lexer
- *===----------------------------------------------------------------------===*)
-
-let rec lex = parser
-  (* Skip any whitespace. *)
-  | [< ' (' ' | '\n' | '\r' | '\t'); stream >] -> lex stream
-
-  (* identifier: [a-zA-Z][a-zA-Z0-9] *)
-  | [< ' ('A' .. 'Z' | 'a' .. 'z' as c); stream >] ->
-      let buffer = Buffer.create 1 in
-      Buffer.add_char buffer c;
-      lex_ident buffer stream
-
-  (* number: [0-9.]+ *)
-  | [< ' ('0' .. '9' as c); stream >] ->
-      let buffer = Buffer.create 1 in
-      Buffer.add_char buffer c;
-      lex_number buffer stream
-
-  (* Comment until end of line. *)
-  | [< ' ('#'); stream >] ->
-      lex_comment stream
-
-  (* Otherwise, just return the character as its ascii value. *)
-  | [< 'c; stream >] ->
-      [< 'Token.Kwd c; lex stream >]
-
-  (* end of stream. *)
-  | [< >] -> [< >]
-
-and lex_number buffer = parser
-  | [< ' ('0' .. '9' | '.' as c); stream >] ->
-      Buffer.add_char buffer c;
-      lex_number buffer stream
-  | [< stream=lex >] ->
-      [< 'Token.Number (float_of_string (Buffer.contents buffer)); stream >]
-
-and lex_ident buffer = parser
-  | [< ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream >] ->
-      Buffer.add_char buffer c;
-      lex_ident buffer stream
-  | [< stream=lex >] ->
-      match Buffer.contents buffer with
-      | "def" -> [< 'Token.Def; stream >]
-      | "extern" -> [< 'Token.Extern; stream >]
-      | "if" -> [< 'Token.If; stream >]
-      | "then" -> [< 'Token.Then; stream >]
-      | "else" -> [< 'Token.Else; stream >]
-      | "for" -> [< 'Token.For; stream >]
-      | "in" -> [< 'Token.In; stream >]
-      | "binary" -> [< 'Token.Binary; stream >]
-      | "unary" -> [< 'Token.Unary; stream >]
-      | "var" -> [< 'Token.Var; stream >]
-      | id -> [< 'Token.Ident id; stream >]
-
-and lex_comment = parser
-  | [< ' ('\n'); stream=lex >] -> stream
-  | [< 'c; e=lex_comment >] -> e
-  | [< >] -> [< >]
-</pre>
-</dd>
-
-<dt>ast.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Abstract Syntax Tree (aka Parse Tree)
- *===----------------------------------------------------------------------===*)
-
-(* expr - Base type for all expression nodes. *)
-type expr =
-  (* variant for numeric literals like "1.0". *)
-  | Number of float
-
-  (* variant for referencing a variable, like "a". *)
-  | Variable of string
-
-  (* variant for a unary operator. *)
-  | Unary of char * expr
-
-  (* variant for a binary operator. *)
-  | Binary of char * expr * expr
-
-  (* variant for function calls. *)
-  | Call of string * expr array
-
-  (* variant for if/then/else. *)
-  | If of expr * expr * expr
-
-  (* variant for for/in. *)
-  | For of string * expr * expr * expr option * expr
-
-  (* variant for var/in. *)
-  | Var of (string * expr option) array * expr
-
-(* proto - This type represents the "prototype" for a function, which captures
- * its name, and its argument names (thus implicitly the number of arguments the
- * function takes). *)
-type proto =
-  | Prototype of string * string array
-  | BinOpPrototype of string * string array * int
-
-(* func - This type represents a function definition itself. *)
-type func = Function of proto * expr
-</pre>
-</dd>
-
-<dt>parser.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===---------------------------------------------------------------------===
- * Parser
- *===---------------------------------------------------------------------===*)
-
-(* binop_precedence - This holds the precedence for each binary operator that is
- * defined *)
-let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
-
-(* precedence - Get the precedence of the pending binary operator token. *)
-let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
-
-(* primary
- *   ::= identifier
- *   ::= numberexpr
- *   ::= parenexpr
- *   ::= ifexpr
- *   ::= forexpr
- *   ::= varexpr *)
-let rec parse_primary = parser
-  (* numberexpr ::= number *)
-  | [< 'Token.Number n >] -> Ast.Number n
-
-  (* parenexpr ::= '(' expression ')' *)
-  | [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
-
-  (* identifierexpr
-   *   ::= identifier
-   *   ::= identifier '(' argumentexpr ')' *)
-  | [< 'Token.Ident id; stream >] ->
-      let rec parse_args accumulator = parser
-        | [< e=parse_expr; stream >] ->
-            begin parser
-              | [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
-              | [< >] -> e :: accumulator
-            end stream
-        | [< >] -> accumulator
-      in
-      let rec parse_ident id = parser
-        (* Call. *)
-        | [< 'Token.Kwd '(';
-             args=parse_args [];
-             'Token.Kwd ')' ?? "expected ')'">] ->
-            Ast.Call (id, Array.of_list (List.rev args))
-
-        (* Simple variable ref. *)
-        | [< >] -> Ast.Variable id
-      in
-      parse_ident id stream
-
-  (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
-  | [< 'Token.If; c=parse_expr;
-       'Token.Then ?? "expected 'then'"; t=parse_expr;
-       'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
-      Ast.If (c, t, e)
-
-  (* forexpr
-        ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
-  | [< 'Token.For;
-       'Token.Ident id ?? "expected identifier after for";
-       'Token.Kwd '=' ?? "expected '=' after for";
-       stream >] ->
-      begin parser
-        | [<
-             start=parse_expr;
-             'Token.Kwd ',' ?? "expected ',' after for";
-             end_=parse_expr;
-             stream >] ->
-            let step =
-              begin parser
-              | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
-              | [< >] -> None
-              end stream
-            in
-            begin parser
-            | [< 'Token.In; body=parse_expr >] ->
-                Ast.For (id, start, end_, step, body)
-            | [< >] ->
-                raise (Stream.Error "expected 'in' after for")
-            end stream
-        | [< >] ->
-            raise (Stream.Error "expected '=' after for")
-      end stream
-
-  (* varexpr
-   *   ::= 'var' identifier ('=' expression?
-   *             (',' identifier ('=' expression)?)* 'in' expression *)
-  | [< 'Token.Var;
-       (* At least one variable name is required. *)
-       'Token.Ident id ?? "expected identifier after var";
-       init=parse_var_init;
-       var_names=parse_var_names [(id, init)];
-       (* At this point, we have to have 'in'. *)
-       'Token.In ?? "expected 'in' keyword after 'var'";
-       body=parse_expr >] ->
-      Ast.Var (Array.of_list (List.rev var_names), body)
-
-  | [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
-
-(* unary
- *   ::= primary
- *   ::= '!' unary *)
-and parse_unary = parser
-  (* If this is a unary operator, read it. *)
-  | [< 'Token.Kwd op when op != '(' && op != ')'; operand=parse_expr >] ->
-      Ast.Unary (op, operand)
-
-  (* If the current token is not an operator, it must be a primary expr. *)
-  | [< stream >] -> parse_primary stream
-
-(* binoprhs
- *   ::= ('+' primary)* *)
-and parse_bin_rhs expr_prec lhs stream =
-  match Stream.peek stream with
-  (* If this is a binop, find its precedence. *)
-  | Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
-      let token_prec = precedence c in
-
-      (* If this is a binop that binds at least as tightly as the current binop,
-       * consume it, otherwise we are done. *)
-      if token_prec < expr_prec then lhs else begin
-        (* Eat the binop. *)
-        Stream.junk stream;
-
-        (* Parse the primary expression after the binary operator. *)
-        let rhs = parse_unary stream in
-
-        (* Okay, we know this is a binop. *)
-        let rhs =
-          match Stream.peek stream with
-          | Some (Token.Kwd c2) ->
-              (* If BinOp binds less tightly with rhs than the operator after
-               * rhs, let the pending operator take rhs as its lhs. *)
-              let next_prec = precedence c2 in
-              if token_prec < next_prec
-              then parse_bin_rhs (token_prec + 1) rhs stream
-              else rhs
-          | _ -> rhs
-        in
-
-        (* Merge lhs/rhs. *)
-        let lhs = Ast.Binary (c, lhs, rhs) in
-        parse_bin_rhs expr_prec lhs stream
-      end
-  | _ -> lhs
-
-and parse_var_init = parser
-  (* read in the optional initializer. *)
-  | [< 'Token.Kwd '='; e=parse_expr >] -> Some e
-  | [< >] -> None
-
-and parse_var_names accumulator = parser
-  | [< 'Token.Kwd ',';
-       'Token.Ident id ?? "expected identifier list after var";
-       init=parse_var_init;
-       e=parse_var_names ((id, init) :: accumulator) >] -> e
-  | [< >] -> accumulator
-
-(* expression
- *   ::= primary binoprhs *)
-and parse_expr = parser
-  | [< lhs=parse_unary; stream >] -> parse_bin_rhs 0 lhs stream
-
-(* prototype
- *   ::= id '(' id* ')'
- *   ::= binary LETTER number? (id, id)
- *   ::= unary LETTER number? (id) *)
-let parse_prototype =
-  let rec parse_args accumulator = parser
-    | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
-    | [< >] -> accumulator
-  in
-  let parse_operator = parser
-    | [< 'Token.Unary >] -> "unary", 1
-    | [< 'Token.Binary >] -> "binary", 2
-  in
-  let parse_binary_precedence = parser
-    | [< 'Token.Number n >] -> int_of_float n
-    | [< >] -> 30
-  in
-  parser
-  | [< 'Token.Ident id;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-       args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      (* success. *)
-      Ast.Prototype (id, Array.of_list (List.rev args))
-  | [< (prefix, kind)=parse_operator;
-       'Token.Kwd op ?? "expected an operator";
-       (* Read the precedence if present. *)
-       binary_precedence=parse_binary_precedence;
-       'Token.Kwd '(' ?? "expected '(' in prototype";
-        args=parse_args [];
-       'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
-      let name = prefix ^ (String.make 1 op) in
-      let args = Array.of_list (List.rev args) in
-
-      (* Verify right number of arguments for operator. *)
-      if Array.length args != kind
-      then raise (Stream.Error "invalid number of operands for operator")
-      else
-        if kind == 1 then
-          Ast.Prototype (name, args)
-        else
-          Ast.BinOpPrototype (name, args, binary_precedence)
-  | [< >] ->
-      raise (Stream.Error "expected function name in prototype")
-
-(* definition ::= 'def' prototype expression *)
-let parse_definition = parser
-  | [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
-      Ast.Function (p, e)
-
-(* toplevelexpr ::= expression *)
-let parse_toplevel = parser
-  | [< e=parse_expr >] ->
-      (* Make an anonymous proto. *)
-      Ast.Function (Ast.Prototype ("", [||]), e)
-
-(*  external ::= 'extern' prototype *)
-let parse_extern = parser
-  | [< 'Token.Extern; e=parse_prototype >] -> e
-</pre>
-</dd>
-
-<dt>codegen.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Code Generation
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-
-exception Error of string
-
-let context = global_context ()
-let the_module = create_module context "my cool jit"
-let builder = builder context
-let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
-let double_type = double_type context
-
-(* Create an alloca instruction in the entry block of the function. This
- * is used for mutable variables etc. *)
-let create_entry_block_alloca the_function var_name =
-  let builder = builder_at context (instr_begin (entry_block the_function)) in
-  build_alloca double_type var_name builder
-
-let rec codegen_expr = function
-  | Ast.Number n -> const_float double_type n
-  | Ast.Variable name ->
-      let v = try Hashtbl.find named_values name with
-        | Not_found -> raise (Error "unknown variable name")
-      in
-      (* Load the value. *)
-      build_load v name builder
-  | Ast.Unary (op, operand) ->
-      let operand = codegen_expr operand in
-      let callee = "unary" ^ (String.make 1 op) in
-      let callee =
-        match lookup_function callee the_module with
-        | Some callee -> callee
-        | None -> raise (Error "unknown unary operator")
-      in
-      build_call callee [|operand|] "unop" builder
-  | Ast.Binary (op, lhs, rhs) ->
-      begin match op with
-      | '=' ->
-          (* Special case '=' because we don't want to emit the LHS as an
-           * expression. *)
-          let name =
-            match lhs with
-            | Ast.Variable name -> name
-            | _ -> raise (Error "destination of '=' must be a variable")
-          in
-
-          (* Codegen the rhs. *)
-          let val_ = codegen_expr rhs in
-
-          (* Lookup the name. *)
-          let variable = try Hashtbl.find named_values name with
-          | Not_found -> raise (Error "unknown variable name")
-          in
-          ignore(build_store val_ variable builder);
-          val_
-      | _ ->
-          let lhs_val = codegen_expr lhs in
-          let rhs_val = codegen_expr rhs in
-          begin
-            match op with
-            | '+' -> build_add lhs_val rhs_val "addtmp" builder
-            | '-' -> build_sub lhs_val rhs_val "subtmp" builder
-            | '*' -> build_mul lhs_val rhs_val "multmp" builder
-            | '<' ->
-                (* Convert bool 0/1 to double 0.0 or 1.0 *)
-                let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
-                build_uitofp i double_type "booltmp" builder
-            | _ ->
-                (* If it wasn't a builtin binary operator, it must be a user defined
-                 * one. Emit a call to it. *)
-                let callee = "binary" ^ (String.make 1 op) in
-                let callee =
-                  match lookup_function callee the_module with
-                  | Some callee -> callee
-                  | None -> raise (Error "binary operator not found!")
