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     14 
     15 <h1>Kaleidoscope: Extending the Language: Control Flow</h1>
     16 
     17 <ul>
     18 <li><a href="index.html">Up to Tutorial Index</a></li>
     19 <li>Chapter 5
     20   <ol>
     21     <li><a href="#intro">Chapter 5 Introduction</a></li>
     22     <li><a href="#ifthen">If/Then/Else</a>
     23     <ol>
     24       <li><a href="#iflexer">Lexer Extensions</a></li>
     25       <li><a href="#ifast">AST Extensions</a></li>
     26       <li><a href="#ifparser">Parser Extensions</a></li>
     27       <li><a href="#ifir">LLVM IR</a></li>
     28       <li><a href="#ifcodegen">Code Generation</a></li>
     29     </ol>
     30     </li>
     31     <li><a href="#for">'for' Loop Expression</a>
     32     <ol>
     33       <li><a href="#forlexer">Lexer Extensions</a></li>
     34       <li><a href="#forast">AST Extensions</a></li>
     35       <li><a href="#forparser">Parser Extensions</a></li>
     36       <li><a href="#forir">LLVM IR</a></li>
     37       <li><a href="#forcodegen">Code Generation</a></li>
     38     </ol>
     39     </li>
     40     <li><a href="#code">Full Code Listing</a></li>
     41   </ol>
     42 </li>
     43 <li><a href="OCamlLangImpl6.html">Chapter 6</a>: Extending the Language:
     44 User-defined Operators</li>
     45 </ul>
     46 
     47 <div class="doc_author">
     48 	<p>
     49 		Written by <a href="mailto:sabre (a] nondot.org">Chris Lattner</a>
     50 		and <a href="mailto:idadesub (a] users.sourceforge.net">Erick Tryzelaar</a>
     51 	</p>
     52 </div>
     53 
     54 <!-- *********************************************************************** -->
     55 <h2><a name="intro">Chapter 5 Introduction</a></h2>
     56 <!-- *********************************************************************** -->
     57 
     58 <div>
     59 
     60 <p>Welcome to Chapter 5 of the "<a href="index.html">Implementing a language
     61 with LLVM</a>" tutorial.  Parts 1-4 described the implementation of the simple
     62 Kaleidoscope language and included support for generating LLVM IR, followed by
     63 optimizations and a JIT compiler.  Unfortunately, as presented, Kaleidoscope is
     64 mostly useless: it has no control flow other than call and return.  This means
     65 that you can't have conditional branches in the code, significantly limiting its
     66 power.  In this episode of "build that compiler", we'll extend Kaleidoscope to
     67 have an if/then/else expression plus a simple 'for' loop.</p>
     68 
     69 </div>
     70 
     71 <!-- *********************************************************************** -->
     72 <h2><a name="ifthen">If/Then/Else</a></h2>
     73 <!-- *********************************************************************** -->
     74 
     75 <div>
     76 
     77 <p>
     78 Extending Kaleidoscope to support if/then/else is quite straightforward.  It
     79 basically requires adding lexer support for this "new" concept to the lexer,
     80 parser, AST, and LLVM code emitter.  This example is nice, because it shows how
     81 easy it is to "grow" a language over time, incrementally extending it as new
     82 ideas are discovered.</p>
     83 
     84 <p>Before we get going on "how" we add this extension, lets talk about "what" we
     85 want.  The basic idea is that we want to be able to write this sort of thing:
     86 </p>
     87 
     88 <div class="doc_code">
     89 <pre>
     90 def fib(x)
     91   if x &lt; 3 then
     92     1
     93   else
     94     fib(x-1)+fib(x-2);
     95 </pre>
     96 </div>
     97 
     98 <p>In Kaleidoscope, every construct is an expression: there are no statements.
     99 As such, the if/then/else expression needs to return a value like any other.
    100 Since we're using a mostly functional form, we'll have it evaluate its
    101 conditional, then return the 'then' or 'else' value based on how the condition
    102 was resolved.  This is very similar to the C "?:" expression.</p>
    103 
    104 <p>The semantics of the if/then/else expression is that it evaluates the
    105 condition to a boolean equality value: 0.0 is considered to be false and
    106 everything else is considered to be true.
    107 If the condition is true, the first subexpression is evaluated and returned, if
    108 the condition is false, the second subexpression is evaluated and returned.
    109 Since Kaleidoscope allows side-effects, this behavior is important to nail down.
    110 </p>
    111 
    112 <p>Now that we know what we "want", lets break this down into its constituent
    113 pieces.</p>
    114 
    115 <!-- ======================================================================= -->
    116 <h4><a name="iflexer">Lexer Extensions for If/Then/Else</a></h4>
    117 <!-- ======================================================================= -->
    118 
    119 
    120 <div>
    121 
    122 <p>The lexer extensions are straightforward.  First we add new variants
    123 for the relevant tokens:</p>
    124 
    125 <div class="doc_code">
    126 <pre>
    127   (* control *)
    128   | If | Then | Else | For | In
    129 </pre>
    130 </div>
    131 
    132 <p>Once we have that, we recognize the new keywords in the lexer. This is pretty simple
    133 stuff:</p>
    134 
    135 <div class="doc_code">
    136 <pre>
    137       ...
    138       match Buffer.contents buffer with
    139       | "def" -&gt; [&lt; 'Token.Def; stream &gt;]
    140       | "extern" -&gt; [&lt; 'Token.Extern; stream &gt;]
    141       | "if" -&gt; [&lt; 'Token.If; stream &gt;]
    142       | "then" -&gt; [&lt; 'Token.Then; stream &gt;]
    143       | "else" -&gt; [&lt; 'Token.Else; stream &gt;]
    144       | "for" -&gt; [&lt; 'Token.For; stream &gt;]
    145       | "in" -&gt; [&lt; 'Token.In; stream &gt;]
    146       | id -&gt; [&lt; 'Token.Ident id; stream &gt;]
    147 </pre>
    148 </div>
    149 
    150 </div>
    151 
    152 <!-- ======================================================================= -->
    153 <h4><a name="ifast">AST Extensions for If/Then/Else</a></h4>
    154 <!-- ======================================================================= -->
    155 
    156 <div>
    157 
    158 <p>To represent the new expression we add a new AST variant for it:</p>
    159 
    160 <div class="doc_code">
    161 <pre>
    162 type expr =
    163   ...
    164   (* variant for if/then/else. *)
    165   | If of expr * expr * expr
    166 </pre>
    167 </div>
    168 
    169 <p>The AST variant just has pointers to the various subexpressions.</p>
    170 
    171 </div>
    172 
    173 <!-- ======================================================================= -->
    174 <h4><a name="ifparser">Parser Extensions for If/Then/Else</a></h4>
    175 <!-- ======================================================================= -->
    176 
    177 <div>
    178 
    179 <p>Now that we have the relevant tokens coming from the lexer and we have the
    180 AST node to build, our parsing logic is relatively straightforward.  First we
    181 define a new parsing function:</p>
    182 
    183 <div class="doc_code">
    184 <pre>
    185 let rec parse_primary = parser
    186   ...
    187   (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
    188   | [&lt; 'Token.If; c=parse_expr;
    189        'Token.Then ?? "expected 'then'"; t=parse_expr;
    190        'Token.Else ?? "expected 'else'"; e=parse_expr &gt;] -&gt;
    191       Ast.If (c, t, e)
    192 </pre>
    193 </div>
    194 
    195 <p>Next we hook it up as a primary expression:</p>
    196 
    197 <div class="doc_code">
    198 <pre>
    199 let rec parse_primary = parser
    200   ...
    201   (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
    202   | [&lt; 'Token.If; c=parse_expr;
    203        'Token.Then ?? "expected 'then'"; t=parse_expr;
    204        'Token.Else ?? "expected 'else'"; e=parse_expr &gt;] -&gt;
    205       Ast.If (c, t, e)
    206 </pre>
    207 </div>
    208 
    209 </div>
    210 
    211 <!-- ======================================================================= -->
    212 <h4><a name="ifir">LLVM IR for If/Then/Else</a></h4>
    213 <!-- ======================================================================= -->
    214 
    215 <div>
    216 
    217 <p>Now that we have it parsing and building the AST, the final piece is adding
    218 LLVM code generation support.  This is the most interesting part of the
    219 if/then/else example, because this is where it starts to introduce new concepts.
