R 到底如何解析“->”,右赋值运算符?

所以这是一个很琐碎的问题,但是我不能回答这个问题,这让我很困扰,也许答案会告诉我更多关于 R 是如何工作的细节。

标题说明了一切: R 是如何解析 ->这个模糊的右侧赋值函数的?

我通常深入研究这个问题的方法失败了:

`->`

错误: 找不到对象 ->

getAnywhere("->")

没有发现名为 ->的对象

我们不能直接称之为:

`->`(3,x)

错误: 找不到函数 "->"

当然,这种方法是有效的:

(3 -> x) #assigns the value 3 to the name x
# [1] 3

R 似乎知道如何简单地推翻这个论点,但我认为上述方法肯定能够解决这个问题:

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)

将其与常规赋值运算符进行比较:

`<-`
.Primitive("<-")


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

?"->"?assignOps语言定义都只是顺便提到它作为正确的赋值操作符。

->的使用方式显然有其独特之处。它不是函数/操作符(对 getAnywhere和直接对 `->`的调用似乎证明了这一点) ,那么它是什么呢?它完全属于自己的类吗?

除了“ ->在 R 语言的解释和处理方式上是完全独一无二的; 记住并继续前进”之外,还有什么值得我们学习的吗?

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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:

%token      LEFT_ASSIGN EQ_ASSIGN RIGHT_ASSIGN LBB

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));
else
PROTECT(ans = R_NilValue);
UNPROTECT_PTR(n2);
UNPROTECT_PTR(n3);
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 y <- 33, the expression y <- 34 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 y <- 35 you input into the interpreter gets parsed. I did a y <- 36 more reading about the YACC / Bison parser y <- 37 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 y <- 38 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 y <- 30, y <- 31 to y <- 32, etc... For example, this is an excerpt from one of the y <- 39:

/* 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.