-                in
-                build_call callee [|lhs_val; rhs_val|] "binop" builder
-          end
-      end
-  | Ast.Call (callee, args) ->
-      (* Look up the name in the module table. *)
-      let callee =
-        match lookup_function callee the_module with
-        | Some callee -> callee
-        | None -> raise (Error "unknown function referenced")
-      in
-      let params = params callee in
-
-      (* If argument mismatch error. *)
-      if Array.length params == Array.length args then () else
-        raise (Error "incorrect # arguments passed");
-      let args = Array.map codegen_expr args in
-      build_call callee args "calltmp" builder
-  | Ast.If (cond, then_, else_) ->
-      let cond = codegen_expr cond in
-
-      (* Convert condition to a bool by comparing equal to 0.0 *)
-      let zero = const_float double_type 0.0 in
-      let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
-
-      (* Grab the first block so that we might later add the conditional branch
-       * to it at the end of the function. *)
-      let start_bb = insertion_block builder in
-      let the_function = block_parent start_bb in
-
-      let then_bb = append_block context "then" the_function in
-
-      (* Emit 'then' value. *)
-      position_at_end then_bb builder;
-      let then_val = codegen_expr then_ in
-
-      (* Codegen of 'then' can change the current block, update then_bb for the
-       * phi. We create a new name because one is used for the phi node, and the
-       * other is used for the conditional branch. *)
-      let new_then_bb = insertion_block builder in
-
-      (* Emit 'else' value. *)
-      let else_bb = append_block context "else" the_function in
-      position_at_end else_bb builder;
-      let else_val = codegen_expr else_ in
-
-      (* Codegen of 'else' can change the current block, update else_bb for the
-       * phi. *)
-      let new_else_bb = insertion_block builder in
-
-      (* Emit merge block. *)
-      let merge_bb = append_block context "ifcont" the_function in
-      position_at_end merge_bb builder;
-      let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
-      let phi = build_phi incoming "iftmp" builder in
-
-      (* Return to the start block to add the conditional branch. *)
-      position_at_end start_bb builder;
-      ignore (build_cond_br cond_val then_bb else_bb builder);
-
-      (* Set a unconditional branch at the end of the 'then' block and the
-       * 'else' block to the 'merge' block. *)
-      position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
-      position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
-
-      (* Finally, set the builder to the end of the merge block. *)
-      position_at_end merge_bb builder;
-
-      phi
-  | Ast.For (var_name, start, end_, step, body) ->
-      (* Output this as:
-       *   var = alloca double
-       *   ...
-       *   start = startexpr
-       *   store start -> var
-       *   goto loop
-       * loop:
-       *   ...
-       *   bodyexpr
-       *   ...
-       * loopend:
-       *   step = stepexpr
-       *   endcond = endexpr
-       *
-       *   curvar = load var
-       *   nextvar = curvar + step
-       *   store nextvar -> var
-       *   br endcond, loop, endloop
-       * outloop: *)
-
-      let the_function = block_parent (insertion_block builder) in
-
-      (* Create an alloca for the variable in the entry block. *)
-      let alloca = create_entry_block_alloca the_function var_name in
-
-      (* Emit the start code first, without 'variable' in scope. *)
-      let start_val = codegen_expr start in
-
-      (* Store the value into the alloca. *)
-      ignore(build_store start_val alloca builder);
-
-      (* Make the new basic block for the loop header, inserting after current
-       * block. *)
-      let loop_bb = append_block context "loop" the_function in
-
-      (* Insert an explicit fall through from the current block to the
-       * loop_bb. *)
-      ignore (build_br loop_bb builder);
-
-      (* Start insertion in loop_bb. *)
-      position_at_end loop_bb builder;
-
-      (* Within the loop, the variable is defined equal to the PHI node. If it
-       * shadows an existing variable, we have to restore it, so save it
-       * now. *)
-      let old_val =
-        try Some (Hashtbl.find named_values var_name) with Not_found -> None
-      in
-      Hashtbl.add named_values var_name alloca;
-
-      (* Emit the body of the loop.  This, like any other expr, can change the
-       * current BB.  Note that we ignore the value computed by the body, but
-       * don't allow an error *)
-      ignore (codegen_expr body);
-
-      (* Emit the step value. *)
-      let step_val =
-        match step with
-        | Some step -> codegen_expr step
-        (* If not specified, use 1.0. *)
-        | None -> const_float double_type 1.0
-      in
-
-      (* Compute the end condition. *)
-      let end_cond = codegen_expr end_ in
-
-      (* Reload, increment, and restore the alloca. This handles the case where
-       * the body of the loop mutates the variable. *)
-      let cur_var = build_load alloca var_name builder in
-      let next_var = build_add cur_var step_val "nextvar" builder in
-      ignore(build_store next_var alloca builder);
-
-      (* Convert condition to a bool by comparing equal to 0.0. *)
-      let zero = const_float double_type 0.0 in
-      let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
-
-      (* Create the "after loop" block and insert it. *)
-      let after_bb = append_block context "afterloop" the_function in
-
-      (* Insert the conditional branch into the end of loop_end_bb. *)
-      ignore (build_cond_br end_cond loop_bb after_bb builder);
-
-      (* Any new code will be inserted in after_bb. *)
-      position_at_end after_bb builder;
-
-      (* Restore the unshadowed variable. *)
-      begin match old_val with
-      | Some old_val -> Hashtbl.add named_values var_name old_val
-      | None -> ()
-      end;
-
-      (* for expr always returns 0.0. *)
-      const_null double_type
-  | Ast.Var (var_names, body) ->
-      let old_bindings = ref [] in
-
-      let the_function = block_parent (insertion_block builder) in
-
-      (* Register all variables and emit their initializer. *)
-      Array.iter (fun (var_name, init) ->
-        (* Emit the initializer before adding the variable to scope, this
-         * prevents the initializer from referencing the variable itself, and
-         * permits stuff like this:
-         *   var a = 1 in
-         *     var a = a in ...   # refers to outer 'a'. *)
-        let init_val =
-          match init with
-          | Some init -> codegen_expr init
-          (* If not specified, use 0.0. *)
-          | None -> const_float double_type 0.0
-        in
-
-        let alloca = create_entry_block_alloca the_function var_name in
-        ignore(build_store init_val alloca builder);
-
-        (* Remember the old variable binding so that we can restore the binding
-         * when we unrecurse. *)
-        begin
-          try
-            let old_value = Hashtbl.find named_values var_name in
-            old_bindings := (var_name, old_value) :: !old_bindings;
-          with Not_found -> ()
-        end;
-
-        (* Remember this binding. *)
-        Hashtbl.add named_values var_name alloca;
-      ) var_names;
-
-      (* Codegen the body, now that all vars are in scope. *)
-      let body_val = codegen_expr body in
-
-      (* Pop all our variables from scope. *)
-      List.iter (fun (var_name, old_value) ->
-        Hashtbl.add named_values var_name old_value
-      ) !old_bindings;
-
-      (* Return the body computation. *)
-      body_val
-
-let codegen_proto = function
-  | Ast.Prototype (name, args) | Ast.BinOpPrototype (name, args, _) ->
-      (* Make the function type: double(double,double) etc. *)
-      let doubles = Array.make (Array.length args) double_type in
-      let ft = function_type double_type doubles in
-      let f =
-        match lookup_function name the_module with
-        | None -> declare_function name ft the_module
-
-        (* If 'f' conflicted, there was already something named 'name'. If it
-         * has a body, don't allow redefinition or reextern. *)
-        | Some f ->
-            (* If 'f' already has a body, reject this. *)
-            if block_begin f <> At_end f then
-              raise (Error "redefinition of function");
-
-            (* If 'f' took a different number of arguments, reject. *)
-            if element_type (type_of f) <> ft then
-              raise (Error "redefinition of function with different # args");
-            f
-      in
-
-      (* Set names for all arguments. *)
-      Array.iteri (fun i a ->
-        let n = args.(i) in
-        set_value_name n a;
-        Hashtbl.add named_values n a;
-      ) (params f);
-      f
-
-(* Create an alloca for each argument and register the argument in the symbol
- * table so that references to it will succeed. *)
-let create_argument_allocas the_function proto =
-  let args = match proto with
-    | Ast.Prototype (_, args) | Ast.BinOpPrototype (_, args, _) -> args
-  in
-  Array.iteri (fun i ai ->
-    let var_name = args.(i) in
-    (* Create an alloca for this variable. *)
-    let alloca = create_entry_block_alloca the_function var_name in
-
-    (* Store the initial value into the alloca. *)
-    ignore(build_store ai alloca builder);
-
-    (* Add arguments to variable symbol table. *)
-    Hashtbl.add named_values var_name alloca;
-  ) (params the_function)
-
-let codegen_func the_fpm = function
-  | Ast.Function (proto, body) ->
-      Hashtbl.clear named_values;
-      let the_function = codegen_proto proto in
-
-      (* If this is an operator, install it. *)
-      begin match proto with
-      | Ast.BinOpPrototype (name, args, prec) ->
-          let op = name.[String.length name - 1] in
-          Hashtbl.add Parser.binop_precedence op prec;
-      | _ -> ()
-      end;
-
-      (* Create a new basic block to start insertion into. *)
-      let bb = append_block context "entry" the_function in
-      position_at_end bb builder;
-
-      try
-        (* Add all arguments to the symbol table and create their allocas. *)
-        create_argument_allocas the_function proto;
-
-        let ret_val = codegen_expr body in
-
-        (* Finish off the function. *)
-        let _ = build_ret ret_val builder in
-
-        (* Validate the generated code, checking for consistency. *)
-        Llvm_analysis.assert_valid_function the_function;
-
-        (* Optimize the function. *)
-        let _ = PassManager.run_function the_function the_fpm in
-
-        the_function
-      with e ->
-        delete_function the_function;
-        raise e
-</pre>
-</dd>
-
-<dt>toplevel.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Top-Level parsing and JIT Driver
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-open Llvm_executionengine
-
-(* top ::= definition | external | expression | ';' *)
-let rec main_loop the_fpm the_execution_engine stream =
-  match Stream.peek stream with
-  | None -> ()
-
-  (* ignore top-level semicolons. *)
-  | Some (Token.Kwd ';') ->
-      Stream.junk stream;
-      main_loop the_fpm the_execution_engine stream
-
-  | Some token ->
-      begin
-        try match token with
-        | Token.Def ->
-            let e = Parser.parse_definition stream in
-            print_endline "parsed a function definition.";
-            dump_value (Codegen.codegen_func the_fpm e);
-        | Token.Extern ->
-            let e = Parser.parse_extern stream in
-            print_endline "parsed an extern.";
-            dump_value (Codegen.codegen_proto e);
-        | _ ->
-            (* Evaluate a top-level expression into an anonymous function. *)
-            let e = Parser.parse_toplevel stream in
-            print_endline "parsed a top-level expr";
-            let the_function = Codegen.codegen_func the_fpm e in
-            dump_value the_function;
-
-            (* JIT the function, returning a function pointer. *)
-            let result = ExecutionEngine.run_function the_function [||]
-              the_execution_engine in
-
-            print_string "Evaluated to ";
-            print_float (GenericValue.as_float Codegen.double_type result);
-            print_newline ();
-        with Stream.Error s | Codegen.Error s ->
-          (* Skip token for error recovery. *)
-          Stream.junk stream;
-          print_endline s;
-      end;
-      print_string "ready> "; flush stdout;
-      main_loop the_fpm the_execution_engine stream
-</pre>
-</dd>
-
-<dt>toy.ml:</dt>
-<dd class="doc_code">
-<pre>
-(*===----------------------------------------------------------------------===
- * Main driver code.
- *===----------------------------------------------------------------------===*)
-
-open Llvm
-open Llvm_executionengine
-open Llvm_target
-open Llvm_scalar_opts
-
-let main () =
-  ignore (initialize_native_target ());
-
-  (* Install standard binary operators.
-   * 1 is the lowest precedence. *)
-  Hashtbl.add Parser.binop_precedence '=' 2;
-  Hashtbl.add Parser.binop_precedence '<' 10;
-  Hashtbl.add Parser.binop_precedence '+' 20;
-  Hashtbl.add Parser.binop_precedence '-' 20;
-  Hashtbl.add Parser.binop_precedence '*' 40;    (* highest. *)
-
-  (* Prime the first token. *)
-  print_string "ready> "; flush stdout;
-  let stream = Lexer.lex (Stream.of_channel stdin) in
-
-  (* Create the JIT. *)
-  let the_execution_engine = ExecutionEngine.create Codegen.the_module in
-  let the_fpm = PassManager.create_function Codegen.the_module in
-
-  (* Set up the optimizer pipeline.  Start with registering info about how the
-   * target lays out data structures. *)
-  DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
-
-  (* Promote allocas to registers. *)
-  add_memory_to_register_promotion the_fpm;
-
-  (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
-  add_instruction_combination the_fpm;
-
-  (* reassociate expressions. *)
-  add_reassociation the_fpm;
-
-  (* Eliminate Common SubExpressions. *)
-  add_gvn the_fpm;
-
-  (* Simplify the control flow graph (deleting unreachable blocks, etc). *)
-  add_cfg_simplification the_fpm;
-
-  ignore (PassManager.initialize the_fpm);
-
-  (* Run the main "interpreter loop" now. *)
-  Toplevel.main_loop the_fpm the_execution_engine stream;
-
-  (* Print out all the generated code. *)
-  dump_module Codegen.the_module
-;;
-
-main ()
-</pre>
-</dd>
-
-<dt>bindings.c</dt>
-<dd class="doc_code">
-<pre>
-#include <stdio.h>
-
-/* putchard - putchar that takes a double and returns 0. */
-extern double putchard(double X) {
-  putchar((char)X);
-  return 0;
-}
-
-/* printd - printf that takes a double prints it as "%f\n", returning 0. */
-extern double printd(double X) {
-  printf("%f\n", X);
-  return 0;
-}
-</pre>
-</dd>
-</dl>
-
-<a href="OCamlLangImpl8.html">Next: Conclusion and other useful LLVM tidbits</a>
-</div>
-
-<!-- *********************************************************************** -->
-<hr>
-<address>
-  <a href="http://jigsaw.w3.org/css-validator/check/referer"><img
-  src="http://jigsaw.w3.org/css-validator/images/vcss" alt="Valid CSS!"></a>
-  <a href="http://validator.w3.org/check/referer"><img
-  src="http://www.w3.org/Icons/valid-html401" alt="Valid HTML 4.01!"></a>
-
-  <a href="mailto:sabre at nondot.org">Chris Lattner</a><br>
-  <a href="http://llvm.org/">The LLVM Compiler Infrastructure</a><br>
-  <a href="mailto:idadesub at users.sourceforge.net">Erick Tryzelaar</a><br>
-  Last modified: $Date$
-</address>
-</body>
-</html>

Added: llvm/trunk/docs/tutorial/OCamlLangImpl7.rst
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl7.rst?rev=169343&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl7.rst (added)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl7.rst Tue Dec  4 18:26:32 2012
@@ -0,0 +1,1726 @@
+=======================================================
+Kaleidoscope: Extending the Language: Mutable Variables
+=======================================================
+
+.. contents::
+   :local:
+
+Written by `Chris Lattner <mailto:sabre at nondot.org>`_ and `Erick
+Tryzelaar <mailto:idadesub at users.sourceforge.net>`_
+
+Chapter 7 Introduction
+======================
+
+Welcome to Chapter 7 of the "`Implementing a language with
+LLVM <index.html>`_" tutorial. In chapters 1 through 6, we've built a
+very respectable, albeit simple, `functional programming
+language <http://en.wikipedia.org/wiki/Functional_programming>`_. In our
+journey, we learned some parsing techniques, how to build and represent
+an AST, how to build LLVM IR, and how to optimize the resultant code as
+well as JIT compile it.