    220 All of the code above has been thoroughly described in previous chapters.
    221 </p>
    222 
    223 <p>To motivate the code we want to produce, lets take a look at a simple
    224 example.  Consider:</p>
    225 
    226 <div class="doc_code">
    227 <pre>
    228 extern foo();
    229 extern bar();
    230 def baz(x) if x then foo() else bar();
    231 </pre>
    232 </div>
    233 
    234 <p>If you disable optimizations, the code you'll (soon) get from Kaleidoscope
    235 looks like this:</p>
    236 
    237 <div class="doc_code">
    238 <pre>
    239 declare double @foo()
    240 
    241 declare double @bar()
    242 
    243 define double @baz(double %x) {
    244 entry:
    245   %ifcond = fcmp one double %x, 0.000000e+00
    246   br i1 %ifcond, label %then, label %else
    247 
    248 then:    ; preds = %entry
    249   %calltmp = call double @foo()
    250   br label %ifcont
    251 
    252 else:    ; preds = %entry
    253   %calltmp1 = call double @bar()
    254   br label %ifcont
    255 
    256 ifcont:    ; preds = %else, %then
    257   %iftmp = phi double [ %calltmp, %then ], [ %calltmp1, %else ]
    258   ret double %iftmp
    259 }
    260 </pre>
    261 </div>
    262 
    263 <p>To visualize the control flow graph, you can use a nifty feature of the LLVM
    264 '<a href="http://llvm.org/cmds/opt.html">opt</a>' tool.  If you put this LLVM IR
    265 into "t.ll" and run "<tt>llvm-as &lt; t.ll | opt -analyze -view-cfg</tt>", <a
    266 href="../ProgrammersManual.html#ViewGraph">a window will pop up</a> and you'll
    267 see this graph:</p>
    268 
    269 <div style="text-align: center"><img src="LangImpl5-cfg.png" alt="Example CFG" width="423"
    270 height="315"></div>
    271 
    272 <p>Another way to get this is to call "<tt>Llvm_analysis.view_function_cfg
    273 f</tt>" or "<tt>Llvm_analysis.view_function_cfg_only f</tt>" (where <tt>f</tt>
    274 is a "<tt>Function</tt>") either by inserting actual calls into the code and
    275 recompiling or by calling these in the debugger.  LLVM has many nice features
    276 for visualizing various graphs.</p>
    277 
    278 <p>Getting back to the generated code, it is fairly simple: the entry block
    279 evaluates the conditional expression ("x" in our case here) and compares the
    280 result to 0.0 with the "<tt><a href="../LangRef.html#i_fcmp">fcmp</a> one</tt>"
    281 instruction ('one' is "Ordered and Not Equal").  Based on the result of this
    282 expression, the code jumps to either the "then" or "else" blocks, which contain
    283 the expressions for the true/false cases.</p>
    284 
    285 <p>Once the then/else blocks are finished executing, they both branch back to the
    286 'ifcont' block to execute the code that happens after the if/then/else.  In this
    287 case the only thing left to do is to return to the caller of the function.  The
    288 question then becomes: how does the code know which expression to return?</p>
    289 
    290 <p>The answer to this question involves an important SSA operation: the
    291 <a href="http://en.wikipedia.org/wiki/Static_single_assignment_form">Phi
    292 operation</a>.  If you're not familiar with SSA, <a
    293 href="http://en.wikipedia.org/wiki/Static_single_assignment_form">the wikipedia
    294 article</a> is a good introduction and there are various other introductions to
    295 it available on your favorite search engine.  The short version is that
    296 "execution" of the Phi operation requires "remembering" which block control came
    297 from.  The Phi operation takes on the value corresponding to the input control
    298 block.  In this case, if control comes in from the "then" block, it gets the
    299 value of "calltmp".  If control comes from the "else" block, it gets the value
    300 of "calltmp1".</p>
    301 
    302 <p>At this point, you are probably starting to think "Oh no! This means my
    303 simple and elegant front-end will have to start generating SSA form in order to
    304 use LLVM!".  Fortunately, this is not the case, and we strongly advise
    305 <em>not</em> implementing an SSA construction algorithm in your front-end
    306 unless there is an amazingly good reason to do so.  In practice, there are two
    307 sorts of values that float around in code written for your average imperative
    308 programming language that might need Phi nodes:</p>
    309 
    310 <ol>
    311 <li>Code that involves user variables: <tt>x = 1; x = x + 1; </tt></li>
    312 <li>Values that are implicit in the structure of your AST, such as the Phi node
    313 in this case.</li>
    314 </ol>
    315 
    316 <p>In <a href="OCamlLangImpl7.html">Chapter 7</a> of this tutorial ("mutable
    317 variables"), we'll talk about #1
    318 in depth.  For now, just believe me that you don't need SSA construction to
    319 handle this case.  For #2, you have the choice of using the techniques that we will
    320 describe for #1, or you can insert Phi nodes directly, if convenient.  In this
    321 case, it is really really easy to generate the Phi node, so we choose to do it
    322 directly.</p>
    323 
    324 <p>Okay, enough of the motivation and overview, lets generate code!</p>
    325 
    326 </div>
    327 
    328 <!-- ======================================================================= -->
    329 <h4><a name="ifcodegen">Code Generation for If/Then/Else</a></h4>
    330 <!-- ======================================================================= -->
    331 
    332 <div>
    333 
    334 <p>In order to generate code for this, we implement the <tt>Codegen</tt> method
    335 for <tt>IfExprAST</tt>:</p>
    336 
    337 <div class="doc_code">
    338 <pre>
    339 let rec codegen_expr = function
    340   ...
