MichaelChirico MichaelChirico - 1 year ago 64
R Question

How exactly does R parse `->`, the right-assignment operator?

So this is kind of a trivial question, but it's bugging me that I can't answer it, and perhaps the answer will teach me some more details about how R works.

The title says it all: how does R parse

, the obscure right-side assignment function?

My usual tricks to dive into this failed:


Error: object
not found


no object named
was found

And we can't call it directly:


Error: could not find function

But of course, it works:

3 -> x #assigns the value 3 to the name x

It appears R knows how to simply reverse the arguments, but I thought the above approaches would surely have cracked the case:

pryr::ast(3 -> y)
# \- ()
# \- `<- #R interpreter clearly flipped things around
# \- `y # (by the time it gets to `ast`, at least...)
# \- 3 # (note: this is because `substitute(3 -> y)`
# # already returns the reversed version)

Compare this to the regular assignment operator:


`<-`(x, 3) #assigns the value 3 to the name x, as expected

, and the R Language Definition all simply mention it in passing as the right assignment operator.

But there's clearly something unique about how
is used. It's not a function/operator (as the calls to
and directly to
seem to demonstrate), so what is it? Is it completely in a class of its own?

Is there anything to learn from this besides "
is completely unique within the R language in how it's interpreted and handled; memorize and move on"?

Answer Source

Let me preface this by saying I know absolutely nothing about how parsers work. Having said that, line 296 of gram.y defines the following tokens to represent assignment in the (YACC?) parser R uses:


Then, on lines 5140 through 5150 of gram.c, this looks like the corresponding C code:

case '-':
  if (nextchar('>')) {
    if (nextchar('>')) {
      yylval = install_and_save2("<<-", "->>");
      return RIGHT_ASSIGN;
    else {
      yylval = install_and_save2("<-", "->");
      return RIGHT_ASSIGN;

Finally, starting on line 5044 of gram.c, the definition of install_and_save2:

/* Get an R symbol, and set different yytext.  Used for translation of -> to <-. ->> to <<- */
static SEXP install_and_save2(char * text, char * savetext)
    strcpy(yytext, savetext);
    return install(text);

So again, having zero experience working with parsers, it seems that -> and ->> are translated directly into <- and <<-, respectively, at a very low level in the interpretation process.

You brought up a very good point in asking how the parser "knows" to reverse the arguments to -> - considering that -> appears to be installed into the R symbol table as <- - and thus be able to correctly interpret x -> y as y <- x and not x <- y. The best I can do is provide further speculation as I continue to come across "evidence" to support my claims. Hopefully some merciful YACC expert will stumble on this question and provide a little insight; I'm not going to hold my breath on that, though.

Back to lines 383 and 384 of gram.y, this looks like some more parsing logic related to the aforementioned LEFT_ASSIGN and RIGHT_ASSIGN symbols:

|   expr LEFT_ASSIGN expr       { $$ = xxbinary($2,$1,$3);  setId( $$, @$); }
|   expr RIGHT_ASSIGN expr      { $$ = xxbinary($2,$3,$1);  setId( $$, @$); }

Although I can't really make heads or tails of this crazy syntax, I did notice that the second and third arguments to xxbinary are swapped to WRT LEFT_ASSIGN (xxbinary($2,$1,$3)) and RIGHT_ASSIGN (xxbinary($2,$3,$1)).

Here's what I'm picturing in my head:

LEFT_ASSIGN Scenario: y <- x

  • $2 is the second "argument" to the parser in the above expression, i.e. <-
  • $1 is the first; namely y
  • $3 is the third; x

Therefore, the resulting (C?) call would be xxbinary(<-, y, x).

Applying this logic to RIGHT_ASSIGN, i.e. x -> y, combined with my earlier conjecture about <- and -> getting swapped,

  • $2 gets translated from -> to <-
  • $1 is x
  • $3 is y

But since the result is xxbinary($2,$3,$1) instead of xxbinary($2,$1,$3), the result is still xxbinary(<-, y, x).

Building off of this a little further, we have the definition of xxbinary on line 3310 of gram.c:

static SEXP xxbinary(SEXP n1, SEXP n2, SEXP n3)
    SEXP ans;
    if (GenerateCode)
    PROTECT(ans = lang3(n1, n2, n3));
    PROTECT(ans = R_NilValue);
    return ans;

Unfortunately I could not find a proper definition of lang3 (or its variants lang1, lang2, etc...) in the R source code, but I'm assuming that it is used for evaluating special functions (i.e. symbols) in a way that is synchronized with the interpreter.