+
+While Kaleidoscope is interesting as a functional language, the fact
+that it is functional makes it "too easy" to generate LLVM IR for it. In
+particular, a functional language makes it very easy to build LLVM IR
+directly in `SSA
+form <http://en.wikipedia.org/wiki/Static_single_assignment_form>`_.
+Since LLVM requires that the input code be in SSA form, this is a very
+nice property and it is often unclear to newcomers how to generate code
+for an imperative language with mutable variables.
+
+The short (and happy) summary of this chapter is that there is no need
+for your front-end to build SSA form: LLVM provides highly tuned and
+well tested support for this, though the way it works is a bit
+unexpected for some.
+
+Why is this a hard problem?
+===========================
+
+To understand why mutable variables cause complexities in SSA
+construction, consider this extremely simple C example:
+
+.. code-block:: c
+
+    int G, H;
+    int test(_Bool Condition) {
+      int X;
+      if (Condition)
+        X = G;
+      else
+        X = H;
+      return X;
+    }
+
+In this case, we have the variable "X", whose value depends on the path
+executed in the program. Because there are two different possible values
+for X before the return instruction, a PHI node is inserted to merge the
+two values. The LLVM IR that we want for this example looks like this:
+
+.. code-block:: llvm
+
+    @G = weak global i32 0   ; type of @G is i32*
+    @H = weak global i32 0   ; type of @H is i32*
+
+    define i32 @test(i1 %Condition) {
+    entry:
+      br i1 %Condition, label %cond_true, label %cond_false
+
+    cond_true:
+      %X.0 = load i32* @G
+      br label %cond_next
+
+    cond_false:
+      %X.1 = load i32* @H
+      br label %cond_next
+
+    cond_next:
+      %X.2 = phi i32 [ %X.1, %cond_false ], [ %X.0, %cond_true ]
+      ret i32 %X.2
+    }
+
+In this example, the loads from the G and H global variables are
+explicit in the LLVM IR, and they live in the then/else branches of the
+if statement (cond\_true/cond\_false). In order to merge the incoming
+values, the X.2 phi node in the cond\_next block selects the right value
+to use based on where control flow is coming from: if control flow comes
+from the cond\_false block, X.2 gets the value of X.1. Alternatively, if
+control flow comes from cond\_true, it gets the value of X.0. The intent
+of this chapter is not to explain the details of SSA form. For more
+information, see one of the many `online
+references <http://en.wikipedia.org/wiki/Static_single_assignment_form>`_.
+
+The question for this article is "who places the phi nodes when lowering
+assignments to mutable variables?". The issue here is that LLVM
+*requires* that its IR be in SSA form: there is no "non-ssa" mode for
+it. However, SSA construction requires non-trivial algorithms and data
+structures, so it is inconvenient and wasteful for every front-end to
+have to reproduce this logic.
+
+Memory in LLVM
+==============
+
+The 'trick' here is that while LLVM does require all register values to
+be in SSA form, it does not require (or permit) memory objects to be in
+SSA form. In the example above, note that the loads from G and H are
+direct accesses to G and H: they are not renamed or versioned. This
+differs from some other compiler systems, which do try to version memory
+objects. In LLVM, instead of encoding dataflow analysis of memory into
+the LLVM IR, it is handled with `Analysis
+Passes <../WritingAnLLVMPass.html>`_ which are computed on demand.
+
+With this in mind, the high-level idea is that we want to make a stack
+variable (which lives in memory, because it is on the stack) for each
+mutable object in a function. To take advantage of this trick, we need
+to talk about how LLVM represents stack variables.
+
+In LLVM, all memory accesses are explicit with load/store instructions,
+and it is carefully designed not to have (or need) an "address-of"
+operator. Notice how the type of the @G/@H global variables is actually
+"i32\*" even though the variable is defined as "i32". What this means is
+that @G defines *space* for an i32 in the global data area, but its
+*name* actually refers to the address for that space. Stack variables
+work the same way, except that instead of being declared with global
+variable definitions, they are declared with the `LLVM alloca
+instruction <../LangRef.html#i_alloca>`_:
+
+.. code-block:: llvm
+
+    define i32 @example() {
+    entry:
+      %X = alloca i32           ; type of %X is i32*.
+      ...
+      %tmp = load i32* %X       ; load the stack value %X from the stack.
+      %tmp2 = add i32 %tmp, 1   ; increment it
+      store i32 %tmp2, i32* %X  ; store it back
+      ...
+
+This code shows an example of how you can declare and manipulate a stack
+variable in the LLVM IR. Stack memory allocated with the alloca
+instruction is fully general: you can pass the address of the stack slot
+to functions, you can store it in other variables, etc. In our example
+above, we could rewrite the example to use the alloca technique to avoid
+using a PHI node:
+
+.. code-block:: llvm
+
+    @G = weak global i32 0   ; type of @G is i32*
+    @H = weak global i32 0   ; type of @H is i32*
+
+    define i32 @test(i1 %Condition) {
+    entry:
+      %X = alloca i32           ; type of %X is i32*.
+      br i1 %Condition, label %cond_true, label %cond_false
+
+    cond_true:
+      %X.0 = load i32* @G
+            store i32 %X.0, i32* %X   ; Update X
+      br label %cond_next
+
+    cond_false:
+      %X.1 = load i32* @H
+            store i32 %X.1, i32* %X   ; Update X
+      br label %cond_next
+
+    cond_next:
+      %X.2 = load i32* %X       ; Read X
+      ret i32 %X.2
+    }
+
+With this, we have discovered a way to handle arbitrary mutable
+variables without the need to create Phi nodes at all:
+
+#. Each mutable variable becomes a stack allocation.
+#. Each read of the variable becomes a load from the stack.
+#. Each update of the variable becomes a store to the stack.
+#. Taking the address of a variable just uses the stack address
+   directly.
+
+While this solution has solved our immediate problem, it introduced
+another one: we have now apparently introduced a lot of stack traffic
+for very simple and common operations, a major performance problem.
+Fortunately for us, the LLVM optimizer has a highly-tuned optimization
+pass named "mem2reg" that handles this case, promoting allocas like this
+into SSA registers, inserting Phi nodes as appropriate. If you run this
+example through the pass, for example, you'll get:
+
+.. code-block:: bash
+
+    $ llvm-as < example.ll | opt -mem2reg | llvm-dis
+    @G = weak global i32 0
+    @H = weak global i32 0
+
+    define i32 @test(i1 %Condition) {
+    entry:
+      br i1 %Condition, label %cond_true, label %cond_false
+
+    cond_true:
+      %X.0 = load i32* @G
+      br label %cond_next
+
+    cond_false:
+      %X.1 = load i32* @H
+      br label %cond_next
+
+    cond_next:
+      %X.01 = phi i32 [ %X.1, %cond_false ], [ %X.0, %cond_true ]
+      ret i32 %X.01
+    }
+
+The mem2reg pass implements the standard "iterated dominance frontier"
+algorithm for constructing SSA form and has a number of optimizations
+that speed up (very common) degenerate cases. The mem2reg optimization
+pass is the answer to dealing with mutable variables, and we highly
+recommend that you depend on it. Note that mem2reg only works on
+variables in certain circumstances:
+
+#. mem2reg is alloca-driven: it looks for allocas and if it can handle
+   them, it promotes them. It does not apply to global variables or heap
+   allocations.
+#. mem2reg only looks for alloca instructions in the entry block of the
+   function. Being in the entry block guarantees that the alloca is only
+   executed once, which makes analysis simpler.
+#. mem2reg only promotes allocas whose uses are direct loads and stores.
+   If the address of the stack object is passed to a function, or if any
+   funny pointer arithmetic is involved, the alloca will not be
+   promoted.
+#. mem2reg only works on allocas of `first
+   class <../LangRef.html#t_classifications>`_ values (such as pointers,
+   scalars and vectors), and only if the array size of the allocation is
+   1 (or missing in the .ll file). mem2reg is not capable of promoting
+   structs or arrays to registers. Note that the "scalarrepl" pass is
+   more powerful and can promote structs, "unions", and arrays in many
+   cases.
+
+All of these properties are easy to satisfy for most imperative
+languages, and we'll illustrate it below with Kaleidoscope. The final
+question you may be asking is: should I bother with this nonsense for my
+front-end? Wouldn't it be better if I just did SSA construction
+directly, avoiding use of the mem2reg optimization pass? In short, we
+strongly recommend that you use this technique for building SSA form,
+unless there is an extremely good reason not to. Using this technique
+is:
+
+-  Proven and well tested: llvm-gcc and clang both use this technique
+   for local mutable variables. As such, the most common clients of LLVM
+   are using this to handle a bulk of their variables. You can be sure
+   that bugs are found fast and fixed early.
+-  Extremely Fast: mem2reg has a number of special cases that make it
+   fast in common cases as well as fully general. For example, it has
+   fast-paths for variables that are only used in a single block,
+   variables that only have one assignment point, good heuristics to
+   avoid insertion of unneeded phi nodes, etc.
+-  Needed for debug info generation: `Debug information in
+   LLVM <../SourceLevelDebugging.html>`_ relies on having the address of
+   the variable exposed so that debug info can be attached to it. This
+   technique dovetails very naturally with this style of debug info.
+
+If nothing else, this makes it much easier to get your front-end up and
+running, and is very simple to implement. Lets extend Kaleidoscope with
+mutable variables now!
+
+Mutable Variables in Kaleidoscope
+=================================
+
+Now that we know the sort of problem we want to tackle, lets see what
+this looks like in the context of our little Kaleidoscope language.
+We're going to add two features:
+
+#. The ability to mutate variables with the '=' operator.
+#. The ability to define new variables.
+
+While the first item is really what this is about, we only have
+variables for incoming arguments as well as for induction variables, and
+redefining those only goes so far :). Also, the ability to define new
+variables is a useful thing regardless of whether you will be mutating
+them. Here's a motivating example that shows how we could use these:
+
+::
+
+    # Define ':' for sequencing: as a low-precedence operator that ignores operands
+    # and just returns the RHS.
+    def binary : 1 (x y) y;
+
+    # Recursive fib, we could do this before.
+    def fib(x)
+      if (x < 3) then
+        1
+      else
+        fib(x-1)+fib(x-2);
+
+    # Iterative fib.
+    def fibi(x)
+      var a = 1, b = 1, c in
+      (for i = 3, i < x in
+         c = a + b :
+         a = b :
+         b = c) :
+      b;
+
+    # Call it.
+    fibi(10);
+
+In order to mutate variables, we have to change our existing variables
+to use the "alloca trick". Once we have that, we'll add our new
+operator, then extend Kaleidoscope to support new variable definitions.
+
+Adjusting Existing Variables for Mutation
+=========================================
+
+The symbol table in Kaleidoscope is managed at code generation time by
+the '``named_values``' map. This map currently keeps track of the LLVM
+"Value\*" that holds the double value for the named variable. In order
+to support mutation, we need to change this slightly, so that it
+``named_values`` holds the *memory location* of the variable in
+question. Note that this change is a refactoring: it changes the
+structure of the code, but does not (by itself) change the behavior of
+the compiler. All of these changes are isolated in the Kaleidoscope code
+generator.
+
+At this point in Kaleidoscope's development, it only supports variables
+for two things: incoming arguments to functions and the induction
+variable of 'for' loops. For consistency, we'll allow mutation of these
+variables in addition to other user-defined variables. This means that
+these will both need memory locations.
+
+To start our transformation of Kaleidoscope, we'll change the
+``named_values`` map so that it maps to AllocaInst\* instead of Value\*.
+Once we do this, the C++ compiler will tell us what parts of the code we
+need to update:
+
+**Note:** the ocaml bindings currently model both ``Value*``'s and
+``AllocInst*``'s as ``Llvm.llvalue``'s, but this may change in the future
+to be more type safe.
+
+.. code-block:: ocaml
+
+    let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
+
+Also, since we will need to create these alloca's, we'll use a helper
+function that ensures that the allocas are created in the entry block of
+the function:
+
+.. code-block:: ocaml
+
+    (* Create an alloca instruction in the entry block of the function. This
+     * is used for mutable variables etc. *)
+    let create_entry_block_alloca the_function var_name =
+      let builder = builder_at (instr_begin (entry_block the_function)) in
+      build_alloca double_type var_name builder
+
+This funny looking code creates an ``Llvm.llbuilder`` object that is
+pointing at the first instruction of the entry block. It then creates an
+alloca with the expected name and returns it. Because all values in
+Kaleidoscope are doubles, there is no need to pass in a type to use.
+
+With this in place, the first functionality change we want to make is to
+variable references. In our new scheme, variables live on the stack, so
+code generating a reference to them actually needs to produce a load
+from the stack slot:
+
+.. code-block:: ocaml
+
+    let rec codegen_expr = function
+      ...
+      | Ast.Variable name ->
+          let v = try Hashtbl.find named_values name with
+            | Not_found -> raise (Error "unknown variable name")
+          in
+          (* Load the value. *)
+          build_load v name builder
+
+As you can see, this is pretty straightforward. Now we need to update
+the things that define the variables to set up the alloca. We'll start
+with ``codegen_expr Ast.For ...`` (see the `full code listing <#code>`_
+for the unabridged code):
+
+.. code-block:: ocaml
+
+      | Ast.For (var_name, start, end_, step, body) ->
+          let the_function = block_parent (insertion_block builder) in
+
+          (* Create an alloca for the variable in the entry block. *)
+          let alloca = create_entry_block_alloca the_function var_name in
+
+          (* Emit the start code first, without 'variable' in scope. *)
+          let start_val = codegen_expr start in
+
+          (* Store the value into the alloca. *)
+          ignore(build_store start_val alloca builder);
+
+          ...
+
+          (* Within the loop, the variable is defined equal to the PHI node. If it
+           * shadows an existing variable, we have to restore it, so save it
+           * now. *)
+          let old_val =
+            try Some (Hashtbl.find named_values var_name) with Not_found -> None
+          in
+          Hashtbl.add named_values var_name alloca;
+
+          ...
+
+          (* Compute the end condition. *)
+          let end_cond = codegen_expr end_ in
+
+          (* Reload, increment, and restore the alloca. This handles the case where
+           * the body of the loop mutates the variable. *)
+          let cur_var = build_load alloca var_name builder in
+          let next_var = build_add cur_var step_val "nextvar" builder in
+          ignore(build_store next_var alloca builder);
+          ...