    341   | Ast.If (cond, then_, else_) -&gt;
    342       let cond = codegen_expr cond in
    343 
    344       (* Convert condition to a bool by comparing equal to 0.0 *)
    345       let zero = const_float double_type 0.0 in
    346       let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
    347 </pre>
    348 </div>
    349 
    350 <p>This code is straightforward and similar to what we saw before.  We emit the
    351 expression for the condition, then compare that value to zero to get a truth
    352 value as a 1-bit (bool) value.</p>
    353 
    354 <div class="doc_code">
    355 <pre>
    356       (* Grab the first block so that we might later add the conditional branch
    357        * to it at the end of the function. *)
    358       let start_bb = insertion_block builder in
    359       let the_function = block_parent start_bb in
    360 
    361       let then_bb = append_block context "then" the_function in
    362       position_at_end then_bb builder;
    363 </pre>
    364 </div>
    365 
    366 <p>
    367 As opposed to the <a href="LangImpl5.html">C++ tutorial</a>, we have to build
    368 our basic blocks bottom up since we can't have dangling BasicBlocks.  We start
    369 off by saving a pointer to the first block (which might not be the entry
    370 block), which we'll need to build a conditional branch later.  We do this by
    371 asking the <tt>builder</tt> for the current BasicBlock.  The fourth line
    372 gets the current Function object that is being built.  It gets this by the
    373 <tt>start_bb</tt> for its "parent" (the function it is currently embedded
    374 into).</p>
    375 
    376 <p>Once it has that, it creates one block.  It is automatically appended into
    377 the function's list of blocks.</p>
    378 
    379 <div class="doc_code">
    380 <pre>
    381       (* Emit 'then' value. *)
    382       position_at_end then_bb builder;
    383       let then_val = codegen_expr then_ in
    384 
    385       (* Codegen of 'then' can change the current block, update then_bb for the
    386        * phi. We create a new name because one is used for the phi node, and the
    387        * other is used for the conditional branch. *)
    388       let new_then_bb = insertion_block builder in
    389 </pre>
    390 </div>
    391 
    392 <p>We move the builder to start inserting into the "then" block.  Strictly
    393 speaking, this call moves the insertion point to be at the end of the specified
    394 block.  However, since the "then" block is empty, it also starts out by
    395 inserting at the beginning of the block.  :)</p>
    396 
    397 <p>Once the insertion point is set, we recursively codegen the "then" expression
    398 from the AST.</p>
    399 
    400 <p>The final line here is quite subtle, but is very important.  The basic issue
    401 is that when we create the Phi node in the merge block, we need to set up the
    402 block/value pairs that indicate how the Phi will work.  Importantly, the Phi
    403 node expects to have an entry for each predecessor of the block in the CFG.  Why
    404 then, are we getting the current block when we just set it to ThenBB 5 lines
    405 above?  The problem is that the "Then" expression may actually itself change the
    406 block that the Builder is emitting into if, for example, it contains a nested
    407 "if/then/else" expression.  Because calling Codegen recursively could
    408 arbitrarily change the notion of the current block, we are required to get an
    409 up-to-date value for code that will set up the Phi node.</p>
    410 
    411 <div class="doc_code">
    412 <pre>
    413       (* Emit 'else' value. *)
    414       let else_bb = append_block context "else" the_function in
    415       position_at_end else_bb builder;
    416       let else_val = codegen_expr else_ in
    417 
    418       (* Codegen of 'else' can change the current block, update else_bb for the
    419        * phi. *)
    420       let new_else_bb = insertion_block builder in
    421 </pre>
    422 </div>
    423 
    424 <p>Code generation for the 'else' block is basically identical to codegen for
    425 the 'then' block.</p>
    426 
    427 <div class="doc_code">
    428 <pre>
    429       (* Emit merge block. *)
    430       let merge_bb = append_block context "ifcont" the_function in
    431       position_at_end merge_bb builder;
    432       let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
    433       let phi = build_phi incoming "iftmp" builder in
    434 </pre>
    435 </div>
    436 
    437 <p>The first two lines here are now familiar: the first adds the "merge" block
    438 to the Function object.  The second block changes the insertion point so that
    439 newly created code will go into the "merge" block.  Once that is done, we need
    440 to create the PHI node and set up the block/value pairs for the PHI.</p>
    441 
    442 <div class="doc_code">
    443 <pre>
    444       (* Return to the start block to add the conditional branch. *)
    445       position_at_end start_bb builder;
    446       ignore (build_cond_br cond_val then_bb else_bb builder);
    447 </pre>
    448 </div>
    449 
    450 <p>Once the blocks are created, we can emit the conditional branch that chooses
    451 between them.  Note that creating new blocks does not implicitly affect the
    452 IRBuilder, so it is still inserting into the block that the condition
    453 went into.  This is why we needed to save the "start" block.</p>
    454 
    455 <div class="doc_code">
    456 <pre>
    457       (* Set a unconditional branch at the end of the 'then' block and the
    458        * 'else' block to the 'merge' block. *)
    459       position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
    460       position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
    461 
    462       (* Finally, set the builder to the end of the merge block. *)
    463       position_at_end merge_bb builder;
    464 
    465       phi
    466 </pre>
    467 </div>
    468 
    469 <p>To finish off the blocks, we create an unconditional branch
    470 to the merge block.  One interesting (and very important) aspect of the LLVM IR
    471 is that it <a href="../LangRef.html#functionstructure">requires all basic blocks
    472 to be "terminated"</a> with a <a href="../LangRef.html#terminators">control flow
    473 instruction</a> such as return or branch.  This means that all control flow,
    474 <em>including fall throughs</em> must be made explicit in the LLVM IR.  If you
    475 violate this rule, the verifier will emit an error.
    476 
    477 <p>Finally, the CodeGen function returns the phi node as the value computed by
    478 the if/then/else expression.  In our example above, this returned value will
    479 feed into the code for the top-level function, which will create the return
    480 instruction.</p>
    481 
    482 <p>Overall, we now have the ability to execute conditional code in
    483 Kaleidoscope.  With this extension, Kaleidoscope is a fairly complete language
    484 that can calculate a wide variety of numeric functions.  Next up we'll add
    485 another useful expression that is familiar from non-functional languages...</p>
    486 
    487 </div>
    488 
    489 </div>
    490 
    491 <!-- *********************************************************************** -->
    492 <h2><a name="for">'for' Loop Expression</a></h2>
    493 <!-- *********************************************************************** -->
    494 
    495 <div>
    496 
    497 <p>Now that we know how to add basic control flow constructs to the language,
    498 we have the tools to add more powerful things.  Lets add something more
    499 aggressive, a 'for' expression:</p>
    500 
    501 <div class="doc_code">
    502 <pre>
    503  extern putchard(char);
    504  def printstar(n)
    505    for i = 1, i &lt; n, 1.0 in
    506      putchard(42);  # ascii 42 = '*'
    507 
    508  # print 100 '*' characters
    509  printstar(100);
    510 </pre>
    511 </div>
    512 
    513 <p>This expression defines a new variable ("i" in this case) which iterates from
    514 a starting value, while the condition ("i &lt; n" in this case) is true,
    515 incrementing by an optional step value ("1.0" in this case).  If the step value
    516 is omitted, it defaults to 1.0.  While the loop is true, it executes its
    517 body expression.  Because we don't have anything better to return, we'll just
    518 define the loop as always returning 0.0.  In the future when we have mutable
    519 variables, it will get more useful.</p>
    520 
    521 <p>As before, lets talk about the changes that we need to Kaleidoscope to
    522 support this.</p>
    523 
    524 <!-- ======================================================================= -->
    525 <h4><a name="forlexer">Lexer Extensions for the 'for' Loop</a></h4>
    526 <!-- ======================================================================= -->
    527 
    528 <div>
    529 
    530 <p>The lexer extensions are the same sort of thing as for if/then/else:</p>
    531 
    532 <div class="doc_code">
    533 <pre>
    534   ... in Token.token ...
    535   (* control *)
    536   | If | Then | Else
    537   <b>| For | In</b>
    538 
    539   ... in Lexer.lex_ident...
    540       match Buffer.contents buffer with
    541       | "def" -&gt; [&lt; 'Token.Def; stream &gt;]
    542       | "extern" -&gt; [&lt; 'Token.Extern; stream &gt;]
    543       | "if" -&gt; [&lt; 'Token.If; stream &gt;]
    544       | "then" -&gt; [&lt; 'Token.Then; stream &gt;]
    545       | "else" -&gt; [&lt; 'Token.Else; stream &gt;]
    546       <b>| "for" -&gt; [&lt; 'Token.For; stream &gt;]
    547       | "in" -&gt; [&lt; 'Token.In; stream &gt;]</b>
    548       | id -&gt; [&lt; 'Token.Ident id; stream &gt;]
    549 </pre>
    550 </div>
    551 
    552 </div>
    553 
    554 <!-- ======================================================================= -->
    555 <h4><a name="forast">AST Extensions for the 'for' Loop</a></h4>
    556 <!-- ======================================================================= -->
    557 
    558 <div>
    559 
    560 <p>The AST variant is just as simple.  It basically boils down to capturing
    561 the variable name and the constituent expressions in the node.</p>
    562 
    563 <div class="doc_code">
    564 <pre>
    565 type expr =
    566   ...
    567   (* variant for for/in. *)
    568   | For of string * expr * expr * expr option * expr
    569 </pre>
    570 </div>
    571 
    572 </div>
    573 
    574 <!-- ======================================================================= -->
    575 <h4><a name="forparser">Parser Extensions for the 'for' Loop</a></h4>
    576 <!-- ======================================================================= -->
    577 
    578 <div>
    579 
    580 <p>The parser code is also fairly standard.  The only interesting thing here is
    581 handling of the optional step value.  The parser code handles it by checking to
    582 see if the second comma is present.  If not, it sets the step value to null in
    583 the AST node:</p>
    584 
    585 <div class="doc_code">
    586 <pre>
    587 let rec parse_primary = parser
    588   ...