Updates I'll try to address some of your additional questions in the comments as best I can given my (very) limited knowledge of the parsing process.

1) Is this really the only object in R that behaves like this?? (I've got in mind the John Chambers quote via Hadley's book: "Everything that exists is an object. Everything that happens is a function call." This clearly lies outside that domain -- is there anything else like this?

First, I agree that this lies outside of that domain. I believe Chambers' quote concerns the R Environment, i.e. processes that are all taking place after this low level parsing phase. I'll touch on this a little bit more below, however. Anyways, the only other example of this sort of behavior I could find is the ** operator, which is a synonym for the more common exponentiation operator ^. As with right assignment, ** doesn't seem to be "recognized" as a function call, etc... by the interpreter:

R> `->`
#Error: object '->' not found
R> `**`
#Error: object '**' not found 

I found this because it's the only other case where install_and_save2 is used by the C parser:

case '*':
  /* Replace ** by ^.  This has been here since 1998, but is
     undocumented (at least in the obvious places).  It is in
     the index of the Blue Book with a reference to p. 431, the
     help for 'Deprecated'.  S-PLUS 6.2 still allowed this, so
     presumably it was for compatibility with S. */
  if (nextchar('*')) {
    yylval = install_and_save2("^", "**");
    return '^';
  } else
    yylval = install_and_save("*");
return c;

2) When exactly does this happen? I've got in mind that substitute(3 -> y) has already flipped the expression; I couldn't figure out from the source what substitute does that would have pinged the YACC...

Of course I'm still speculating here, but yes, I think we can safely assume that when you call substitute(3 -> y), from the perspective of the substitute function, the expression always was y <- 3; e.g. the function is completely unaware that you typed 3 -> y. do_substitute, like 99% of the C functions used by R, only handles SEXP arguments - an EXPRSXP in the case of 3 -> y (== y <- 3), I believe. This is what I was alluding to above when I made a distinction between the R Environment and the parsing process. I don't think there is anything that specifically triggers the parser to spring into action - but rather everything you input into the interpreter gets parsed. I did a little more reading about the YACC / Bison parser generator last night, and as I understand it (a.k.a. don't bet the farm on this), Bison uses the grammar you define (in the .y file(s)) to generate a parser in C - i.e. a C function which does the actual parsing of input. In turn, everything you input in an R session is first processed by this C parsing function, which then delegates the appropriate action to be taken in the R Environment (I'm using this term very loosely by the way). During this phase, lhs -> rhs will get translated to rhs <- lhs, ** to ^, etc... For example, this is an excerpt from one of the tables of primitive functions in names.c:

/* Language Related Constructs */

/* Primitives */
{"if",      do_if,      0,  200,    -1, {PP_IF,      PREC_FN,     1}},
{"while",   do_while,   0,  100,    2,  {PP_WHILE,   PREC_FN,     0}},
{"for",     do_for,     0,  100,    3,  {PP_FOR,     PREC_FN,     0}},
{"repeat",  do_repeat,  0,  100,    1,  {PP_REPEAT,  PREC_FN,     0}},
{"break",   do_break, CTXT_BREAK,   0,  0,  {PP_BREAK,   PREC_FN,     0}},
{"next",    do_break, CTXT_NEXT,    0,  0,  {PP_NEXT,    PREC_FN,     0}},
{"return",  do_return,  0,  0,  -1, {PP_RETURN,  PREC_FN,     0}},
{"function",    do_function,    0,  0,  -1, {PP_FUNCTION,PREC_FN,     0}},
{"<-",      do_set,     1,  100,    -1, {PP_ASSIGN,  PREC_LEFT,   1}},
{"=",       do_set,     3,  100,    -1, {PP_ASSIGN,  PREC_EQ,     1}},
{"<<-",     do_set,     2,  100,    -1, {PP_ASSIGN2, PREC_LEFT,   1}},
{"{",       do_begin,   0,  200,    -1, {PP_CURLY,   PREC_FN,     0}},
{"(",       do_paren,   0,  1,  1,  {PP_PAREN,   PREC_FN,     0}},

You will notice that ->, ->>, and ** are not defined here. As far as I know, R primitive expressions such as <- and [, etc... are the closest interaction the R Environment ever has with any underlying C code. What I am suggesting is that by this stage in process (from you typing a set characters into the interpreter and hitting 'Enter', up through the actual evaluation of a valid R expression), the parser has already worked its magic, which is why you can't get a function definition for -> or ** by surrounding them with backticks, as you typically can.

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