+
+This code is virtually identical to the code `before we allowed mutable
+variables <OCamlLangImpl5.html#forcodegen>`_. The big difference is that
+we no longer have to construct a PHI node, and we use load/store to
+access the variable as needed.
+
+To support mutable argument variables, we need to also make allocas for
+them. The code for this is also pretty simple:
+
+.. code-block:: ocaml
+
+    (* Create an alloca for each argument and register the argument in the symbol
+     * table so that references to it will succeed. *)
+    let create_argument_allocas the_function proto =
+      let args = match proto with
+        | Ast.Prototype (_, args) | Ast.BinOpPrototype (_, args, _) -> args
+      in
+      Array.iteri (fun i ai ->
+        let var_name = args.(i) in
+        (* Create an alloca for this variable. *)
+        let alloca = create_entry_block_alloca the_function var_name in
+
+        (* Store the initial value into the alloca. *)
+        ignore(build_store ai alloca builder);
+
+        (* Add arguments to variable symbol table. *)
+        Hashtbl.add named_values var_name alloca;
+      ) (params the_function)
+
+For each argument, we make an alloca, store the input value to the
+function into the alloca, and register the alloca as the memory location
+for the argument. This method gets invoked by ``Codegen.codegen_func``
+right after it sets up the entry block for the function.
+
+The final missing piece is adding the mem2reg pass, which allows us to
+get good codegen once again:
+
+.. code-block:: ocaml
+
+    let main () =
+      ...
+      let the_fpm = PassManager.create_function Codegen.the_module in
+
+      (* Set up the optimizer pipeline.  Start with registering info about how the
+       * target lays out data structures. *)
+      DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
+
+      (* Promote allocas to registers. *)
+      add_memory_to_register_promotion the_fpm;
+
+      (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
+      add_instruction_combining the_fpm;
+
+      (* reassociate expressions. *)
+      add_reassociation the_fpm;
+
+It is interesting to see what the code looks like before and after the
+mem2reg optimization runs. For example, this is the before/after code
+for our recursive fib function. Before the optimization:
+
+.. code-block:: llvm
+
+    define double @fib(double %x) {
+    entry:
+      %x1 = alloca double
+      store double %x, double* %x1
+      %x2 = load double* %x1
+      %cmptmp = fcmp ult double %x2, 3.000000e+00
+      %booltmp = uitofp i1 %cmptmp to double
+      %ifcond = fcmp one double %booltmp, 0.000000e+00
+      br i1 %ifcond, label %then, label %else
+
+    then:    ; preds = %entry
+      br label %ifcont
+
+    else:    ; preds = %entry
+      %x3 = load double* %x1
+      %subtmp = fsub double %x3, 1.000000e+00
+      %calltmp = call double @fib(double %subtmp)
+      %x4 = load double* %x1
+      %subtmp5 = fsub double %x4, 2.000000e+00
+      %calltmp6 = call double @fib(double %subtmp5)
+      %addtmp = fadd double %calltmp, %calltmp6
+      br label %ifcont
+
+    ifcont:    ; preds = %else, %then
+      %iftmp = phi double [ 1.000000e+00, %then ], [ %addtmp, %else ]
+      ret double %iftmp
+    }
+
+Here there is only one variable (x, the input argument) but you can
+still see the extremely simple-minded code generation strategy we are
+using. In the entry block, an alloca is created, and the initial input
+value is stored into it. Each reference to the variable does a reload
+from the stack. Also, note that we didn't modify the if/then/else
+expression, so it still inserts a PHI node. While we could make an
+alloca for it, it is actually easier to create a PHI node for it, so we
+still just make the PHI.
+
+Here is the code after the mem2reg pass runs:
+
+.. code-block:: llvm
+
+    define double @fib(double %x) {
+    entry:
+      %cmptmp = fcmp ult double %x, 3.000000e+00
+      %booltmp = uitofp i1 %cmptmp to double
+      %ifcond = fcmp one double %booltmp, 0.000000e+00
+      br i1 %ifcond, label %then, label %else
+
+    then:
+      br label %ifcont
+
+    else:
+      %subtmp = fsub double %x, 1.000000e+00
+      %calltmp = call double @fib(double %subtmp)
+      %subtmp5 = fsub double %x, 2.000000e+00
+      %calltmp6 = call double @fib(double %subtmp5)
+      %addtmp = fadd double %calltmp, %calltmp6
+      br label %ifcont
+
+    ifcont:    ; preds = %else, %then
+      %iftmp = phi double [ 1.000000e+00, %then ], [ %addtmp, %else ]
+      ret double %iftmp
+    }
+
+This is a trivial case for mem2reg, since there are no redefinitions of
+the variable. The point of showing this is to calm your tension about
+inserting such blatent inefficiencies :).
+
+After the rest of the optimizers run, we get:
+
+.. code-block:: llvm
+
+    define double @fib(double %x) {
+    entry:
+      %cmptmp = fcmp ult double %x, 3.000000e+00
+      %booltmp = uitofp i1 %cmptmp to double
+      %ifcond = fcmp ueq double %booltmp, 0.000000e+00
+      br i1 %ifcond, label %else, label %ifcont
+
+    else:
+      %subtmp = fsub double %x, 1.000000e+00
+      %calltmp = call double @fib(double %subtmp)
+      %subtmp5 = fsub double %x, 2.000000e+00
+      %calltmp6 = call double @fib(double %subtmp5)
+      %addtmp = fadd double %calltmp, %calltmp6
+      ret double %addtmp
+
+    ifcont:
+      ret double 1.000000e+00
+    }
+
+Here we see that the simplifycfg pass decided to clone the return
+instruction into the end of the 'else' block. This allowed it to
+eliminate some branches and the PHI node.
+
+Now that all symbol table references are updated to use stack variables,
+we'll add the assignment operator.
+
+New Assignment Operator
+=======================
+
+With our current framework, adding a new assignment operator is really
+simple. We will parse it just like any other binary operator, but handle
+it internally (instead of allowing the user to define it). The first
+step is to set a precedence:
+
+.. code-block:: ocaml
+
+    let main () =
+      (* Install standard binary operators.
+       * 1 is the lowest precedence. *)
+      Hashtbl.add Parser.binop_precedence '=' 2;
+      Hashtbl.add Parser.binop_precedence '<' 10;
+      Hashtbl.add Parser.binop_precedence '+' 20;
+      Hashtbl.add Parser.binop_precedence '-' 20;
+      ...
+
+Now that the parser knows the precedence of the binary operator, it
+takes care of all the parsing and AST generation. We just need to
+implement codegen for the assignment operator. This looks like:
+
+.. code-block:: ocaml
+
+    let rec codegen_expr = function
+          begin match op with
+          | '=' ->
+              (* Special case '=' because we don't want to emit the LHS as an
+               * expression. *)
+              let name =
+                match lhs with
+                | Ast.Variable name -> name
+                | _ -> raise (Error "destination of '=' must be a variable")
+              in
+
+Unlike the rest of the binary operators, our assignment operator doesn't
+follow the "emit LHS, emit RHS, do computation" model. As such, it is
+handled as a special case before the other binary operators are handled.
+The other strange thing is that it requires the LHS to be a variable. It
+is invalid to have "(x+1) = expr" - only things like "x = expr" are
+allowed.
+
+.. code-block:: ocaml
+
+              (* Codegen the rhs. *)
+              let val_ = codegen_expr rhs in
+
+              (* Lookup the name. *)
+              let variable = try Hashtbl.find named_values name with
+              | Not_found -> raise (Error "unknown variable name")
+              in
+              ignore(build_store val_ variable builder);
+              val_
+          | _ ->
+                ...
+
+Once we have the variable, codegen'ing the assignment is
+straightforward: we emit the RHS of the assignment, create a store, and
+return the computed value. Returning a value allows for chained
+assignments like "X = (Y = Z)".
+
+Now that we have an assignment operator, we can mutate loop variables
+and arguments. For example, we can now run code like this:
+
+::
+
+    # Function to print a double.
+    extern printd(x);
+
+    # Define ':' for sequencing: as a low-precedence operator that ignores operands
+    # and just returns the RHS.
+    def binary : 1 (x y) y;
+
+    def test(x)
+      printd(x) :
+      x = 4 :
+      printd(x);
+
+    test(123);
+
+When run, this example prints "123" and then "4", showing that we did
+actually mutate the value! Okay, we have now officially implemented our
+goal: getting this to work requires SSA construction in the general
+case. However, to be really useful, we want the ability to define our
+own local variables, lets add this next!
+
+User-defined Local Variables
+============================
+
+Adding var/in is just like any other other extensions we made to
+Kaleidoscope: we extend the lexer, the parser, the AST and the code
+generator. The first step for adding our new 'var/in' construct is to
+extend the lexer. As before, this is pretty trivial, the code looks like
+this:
+
+.. code-block:: ocaml
+
+    type token =
+      ...
+      (* var definition *)
+      | Var
+
+    ...
+
+    and lex_ident buffer = parser
+          ...
+          | "in" -> [< 'Token.In; stream >]
+          | "binary" -> [< 'Token.Binary; stream >]
+          | "unary" -> [< 'Token.Unary; stream >]
+          | "var" -> [< 'Token.Var; stream >]
+          ...
+
+The next step is to define the AST node that we will construct. For
+var/in, it looks like this:
+
+.. code-block:: ocaml
+
+    type expr =
+      ...
+      (* variant for var/in. *)
+      | Var of (string * expr option) array * expr
+      ...
+
+var/in allows a list of names to be defined all at once, and each name
+can optionally have an initializer value. As such, we capture this
+information in the VarNames vector. Also, var/in has a body, this body
+is allowed to access the variables defined by the var/in.
+
+With this in place, we can define the parser pieces. The first thing we
+do is add it as a primary expression:
+
+.. code-block:: ocaml
+
+    (* primary
+     *   ::= identifier
+     *   ::= numberexpr
+     *   ::= parenexpr
+     *   ::= ifexpr
+     *   ::= forexpr
+     *   ::= varexpr *)
+    let rec parse_primary = parser
+      ...
+      (* varexpr
+       *   ::= 'var' identifier ('=' expression?
+       *             (',' identifier ('=' expression)?)* 'in' expression *)
+      | [< 'Token.Var;
+           (* At least one variable name is required. *)
+           'Token.Ident id ?? "expected identifier after var";
+           init=parse_var_init;
+           var_names=parse_var_names [(id, init)];
+           (* At this point, we have to have 'in'. *)
+           'Token.In ?? "expected 'in' keyword after 'var'";
+           body=parse_expr >] ->
+          Ast.Var (Array.of_list (List.rev var_names), body)
+
+    ...
+
+    and parse_var_init = parser
+      (* read in the optional initializer. *)
+      | [< 'Token.Kwd '='; e=parse_expr >] -> Some e
+      | [< >] -> None
+
+    and parse_var_names accumulator = parser
+      | [< 'Token.Kwd ',';
+           'Token.Ident id ?? "expected identifier list after var";
+           init=parse_var_init;
+           e=parse_var_names ((id, init) :: accumulator) >] -> e
+      | [< >] -> accumulator
+
+Now that we can parse and represent the code, we need to support
+emission of LLVM IR for it. This code starts out with:
+
+.. code-block:: ocaml
+
+    let rec codegen_expr = function
+      ...
+      | Ast.Var (var_names, body)
+          let old_bindings = ref [] in
+
+          let the_function = block_parent (insertion_block builder) in
+
+          (* Register all variables and emit their initializer. *)
+          Array.iter (fun (var_name, init) ->
+
+Basically it loops over all the variables, installing them one at a
+time. For each variable we put into the symbol table, we remember the
+previous value that we replace in OldBindings.
+
+.. code-block:: ocaml
+
+            (* Emit the initializer before adding the variable to scope, this
+             * prevents the initializer from referencing the variable itself, and
+             * permits stuff like this:
+             *   var a = 1 in
+             *     var a = a in ...   # refers to outer 'a'. *)
+            let init_val =
+              match init with
+              | Some init -> codegen_expr init
+              (* If not specified, use 0.0. *)
+              | None -> const_float double_type 0.0
+            in
+
+            let alloca = create_entry_block_alloca the_function var_name in
+            ignore(build_store init_val alloca builder);
+
+            (* Remember the old variable binding so that we can restore the binding
+             * when we unrecurse. *)
+
+            begin
+              try
+                let old_value = Hashtbl.find named_values var_name in
+                old_bindings := (var_name, old_value) :: !old_bindings;
+              with Not_found > ()
+            end;
+
+            (* Remember this binding. *)
+            Hashtbl.add named_values var_name alloca;
+          ) var_names;
+
+There are more comments here than code. The basic idea is that we emit
+the initializer, create the alloca, then update the symbol table to
+point to it. Once all the variables are installed in the symbol table,
+we evaluate the body of the var/in expression:
+
+.. code-block:: ocaml
+
+          (* Codegen the body, now that all vars are in scope. *)
+          let body_val = codegen_expr body in
+
+Finally, before returning, we restore the previous variable bindings:
+
+.. code-block:: ocaml
+
+          (* Pop all our variables from scope. *)
+          List.iter (fun (var_name, old_value) ->
+            Hashtbl.add named_values var_name old_value
+          ) !old_bindings;
+
+          (* Return the body computation. *)
+          body_val
+
+The end result of all of this is that we get properly scoped variable
+definitions, and we even (trivially) allow mutation of them :).
+
+With this, we completed what we set out to do. Our nice iterative fib
+example from the intro compiles and runs just fine. The mem2reg pass
+optimizes all of our stack variables into SSA registers, inserting PHI
+nodes where needed, and our front-end remains simple: no "iterated
+dominance frontier" computation anywhere in sight.