    589   (* forexpr
    590         ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
    591   | [&lt; 'Token.For;
    592        'Token.Ident id ?? "expected identifier after for";
    593        'Token.Kwd '=' ?? "expected '=' after for";
    594        stream &gt;] -&gt;
    595       begin parser
    596         | [&lt;
    597              start=parse_expr;
    598              'Token.Kwd ',' ?? "expected ',' after for";
    599              end_=parse_expr;
    600              stream &gt;] -&gt;
    601             let step =
    602               begin parser
    603               | [&lt; 'Token.Kwd ','; step=parse_expr &gt;] -&gt; Some step
    604               | [&lt; &gt;] -&gt; None
    605               end stream
    606             in
    607             begin parser
    608             | [&lt; 'Token.In; body=parse_expr &gt;] -&gt;
    609                 Ast.For (id, start, end_, step, body)
    610             | [&lt; &gt;] -&gt;
    611                 raise (Stream.Error "expected 'in' after for")
    612             end stream
    613         | [&lt; &gt;] -&gt;
    614             raise (Stream.Error "expected '=' after for")
    615       end stream
    616 </pre>
    617 </div>
    618 
    619 </div>
    620 
    621 <!-- ======================================================================= -->
    622 <h4><a name="forir">LLVM IR for the 'for' Loop</a></h4>
    623 <!-- ======================================================================= -->
    624 
    625 <div>
    626 
    627 <p>Now we get to the good part: the LLVM IR we want to generate for this thing.
    628 With the simple example above, we get this LLVM IR (note that this dump is
    629 generated with optimizations disabled for clarity):
    630 </p>
    631 
    632 <div class="doc_code">
    633 <pre>
    634 declare double @putchard(double)
    635 
    636 define double @printstar(double %n) {
    637 entry:
    638         ; initial value = 1.0 (inlined into phi)
    639   br label %loop
    640 
    641 loop:    ; preds = %loop, %entry
    642   %i = phi double [ 1.000000e+00, %entry ], [ %nextvar, %loop ]
    643         ; body
    644   %calltmp = call double @putchard(double 4.200000e+01)
    645         ; increment
    646   %nextvar = fadd double %i, 1.000000e+00
    647 
    648         ; termination test
    649   %cmptmp = fcmp ult double %i, %n
    650   %booltmp = uitofp i1 %cmptmp to double
    651   %loopcond = fcmp one double %booltmp, 0.000000e+00
    652   br i1 %loopcond, label %loop, label %afterloop
    653 
    654 afterloop:    ; preds = %loop
    655         ; loop always returns 0.0
    656   ret double 0.000000e+00
    657 }
    658 </pre>
    659 </div>
    660 
    661 <p>This loop contains all the same constructs we saw before: a phi node, several
    662 expressions, and some basic blocks.  Lets see how this fits together.</p>
    663 
    664 </div>
    665 
    666 <!-- ======================================================================= -->
    667 <h4><a name="forcodegen">Code Generation for the 'for' Loop</a></h4>
    668 <!-- ======================================================================= -->
    669 
    670 <div>
    671 
    672 <p>The first part of Codegen is very simple: we just output the start expression
    673 for the loop value:</p>
    674 
    675 <div class="doc_code">
    676 <pre>
    677 let rec codegen_expr = function
    678   ...
    679   | Ast.For (var_name, start, end_, step, body) -&gt;
    680       (* Emit the start code first, without 'variable' in scope. *)
    681       let start_val = codegen_expr start in
    682 </pre>
    683 </div>
    684 
    685 <p>With this out of the way, the next step is to set up the LLVM basic block
    686 for the start of the loop body.  In the case above, the whole loop body is one
    687 block, but remember that the body code itself could consist of multiple blocks
    688 (e.g. if it contains an if/then/else or a for/in expression).</p>
    689 
    690 <div class="doc_code">
    691 <pre>
    692       (* Make the new basic block for the loop header, inserting after current
    693        * block. *)
    694       let preheader_bb = insertion_block builder in
    695       let the_function = block_parent preheader_bb in
    696       let loop_bb = append_block context "loop" the_function in
    697 
    698       (* Insert an explicit fall through from the current block to the
    699        * loop_bb. *)
    700       ignore (build_br loop_bb builder);
    701 </pre>
    702 </div>
    703 
    704 <p>This code is similar to what we saw for if/then/else.  Because we will need
    705 it to create the Phi node, we remember the block that falls through into the
    706 loop.  Once we have that, we create the actual block that starts the loop and
    707 create an unconditional branch for the fall-through between the two blocks.</p>
    708 
    709 <div class="doc_code">
    710 <pre>
    711       (* Start insertion in loop_bb. *)
    712       position_at_end loop_bb builder;
    713 
    714       (* Start the PHI node with an entry for start. *)
    715       let variable = build_phi [(start_val, preheader_bb)] var_name builder in
    716 </pre>
    717 </div>
    718 
    719 <p>Now that the "preheader" for the loop is set up, we switch to emitting code
    720 for the loop body.  To begin with, we move the insertion point and create the
    721 PHI node for the loop induction variable.  Since we already know the incoming
    722 value for the starting value, we add it to the Phi node.  Note that the Phi will
    723 eventually get a second value for the backedge, but we can't set it up yet
    724 (because it doesn't exist!).</p>
    725 
    726 <div class="doc_code">
    727 <pre>
    728       (* Within the loop, the variable is defined equal to the PHI node. If it
    729        * shadows an existing variable, we have to restore it, so save it
    730        * now. *)
    731       let old_val =
    732         try Some (Hashtbl.find named_values var_name) with Not_found -&gt; None
    733       in
    734       Hashtbl.add named_values var_name variable;
    735 
    736       (* Emit the body of the loop.  This, like any other expr, can change the
    737        * current BB.  Note that we ignore the value computed by the body, but
    738        * don't allow an error *)
    739       ignore (codegen_expr body);
    740 </pre>
    741 </div>
    742 
    743 <p>Now the code starts to get more interesting.  Our 'for' loop introduces a new
    744 variable to the symbol table.  This means that our symbol table can now contain
    745 either function arguments or loop variables.  To handle this, before we codegen
    746 the body of the loop, we add the loop variable as the current value for its
    747 name.  Note that it is possible that there is a variable of the same name in the
    748 outer scope.  It would be easy to make this an error (emit an error and return
    749 null if there is already an entry for VarName) but we choose to allow shadowing
    750 of variables.  In order to handle this correctly, we remember the Value that
    751 we are potentially shadowing in <tt>old_val</tt> (which will be None if there is
    752 no shadowed variable).</p>
    753 
    754 <p>Once the loop variable is set into the symbol table, the code recursively
    755 codegen's the body.  This allows the body to use the loop variable: any
    756 references to it will naturally find it in the symbol table.</p>
    757 
    758 <div class="doc_code">
    759 <pre>
    760       (* Emit the step value. *)
    761       let step_val =
    762         match step with
    763         | Some step -&gt; codegen_expr step
    764         (* If not specified, use 1.0. *)
    765         | None -&gt; const_float double_type 1.0
    766       in
    767 
    768       let next_var = build_add variable step_val "nextvar" builder in
    769 </pre>
    770 </div>
    771 
    772 <p>Now that the body is emitted, we compute the next value of the iteration
    773 variable by adding the step value, or 1.0 if it isn't present.