+
+Full Code Listing
+=================
+
+Here is the complete code listing for our running example, enhanced with
+mutable variables and var/in support. To build this example, use:
+
+.. code-block:: bash
+
+    # Compile
+    ocamlbuild toy.byte
+    # Run
+    ./toy.byte
+
+Here is the code:
+
+\_tags:
+    ::
+
+        <{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
+        <*.{byte,native}>: g++, use_llvm, use_llvm_analysis
+        <*.{byte,native}>: use_llvm_executionengine, use_llvm_target
+        <*.{byte,native}>: use_llvm_scalar_opts, use_bindings
+
+myocamlbuild.ml:
+    .. code-block:: ocaml
+
+        open Ocamlbuild_plugin;;
+
+        ocaml_lib ~extern:true "llvm";;
+        ocaml_lib ~extern:true "llvm_analysis";;
+        ocaml_lib ~extern:true "llvm_executionengine";;
+        ocaml_lib ~extern:true "llvm_target";;
+        ocaml_lib ~extern:true "llvm_scalar_opts";;
+
+        flag ["link"; "ocaml"; "g++"] (S[A"-cc"; A"g++"; A"-cclib"; A"-rdynamic"]);;
+        dep ["link"; "ocaml"; "use_bindings"] ["bindings.o"];;
+
+token.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Lexer Tokens
+         *===----------------------------------------------------------------------===*)
+
+        (* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
+         * these others for known things. *)
+        type token =
+          (* commands *)
+          | Def | Extern
+
+          (* primary *)
+          | Ident of string | Number of float
+
+          (* unknown *)
+          | Kwd of char
+
+          (* control *)
+          | If | Then | Else
+          | For | In
+
+          (* operators *)
+          | Binary | Unary
+
+          (* var definition *)
+          | Var
+
+lexer.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Lexer
+         *===----------------------------------------------------------------------===*)
+
+        let rec lex = parser
+          (* Skip any whitespace. *)
+          | [< ' (' ' | '\n' | '\r' | '\t'); stream >] -> lex stream
+
+          (* identifier: [a-zA-Z][a-zA-Z0-9] *)
+          | [< ' ('A' .. 'Z' | 'a' .. 'z' as c); stream >] ->
+              let buffer = Buffer.create 1 in
+              Buffer.add_char buffer c;
+              lex_ident buffer stream
+
+          (* number: [0-9.]+ *)
+          | [< ' ('0' .. '9' as c); stream >] ->
+              let buffer = Buffer.create 1 in
+              Buffer.add_char buffer c;
+              lex_number buffer stream
+
+          (* Comment until end of line. *)
+          | [< ' ('#'); stream >] ->
+              lex_comment stream
+
+          (* Otherwise, just return the character as its ascii value. *)
+          | [< 'c; stream >] ->
+              [< 'Token.Kwd c; lex stream >]
+
+          (* end of stream. *)
+          | [< >] -> [< >]
+
+        and lex_number buffer = parser
+          | [< ' ('0' .. '9' | '.' as c); stream >] ->
+              Buffer.add_char buffer c;
+              lex_number buffer stream
+          | [< stream=lex >] ->
+              [< 'Token.Number (float_of_string (Buffer.contents buffer)); stream >]
+
+        and lex_ident buffer = parser
+          | [< ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream >] ->
+              Buffer.add_char buffer c;
+              lex_ident buffer stream
+          | [< stream=lex >] ->
+              match Buffer.contents buffer with
+              | "def" -> [< 'Token.Def; stream >]
+              | "extern" -> [< 'Token.Extern; stream >]
+              | "if" -> [< 'Token.If; stream >]
+              | "then" -> [< 'Token.Then; stream >]
+              | "else" -> [< 'Token.Else; stream >]
+              | "for" -> [< 'Token.For; stream >]
+              | "in" -> [< 'Token.In; stream >]
+              | "binary" -> [< 'Token.Binary; stream >]
+              | "unary" -> [< 'Token.Unary; stream >]
+              | "var" -> [< 'Token.Var; stream >]
+              | id -> [< 'Token.Ident id; stream >]
+
+        and lex_comment = parser
+          | [< ' ('\n'); stream=lex >] -> stream
+          | [< 'c; e=lex_comment >] -> e
+          | [< >] -> [< >]
+
+ast.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Abstract Syntax Tree (aka Parse Tree)
+         *===----------------------------------------------------------------------===*)
+
+        (* expr - Base type for all expression nodes. *)
+        type expr =
+          (* variant for numeric literals like "1.0". *)
+          | Number of float
+
+          (* variant for referencing a variable, like "a". *)
+          | Variable of string
+
+          (* variant for a unary operator. *)
+          | Unary of char * expr
+
+          (* variant for a binary operator. *)
+          | Binary of char * expr * expr
+
+          (* variant for function calls. *)
+          | Call of string * expr array
+
+          (* variant for if/then/else. *)
+          | If of expr * expr * expr
+
+          (* variant for for/in. *)
+          | For of string * expr * expr * expr option * expr
+
+          (* variant for var/in. *)
+          | Var of (string * expr option) array * expr
+
+        (* proto - This type represents the "prototype" for a function, which captures
+         * its name, and its argument names (thus implicitly the number of arguments the
+         * function takes). *)
+        type proto =
+          | Prototype of string * string array
+          | BinOpPrototype of string * string array * int
+
+        (* func - This type represents a function definition itself. *)
+        type func = Function of proto * expr
+
+parser.ml:
+    .. code-block:: ocaml
+
+        (*===---------------------------------------------------------------------===
+         * Parser
+         *===---------------------------------------------------------------------===*)
+
+        (* binop_precedence - This holds the precedence for each binary operator that is
+         * defined *)
+        let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
+
+        (* precedence - Get the precedence of the pending binary operator token. *)
+        let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
+
+        (* primary
+         *   ::= identifier
+         *   ::= numberexpr
+         *   ::= parenexpr
+         *   ::= ifexpr
+         *   ::= forexpr
+         *   ::= varexpr *)
+        let rec parse_primary = parser
+          (* numberexpr ::= number *)
+          | [< 'Token.Number n >] -> Ast.Number n
+
+          (* parenexpr ::= '(' expression ')' *)
+          | [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
+
+          (* identifierexpr
+           *   ::= identifier
+           *   ::= identifier '(' argumentexpr ')' *)
+          | [< 'Token.Ident id; stream >] ->
+              let rec parse_args accumulator = parser
+                | [< e=parse_expr; stream >] ->
+                    begin parser
+                      | [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
+                      | [< >] -> e :: accumulator
+                    end stream
+                | [< >] -> accumulator
+              in
+              let rec parse_ident id = parser
+                (* Call. *)
+                | [< 'Token.Kwd '(';
+                     args=parse_args [];
+                     'Token.Kwd ')' ?? "expected ')'">] ->
+                    Ast.Call (id, Array.of_list (List.rev args))
+
+                (* Simple variable ref. *)
+                | [< >] -> Ast.Variable id
+              in
+              parse_ident id stream
+
+          (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
+          | [< 'Token.If; c=parse_expr;
+               'Token.Then ?? "expected 'then'"; t=parse_expr;
+               'Token.Else ?? "expected 'else'"; e=parse_expr >] ->
+              Ast.If (c, t, e)
+
+          (* forexpr
+                ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
+          | [< 'Token.For;
+               'Token.Ident id ?? "expected identifier after for";
+               'Token.Kwd '=' ?? "expected '=' after for";
+               stream >] ->
+              begin parser
+                | [<
+                     start=parse_expr;
+                     'Token.Kwd ',' ?? "expected ',' after for";
+                     end_=parse_expr;
+                     stream >] ->
+                    let step =
+                      begin parser
+                      | [< 'Token.Kwd ','; step=parse_expr >] -> Some step
+                      | [< >] -> None
+                      end stream
+                    in
+                    begin parser
+                    | [< 'Token.In; body=parse_expr >] ->
+                        Ast.For (id, start, end_, step, body)
+                    | [< >] ->
+                        raise (Stream.Error "expected 'in' after for")
+                    end stream
+                | [< >] ->
+                    raise (Stream.Error "expected '=' after for")
+              end stream
+
+          (* varexpr
+           *   ::= 'var' identifier ('=' expression?
+           *             (',' identifier ('=' expression)?)* 'in' expression *)
+          | [< 'Token.Var;
+               (* At least one variable name is required. *)
+               'Token.Ident id ?? "expected identifier after var";
+               init=parse_var_init;
+               var_names=parse_var_names [(id, init)];
+               (* At this point, we have to have 'in'. *)
+               'Token.In ?? "expected 'in' keyword after 'var'";
+               body=parse_expr >] ->
+              Ast.Var (Array.of_list (List.rev var_names), body)
+
+          | [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
+
+        (* unary
+         *   ::= primary
+         *   ::= '!' unary *)
+        and parse_unary = parser
+          (* If this is a unary operator, read it. *)
+          | [< 'Token.Kwd op when op != '(' && op != ')'; operand=parse_expr >] ->
+              Ast.Unary (op, operand)
+
+          (* If the current token is not an operator, it must be a primary expr. *)
+          | [< stream >] -> parse_primary stream
+
+        (* binoprhs
+         *   ::= ('+' primary)* *)
+        and parse_bin_rhs expr_prec lhs stream =
+          match Stream.peek stream with
+          (* If this is a binop, find its precedence. *)
+          | Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
+              let token_prec = precedence c in
+
+              (* If this is a binop that binds at least as tightly as the current binop,
+               * consume it, otherwise we are done. *)
+              if token_prec < expr_prec then lhs else begin
+                (* Eat the binop. *)
+                Stream.junk stream;
+
+                (* Parse the primary expression after the binary operator. *)
+                let rhs = parse_unary stream in
+
+                (* Okay, we know this is a binop. *)
+                let rhs =
+                  match Stream.peek stream with
+                  | Some (Token.Kwd c2) ->
+                      (* If BinOp binds less tightly with rhs than the operator after
+                       * rhs, let the pending operator take rhs as its lhs. *)
+                      let next_prec = precedence c2 in
+                      if token_prec < next_prec
+                      then parse_bin_rhs (token_prec + 1) rhs stream
+                      else rhs
+                  | _ -> rhs
+                in
+
+                (* Merge lhs/rhs. *)
+                let lhs = Ast.Binary (c, lhs, rhs) in
+                parse_bin_rhs expr_prec lhs stream
+              end
+          | _ -> lhs
+
+        and parse_var_init = parser
+          (* read in the optional initializer. *)
+          | [< 'Token.Kwd '='; e=parse_expr >] -> Some e
+          | [< >] -> None
+
+        and parse_var_names accumulator = parser
+          | [< 'Token.Kwd ',';
+               'Token.Ident id ?? "expected identifier list after var";
+               init=parse_var_init;
+               e=parse_var_names ((id, init) :: accumulator) >] -> e
+          | [< >] -> accumulator
+
+        (* expression
+         *   ::= primary binoprhs *)
+        and parse_expr = parser
+          | [< lhs=parse_unary; stream >] -> parse_bin_rhs 0 lhs stream
+
+        (* prototype
+         *   ::= id '(' id* ')'
+         *   ::= binary LETTER number? (id, id)
+         *   ::= unary LETTER number? (id) *)
+        let parse_prototype =
+          let rec parse_args accumulator = parser
+            | [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
+            | [< >] -> accumulator
+          in
+          let parse_operator = parser
+            | [< 'Token.Unary >] -> "unary", 1
+            | [< 'Token.Binary >] -> "binary", 2
+          in
+          let parse_binary_precedence = parser
+            | [< 'Token.Number n >] -> int_of_float n
+            | [< >] -> 30
+          in
+          parser
+          | [< 'Token.Ident id;
+               'Token.Kwd '(' ?? "expected '(' in prototype";
+               args=parse_args [];
+               'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+              (* success. *)
+              Ast.Prototype (id, Array.of_list (List.rev args))
+          | [< (prefix, kind)=parse_operator;
+               'Token.Kwd op ?? "expected an operator";
+               (* Read the precedence if present. *)
+               binary_precedence=parse_binary_precedence;
+               'Token.Kwd '(' ?? "expected '(' in prototype";
+                args=parse_args [];
+               'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
+              let name = prefix ^ (String.make 1 op) in
+              let args = Array.of_list (List.rev args) in
+
+              (* Verify right number of arguments for operator. *)
+              if Array.length args != kind
+              then raise (Stream.Error "invalid number of operands for operator")
+              else
+                if kind == 1 then
+                  Ast.Prototype (name, args)
+                else
+                  Ast.BinOpPrototype (name, args, binary_precedence)
+          | [< >] ->
+              raise (Stream.Error "expected function name in prototype")
+
+        (* definition ::= 'def' prototype expression *)
+        let parse_definition = parser
+          | [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
+              Ast.Function (p, e)
+
+        (* toplevelexpr ::= expression *)
+        let parse_toplevel = parser
+          | [< e=parse_expr >] ->
+              (* Make an anonymous proto. *)
+              Ast.Function (Ast.Prototype ("", [||]), e)
+
+        (*  external ::= 'extern' prototype *)
+        let parse_extern = parser
+          | [< 'Token.Extern; e=parse_prototype >] -> e
+
+codegen.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Code Generation
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+
+        exception Error of string
+
+        let context = global_context ()
+        let the_module = create_module context "my cool jit"
+        let builder = builder context
+        let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
+        let double_type = double_type context
+
+        (* Create an alloca instruction in the entry block of the function. This
+         * is used for mutable variables etc. *)
+        let create_entry_block_alloca the_function var_name =
+          let builder = builder_at context (instr_begin (entry_block the_function)) in
+          build_alloca double_type var_name builder
+
+        let rec codegen_expr = function
+          | Ast.Number n -> const_float double_type n
+          | Ast.Variable name ->
+              let v = try Hashtbl.find named_values name with
+                | Not_found -> raise (Error "unknown variable name")
+              in
+              (* Load the value. *)
+              build_load v name builder
+          | Ast.Unary (op, operand) ->
+              let operand = codegen_expr operand in
+              let callee = "unary" ^ (String.make 1 op) in
+              let callee =
+                match lookup_function callee the_module with
+                | Some callee -> callee
+                | None -> raise (Error "unknown unary operator")
+              in
+              build_call callee [|operand|] "unop" builder
+          | Ast.Binary (op, lhs, rhs) ->
+              begin match op with
+              | '=' ->
+                  (* Special case '=' because we don't want to emit the LHS as an
+                   * expression. *)
+                  let name =
+                    match lhs with
+                    | Ast.Variable name -> name
+                    | _ -> raise (Error "destination of '=' must be a variable")
+                  in
+
+                  (* Codegen the rhs. *)
+                  let val_ = codegen_expr rhs in
+
+                  (* Lookup the name. *)
+                  let variable = try Hashtbl.find named_values name with
+                  | Not_found -> raise (Error "unknown variable name")
+                  in
+                  ignore(build_store val_ variable builder);
+                  val_
+              | _ ->
+                  let lhs_val = codegen_expr lhs in
+                  let rhs_val = codegen_expr rhs in
+                  begin
+                    match op with
+                    | '+' -> build_add lhs_val rhs_val "addtmp" builder
+                    | '-' -> build_sub lhs_val rhs_val "subtmp" builder
+                    | '*' -> build_mul lhs_val rhs_val "multmp" builder
+                    | '<' ->
+                        (* Convert bool 0/1 to double 0.0 or 1.0 *)
+                        let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
+                        build_uitofp i double_type "booltmp" builder
+                    | _ ->
+                        (* If it wasn't a builtin binary operator, it must be a user defined
+                         * one. Emit a call to it. *)
+                        let callee = "binary" ^ (String.make 1 op) in
+                        let callee =
+                          match lookup_function callee the_module with
+                          | Some callee -> callee
+                          | None -> raise (Error "binary operator not found!")