    774 '<tt>next_var</tt>' will be the value of the loop variable on the next iteration
    775 of the loop.</p>
    776 
    777 <div class="doc_code">
    778 <pre>
    779       (* Compute the end condition. *)
    780       let end_cond = codegen_expr end_ in
    781 
    782       (* Convert condition to a bool by comparing equal to 0.0. *)
    783       let zero = const_float double_type 0.0 in
    784       let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
    785 </pre>
    786 </div>
    787 
    788 <p>Finally, we evaluate the exit value of the loop, to determine whether the
    789 loop should exit.  This mirrors the condition evaluation for the if/then/else
    790 statement.</p>
    791 
    792 <div class="doc_code">
    793 <pre>
    794       (* Create the "after loop" block and insert it. *)
    795       let loop_end_bb = insertion_block builder in
    796       let after_bb = append_block context "afterloop" the_function in
    797 
    798       (* Insert the conditional branch into the end of loop_end_bb. *)
    799       ignore (build_cond_br end_cond loop_bb after_bb builder);
    800 
    801       (* Any new code will be inserted in after_bb. *)
    802       position_at_end after_bb builder;
    803 </pre>
    804 </div>
    805 
    806 <p>With the code for the body of the loop complete, we just need to finish up
    807 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
    808 exit condition, it creates a conditional branch that chooses between executing
    809 the loop again and exiting the loop.  Any future code is emitted in the
    810 "afterloop" block, so it sets the insertion position to it.</p>
    811 
    812 <div class="doc_code">
    813 <pre>
    814       (* Add a new entry to the PHI node for the backedge. *)
    815       add_incoming (next_var, loop_end_bb) variable;
    816 
    817       (* Restore the unshadowed variable. *)
    818       begin match old_val with
    819       | Some old_val -&gt; Hashtbl.add named_values var_name old_val
    820       | None -&gt; ()
    821       end;
    822 
    823       (* for expr always returns 0.0. *)
    824       const_null double_type
    825 </pre>
    826 </div>
    827 
    828 <p>The final code handles various cleanups: now that we have the
    829 "<tt>next_var</tt>" value, we can add the incoming value to the loop PHI node.
    830 After that, we remove the loop variable from the symbol table, so that it isn't
    831 in scope after the for loop.  Finally, code generation of the for loop always
    832 returns 0.0, so that is what we return from <tt>Codegen.codegen_expr</tt>.</p>
    833 
    834 <p>With this, we conclude the "adding control flow to Kaleidoscope" chapter of
    835 the tutorial.  In this chapter we added two control flow constructs, and used
    836 them to motivate a couple of aspects of the LLVM IR that are important for
    837 front-end implementors to know.  In the next chapter of our saga, we will get
    838 a bit crazier and add <a href="OCamlLangImpl6.html">user-defined operators</a>
    839 to our poor innocent language.</p>
    840 
    841 </div>
    842 
    843 </div>
    844 
    845 <!-- *********************************************************************** -->
    846 <h2><a name="code">Full Code Listing</a></h2>
    847 <!-- *********************************************************************** -->
    848 
    849 <div>
    850 
    851 <p>
    852 Here is the complete code listing for our running example, enhanced with the
    853 if/then/else and for expressions..  To build this example, use:
    854 </p>
    855 
    856 <div class="doc_code">
    857 <pre>
    858 # Compile
    859 ocamlbuild toy.byte
    860 # Run
    861 ./toy.byte
    862 </pre>
    863 </div>
    864 
    865 <p>Here is the code:</p>
    866 
    867 <dl>
    868 <dt>_tags:</dt>
    869 <dd class="doc_code">
    870 <pre>
    871 &lt;{lexer,parser}.ml&gt;: use_camlp4, pp(camlp4of)
    872 &lt;*.{byte,native}&gt;: g++, use_llvm, use_llvm_analysis
    873 &lt;*.{byte,native}&gt;: use_llvm_executionengine, use_llvm_target
    874 &lt;*.{byte,native}&gt;: use_llvm_scalar_opts, use_bindings
    875 </pre>
    876 </dd>
    877 
    878 <dt>myocamlbuild.ml:</dt>
    879 <dd class="doc_code">
    880 <pre>
    881 open Ocamlbuild_plugin;;
    882 
    883 ocaml_lib ~extern:true "llvm";;
    884 ocaml_lib ~extern:true "llvm_analysis";;
    885 ocaml_lib ~extern:true "llvm_executionengine";;
    886 ocaml_lib ~extern:true "llvm_target";;
    887 ocaml_lib ~extern:true "llvm_scalar_opts";;
    888 
    889 flag ["link"; "ocaml"; "g++"] (S[A"-cc"; A"g++"]);;
    890 dep ["link"; "ocaml"; "use_bindings"] ["bindings.o"];;
    891 </pre>
    892 </dd>
    893 
    894 <dt>token.ml:</dt>
    895 <dd class="doc_code">
    896 <pre>
    897 (*===----------------------------------------------------------------------===
    898  * Lexer Tokens
    899  *===----------------------------------------------------------------------===*)
    900 
    901 (* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
    902  * these others for known things. *)
    903 type token =
    904   (* commands *)
    905   | Def | Extern
    906 
    907   (* primary *)
    908   | Ident of string | Number of float
    909 
    910   (* unknown *)
    911   | Kwd of char
    912 
    913   (* control *)
    914   | If | Then | Else
    915   | For | In
    916 </pre>
    917 </dd>
    918 
    919 <dt>lexer.ml:</dt>
    920 <dd class="doc_code">
    921 <pre>
    922 (*===----------------------------------------------------------------------===
    923  * Lexer
    924  *===----------------------------------------------------------------------===*)
    925 
    926 let rec lex = parser
    927   (* Skip any whitespace. *)
    928   | [&lt; ' (' ' | '\n' | '\r' | '\t'); stream &gt;] -&gt; lex stream
    929 
    930   (* identifier: [a-zA-Z][a-zA-Z0-9] *)
    931   | [&lt; ' ('A' .. 'Z' | 'a' .. 'z' as c); stream &gt;] -&gt;
    932       let buffer = Buffer.create 1 in
    933       Buffer.add_char buffer c;
    934       lex_ident buffer stream
    935 
    936   (* number: [0-9.]+ *)
    937   | [&lt; ' ('0' .. '9' as c); stream &gt;] -&gt;
    938       let buffer = Buffer.create 1 in
    939       Buffer.add_char buffer c;
    940       lex_number buffer stream
    941 
    942   (* Comment until end of line. *)
    943   | [&lt; ' ('#'); stream &gt;] -&gt;
    944       lex_comment stream
    945 
    946   (* Otherwise, just return the character as its ascii value. *)
    947   | [&lt; 'c; stream &gt;] -&gt;
    948       [&lt; 'Token.Kwd c; lex stream &gt;]
    949 
    950   (* end of stream. *)
    951   | [&lt; &gt;] -&gt; [&lt; &gt;]
    952 
    953 and lex_number buffer = parser
    954   | [&lt; ' ('0' .. '9' | '.' as c); stream &gt;] -&gt;
    955       Buffer.add_char buffer c;
    956       lex_number buffer stream
    957   | [&lt; stream=lex &gt;] -&gt;
    958       [&lt; 'Token.Number (float_of_string (Buffer.contents buffer)); stream &gt;]
    959 
    960 and lex_ident buffer = parser
    961   | [&lt; ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream &gt;] -&gt;
    962       Buffer.add_char buffer c;
    963       lex_ident buffer stream
    964   | [&lt; stream=lex &gt;] -&gt;
    965       match Buffer.contents buffer with
    966       | "def" -&gt; [&lt; 'Token.Def; stream &gt;]
    967       | "extern" -&gt; [&lt; 'Token.Extern; stream &gt;]
    968       | "if" -&gt; [&lt; 'Token.If; stream &gt;]
    969       | "then" -&gt; [&lt; 'Token.Then; stream &gt;]
    970       | "else" -&gt; [&lt; 'Token.Else; stream &gt;]
    971       | "for" -&gt; [&lt; 'Token.For; stream &gt;]
    972       | "in" -&gt; [&lt; 'Token.In; stream &gt;]
    973       | id -&gt; [&lt; 'Token.Ident id; stream &gt;]
    974 
    975 and lex_comment = parser
    976   | [&lt; ' ('\n'); stream=lex &gt;] -&gt; stream
    977   | [&lt; 'c; e=lex_comment &gt;] -&gt; e
    978   | [&lt; &gt;] -&gt; [&lt; &gt;]
    979 </pre>
    980 </dd>
    981 
    982 <dt>ast.ml:</dt>
    983 <dd class="doc_code">
    984 <pre>
    985 (*===----------------------------------------------------------------------===
    986  * Abstract Syntax Tree (aka Parse Tree)
    987  *===----------------------------------------------------------------------===*)
    988 
    989 (* expr - Base type for all expression nodes. *)
    990 type expr =
    991   (* variant for numeric literals like "1.0". *)
    992   | Number of float
    993 
    994   (* variant for referencing a variable, like "a". *)
    995   | Variable of string
    996 
    997   (* variant for a binary operator. *)
    998   | Binary of char * expr * expr
    999 
   1000   (* variant for function calls. *)
   1001   | Call of string * expr array
   1002 
   1003   (* variant for if/then/else. *)
   1004   | If of expr * expr * expr
   1005 
   1006   (* variant for for/in. *)
   1007   | For of string * expr * expr * expr option * expr
   1008 
   1009 (* proto - This type represents the "prototype" for a function, which captures
   1010  * its name, and its argument names (thus implicitly the number of arguments the
   1011  * function takes). *)
   1012 type proto = Prototype of string * string array
   1013 
   1014 (* func - This type represents a function definition itself. *)
   1015 type func = Function of proto * expr
   1016 </pre>
   1017 </dd>
   1018 
   1019 <dt>parser.ml:</dt>
   1020 <dd class="doc_code">
   1021 <pre>
   1022 (*===---------------------------------------------------------------------===
   1023  * Parser
   1024  *===---------------------------------------------------------------------===*)
   1025 
   1026 (* binop_precedence - This holds the precedence for each binary operator that is
   1027  * defined *)
   1028 let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
   1029 
   1030 (* precedence - Get the precedence of the pending binary operator token. *)
   1031 let precedence c = try Hashtbl.find binop_precedence c with Not_found -&gt; -1
   1032 
   1033 (* primary
   1034  *   ::= identifier
   1035  *   ::= numberexpr
   1036  *   ::= parenexpr
   1037  *   ::= ifexpr
   1038  *   ::= forexpr *)
   1039 let rec parse_primary = parser
   1040   (* numberexpr ::= number *)
   1041   | [&lt; 'Token.Number n &gt;] -&gt; Ast.Number n
   1042 
   1043   (* parenexpr ::= '(' expression ')' *)
   1044   | [&lt; 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" &gt;] -&gt; e
   1045 
   1046   (* identifierexpr
   1047    *   ::= identifier
   1048    *   ::= identifier '(' argumentexpr ')' *)
   1049   | [&lt; 'Token.Ident id; stream &gt;] -&gt;
   1050       let rec parse_args accumulator = parser
   1051         | [&lt; e=parse_expr; stream &gt;] -&gt;
   1052             begin parser
   1053               | [&lt; 'Token.Kwd ','; e=parse_args (e :: accumulator) &gt;] -&gt; e
   1054               | [&lt; &gt;] -&gt; e :: accumulator
   1055             end stream
   1056         | [&lt; &gt;] -&gt; accumulator
   1057       in
   1058       let rec parse_ident id = parser
   1059         (* Call. *)
   1060         | [&lt; 'Token.Kwd '(';
   1061              args=parse_args [];
   1062              'Token.Kwd ')' ?? "expected ')'"&gt;] -&gt;
   1063             Ast.Call (id, Array.of_list (List.rev args))
   1064 
   1065         (* Simple variable ref. *)
   1066         | [&lt; &gt;] -&gt; Ast.Variable id
   1067       in
   1068       parse_ident id stream
   1069 
   1070   (* ifexpr ::= 'if' expr 'then' expr 'else' expr *)
   1071   | [&lt; 'Token.If; c=parse_expr;
   1072        'Token.Then ?? "expected 'then'"; t=parse_expr;
   1073        'Token.Else ?? "expected 'else'"; e=parse_expr &gt;] -&gt;
   1074       Ast.If (c, t, e)
   1075 
   1076   (* forexpr
   1077         ::= 'for' identifier '=' expr ',' expr (',' expr)? 'in' expression *)
   1078   | [&lt; 'Token.For;
   1079        'Token.Ident id ?? "expected identifier after for";
   1080        'Token.Kwd '=' ?? "expected '=' after for";
   1081        stream &gt;] -&gt;
   1082       begin parser
   1083         | [&lt;
   1084              start=parse_expr;
   1085              'Token.Kwd ',' ?? "expected ',' after for";
   1086              end_=parse_expr;
   1087              stream &gt;] -&gt;
   1088             let step =
   1089               begin parser
   1090               | [&lt; 'Token.Kwd ','; step=parse_expr &gt;] -&gt; Some step
   1091               | [&lt; &gt;] -&gt; None
   1092               end stream
   1093             in
   1094             begin parser
   1095             | [&lt; 'Token.In; body=parse_expr &gt;] -&gt;
   1096                 Ast.For (id, start, end_, step, body)
   1097             | [&lt; &gt;] -&gt;
   1098                 raise (Stream.Error "expected 'in' after for")
   1099             end stream
   1100         | [&lt; &gt;] -&gt;
   1101             raise (Stream.Error "expected '=' after for")
   1102       end stream
   1103 
   1104   | [&lt; &gt;] -&gt; raise (Stream.Error "unknown token when expecting an expression.")
   1105 
   1106 (* binoprhs
   1107  *   ::= ('+' primary)* *)
   1108 and parse_bin_rhs expr_prec lhs stream =
   1109   match Stream.peek stream with
   1110   (* If this is a binop, find its precedence. *)
   1111   | Some (Token.Kwd c) when Hashtbl.mem binop_precedence c -&gt;
   1112       let token_prec = precedence c in
   1113 
   1114       (* If this is a binop that binds at least as tightly as the current binop,
   1115        * consume it, otherwise we are done. *)
   1116       if token_prec &lt; expr_prec then lhs else begin
   1117         (* Eat the binop. *)
   1118         Stream.junk stream;
   1119 
   1120         (* Parse the primary expression after the binary operator. *)
   1121         let rhs = parse_primary stream in
   1122 
   1123         (* Okay, we know this is a binop. *)
   1124         let rhs =
   1125           match Stream.peek stream with
   1126           | Some (Token.Kwd c2) -&gt;
   1127               (* If BinOp binds less tightly with rhs than the operator after
   1128                * rhs, let the pending operator take rhs as its lhs. *)
   1129               let next_prec = precedence c2 in
   1130               if token_prec &lt; next_prec
   1131               then parse_bin_rhs (token_prec + 1) rhs stream
   1132               else rhs
   1133           | _ -&gt; rhs
   1134         in
   1135 
   1136         (* Merge lhs/rhs. *)
   1137         let lhs = Ast.Binary (c, lhs, rhs) in
   1138         parse_bin_rhs expr_prec lhs stream
   1139       end
   1140   | _ -&gt; lhs
   1141 
   1142 (* expression
   1143  *   ::= primary binoprhs *)
   1144 and parse_expr = parser
   1145   | [&lt; lhs=parse_primary; stream &gt;] -&gt; parse_bin_rhs 0 lhs stream
   1146 
   1147 (* prototype
   1148  *   ::= id '(' id* ')' *)
   1149 let parse_prototype =
   1150   let rec parse_args accumulator = parser
   1151     | [&lt; 'Token.Ident id; e=parse_args (id::accumulator) &gt;] -&gt; e
   1152     | [&lt; &gt;] -&gt; accumulator
   1153   in
   1154 
   1155   parser
   1156   | [&lt; 'Token.Ident id;
   1157        'Token.Kwd '(' ?? "expected '(' in prototype";
   1158        args=parse_args [];
   1159        'Token.Kwd ')' ?? "expected ')' in prototype" &gt;] -&gt;
   1160       (* success. *)
   1161       Ast.Prototype (id, Array.of_list (List.rev args))
   1162 
   1163   | [&lt; &gt;] -&gt;
   1164       raise (Stream.Error "expected function name in prototype")
   1165 
   1166 (* definition ::= 'def' prototype expression *)
   1167 let parse_definition = parser
   1168   | [&lt; 'Token.Def; p=parse_prototype; e=parse_expr &gt;] -&gt;
   1169       Ast.Function (p, e)
   1170 
   1171 (* toplevelexpr ::= expression *)
   1172 let parse_toplevel = parser
   1173   | [&lt; e=parse_expr &gt;] -&gt;
   1174       (* Make an anonymous proto. *)