+                        in
+                        build_call callee [|lhs_val; rhs_val|] "binop" builder
+                  end
+              end
+          | Ast.Call (callee, args) ->
+              (* Look up the name in the module table. *)
+              let callee =
+                match lookup_function callee the_module with
+                | Some callee -> callee
+                | None -> raise (Error "unknown function referenced")
+              in
+              let params = params callee in
+
+              (* If argument mismatch error. *)
+              if Array.length params == Array.length args then () else
+                raise (Error "incorrect # arguments passed");
+              let args = Array.map codegen_expr args in
+              build_call callee args "calltmp" builder
+          | Ast.If (cond, then_, else_) ->
+              let cond = codegen_expr cond in
+
+              (* Convert condition to a bool by comparing equal to 0.0 *)
+              let zero = const_float double_type 0.0 in
+              let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
+
+              (* Grab the first block so that we might later add the conditional branch
+               * to it at the end of the function. *)
+              let start_bb = insertion_block builder in
+              let the_function = block_parent start_bb in
+
+              let then_bb = append_block context "then" the_function in
+
+              (* Emit 'then' value. *)
+              position_at_end then_bb builder;
+              let then_val = codegen_expr then_ in
+
+              (* Codegen of 'then' can change the current block, update then_bb for the
+               * phi. We create a new name because one is used for the phi node, and the
+               * other is used for the conditional branch. *)
+              let new_then_bb = insertion_block builder in
+
+              (* Emit 'else' value. *)
+              let else_bb = append_block context "else" the_function in
+              position_at_end else_bb builder;
+              let else_val = codegen_expr else_ in
+
+              (* Codegen of 'else' can change the current block, update else_bb for the
+               * phi. *)
+              let new_else_bb = insertion_block builder in
+
+              (* Emit merge block. *)
+              let merge_bb = append_block context "ifcont" the_function in
+              position_at_end merge_bb builder;
+              let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
+              let phi = build_phi incoming "iftmp" builder in
+
+              (* Return to the start block to add the conditional branch. *)
+              position_at_end start_bb builder;
+              ignore (build_cond_br cond_val then_bb else_bb builder);
+
+              (* Set a unconditional branch at the end of the 'then' block and the
+               * 'else' block to the 'merge' block. *)
+              position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
+              position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
+
+              (* Finally, set the builder to the end of the merge block. *)
+              position_at_end merge_bb builder;
+
+              phi
+          | Ast.For (var_name, start, end_, step, body) ->
+              (* Output this as:
+               *   var = alloca double
+               *   ...
+               *   start = startexpr
+               *   store start -> var
+               *   goto loop
+               * loop:
+               *   ...
+               *   bodyexpr
+               *   ...
+               * loopend:
+               *   step = stepexpr
+               *   endcond = endexpr
+               *
+               *   curvar = load var
+               *   nextvar = curvar + step
+               *   store nextvar -> var
+               *   br endcond, loop, endloop
+               * outloop: *)
+
+              let the_function = block_parent (insertion_block builder) in
+
+              (* Create an alloca for the variable in the entry block. *)
+              let alloca = create_entry_block_alloca the_function var_name in
+
+              (* Emit the start code first, without 'variable' in scope. *)
+              let start_val = codegen_expr start in
+
+              (* Store the value into the alloca. *)
+              ignore(build_store start_val alloca builder);
+
+              (* Make the new basic block for the loop header, inserting after current
+               * block. *)
+              let loop_bb = append_block context "loop" the_function in
+
+              (* Insert an explicit fall through from the current block to the
+               * loop_bb. *)
+              ignore (build_br loop_bb builder);
+
+              (* Start insertion in loop_bb. *)
+              position_at_end loop_bb builder;
+
+              (* Within the loop, the variable is defined equal to the PHI node. If it
+               * shadows an existing variable, we have to restore it, so save it
+               * now. *)
+              let old_val =
+                try Some (Hashtbl.find named_values var_name) with Not_found -> None
+              in
+              Hashtbl.add named_values var_name alloca;
+
+              (* Emit the body of the loop.  This, like any other expr, can change the
+               * current BB.  Note that we ignore the value computed by the body, but
+               * don't allow an error *)
+              ignore (codegen_expr body);
+
+              (* Emit the step value. *)
+              let step_val =
+                match step with
+                | Some step -> codegen_expr step
+                (* If not specified, use 1.0. *)
+                | None -> const_float double_type 1.0
+              in
+
+              (* Compute the end condition. *)
+              let end_cond = codegen_expr end_ in
+
+              (* Reload, increment, and restore the alloca. This handles the case where
+               * the body of the loop mutates the variable. *)
+              let cur_var = build_load alloca var_name builder in
+              let next_var = build_add cur_var step_val "nextvar" builder in
+              ignore(build_store next_var alloca builder);
+
+              (* Convert condition to a bool by comparing equal to 0.0. *)
+              let zero = const_float double_type 0.0 in
+              let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
+
+              (* Create the "after loop" block and insert it. *)
+              let after_bb = append_block context "afterloop" the_function in
+
+              (* Insert the conditional branch into the end of loop_end_bb. *)
+              ignore (build_cond_br end_cond loop_bb after_bb builder);
+
+              (* Any new code will be inserted in after_bb. *)
+              position_at_end after_bb builder;
+
+              (* Restore the unshadowed variable. *)
+              begin match old_val with
+              | Some old_val -> Hashtbl.add named_values var_name old_val
+              | None -> ()
+              end;
+
+              (* for expr always returns 0.0. *)
+              const_null double_type
+          | Ast.Var (var_names, body) ->
+              let old_bindings = ref [] in
+
+              let the_function = block_parent (insertion_block builder) in
+
+              (* Register all variables and emit their initializer. *)
+              Array.iter (fun (var_name, init) ->
+                (* Emit the initializer before adding the variable to scope, this
+                 * prevents the initializer from referencing the variable itself, and
+                 * permits stuff like this:
+                 *   var a = 1 in
+                 *     var a = a in ...   # refers to outer 'a'. *)
+                let init_val =
+                  match init with
+                  | Some init -> codegen_expr init
+                  (* If not specified, use 0.0. *)
+                  | None -> const_float double_type 0.0
+                in
+
+                let alloca = create_entry_block_alloca the_function var_name in
+                ignore(build_store init_val alloca builder);
+
+                (* Remember the old variable binding so that we can restore the binding
+                 * when we unrecurse. *)
+                begin
+                  try
+                    let old_value = Hashtbl.find named_values var_name in
+                    old_bindings := (var_name, old_value) :: !old_bindings;
+                  with Not_found -> ()
+                end;
+
+                (* Remember this binding. *)
+                Hashtbl.add named_values var_name alloca;
+              ) var_names;
+
+              (* Codegen the body, now that all vars are in scope. *)
+              let body_val = codegen_expr body in
+
+              (* Pop all our variables from scope. *)
+              List.iter (fun (var_name, old_value) ->
+                Hashtbl.add named_values var_name old_value
+              ) !old_bindings;
+
+              (* Return the body computation. *)
+              body_val
+
+        let codegen_proto = function
+          | Ast.Prototype (name, args) | Ast.BinOpPrototype (name, args, _) ->
+              (* Make the function type: double(double,double) etc. *)
+              let doubles = Array.make (Array.length args) double_type in
+              let ft = function_type double_type doubles in
+              let f =
+                match lookup_function name the_module with
+                | None -> declare_function name ft the_module
+
+                (* If 'f' conflicted, there was already something named 'name'. If it
+                 * has a body, don't allow redefinition or reextern. *)
+                | Some f ->
+                    (* If 'f' already has a body, reject this. *)
+                    if block_begin f <> At_end f then
+                      raise (Error "redefinition of function");
+
+                    (* If 'f' took a different number of arguments, reject. *)
+                    if element_type (type_of f) <> ft then
+                      raise (Error "redefinition of function with different # args");
+                    f
+              in
+
+              (* Set names for all arguments. *)
+              Array.iteri (fun i a ->
+                let n = args.(i) in
+                set_value_name n a;
+                Hashtbl.add named_values n a;
+              ) (params f);
+              f
+
+        (* Create an alloca for each argument and register the argument in the symbol
+         * table so that references to it will succeed. *)
+        let create_argument_allocas the_function proto =
+          let args = match proto with
+            | Ast.Prototype (_, args) | Ast.BinOpPrototype (_, args, _) -> args
+          in
+          Array.iteri (fun i ai ->
+            let var_name = args.(i) in
+            (* Create an alloca for this variable. *)
+            let alloca = create_entry_block_alloca the_function var_name in
+
+            (* Store the initial value into the alloca. *)
+            ignore(build_store ai alloca builder);
+
+            (* Add arguments to variable symbol table. *)
+            Hashtbl.add named_values var_name alloca;
+          ) (params the_function)
+
+        let codegen_func the_fpm = function
+          | Ast.Function (proto, body) ->
+              Hashtbl.clear named_values;
+              let the_function = codegen_proto proto in
+
+              (* If this is an operator, install it. *)
+              begin match proto with
+              | Ast.BinOpPrototype (name, args, prec) ->
+                  let op = name.[String.length name - 1] in
+                  Hashtbl.add Parser.binop_precedence op prec;
+              | _ -> ()
+              end;
+
+              (* Create a new basic block to start insertion into. *)
+              let bb = append_block context "entry" the_function in
+              position_at_end bb builder;
+
+              try
+                (* Add all arguments to the symbol table and create their allocas. *)
+                create_argument_allocas the_function proto;
+
+                let ret_val = codegen_expr body in
+
+                (* Finish off the function. *)
+                let _ = build_ret ret_val builder in
+
+                (* Validate the generated code, checking for consistency. *)
+                Llvm_analysis.assert_valid_function the_function;
+
+                (* Optimize the function. *)
+                let _ = PassManager.run_function the_function the_fpm in
+
+                the_function
+              with e ->
+                delete_function the_function;
+                raise e
+
+toplevel.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Top-Level parsing and JIT Driver
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+        open Llvm_executionengine
+
+        (* top ::= definition | external | expression | ';' *)
+        let rec main_loop the_fpm the_execution_engine stream =
+          match Stream.peek stream with
+          | None -> ()
+
+          (* ignore top-level semicolons. *)
+          | Some (Token.Kwd ';') ->
+              Stream.junk stream;
+              main_loop the_fpm the_execution_engine stream
+
+          | Some token ->
+              begin
+                try match token with
+                | Token.Def ->
+                    let e = Parser.parse_definition stream in
+                    print_endline "parsed a function definition.";
+                    dump_value (Codegen.codegen_func the_fpm e);
+                | Token.Extern ->
+                    let e = Parser.parse_extern stream in
+                    print_endline "parsed an extern.";
+                    dump_value (Codegen.codegen_proto e);
+                | _ ->
+                    (* Evaluate a top-level expression into an anonymous function. *)
+                    let e = Parser.parse_toplevel stream in
+                    print_endline "parsed a top-level expr";
+                    let the_function = Codegen.codegen_func the_fpm e in
+                    dump_value the_function;
+
+                    (* JIT the function, returning a function pointer. *)
+                    let result = ExecutionEngine.run_function the_function [||]
+                      the_execution_engine in
+
+                    print_string "Evaluated to ";
+                    print_float (GenericValue.as_float Codegen.double_type result);
+                    print_newline ();
+                with Stream.Error s | Codegen.Error s ->
+                  (* Skip token for error recovery. *)
+                  Stream.junk stream;
+                  print_endline s;
+              end;
+              print_string "ready> "; flush stdout;
+              main_loop the_fpm the_execution_engine stream
+
+toy.ml:
+    .. code-block:: ocaml
+
+        (*===----------------------------------------------------------------------===
+         * Main driver code.
+         *===----------------------------------------------------------------------===*)
+
+        open Llvm
+        open Llvm_executionengine
+        open Llvm_target
+        open Llvm_scalar_opts
+
+        let main () =
+          ignore (initialize_native_target ());
+
+          (* Install standard binary operators.
+           * 1 is the lowest precedence. *)
+          Hashtbl.add Parser.binop_precedence '=' 2;
+          Hashtbl.add Parser.binop_precedence '<' 10;
+          Hashtbl.add Parser.binop_precedence '+' 20;
+          Hashtbl.add Parser.binop_precedence '-' 20;
+          Hashtbl.add Parser.binop_precedence '*' 40;    (* highest. *)
+
+          (* Prime the first token. *)
+          print_string "ready> "; flush stdout;
+          let stream = Lexer.lex (Stream.of_channel stdin) in
+
+          (* Create the JIT. *)
+          let the_execution_engine = ExecutionEngine.create Codegen.the_module in
+          let the_fpm = PassManager.create_function Codegen.the_module in
+
+          (* Set up the optimizer pipeline.  Start with registering info about how the
+           * target lays out data structures. *)
+          DataLayout.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
+
+          (* Promote allocas to registers. *)
+          add_memory_to_register_promotion the_fpm;
+
+          (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
+          add_instruction_combination the_fpm;
+
+          (* reassociate expressions. *)
+          add_reassociation the_fpm;
+
+          (* Eliminate Common SubExpressions. *)
+          add_gvn the_fpm;
+
+          (* Simplify the control flow graph (deleting unreachable blocks, etc). *)
+          add_cfg_simplification the_fpm;
+
+          ignore (PassManager.initialize the_fpm);
+
+          (* Run the main "interpreter loop" now. *)
+          Toplevel.main_loop the_fpm the_execution_engine stream;
+
+          (* Print out all the generated code. *)
+          dump_module Codegen.the_module
+        ;;
+
+        main ()
+
+bindings.c
+    .. code-block:: c
+
+        #include <stdio.h>
+
+        /* putchard - putchar that takes a double and returns 0. */
+        extern double putchard(double X) {
+          putchar((char)X);
+          return 0;
+        }
+
+        /* printd - printf that takes a double prints it as "%f\n", returning 0. */
+        extern double printd(double X) {
+          printf("%f\n", X);
+          return 0;
+        }
+
+`Next: Conclusion and other useful LLVM tidbits <OCamlLangImpl8.html>`_
+

Removed: llvm/trunk/docs/tutorial/OCamlLangImpl8.html
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl8.html?rev=169342&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl8.html (original)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl8.html (removed)
@@ -1,359 +0,0 @@
-<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01//EN"
-                      "http://www.w3.org/TR/html4/strict.dtd">
-
-<html>
-<head>
-  <title>Kaleidoscope: Conclusion and other useful LLVM tidbits</title>
-  <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-  <meta name="author" content="Chris Lattner">
-  <link rel="stylesheet" href="../_static/llvm.css" type="text/css">
-</head>
-
-<body>
-
-<h1>Kaleidoscope: Conclusion and other useful LLVM tidbits</h1>
-
-<ul>
-<li><a href="index.html">Up to Tutorial Index</a></li>
-<li>Chapter 8
-  <ol>
-    <li><a href="#conclusion">Tutorial Conclusion</a></li>
-    <li><a href="#llvmirproperties">Properties of LLVM IR</a>
-    <ul>
-      <li><a href="#targetindep">Target Independence</a></li>
-      <li><a href="#safety">Safety Guarantees</a></li>
-      <li><a href="#langspecific">Language-Specific Optimizations</a></li>
-    </ul>
-    </li>
-    <li><a href="#tipsandtricks">Tips and Tricks</a>
-    <ul>
-      <li><a href="#offsetofsizeof">Implementing portable 
-                                    offsetof/sizeof</a></li>
-      <li><a href="#gcstack">Garbage Collected Stack Frames</a></li>
-    </ul>
-    </li>
-  </ol>
-</li>
-</ul>
-
-
-<div class="doc_author">
-  <p>Written by <a href="mailto:sabre at nondot.org">Chris Lattner</a></p>
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="conclusion">Tutorial Conclusion</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>Welcome to the final chapter of the "<a href="index.html">Implementing a
-language with LLVM</a>" tutorial.  In the course of this tutorial, we have grown
-our little Kaleidoscope language from being a useless toy, to being a
-semi-interesting (but probably still useless) toy. :)</p>
-
-<p>It is interesting to see how far we've come, and how little code it has
-taken.  We built the entire lexer, parser, AST, code generator, and an 
-interactive run-loop (with a JIT!) by-hand in under 700 lines of
-(non-comment/non-blank) code.</p>
-
-<p>Our little language supports a couple of interesting features: it supports
-user defined binary and unary operators, it uses JIT compilation for immediate
-evaluation, and it supports a few control flow constructs with SSA construction.