   1175       Ast.Function (Ast.Prototype ("", [||]), e)
   1176 
   1177 (*  external ::= 'extern' prototype *)
   1178 let parse_extern = parser
   1179   | [&lt; 'Token.Extern; e=parse_prototype &gt;] -&gt; e
   1180 </pre>
   1181 </dd>
   1182 
   1183 <dt>codegen.ml:</dt>
   1184 <dd class="doc_code">
   1185 <pre>
   1186 (*===----------------------------------------------------------------------===
   1187  * Code Generation
   1188  *===----------------------------------------------------------------------===*)
   1189 
   1190 open Llvm
   1191 
   1192 exception Error of string
   1193 
   1194 let context = global_context ()
   1195 let the_module = create_module context "my cool jit"
   1196 let builder = builder context
   1197 let named_values:(string, llvalue) Hashtbl.t = Hashtbl.create 10
   1198 let double_type = double_type context
   1199 
   1200 let rec codegen_expr = function
   1201   | Ast.Number n -&gt; const_float double_type n
   1202   | Ast.Variable name -&gt;
   1203       (try Hashtbl.find named_values name with
   1204         | Not_found -&gt; raise (Error "unknown variable name"))
   1205   | Ast.Binary (op, lhs, rhs) -&gt;
   1206       let lhs_val = codegen_expr lhs in
   1207       let rhs_val = codegen_expr rhs in
   1208       begin
   1209         match op with
   1210         | '+' -&gt; build_add lhs_val rhs_val "addtmp" builder
   1211         | '-' -&gt; build_sub lhs_val rhs_val "subtmp" builder
   1212         | '*' -&gt; build_mul lhs_val rhs_val "multmp" builder
   1213         | '&lt;' -&gt;
   1214             (* Convert bool 0/1 to double 0.0 or 1.0 *)
   1215             let i = build_fcmp Fcmp.Ult lhs_val rhs_val "cmptmp" builder in
   1216             build_uitofp i double_type "booltmp" builder
   1217         | _ -&gt; raise (Error "invalid binary operator")
   1218       end
   1219   | Ast.Call (callee, args) -&gt;
   1220       (* Look up the name in the module table. *)
   1221       let callee =
   1222         match lookup_function callee the_module with
   1223         | Some callee -&gt; callee
   1224         | None -&gt; raise (Error "unknown function referenced")
   1225       in
   1226       let params = params callee in
   1227 
   1228       (* If argument mismatch error. *)
   1229       if Array.length params == Array.length args then () else
   1230         raise (Error "incorrect # arguments passed");
   1231       let args = Array.map codegen_expr args in
   1232       build_call callee args "calltmp" builder
   1233   | Ast.If (cond, then_, else_) -&gt;
   1234       let cond = codegen_expr cond in
   1235 
   1236       (* Convert condition to a bool by comparing equal to 0.0 *)
   1237       let zero = const_float double_type 0.0 in
   1238       let cond_val = build_fcmp Fcmp.One cond zero "ifcond" builder in
   1239 
   1240       (* Grab the first block so that we might later add the conditional branch
   1241        * to it at the end of the function. *)
   1242       let start_bb = insertion_block builder in
   1243       let the_function = block_parent start_bb in
   1244 
   1245       let then_bb = append_block context "then" the_function in
   1246 
   1247       (* Emit 'then' value. *)
   1248       position_at_end then_bb builder;
   1249       let then_val = codegen_expr then_ in
   1250 
   1251       (* Codegen of 'then' can change the current block, update then_bb for the
   1252        * phi. We create a new name because one is used for the phi node, and the
   1253        * other is used for the conditional branch. *)
   1254       let new_then_bb = insertion_block builder in
   1255 
   1256       (* Emit 'else' value. *)
   1257       let else_bb = append_block context "else" the_function in
   1258       position_at_end else_bb builder;
   1259       let else_val = codegen_expr else_ in
   1260 
   1261       (* Codegen of 'else' can change the current block, update else_bb for the
   1262        * phi. *)
   1263       let new_else_bb = insertion_block builder in
   1264 
   1265       (* Emit merge block. *)
   1266       let merge_bb = append_block context "ifcont" the_function in
   1267       position_at_end merge_bb builder;
   1268       let incoming = [(then_val, new_then_bb); (else_val, new_else_bb)] in
   1269       let phi = build_phi incoming "iftmp" builder in
   1270 
   1271       (* Return to the start block to add the conditional branch. *)
   1272       position_at_end start_bb builder;
   1273       ignore (build_cond_br cond_val then_bb else_bb builder);
   1274 
   1275       (* Set a unconditional branch at the end of the 'then' block and the
   1276        * 'else' block to the 'merge' block. *)
   1277       position_at_end new_then_bb builder; ignore (build_br merge_bb builder);
   1278       position_at_end new_else_bb builder; ignore (build_br merge_bb builder);
   1279 
   1280       (* Finally, set the builder to the end of the merge block. *)
   1281       position_at_end merge_bb builder;
   1282 
   1283       phi
   1284   | Ast.For (var_name, start, end_, step, body) -&gt;
   1285       (* Emit the start code first, without 'variable' in scope. *)
   1286       let start_val = codegen_expr start in
   1287 
   1288       (* Make the new basic block for the loop header, inserting after current
   1289        * block. *)
   1290       let preheader_bb = insertion_block builder in
   1291       let the_function = block_parent preheader_bb in
   1292       let loop_bb = append_block context "loop" the_function in
   1293 
   1294       (* Insert an explicit fall through from the current block to the
   1295        * loop_bb. *)
   1296       ignore (build_br loop_bb builder);
   1297 
   1298       (* Start insertion in loop_bb. *)
   1299       position_at_end loop_bb builder;
   1300 
   1301       (* Start the PHI node with an entry for start. *)
   1302       let variable = build_phi [(start_val, preheader_bb)] var_name builder in
   1303 
   1304       (* Within the loop, the variable is defined equal to the PHI node. If it
   1305        * shadows an existing variable, we have to restore it, so save it
   1306        * now. *)
   1307       let old_val =
   1308         try Some (Hashtbl.find named_values var_name) with Not_found -&gt; None
   1309       in
   1310       Hashtbl.add named_values var_name variable;
   1311 
   1312       (* Emit the body of the loop.  This, like any other expr, can change the
   1313        * current BB.  Note that we ignore the value computed by the body, but
   1314        * don't allow an error *)
   1315       ignore (codegen_expr body);
   1316 
   1317       (* Emit the step value. *)
   1318       let step_val =
   1319         match step with
   1320         | Some step -&gt; codegen_expr step
   1321         (* If not specified, use 1.0. *)
   1322         | None -&gt; const_float double_type 1.0
   1323       in
   1324 
   1325       let next_var = build_add variable step_val "nextvar" builder in
   1326 
   1327       (* Compute the end condition. *)
   1328       let end_cond = codegen_expr end_ in
   1329 
   1330       (* Convert condition to a bool by comparing equal to 0.0. *)
   1331       let zero = const_float double_type 0.0 in
   1332       let end_cond = build_fcmp Fcmp.One end_cond zero "loopcond" builder in
   1333 
   1334       (* Create the "after loop" block and insert it. *)
   1335       let loop_end_bb = insertion_block builder in
   1336       let after_bb = append_block context "afterloop" the_function in
   1337 
   1338       (* Insert the conditional branch into the end of loop_end_bb. *)
   1339       ignore (build_cond_br end_cond loop_bb after_bb builder);
   1340 
   1341       (* Any new code will be inserted in after_bb. *)
   1342       position_at_end after_bb builder;
   1343 
   1344       (* Add a new entry to the PHI node for the backedge. *)
   1345       add_incoming (next_var, loop_end_bb) variable;
   1346 
   1347       (* Restore the unshadowed variable. *)
   1348       begin match old_val with
   1349       | Some old_val -&gt; Hashtbl.add named_values var_name old_val
   1350       | None -&gt; ()
   1351       end;
   1352 
   1353       (* for expr always returns 0.0. *)
   1354       const_null double_type
   1355 
   1356 let codegen_proto = function
   1357   | Ast.Prototype (name, args) -&gt;
   1358       (* Make the function type: double(double,double) etc. *)
   1359       let doubles = Array.make (Array.length args) double_type in
   1360       let ft = function_type double_type doubles in
   1361       let f =
   1362         match lookup_function name the_module with
   1363         | None -&gt; declare_function name ft the_module
   1364 
   1365         (* If 'f' conflicted, there was already something named 'name'. If it
   1366          * has a body, don't allow redefinition or reextern. *)
   1367         | Some f -&gt;
   1368             (* If 'f' already has a body, reject this. *)
   1369             if block_begin f &lt;&gt; At_end f then
   1370               raise (Error "redefinition of function");
   1371 
   1372             (* If 'f' took a different number of arguments, reject. *)
   1373             if element_type (type_of f) &lt;&gt; ft then
   1374               raise (Error "redefinition of function with different # args");
   1375             f
   1376       in
   1377 
   1378       (* Set names for all arguments. *)
   1379       Array.iteri (fun i a -&gt;
   1380         let n = args.(i) in
   1381         set_value_name n a;
   1382         Hashtbl.add named_values n a;
   1383       ) (params f);
   1384       f
   1385 
   1386 let codegen_func the_fpm = function
   1387   | Ast.Function (proto, body) -&gt;
   1388       Hashtbl.clear named_values;
   1389       let the_function = codegen_proto proto in
   1390 
   1391       (* Create a new basic block to start insertion into. *)
   1392       let bb = append_block context "entry" the_function in
   1393       position_at_end bb builder;
   1394 
   1395       try
   1396         let ret_val = codegen_expr body in
   1397 
   1398         (* Finish off the function. *)
   1399         let _ = build_ret ret_val builder in
   1400 
   1401         (* Validate the generated code, checking for consistency. *)
   1402         Llvm_analysis.assert_valid_function the_function;
   1403 
   1404         (* Optimize the function. *)
   1405         let _ = PassManager.run_function the_function the_fpm in
   1406 
   1407         the_function
   1408       with e -&gt;
   1409         delete_function the_function;
   1410         raise e
   1411 </pre>
   1412 </dd>
   1413 
   1414 <dt>toplevel.ml:</dt>
   1415 <dd class="doc_code">
   1416 <pre>
   1417 (*===----------------------------------------------------------------------===
   1418  * Top-Level parsing and JIT Driver
   1419  *===----------------------------------------------------------------------===*)
   1420 
   1421 open Llvm
   1422 open Llvm_executionengine
   1423 
   1424 (* top ::= definition | external | expression | ';' *)
   1425 let rec main_loop the_fpm the_execution_engine stream =
   1426   match Stream.peek stream with
   1427   | None -&gt; ()
   1428 
   1429   (* ignore top-level semicolons. *)
   1430   | Some (Token.Kwd ';') -&gt;
   1431       Stream.junk stream;
   1432       main_loop the_fpm the_execution_engine stream
   1433 
   1434   | Some token -&gt;
   1435       begin
   1436         try match token with
   1437         | Token.Def -&gt;
   1438             let e = Parser.parse_definition stream in
   1439             print_endline "parsed a function definition.";
   1440             dump_value (Codegen.codegen_func the_fpm e);
   1441         | Token.Extern -&gt;
   1442             let e = Parser.parse_extern stream in
   1443             print_endline "parsed an extern.";
   1444             dump_value (Codegen.codegen_proto e);
   1445         | _ -&gt;
   1446             (* Evaluate a top-level expression into an anonymous function. *)
   1447             let e = Parser.parse_toplevel stream in
   1448             print_endline "parsed a top-level expr";
   1449             let the_function = Codegen.codegen_func the_fpm e in
   1450             dump_value the_function;
   1451 
   1452             (* JIT the function, returning a function pointer. *)
   1453             let result = ExecutionEngine.run_function the_function [||]
   1454               the_execution_engine in
   1455 
   1456             print_string "Evaluated to ";
   1457             print_float (GenericValue.as_float Codegen.double_type result);
   1458             print_newline ();
   1459         with Stream.Error s | Codegen.Error s -&gt;
   1460           (* Skip token for error recovery. *)
   1461           Stream.junk stream;
   1462           print_endline s;
   1463       end;
   1464       print_string "ready&gt; "; flush stdout;
   1465       main_loop the_fpm the_execution_engine stream
   1466 </pre>
   1467 </dd>
   1468 
   1469 <dt>toy.ml:</dt>
   1470 <dd class="doc_code">
   1471 <pre>
   1472 (*===----------------------------------------------------------------------===
   1473  * Main driver code.
   1474  *===----------------------------------------------------------------------===*)
   1475 
   1476 open Llvm
   1477 open Llvm_executionengine
   1478 open Llvm_target
   1479 open Llvm_scalar_opts
   1480 
   1481 let main () =
   1482   ignore (initialize_native_target ());
   1483 
   1484   (* Install standard binary operators.
   1485    * 1 is the lowest precedence. *)
   1486   Hashtbl.add Parser.binop_precedence '&lt;' 10;
   1487   Hashtbl.add Parser.binop_precedence '+' 20;
   1488   Hashtbl.add Parser.binop_precedence '-' 20;
   1489   Hashtbl.add Parser.binop_precedence '*' 40;    (* highest. *)
   1490 
   1491   (* Prime the first token. *)
   1492   print_string "ready&gt; "; flush stdout;
   1493   let stream = Lexer.lex (Stream.of_channel stdin) in
   1494 
   1495   (* Create the JIT. *)
   1496   let the_execution_engine = ExecutionEngine.create Codegen.the_module in
   1497   let the_fpm = PassManager.create_function Codegen.the_module in
   1498 
   1499   (* Set up the optimizer pipeline.  Start with registering info about how the
   1500    * target lays out data structures. *)
   1501   TargetData.add (ExecutionEngine.target_data the_execution_engine) the_fpm;
   1502 
   1503   (* Do simple "peephole" optimizations and bit-twiddling optzn. *)
   1504   add_instruction_combination the_fpm;
   1505 
   1506   (* reassociate expressions. *)
   1507   add_reassociation the_fpm;
   1508 
   1509   (* Eliminate Common SubExpressions. *)
   1510   add_gvn the_fpm;
   1511 
   1512   (* Simplify the control flow graph (deleting unreachable blocks, etc). *)
   1513   add_cfg_simplification the_fpm;
   1514 
   1515   ignore (PassManager.initialize the_fpm);
   1516 
   1517   (* Run the main "interpreter loop" now. *)
   1518   Toplevel.main_loop the_fpm the_execution_engine stream;
   1519 
   1520   (* Print out all the generated code. *)
   1521   dump_module Codegen.the_module
   1522 ;;
   1523 
   1524 main ()
   1525 </pre>
   1526 </dd>
   1527 
   1528 <dt>bindings.c</dt>
   1529 <dd class="doc_code">
   1530 <pre>
   1531 #include &lt;stdio.h&gt;
   1532 
   1533 /* putchard - putchar that takes a double and returns 0. */
   1534 extern double putchard(double X) {
   1535   putchar((char)X);
   1536   return 0;
   1537 }
   1538 </pre>
   1539 </dd>
   1540 </dl>
   1541 
   1542 <a href="OCamlLangImpl6.html">Next: Extending the language: user-defined
   1543 operators</a>
   1544 </div>
   1545 
   1546 <!-- *********************************************************************** -->
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   1554   <a href="mailto:sabre (a] nondot.org">Chris Lattner</a><br>
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