-</p>
-
-<p>Part of the idea of this tutorial was to show you how easy and fun it can be
-to define, build, and play with languages.  Building a compiler need not be a
-scary or mystical process!  Now that you've seen some of the basics, I strongly
-encourage you to take the code and hack on it.  For example, try adding:</p>
-
-<ul>
-<li><b>global variables</b> - While global variables have questional value in
-modern software engineering, they are often useful when putting together quick
-little hacks like the Kaleidoscope compiler itself.  Fortunately, our current
-setup makes it very easy to add global variables: just have value lookup check
-to see if an unresolved variable is in the global variable symbol table before
-rejecting it.  To create a new global variable, make an instance of the LLVM
-<tt>GlobalVariable</tt> class.</li>
-
-<li><b>typed variables</b> - Kaleidoscope currently only supports variables of
-type double.  This gives the language a very nice elegance, because only
-supporting one type means that you never have to specify types.  Different
-languages have different ways of handling this.  The easiest way is to require
-the user to specify types for every variable definition, and record the type
-of the variable in the symbol table along with its Value*.</li>
-
-<li><b>arrays, structs, vectors, etc</b> - Once you add types, you can start
-extending the type system in all sorts of interesting ways.  Simple arrays are
-very easy and are quite useful for many different applications.  Adding them is
-mostly an exercise in learning how the LLVM <a 
-href="../LangRef.html#i_getelementptr">getelementptr</a> instruction works: it
-is so nifty/unconventional, it <a 
-href="../GetElementPtr.html">has its own FAQ</a>!  If you add support
-for recursive types (e.g. linked lists), make sure to read the <a 
-href="../ProgrammersManual.html#TypeResolve">section in the LLVM
-Programmer's Manual</a> that describes how to construct them.</li>
-
-<li><b>standard runtime</b> - Our current language allows the user to access
-arbitrary external functions, and we use it for things like "printd" and
-"putchard".  As you extend the language to add higher-level constructs, often
-these constructs make the most sense if they are lowered to calls into a
-language-supplied runtime.  For example, if you add hash tables to the language,
-it would probably make sense to add the routines to a runtime, instead of 
-inlining them all the way.</li>
-
-<li><b>memory management</b> - Currently we can only access the stack in
-Kaleidoscope.  It would also be useful to be able to allocate heap memory,
-either with calls to the standard libc malloc/free interface or with a garbage
-collector.  If you would like to use garbage collection, note that LLVM fully
-supports <a href="../GarbageCollection.html">Accurate Garbage Collection</a>
-including algorithms that move objects and need to scan/update the stack.</li>
-
-<li><b>debugger support</b> - LLVM supports generation of <a 
-href="../SourceLevelDebugging.html">DWARF Debug info</a> which is understood by
-common debuggers like GDB.  Adding support for debug info is fairly 
-straightforward.  The best way to understand it is to compile some C/C++ code
-with "<tt>llvm-gcc -g -O0</tt>" and taking a look at what it produces.</li>
-
-<li><b>exception handling support</b> - LLVM supports generation of <a 
-href="../ExceptionHandling.html">zero cost exceptions</a> which interoperate
-with code compiled in other languages.  You could also generate code by
-implicitly making every function return an error value and checking it.  You 
-could also make explicit use of setjmp/longjmp.  There are many different ways
-to go here.</li>
-
-<li><b>object orientation, generics, database access, complex numbers,
-geometric programming, ...</b> - Really, there is
-no end of crazy features that you can add to the language.</li>
-
-<li><b>unusual domains</b> - We've been talking about applying LLVM to a domain
-that many people are interested in: building a compiler for a specific language.
-However, there are many other domains that can use compiler technology that are
-not typically considered.  For example, LLVM has been used to implement OpenGL
-graphics acceleration, translate C++ code to ActionScript, and many other
-cute and clever things.  Maybe you will be the first to JIT compile a regular
-expression interpreter into native code with LLVM?</li>
-
-</ul>
-
-<p>
-Have fun - try doing something crazy and unusual.  Building a language like
-everyone else always has, is much less fun than trying something a little crazy
-or off the wall and seeing how it turns out.  If you get stuck or want to talk
-about it, feel free to email the <a 
-href="http://lists.cs.uiuc.edu/mailman/listinfo/llvmdev">llvmdev mailing 
-list</a>: it has lots of people who are interested in languages and are often
-willing to help out.
-</p>
-
-<p>Before we end this tutorial, I want to talk about some "tips and tricks" for generating
-LLVM IR.  These are some of the more subtle things that may not be obvious, but
-are very useful if you want to take advantage of LLVM's capabilities.</p>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="llvmirproperties">Properties of the LLVM IR</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>We have a couple common questions about code in the LLVM IR form - lets just
-get these out of the way right now, shall we?</p>
-
-<!-- ======================================================================= -->
-<h4><a name="targetindep">Target Independence</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>Kaleidoscope is an example of a "portable language": any program written in
-Kaleidoscope will work the same way on any target that it runs on.  Many other
-languages have this property, e.g. lisp, java, haskell, javascript, python, etc
-(note that while these languages are portable, not all their libraries are).</p>
-
-<p>One nice aspect of LLVM is that it is often capable of preserving target
-independence in the IR: you can take the LLVM IR for a Kaleidoscope-compiled 
-program and run it on any target that LLVM supports, even emitting C code and
-compiling that on targets that LLVM doesn't support natively.  You can trivially
-tell that the Kaleidoscope compiler generates target-independent code because it
-never queries for any target-specific information when generating code.</p>
-
-<p>The fact that LLVM provides a compact, target-independent, representation for
-code gets a lot of people excited.  Unfortunately, these people are usually
-thinking about C or a language from the C family when they are asking questions
-about language portability.  I say "unfortunately", because there is really no
-way to make (fully general) C code portable, other than shipping the source code
-around (and of course, C source code is not actually portable in general
-either - ever port a really old application from 32- to 64-bits?).</p>
-
-<p>The problem with C (again, in its full generality) is that it is heavily
-laden with target specific assumptions.  As one simple example, the preprocessor
-often destructively removes target-independence from the code when it processes
-the input text:</p>
-
-<div class="doc_code">
-<pre>
-#ifdef __i386__
-  int X = 1;
-#else
-  int X = 42;
-#endif
-</pre>
-</div>
-
-<p>While it is possible to engineer more and more complex solutions to problems
-like this, it cannot be solved in full generality in a way that is better than shipping
-the actual source code.</p>
-
-<p>That said, there are interesting subsets of C that can be made portable.  If
-you are willing to fix primitive types to a fixed size (say int = 32-bits, 
-and long = 64-bits), don't care about ABI compatibility with existing binaries,
-and are willing to give up some other minor features, you can have portable
-code.  This can make sense for specialized domains such as an
-in-kernel language.</p>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="safety">Safety Guarantees</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>Many of the languages above are also "safe" languages: it is impossible for
-a program written in Java to corrupt its address space and crash the process
-(assuming the JVM has no bugs).
-Safety is an interesting property that requires a combination of language
-design, runtime support, and often operating system support.</p>
-
-<p>It is certainly possible to implement a safe language in LLVM, but LLVM IR
-does not itself guarantee safety.  The LLVM IR allows unsafe pointer casts,
-use after free bugs, buffer over-runs, and a variety of other problems.  Safety
-needs to be implemented as a layer on top of LLVM and, conveniently, several
-groups have investigated this.  Ask on the <a 
-href="http://lists.cs.uiuc.edu/mailman/listinfo/llvmdev">llvmdev mailing 
-list</a> if you are interested in more details.</p>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="langspecific">Language-Specific Optimizations</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>One thing about LLVM that turns off many people is that it does not solve all
-the world's problems in one system (sorry 'world hunger', someone else will have
-to solve you some other day).  One specific complaint is that people perceive
-LLVM as being incapable of performing high-level language-specific optimization:
-LLVM "loses too much information".</p>
-
-<p>Unfortunately, this is really not the place to give you a full and unified
-version of "Chris Lattner's theory of compiler design".  Instead, I'll make a
-few observations:</p>
-
-<p>First, you're right that LLVM does lose information.  For example, as of this
-writing, there is no way to distinguish in the LLVM IR whether an SSA-value came
-from a C "int" or a C "long" on an ILP32 machine (other than debug info).  Both
-get compiled down to an 'i32' value and the information about what it came from
-is lost.  The more general issue here, is that the LLVM type system uses
-"structural equivalence" instead of "name equivalence".  Another place this
-surprises people is if you have two types in a high-level language that have the
-same structure (e.g. two different structs that have a single int field): these
-types will compile down into a single LLVM type and it will be impossible to
-tell what it came from.</p>
-
-<p>Second, while LLVM does lose information, LLVM is not a fixed target: we 
-continue to enhance and improve it in many different ways.  In addition to
-adding new features (LLVM did not always support exceptions or debug info), we
-also extend the IR to capture important information for optimization (e.g.
-whether an argument is sign or zero extended, information about pointers
-aliasing, etc).  Many of the enhancements are user-driven: people want LLVM to
-include some specific feature, so they go ahead and extend it.</p>
-
-<p>Third, it is <em>possible and easy</em> to add language-specific
-optimizations, and you have a number of choices in how to do it.  As one trivial
-example, it is easy to add language-specific optimization passes that
-"know" things about code compiled for a language.  In the case of the C family,
-there is an optimization pass that "knows" about the standard C library
-functions.  If you call "exit(0)" in main(), it knows that it is safe to
-optimize that into "return 0;" because C specifies what the 'exit'
-function does.</p>
-
-<p>In addition to simple library knowledge, it is possible to embed a variety of
-other language-specific information into the LLVM IR.  If you have a specific
-need and run into a wall, please bring the topic up on the llvmdev list.  At the
-very worst, you can always treat LLVM as if it were a "dumb code generator" and
-implement the high-level optimizations you desire in your front-end, on the
-language-specific AST.
-</p>
-
-</div>
-
-</div>
-
-<!-- *********************************************************************** -->
-<h2><a name="tipsandtricks">Tips and Tricks</a></h2>
-<!-- *********************************************************************** -->
-
-<div>
-
-<p>There is a variety of useful tips and tricks that you come to know after
-working on/with LLVM that aren't obvious at first glance.  Instead of letting
-everyone rediscover them, this section talks about some of these issues.</p>
-
-<!-- ======================================================================= -->
-<h4><a name="offsetofsizeof">Implementing portable offsetof/sizeof</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>One interesting thing that comes up, if you are trying to keep the code 
-generated by your compiler "target independent", is that you often need to know
-the size of some LLVM type or the offset of some field in an llvm structure.
-For example, you might need to pass the size of a type into a function that
-allocates memory.</p>
-
-<p>Unfortunately, this can vary widely across targets: for example the width of
-a pointer is trivially target-specific.  However, there is a <a 
-href="http://nondot.org/sabre/LLVMNotes/SizeOf-OffsetOf-VariableSizedStructs.txt">clever
-way to use the getelementptr instruction</a> that allows you to compute this
-in a portable way.</p>
-
-</div>
-
-<!-- ======================================================================= -->
-<h4><a name="gcstack">Garbage Collected Stack Frames</a></h4>
-<!-- ======================================================================= -->
-
-<div>
-
-<p>Some languages want to explicitly manage their stack frames, often so that
-they are garbage collected or to allow easy implementation of closures.  There
-are often better ways to implement these features than explicit stack frames,
-but <a 
-href="http://nondot.org/sabre/LLVMNotes/ExplicitlyManagedStackFrames.txt">LLVM
-does support them,</a> if you want.  It requires your front-end to convert the
-code into <a 
-href="http://en.wikipedia.org/wiki/Continuation-passing_style">Continuation
-Passing Style</a> and the use of tail calls (which LLVM also supports).</p>
-
-</div>
-
-</div>
-
-<!-- *********************************************************************** -->
-<hr>
-<address>
-  <a href="http://jigsaw.w3.org/css-validator/check/referer"><img
-  src="http://jigsaw.w3.org/css-validator/images/vcss" alt="Valid CSS!"></a>
-  <a href="http://validator.w3.org/check/referer"><img
-  src="http://www.w3.org/Icons/valid-html401" alt="Valid HTML 4.01!"></a>
-
-  <a href="mailto:sabre at nondot.org">Chris Lattner</a><br>
-  <a href="http://llvm.org/">The LLVM Compiler Infrastructure</a><br>
-  Last modified: $Date$
-</address>
-</body>
-</html>

Added: llvm/trunk/docs/tutorial/OCamlLangImpl8.rst
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/OCamlLangImpl8.rst?rev=169343&view=auto
==============================================================================
--- llvm/trunk/docs/tutorial/OCamlLangImpl8.rst (added)
+++ llvm/trunk/docs/tutorial/OCamlLangImpl8.rst Tue Dec  4 18:26:32 2012
@@ -0,0 +1,269 @@
+======================================================
+Kaleidoscope: Conclusion and other useful LLVM tidbits
+======================================================
+
+.. contents::
+   :local:
+
+Written by `Chris Lattner <mailto:sabre at nondot.org>`_
+
+Tutorial Conclusion
+===================
+
+Welcome to the final chapter of the "`Implementing a language with
+LLVM <index.html>`_" tutorial. In the course of this tutorial, we have
+grown our little Kaleidoscope language from being a useless toy, to
+being a semi-interesting (but probably still useless) toy. :)
+
+It is interesting to see how far we've come, and how little code it has
+taken. We built the entire lexer, parser, AST, code generator, and an
+interactive run-loop (with a JIT!) by-hand in under 700 lines of
+(non-comment/non-blank) code.
+
+Our little language supports a couple of interesting features: it
+supports user defined binary and unary operators, it uses JIT
+compilation for immediate evaluation, and it supports a few control flow
+constructs with SSA construction.
+
+Part of the idea of this tutorial was to show you how easy and fun it
+can be to define, build, and play with languages. Building a compiler
+need not be a scary or mystical process! Now that you've seen some of
+the basics, I strongly encourage you to take the code and hack on it.
+For example, try adding:
+
+-  **global variables** - While global variables have questional value
+   in modern software engineering, they are often useful when putting
+   together quick little hacks like the Kaleidoscope compiler itself.
+   Fortunately, our current setup makes it very easy to add global
+   variables: just have value lookup check to see if an unresolved
+   variable is in the global variable symbol table before rejecting it.
+   To create a new global variable, make an instance of the LLVM
+   ``GlobalVariable`` class.
+-  **typed variables** - Kaleidoscope currently only supports variables
+   of type double. This gives the language a very nice elegance, because
+   only supporting one type means that you never have to specify types.
+   Different languages have different ways of handling this. The easiest
+   way is to require the user to specify types for every variable
+   definition, and record the type of the variable in the symbol table
+   along with its Value\*.
+-  **arrays, structs, vectors, etc** - Once you add types, you can start
+   extending the type system in all sorts of interesting ways. Simple
+   arrays are very easy and are quite useful for many different
+   applications. Adding them is mostly an exercise in learning how the
+   LLVM `getelementptr <../LangRef.html#i_getelementptr>`_ instruction
+   works: it is so nifty/unconventional, it `has its own
+   FAQ <../GetElementPtr.html>`_! If you add support for recursive types
+   (e.g. linked lists), make sure to read the `section in the LLVM
+   Programmer's Manual <../ProgrammersManual.html#TypeResolve>`_ that
+   describes how to construct them.
+-  **standard runtime** - Our current language allows the user to access
+   arbitrary external functions, and we use it for things like "printd"
+   and "putchard". As you extend the language to add higher-level
+   constructs, often these constructs make the most sense if they are
+   lowered to calls into a language-supplied runtime. For example, if
+   you add hash tables to the language, it would probably make sense to
+   add the routines to a runtime, instead of inlining them all the way.
+-  **memory management** - Currently we can only access the stack in
+   Kaleidoscope. It would also be useful to be able to allocate heap
+   memory, either with calls to the standard libc malloc/free interface
+   or with a garbage collector. If you would like to use garbage
+   collection, note that LLVM fully supports `Accurate Garbage
+   Collection <../GarbageCollection.html>`_ including algorithms that
+   move objects and need to scan/update the stack.
+-  **debugger support** - LLVM supports generation of `DWARF Debug
+   info <../SourceLevelDebugging.html>`_ which is understood by common
+   debuggers like GDB. Adding support for debug info is fairly
+   straightforward. The best way to understand it is to compile some
+   C/C++ code with "``llvm-gcc -g -O0``" and taking a look at what it
+   produces.
+-  **exception handling support** - LLVM supports generation of `zero
+   cost exceptions <../ExceptionHandling.html>`_ which interoperate with
+   code compiled in other languages. You could also generate code by
+   implicitly making every function return an error value and checking
+   it. You could also make explicit use of setjmp/longjmp. There are
+   many different ways to go here.
+-  **object orientation, generics, database access, complex numbers,
+   geometric programming, ...** - Really, there is no end of crazy
+   features that you can add to the language.
+-  **unusual domains** - We've been talking about applying LLVM to a
+   domain that many people are interested in: building a compiler for a
+   specific language. However, there are many other domains that can use
+   compiler technology that are not typically considered. For example,
+   LLVM has been used to implement OpenGL graphics acceleration,
+   translate C++ code to ActionScript, and many other cute and clever
+   things. Maybe you will be the first to JIT compile a regular
+   expression interpreter into native code with LLVM?
+
+Have fun - try doing something crazy and unusual. Building a language
+like everyone else always has, is much less fun than trying something a
+little crazy or off the wall and seeing how it turns out. If you get
+stuck or want to talk about it, feel free to email the `llvmdev mailing
+list <http://lists.cs.uiuc.edu/mailman/listinfo/llvmdev>`_: it has lots
+of people who are interested in languages and are often willing to help
+out.
+
+Before we end this tutorial, I want to talk about some "tips and tricks"
+for generating LLVM IR. These are some of the more subtle things that
+may not be obvious, but are very useful if you want to take advantage of
+LLVM's capabilities.
+
+Properties of the LLVM IR
+=========================
+
+We have a couple common questions about code in the LLVM IR form - lets
+just get these out of the way right now, shall we?
+
+Target Independence
+-------------------
+
+Kaleidoscope is an example of a "portable language": any program written
+in Kaleidoscope will work the same way on any target that it runs on.
+Many other languages have this property, e.g. lisp, java, haskell,
+javascript, python, etc (note that while these languages are portable,
+not all their libraries are).
+
+One nice aspect of LLVM is that it is often capable of preserving target
+independence in the IR: you can take the LLVM IR for a
+Kaleidoscope-compiled program and run it on any target that LLVM
+supports, even emitting C code and compiling that on targets that LLVM
+doesn't support natively. You can trivially tell that the Kaleidoscope
+compiler generates target-independent code because it never queries for
+any target-specific information when generating code.
+
+The fact that LLVM provides a compact, target-independent,
+representation for code gets a lot of people excited. Unfortunately,
+these people are usually thinking about C or a language from the C
+family when they are asking questions about language portability. I say
+"unfortunately", because there is really no way to make (fully general)
+C code portable, other than shipping the source code around (and of
+course, C source code is not actually portable in general either - ever
+port a really old application from 32- to 64-bits?).
+
+The problem with C (again, in its full generality) is that it is heavily
+laden with target specific assumptions. As one simple example, the
+preprocessor often destructively removes target-independence from the
+code when it processes the input text:
+
+.. code-block:: c
+
+    #ifdef __i386__
+      int X = 1;
+    #else
+      int X = 42;
+    #endif
+
+While it is possible to engineer more and more complex solutions to
+problems like this, it cannot be solved in full generality in a way that
+is better than shipping the actual source code.
+
+That said, there are interesting subsets of C that can be made portable.
+If you are willing to fix primitive types to a fixed size (say int =
+32-bits, and long = 64-bits), don't care about ABI compatibility with
+existing binaries, and are willing to give up some other minor features,
+you can have portable code. This can make sense for specialized domains
+such as an in-kernel language.
+
+Safety Guarantees
+-----------------
+
+Many of the languages above are also "safe" languages: it is impossible
+for a program written in Java to corrupt its address space and crash the
+process (assuming the JVM has no bugs). Safety is an interesting
+property that requires a combination of language design, runtime
+support, and often operating system support.
+
+It is certainly possible to implement a safe language in LLVM, but LLVM
+IR does not itself guarantee safety. The LLVM IR allows unsafe pointer
+casts, use after free bugs, buffer over-runs, and a variety of other
+problems. Safety needs to be implemented as a layer on top of LLVM and,
+conveniently, several groups have investigated this. Ask on the `llvmdev
+mailing list <http://lists.cs.uiuc.edu/mailman/listinfo/llvmdev>`_ if
+you are interested in more details.
+
+Language-Specific Optimizations
+-------------------------------
+
+One thing about LLVM that turns off many people is that it does not
+solve all the world's problems in one system (sorry 'world hunger',
+someone else will have to solve you some other day). One specific
+complaint is that people perceive LLVM as being incapable of performing
+high-level language-specific optimization: LLVM "loses too much
+information".
+
+Unfortunately, this is really not the place to give you a full and
+unified version of "Chris Lattner's theory of compiler design". Instead,
+I'll make a few observations:
+
+First, you're right that LLVM does lose information. For example, as of
+this writing, there is no way to distinguish in the LLVM IR whether an
+SSA-value came from a C "int" or a C "long" on an ILP32 machine (other
+than debug info). Both get compiled down to an 'i32' value and the
+information about what it came from is lost. The more general issue
+here, is that the LLVM type system uses "structural equivalence" instead
+of "name equivalence". Another place this surprises people is if you
+have two types in a high-level language that have the same structure
+(e.g. two different structs that have a single int field): these types
+will compile down into a single LLVM type and it will be impossible to
+tell what it came from.
+
+Second, while LLVM does lose information, LLVM is not a fixed target: we
+continue to enhance and improve it in many different ways. In addition
+to adding new features (LLVM did not always support exceptions or debug
+info), we also extend the IR to capture important information for
+optimization (e.g. whether an argument is sign or zero extended,
+information about pointers aliasing, etc). Many of the enhancements are
+user-driven: people want LLVM to include some specific feature, so they
+go ahead and extend it.
+
+Third, it is *possible and easy* to add language-specific optimizations,
+and you have a number of choices in how to do it. As one trivial
+example, it is easy to add language-specific optimization passes that
+"know" things about code compiled for a language. In the case of the C
+family, there is an optimization pass that "knows" about the standard C
+library functions. If you call "exit(0)" in main(), it knows that it is
+safe to optimize that into "return 0;" because C specifies what the
+'exit' function does.
+
+In addition to simple library knowledge, it is possible to embed a
+variety of other language-specific information into the LLVM IR. If you
+have a specific need and run into a wall, please bring the topic up on
+the llvmdev list. At the very worst, you can always treat LLVM as if it
+were a "dumb code generator" and implement the high-level optimizations
+you desire in your front-end, on the language-specific AST.
+
+Tips and Tricks
+===============
+
+There is a variety of useful tips and tricks that you come to know after
+working on/with LLVM that aren't obvious at first glance. Instead of
+letting everyone rediscover them, this section talks about some of these
+issues.
+
+Implementing portable offsetof/sizeof
+-------------------------------------
+
+One interesting thing that comes up, if you are trying to keep the code
+generated by your compiler "target independent", is that you often need
+to know the size of some LLVM type or the offset of some field in an
+llvm structure. For example, you might need to pass the size of a type
+into a function that allocates memory.
+
+Unfortunately, this can vary widely across targets: for example the
+width of a pointer is trivially target-specific. However, there is a
+`clever way to use the getelementptr
+instruction <http://nondot.org/sabre/LLVMNotes/SizeOf-OffsetOf-VariableSizedStructs.txt>`_
+that allows you to compute this in a portable way.
+
+Garbage Collected Stack Frames
+------------------------------
+
+Some languages want to explicitly manage their stack frames, often so
+that they are garbage collected or to allow easy implementation of
+closures. There are often better ways to implement these features than
+explicit stack frames, but `LLVM does support
+them, <http://nondot.org/sabre/LLVMNotes/ExplicitlyManagedStackFrames.txt>`_
+if you want. It requires your front-end to convert the code into
+`Continuation Passing
+Style <http://en.wikipedia.org/wiki/Continuation-passing_style>`_ and
+the use of tail calls (which LLVM also supports).
+

Modified: llvm/trunk/docs/tutorial/index.rst
URL: http://llvm.org/viewvc/llvm-project/llvm/trunk/docs/tutorial/index.rst?rev=169343&r1=169342&r2=169343&view=diff
==============================================================================
--- llvm/trunk/docs/tutorial/index.rst (original)
+++ llvm/trunk/docs/tutorial/index.rst Tue Dec  4 18:26:32 2012
@@ -1,36 +1,30 @@
+================================
 LLVM Tutorial: Table of Contents
 ================================
 
-.. TODO:: Use Sphinx toctree once all of these pages are converted.
+Kaleidoscope: Implementing a Language with LLVM
+===============================================
+
+.. toctree::
+   :titlesonly:
+   :glob:
+   :numbered:
+
+   LangImpl*
+
+Kaleidoscope: Implementing a Language with LLVM in Objective Caml
+=================================================================
 
-#. Kaleidoscope: Implementing a Language with LLVM
+.. toctree::
+   :titlesonly:
+   :glob:
+   :numbered:
 
-   #. `Tutorial Introduction and the Lexer <LangImpl1.html>`__
-   #. `Implementing a Parser and AST <LangImpl2.html>`__
-   #. `Implementing Code Generation to LLVM IR <LangImpl3.html>`__
-   #. `Adding JIT and Optimizer Support <LangImpl4.html>`__
-   #. `Extending the language: control flow <LangImpl5.html>`__
-   #. `Extending the language: user-defined operators <LangImpl6.html>`__
-   #. `Extending the language: mutable variables / SSA
-      construction <LangImpl7.html>`__
-   #. `Conclusion and other useful LLVM tidbits <LangImpl8.html>`__
-
-#. Kaleidoscope: Implementing a Language with LLVM in Objective Caml
-
-   #. `Tutorial Introduction and the Lexer <OCamlLangImpl1.html>`__
-   #. `Implementing a Parser and AST <OCamlLangImpl2.html>`__
-   #. `Implementing Code Generation to LLVM IR <OCamlLangImpl3.html>`__
-   #. `Adding JIT and Optimizer Support <OCamlLangImpl4.html>`__
-   #. `Extending the language: control flow <OCamlLangImpl5.html>`__
-   #. `Extending the language: user-defined
-      operators <OCamlLangImpl6.html>`__
-   #. `Extending the language: mutable variables / SSA
-      construction <OCamlLangImpl7.html>`__
-   #. `Conclusion and other useful LLVM tidbits <OCamlLangImpl8.html>`__
+   OCamlLangImpl*
 
-#. Advanced Topics
 
-   #. `Writing an Optimization for
-      LLVM <http://llvm.org/pubs/2004-09-22-LCPCLLVMTutorial.html>`_
+Advanced Topics
+===============
 
+#. `Writing an Optimization for LLVM <http://llvm.org/pubs/2004-09-22-LCPCLLVMTutorial.html>`_
 





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